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	<title><![CDATA[BOL: All site pages]]></title>
	<link>https://bioinformaticsonline.com/pages/all?offset=80</link>
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	<item>
	<guid isPermaLink="true">https://bioinformaticsonline.com/pages/view/27321/slurm-basics</guid>
	<pubDate>Fri, 13 May 2016 04:42:24 -0500</pubDate>
	<link>https://bioinformaticsonline.com/pages/view/27321/slurm-basics</link>
	<title><![CDATA[SLURM basics !]]></title>
	<description><![CDATA[<p><a href="http://bioinformaticsonline.com/bookmarks/view/27238/slurm" target="_blank">SLURM</a> is a queue management system and stands for Simple Linux Utility for Resource Management. SLURM was developed at the Lawrence Livermore National Lab and currently runs some of the largest compute clusters in the world.</p><p>SLURM is similar in many ways to most other queue systems. You write a batch script then submit it to the queue manager. The queue manager then schedules your job to run on the queue (or partition in SLURM parlance) that you designate. Below we will provide an outline of how to submit jobs to SLURM, how SLURM decides when to schedule your job and how to monitor progress.</p><p>SLURM has a number of valuable features compared to other job management systems:</p><ul>
<li><em>Kill and Requeue</em> SLURM&rsquo;s ability to kill and requeue is superior to that of other systems. It waits for jobs to be cleared before scheduling the high priority job. It also does kill and requeue on memory rather than just on core count.</li>
<li><em>Memory</em> Memory requests are sacrosanct in SLURM. Thus the amount of memory you request at run time is guaranteed to be there. No one can infringe on that memory space and you cannot exceed the amount of memory that you request.</li>
<li><em>Accounting Tools</em> SLURM has a back end database which stores historical information about the cluster. This information can be queried by the users who are curious about how much resources they have used.</li>
</ul><p><strong>Summary of SLURM commands</strong></p><p>The table below shows a summary of SLURM commands. These commands are described in more detail below along with links to the SLURM doc site.</p><table>
<tbody>
<tr><th>&nbsp;</th><th>SLURM</th><th>SLURM Example</th></tr>
<tr>
<td>Submit a batch serial job</td>
<td><a href="http://slurm.schedmd.com/sbatch.html">sbatch</a></td>
<td><code>sbatch runscript.sh</code></td>
</tr>
<tr>
<td>Run a script interatively</td>
<td><a href="http://slurm.schedmd.com/srun.html">srun</a></td>
<td><code>srun --pty -p interact -t 10 --mem 1000 /bin/bash /bin/hostname</code></td>
</tr>
<tr>
<td>Kill a job</td>
<td><a href="http://slurm.schedmd.com/scancel.html">scancel</a></td>
<td><code>scancel 999999</code></td>
</tr>
<tr>
<td>View status of queues</td>
<td><a href="http://slurm.schedmd.com/squeue.html">squeue</a></td>
<td><code>squeue -u akitzmiller</code></td>
</tr>
<tr>
<td>Check current job by id</td>
<td><a href="http://slurm.schedmd.com/squeue.html">sacct</a></td>
<td><code>sacct -j 999999</code></td>
</tr>
</tbody>
</table>]]></description>
	<dc:creator>Radha Agarkar</dc:creator>
</item>
<item>
	<guid isPermaLink="true">https://bioinformaticsonline.com/pages/view/27038/worldwide-funding-agencies-to-fund-your-bioinformatics-research</guid>
	<pubDate>Tue, 19 Apr 2016 13:04:44 -0500</pubDate>
	<link>https://bioinformaticsonline.com/pages/view/27038/worldwide-funding-agencies-to-fund-your-bioinformatics-research</link>
	<title><![CDATA[Worldwide funding agencies to fund your bioinformatics research !!]]></title>
	<description><![CDATA[<p>Are you seeking funding for research or training in a particular area? Check out the following agencies ...</p><ol>
<li><a href="http://www.nsf.gov/funding/" target="_blank">National Science Foundation</a>:&nbsp;For the love of science! Head here when searching for ways to pay for that gargantuan geology or bigtime biology project. And other disciplines, of course.</li>
<li><a href="http://www.humboldt-foundation.de/web/sponsorship.html" target="_blank">Alexander von Humboldt Foundation</a>:&nbsp;Humbolt fellows embody the spirit of science and leadership alike, and the organization sponsors thinkers in Germany and abroad alike.</li>
<li><a href="http://www.nationalparks.org/our-work/grant-applications" target="_blank">National Parks Foundation</a>:&nbsp;Americans who want to preserve their country&rsquo;s gorgeous parks and trails pitch projects to this governing body, concerned largely with ecology and accessibility issues.</li>
<li><a href="http://www.sloan.org/apply-for-grants/" target="_blank">Alfred P. Sloan Foundation</a>:&nbsp;Money is available here throughout the year, covering science and engineering and their overlaps with civics, education, and economics.</li>
<li><a href="http://www.whitehall.org/about/" target="_blank">The Whitehall Foundation</a>:&nbsp;The Whitehall Foundation, through its program of grants and grants-in-aid, assists scholarly research in the life sciences. It is the Foundation&rsquo;s policy to assist those dynamic areas of basic biological research that are not heavily supported by Federal Agencies or other foundations with specialized missions.</li>
<li><a href="http://www.hfsp.org/funding/research-grants" target="_blank">Human Frontier Science Program</a>:&nbsp;Research grants from the Human Frontier Science Program are provided for teams of scientists from different countries who wish to combine their expertise in innovative approaches to questions that could not be answered by individual laboratories.</li>
<li><a href="http://www.sba.gov/content/research-grants-small-businesses" target="_blank">The U.S. Small Business Administration</a>:&nbsp;The U.S. Small Business Administration offers research grants to small businesses that are engaged in scientific research and development projects that meet federal R&amp;D objectives and have a high potential for commercialization.</li>
<li><a href="http://www.welch1.org/grants-and-programs/research-grants">The Welch Foundation</a>:&nbsp;The Welch Foundation provides grants for a minimum of $60,000 in funding to support research in chemistry by a full-time tenured or tenure-track faculty member who serves as principal investigator. Applications are restricted to universities, colleges, or other educational institutions located within the state of Texas.</li>
<li><a href="http://leakeyfoundation.org/research-grants/">The Leakey Foundation</a>:&nbsp;The Leakey Foundation offers research grants of up to $25,000 to doctoral and post-doctoral students as well as senior scientists, for research related specifically to human origins.</li>
<li><a href="http://www.acsm.org/find-continuing-education/awards-grants/research-grants">American College of Sports Medicine</a>:&nbsp;The American College of Sports Medicine offers several possible grants to research students in the areas of general and applied science.</li>
<li><a href="http://www.bdbiosciences.com/research/grant/">BD Biosciences</a>:&nbsp;BD Biosciences Research Grants* aim to reward and enable important research by providing vital funding to scientists pursuing innovative experiments that advance the scientific understanding of disease. This ongoing program includes grants for immunology and stem cell research, totaling $240,000 annually in BD Biosciences research reagents.</li>
<li><a href="http://www.sigmaxi.org/programs/giar/">Sigma Xi</a>:&nbsp;The Sigma Xi program awards grants for research in areas of science, engineering, astronomy and vision.</li>
<li><a href="http://www.uefoundation.org/grants.html">The United Engineering Foundation</a>:&nbsp;The United Engineering Foundation advances the engineering arts and sciences for the welfare of humanity. It supports engineering and education by, among other means, making grants.</li>
<li><a href="http://grants.nih.gov/grants/oer.htm" target="_blank">National Institutes of Health</a>:&nbsp;Foreign and American medical professionals hoping to advance their research might want to consider one of these prestigious (and generous) endowments.</li>
<li><a href="http://www.whitaker.org/grants/overview" target="_blank">Whitaker International Program</a>:&nbsp;Biomedical engineering&rsquo;s global reach serves as this organization&rsquo;s focus, so applications here need to open themselves up to international institutions and applications.</li>
<li><a href="http://www.nlm.nih.gov/grants.html" target="_blank">U.S. National Library of Medicine</a>:&nbsp;From tech to small businesses, the USNLM&rsquo;s funding programs cover a diverse range of fields that feed into medicine.</li>
<li><a href="http://my.americanheart.org/professional/Research/Research_UCM_316889_SubHomePage.jsp" target="_blank">American Heart Association</a>:&nbsp;Most of the AHA&rsquo;s research involves cardiovascular disease and stroke, with funding in these areas available in the winter and the summer.</li>
<li><a href="http://swhr.org/initiatives/grants-awards/" target="_blank">Society for Women&rsquo;s Health Research</a>:&nbsp;Female engineers and scientists benefit from these grants meant to support anything that improves women&rsquo;s health and education on a global scale.</li>
<li><a href="http://www.damonrunyon.org/research_results/categories/category/award_programs/" target="_blank">Damon Runyon Cancer Research Foundation</a>:&nbsp;Every cent donated to the DRCRF directly feeds into fellowships and awards bringing humanity closer to cancer cures and improved prevention regimens.</li>
<li><a href="http://www.bwfund.org/pages/52/Grant-Programs/" target="_blank">Burroughs Wellcome Fund</a>:&nbsp;Emerging scientists working in largely underrecognized and underfunded biomedical fields are the main recipients of this private foundation&rsquo;s money.</li>
<li><a href="http://www.abmrf.org/appyling_grant.asp" target="_blank">The Foundation for Alcohol Research</a>:&nbsp;As one can probably assume from the name, The Foundation for Alcohol Research contributes to projects studying how alcohol impacts human physical and mental health.</li>
<li><a href="http://www.alexslemonade.org/grants" target="_blank">Alex&rsquo;s Lemonade Stand</a>:&nbsp;These grants go towards doctors, nurses, and medical researchers concerned with curing childhood cancer.</li>
<li><a href="http://www.cancer.gov/grants-training/grants" target="_blank">National Cancer Institute</a>:&nbsp;Thanks to a little help from their friends in Congress, the National Cancer Institute have $4.9 billion to share with medical science.</li>
<li><a href="http://www.bushfoundation.org/solutions/building-leadership-capacity/bush_fellowship" target="_blank">Bush Foundation Fellowship Program</a>:&nbsp;Leadership&rsquo;s many forms are the main focus of the BFFP, who give money to folks dedicated to improving their communities.</li>
<li><a href="http://oedb.org/financial-aid/grants/" target="_blank">The David &amp; Lucile Packard Foundation</a>:&nbsp;Nonprofit organizations dedicated to growing education, charities, health, and other social justice causes should consider seeing what money they can land through this foundation.</li>
<li><a href="http://www.afar.org/research/funding/afar-research-grants/" target="_blank">American Federation for Aging Research</a>:&nbsp;AFAR provides up to $100,000 for a one- to two-year award to junior faculty (M.D.s and Ph.D.s) to conduct research that will serve as the basis for longer term research efforts in the areas of Biomedical and clinical research.</li>
<li><a href="http://mda.org/research2/grant-types">The Muscular Dystrophy Association</a>:&nbsp;The MDA is pursuing the full spectrum of research approaches that are geared toward combating neuromuscular diseases. MDA also helps spread this scientific knowledge and train the next generation of scientific leaders by funding national and international research conferences and career development grants.</li>
<li><a href="http://oedb.org/ilibrarian/100_places_to_find_funding_your_research/%22http://www.cff.org/research/ForResearchers/FundingOpportunities/ResearchGrants/%3C/a">The Cystic Fibrosis Foundation</a>:&nbsp;The CF Foundation offers competitive awards for research related to cystic fibrosis. Studies may be carried out at the subcellular, cellular, animal, or patient levels. Two of these funding mechanisms include Pilot and Feasibility Awards and Research Grants.</li>
<li><a href="http://www.ataxia.org/research/ataxia-research-grants.aspx">The National Ataxia Foundation</a>:&nbsp;The National Ataxia Foundation (NAF) is committed to funding the best science relevant to hereditary and sporadic types of ataxia in both basic and translational research. NAF invites research applications from U.S.A. and International non-profit and for-profit institutions.</li>
<li><a href="http://www.marchofdimes.com/research-grants.aspx">The March of Dimes</a>:&nbsp;In keeping with its mission the March of Dimes research portfolio funds many different areas of research on topics related to preventing birth defects, premature birth and infant mortality.</li>
<li><a href="https://www.ata.org/research-toward-cure">The American Tinnitus Association</a>:&nbsp;The American Tinnitus Association Research Grant Program financially supports scientific studies investigating tinnitus. Studies must be directly concerned with tinnitus and contribute to ATA&rsquo;s goal of finding a cure.</li>
<li><a href="http://www.abta.org/brain-tumor-research/research-grants/">American Brain Tumor Association</a>:&nbsp;The American Brain Tumor Association provides multiple grants for scientists doing research in or around the field of brain tumor research.</li>
<li><a href="http://www.cancer.org/research/applyforaresearchgrant/">American Cancer Society</a>:&nbsp;The American Cancer Society also offers grants that support the clinical and/or research training of health professionals. These Health Professional Training Grants promote excellence in cancer prevention and control by providing incentive and support for highly qualified individuals in outstanding training programs or responsible for training.</li>
<li><a href="https://www.thrasherresearch.org/default.aspx">Thrasher Research Fund</a>:&nbsp;The Thrasher Research Fund provides grants for pediatric medical research. The Fund seeks to foster an environment of creativity and discovery aimed at finding solutions to children&rsquo;s health problems. The Fund awards grants for research that offers substantial promise for meaningful advances in prevention and treatment of children&rsquo;s diseases, particularly research that offers broad-based​ applications.</li>
<li><a href="http://foundation4pt.org/apply-for-funding/research-grants/">Foundation for Physical Therapy</a>:&nbsp;The Foundation supports research projects in any patient care specialty.</li>
<li><a href="http://www.ocfoundation.org/research.aspx">International OCD Foundation</a>:&nbsp;The IOCDF awards grants to investigators whose research focuses on the nature, causes and treatment of OCD and related disorders.</li>
<li><a href="http://ww5.komen.org/ResearchGrants/FundingOpportunities.html">Susan G. Komen</a>:&nbsp;Susan G. Komen sustains a strong commitment to supporting research that will identify and deliver cures for breast cancer.</li>
<li><a href="http://www.aacr.org/research/research/Pages/Default.aspx#.VRsCCTvF-OM">American Association for Cancer Research</a>:&nbsp;The AACR promotes and supports the highest quality cancer research. The AACR has been designated as an organization with an approved NCI* peer review and funding system.</li>
<li><a href="http://www.thyroid.org/thyroid-physicians-professionals/research-grants-thyroidology/">American Thyroid Foundation</a>:&nbsp;The ATA is committed to supporting research into better ways to diagnose and treat thyroid disease.</li>
<li><a href="http://faer.org/research-grants/">The Foundation for Anesthesia Education and Research</a>:&nbsp;The FAER provides research grant funding for anesthesiologists and anesthesiology trainees to gain additional training in basic science, clinical and translational, health services and education research.</li>
<li><a href="http://www.alz.org/research/alzheimers_grants/types_of_grants.asp">The Alzheimer&rsquo;s Association</a>:&nbsp;The Alzheimer&rsquo;s Association funds a wide variety of investigations by scientists at every stage of their careers. Each grant is designed to meet the needs of the field and to introduce fresh ideas in Alzheimer&rsquo;s research.</li>
<li><a href="http://www.curearthritis.org/research-grant-application/">The Arthritis National Research Foundation</a>:&nbsp;The Arthritis National Research Foundation seeks to move arthritis research forward to find new treatments and to cure arthritis.</li>
<li><a href="http://www.hdfoundation.org/funding/grants.php">Hereditary Disease Foundation</a>:&nbsp;The focus of the Hereditary Disease Foundation is on Huntington&rsquo;s disease. Support will be for research projects that will contribute to identifying and understanding the basic defect in Huntington&rsquo;s disease. Areas of interest include trinucleotide expansions, animal models, gene therapy, neurobiology and development of the basal ganglia, cell survival and death, and intercellular signaling in striatal neurons.</li>
<li><a href="http://www.childrensleukemia.org/researchgrants.html">The Childrens Leukemia Research Association</a>:&nbsp;The objective of the CLRA is to direct the funds of the Association into the most promising leukemia research projects, and where funding would not duplicate other funding sources.</li>
<li><a href="http://www.apdaparkinson.org/research/research-grant/">The American Parkinson Disease Association</a>:&nbsp;The APDA offers grants of up to $50,000 for Parkinson disease research to scientists affiliated with U.S. research institutions.</li>
<li><a href="http://www.marykayfoundation.org/pages/CancerGrantProgram.aspx">The Mary Kay Foundation</a>:&nbsp;The Mary Kay Foundation offers grants to select doctors and medical scientists for research focusing on curing cancers that affect women.</li>
<li><a href="http://www.ccfa.org/science-and-professionals/research/grants-fellowships/">The Crohn&rsquo;s &amp; Colitis Foundation of America</a>:&nbsp;The CCFA is a leading funder of basic and clinical research in Inflammatory Bowel Diseases. CCFA supports research that increases understanding of the etiology, pathogenesis, therapy, and prevention of Crohn&rsquo;s disease and ulcerative colitis.</li>
<li><a href="http://www.avonfoundation.org/grants/breast-cancer/research-grant-guidelines/">The Avon Foundation for Women</a>:&nbsp;Grants from the Avon Foundation go to develop new strategies to prevent breast cancer and to researching the science behind breast cancer to increase understanding.</li>
<li><a href="http://www.pdf.org/en/grant_funding_irg">The International Research Grants Program</a>:&nbsp;The IRGP seeks to promote research that will have a major impact in developing knowledge of Parkinson&rsquo;s disease. Effort is made to promote projects that have little hope of securing traditional funding.</li>
<li><a href="http://www.gastro.org/research-funding">American Gastroenterological Association</a>:&nbsp;The AGA offers multiple grants for research advancing the science and practice of Gastroenterology.</li>
<li><a href="http://www.wilsonsociety.org/awards/wosawards.html">Wilson Ornithological Society Research Grants</a>:&nbsp;The Wilson Ornithological Society Research Grants offers up to four grants of $1500 dollars for work in any area of ornithology.</li>
<li><a href="http://www.obesity.org/about-us/early-career-research-grants.htm">The Obesity Society</a>:&nbsp;The Obesity Society offers grants of up to $25,000 dollars to members doing research in areas related to obesity.</li>
<li><a href="http://www.sjogrens.org/home/research-programs/research-grants">The Sj&ouml;gren&rsquo;s Syndrome Foundation</a>:&nbsp;The SSF Research Grants Program places a high priority on both clinical and basic scientific research into the cause, prevention, detection, treatment, and cure of Sj&ouml;gren&rsquo;s.</li>
<li><a href="http://www.melanoma.org/research-center/research-grants/the-grant-process">The Melanoma Research Foundation</a>:&nbsp;The MRF&rsquo;s Research Grant Program emphasizes both basic and clinical research projects that explore innovative approaches to understanding melanoma and its treatment.</li>
<li><a href="http://www.aascu.org/GRCinfo/Grant_Search/" title="Grant Resource Center (GRC)">GRC</a>&nbsp;- Run by the American Association of State Colleges and Universities (AASCU), the Grant Resource Center includes a database "customized to smaller institutions, and staff assistance," according to one user. A paid institutional membership is required for access.</li>
<li><a href="http://www.library.illinois.edu/iris/" title="IRIS">IRIS</a>&nbsp;- The Illinois Research Information Service is free for the University of Illinois (UI) community. Outside the UI system, a paid institutional subscription is needed for access.</li>
<li><a href="http://www.infoed.org/new_spin/spin.asp" title="Sponsored Programs Information Network (SPIN)">SPIN</a>&nbsp;- Run by InfoEd International, SPIN (the Sponsored Programs Information Network) claims to be the most widely used funding opportunity database in the world. An institutional subscription is required for access.</li>
<li><a href="http://fundingopps.cos.com/" title="Community of Science (COS )">COS</a>&nbsp;- Funding Opportunities. Community of Science claims the "largest, most comprehensive database of available funding," with 700 member institutions. Individuals can register free, but this won't get you access to the funding database.</li>
<li><a href="http://www.researchresearch.com/" title="ResearchResearch">ResearchResearch</a>&nbsp;- Based in London, ResearchResearch provides an international option for people seeking research-funding programs. A paid subscription is required for access.</li>
</ol>]]></description>
	<dc:creator>Jitendra Prajapati</dc:creator>
</item>
<item>
	<guid isPermaLink="true">https://bioinformaticsonline.com/pages/view/26617/list-of-bioinformatics-software-tools-for-next-generation-sequencing</guid>
	<pubDate>Fri, 11 Mar 2016 20:22:14 -0600</pubDate>
	<link>https://bioinformaticsonline.com/pages/view/26617/list-of-bioinformatics-software-tools-for-next-generation-sequencing</link>
	<title><![CDATA[List of Bioinformatics Software Tools for Next Generation Sequencing]]></title>
	<description><![CDATA[<p><strong>Commercial tools</strong></p><ol>
<li><strong><a href="http://www.strand-ngs.com/">Strand NGS</a></strong>
<ul>
<li>offers many different tools including alignment, RNA-Seq, DNA-Seq, ChIP-Seq, Small RNA-Seq, Genome Browser, visualizations, Biological Interpretation, etc. Supports workflows &ldquo;one can import the sample data in FASTA, FASTQ or tag-count format. In addition, prealigned data in SAM, BAM or Illumina-specific ELAND format can be directly imported for analysis.&rdquo;</li>
<li>Alignment feature: Supports alignment from Illumina, Ion Torrent, 454 (Roche), and Pac Bio</li>
<li>DNA-Seq Feature, can annotate with dbSNP</li>
</ul>
</li>
<li><strong><a href="http://www.clcbio.com/desktop-applications/top-features/">CLC Genomics Workbench</a></strong><br />
<ul>
<li>(QIAGEN). Features include: resequencing, workflow, read mapping, de novo assembly, variant detection, RNA-Seq, ChIP-Seq, Genome Browser, etc (entire list on website); Main Workbench offers database search (Genbank, Blast, Pubmed); 2000 organizations have invested in CLC</li>
<li>Accepts VCF files from 1000 Genomes Project</li>
<li>Accepts downloaded tracks from dbSNP</li>
<li>Also accepts: FASTA, GFF/GTF/GVF, BED, Wiggle, Cosmic, UCSC variant database, complete genomics master var file</li>
<li>Read mapping: &ldquo;In addition to Sanger sequence data, reads from these high-throughput sequencing machines are supported: The 454 FLX System and the 454 GS Junior System from Roche, Illumina Genome Analyzer, Illumina HiSeq, Illumina HiScan, and Illumina MiSeq sequencing systems, SOLiD system from Life Technologies, Ion Torrent system from Life Technologies, Helicos from Helicos BioSciences&rdquo;</li>
<li>De novo assembly: &ldquo;In addition to Sanger sequence data, reads from these high-throughput sequencing machines are supported The 454 FLX System and the 454 GS Junior System from Roche, Illumina Genome Analyzer, Illumina HiSeq, Illumina HiScan, and Illumina MiSeq sequencing systems, SOLiD system from Life Technologies, Ion Torrent system from Life Technologies&rdquo;</li>
<li>Annotation tracks from Ensembl</li>
</ul>
</li>
<li><strong><a href="https://www.dnanexus.com/product-overview">DNAnexus</a></strong>
<ul>
<li>Private cloud repository -- formerly a redistributor of SRA and other NCBI resources; command-line or via web, can fetch data from a URL, build custom pipeline/ workflow has sra.dnanexus.com site: data downloads come directly from NCBI</li>
</ul>
</li>
<li><strong><a href="http://www.ingenuity.com/products/variant-analysis">Ingenuity Variant Analysis</a></strong>
<ul>
<li>(QIAGEN) allows for variant identification and analysis, uses NCI-60 data set for cancer, Supported third part informatin: Entrez Gene, RefSeq, ClinVar; gives contextual details of results instead of just A to B relationship</li>
<li>Has own database-- &ldquo;knowledge base&rdquo; based on COSMIC, OMIM, and TCGA databases</li>
</ul>
</li>
<li><strong><a href="http://www.dnastar.com/t-products-dnastar-lasergene-genomics.aspx">Lasergene Genomics Suite</a></strong>
<ul>
<li>Comprehensive NGS software pipeline for assembly, alignment, variant calling and analysis of NGS data</li>
<li>Supported workflows include: reference-guided and de novo genome and transcriptome assembly and analysis, metagenomics sample assembly, targeted resequencing, exome alignment, gene panels with validation control, variant analysis, and RNA-Seq, ChIP-Seq and miRNA alignment and analysis.</li>
<li>#1 in accuracy: fewer false negatives and better sensitivity compared to results obtained from other aligners</li>
<li>Aligns exome data and performs variant calling an average of 3 times faster than alternative pipelines</li>
<li>Annotates genomic data with allele and genotype frequency, functional impact predictions, evolutionary conservation scores and pathogenicity</li>
<li>Supports all major NGS technologies (Illumina, Ion Torrent, Pac Bio and Roche 454) and project types</li>
<li>Available on Windows, Mac OS X, Linux, and the Amazon Cloud</li>
</ul>
</li>
<li><strong><a href="http://www.softgenetics.com/NextGENe.html">NextGENe</a></strong>
<ul>
<li>&ldquo;perfect analytical partner for the analysis of desktop sequencing data produced by the ION PGM&trade;, Roche Junior, Illumina MiSeq as well as high throughput systems as the Ion Torrent Proton, Roche FLX, Applied BioSystems SOLiD&trade; and Illumina&reg; platforms.&rdquo; runs on Windows, free-standing multi-application package-- SNP/Indel analysis, CNV prediction and disease discovery, whole genome alignment, etc.</li>
<li>Data can be imported from Clinvar, dbSNP, Genbank:<a href="http://www.softgenetics.com/PDF/NextGene_UsersManual_web.pdf">http://www.softgenetics.com/PDF/NextGene_UsersManual_web.pdf</a></li>
</ul>
</li>
<li><strong><a href="http://www.partek.com/pgs">Partek Genomics Suite</a></strong>
<ul>
<li>Cited in over 3,500 peer-reviewed scientific publications</li>
<li>Workflows for microarray and PCR data include: Gene expression including alternative splicing, miRNA expression, Genome Wide Association Studies, Mother-Father-Child Trio analysis, DNA Copy number including allele specific copy number and Loss of Heterozygosity (LOH), and ChIP, and methylation. Next Generation Sequencing (NGS) workflows include: RNA-Seq, miRNA-Seq, ChIP-Seq, DNA-Seq, and Methylation</li>
<li>Powerful statistics and interactive, publication ready visualizations</li>
<li>Supports all commercial next generation sequencing and microarray file format as well as text files</li>
<li>Can input GEO SOFT files</li>
</ul>
</li>
<li><strong><a href="http://www.partek.com/partekflow">Partek Flow</a></strong>
<ul>
<li>Installation can be cloud-based or on a local cluster or Linux server</li>
<li>Easy to use point-and-click interface</li>
<li>Takes NGS data (.fastq, BAM, SAM), microarrays (Affymetrix, Illumina) and text files</li>
<li>Supports custom genome builds and annotation databases</li>
<li>Performs base trimming, alignment, quantification, quality analysis, statistics, and visualization</li>
<li>Includes ten fully customizable aligners (Bowtie, Bowtie 2, BWA, GSNAP, Isaac 2, SHRiMP 2, STAR, TMAP, TopHat and TopHat 2)</li>
<li>Applications for RNA-Seq, Small RNA-Seq, WGS/WES, Pathway enrichment, Fusion detection and Variant calling</li>
<li>Allows users to create, save, share, or download analysis pipelines for automated and repeatable analysis</li>
<li>Collaborate with others without transferring data</li>
<li>Integrates microarray and next generation sequencing data</li>
</ul>
</li>
<li><strong><a href="http://goldenhelix.com/SNP_Variation/">Golden Helix: SNP and Variation Suite</a></strong>
<ul>
<li>used for managing, analyzing and visualizing genotypic and phenotypic data; Features: Genome-wide association studies, genomic prediction, copy number analysis, small sample DNA-Seq workflows, large sample DNA-seq analysis, RNA-seq analysis. Supported files: .txt, excel XLS &amp; XLSX, CEL, CHP, CNT, Illumina, Plink PED, TPED, BED, Agilent files, NimbleGen data summary files, VCF files, Impute2 GWAS files, HapMap format, MACH output, + 50 other formats consumes NCBI data directly</li>
</ul>
</li>
<li><strong><a href="https://www.genomatix.de/">Genomatix</a></strong>
<ul>
<li>Applications: ChIP-Seq, DNA-Seq, RNA-Seq, DNA methylation; enable personalized medicine,</li>
<li>Mining Stations: Supports all established NGS sequencing platforms- SOLiD, 454 Life Sciences, Genome Analyzer, HiSeq, MiSeq, IonTorrent</li>
<li>Software Suite: can upload sequence of BED files</li>
<li>Genome browser: BED and BAM files, Public data- 1500 BED files available for every user</li>
</ul>
</li>
<li><strong><a href="http://www.biodatomics.com/">Biodatomics</a></strong>
<ul>
<li>Open source platform (SaaS), analysis and genome sequencing tools, integrates over 400 genomic analysis open source tools and pipelines, have a private and public cloud version. Features: genomic data visualization, drag and drop interface, accelerated analysis, real-time collaboration</li>
<li>They have a couple modules to do so, and have enabled parts of the sra toolkit</li>
</ul>
</li>
<li><strong><a href="https://www.solvebio.com/">SolveBio</a></strong>
<ul>
<li>Software product, for clinical genomics professionals, manage, curate, report genomic variation</li>
<li>Has own data library -- data from NCBI</li>
</ul>
</li>
<li><strong><a href="http://www.basepairtech.com">Basepair</a></strong>
<ul>
<li>Offers high quality workflows for all common NGS applications (RNA-Seq, ChIP-Seq, DNA-Seq, etc.)</li>
<li>Very fast - get all results in a 1-2 hours. Cloud-based, no storage or computing limits.</li>
<li>Easy to use - less than a minute to run an analysis</li>
<li>REST and Python API to mange large projects.</li>
</ul>
<div>&nbsp;</div>
</li>
</ol><h2><a href="https://github.com/NCBI-Hackathons/Community_Software_Tools_for_NGS/blob/master/NGS_Tools_List.md#variant-identification"></a>Variant Identification</h2><h3><a href="https://github.com/NCBI-Hackathons/Community_Software_Tools_for_NGS/blob/master/NGS_Tools_List.md#germline-callers"></a>Germline Callers</h3><ol>
<li><strong><a href="http://mathgen.stats.ox.ac.uk/impute/impute_v2.html">IMPUTE2</a></strong>
<ul>
<li>Description: phasing observed genotypes and imputing missing genotypes uses reference panels to provide all available halotypes, does not use population labels or genome-wide measures; designed to represent variation in one population; Fairly popular</li>
<li>Input:</li>
<li>Reference Haplotypes: Links to 1000 Genomes and HapMap downloads</li>
<li>Output:</li>
</ul>
</li>
<li><strong><a href="https://github.com/ekg/freebayes">FreeBayes</a></strong>
<ul>
<li>Description: finds SNPs, Indels, MNPs; reports variants based on alignment; haplotype based</li>
<li>Input: BAM- uses BAMtools API to parse</li>
<li>Reference genome: FASTA</li>
<li>Output: VCF</li>
</ul>
</li>
<li><strong><a href="http://soap.genomics.org.cn/soapindel.html">SOAPindel</a></strong>
<ul>
<li>Description: detects indels from NGS paired-end sequencing</li>
<li>Input: files with read alignment can be SOAP or SAM formats, users must also give raw reads in Fasta or Fastq</li>
<li>Reference Sequence used to align reads: FASTA</li>
<li>Output:</li>
</ul>
</li>
<li><strong><a href="https://github.com/danmaclean/2kplus2">2Kplus2</a></strong>
<ul>
<li>Description: algorithm searches graphs produced by de novo assembler Cortex; c++ source code for SNP detection &ldquo;2kplus2.cpp is a c++ source code for the detection and the classification of single nucleotide polymorphisms in transformed De Bruijn graphs using Cortex assembler.&rdquo;</li>
<li>Input:</li>
<li>Output:</li>
</ul>
</li>
<li><strong><a href="https://www.hgsc.bcm.edu/software/atlas-2">Atlas 2</a></strong>
<ul>
<li>Description: specializes in separation of true SNPs and indels from sequencing and mapping errors, last update January 2013</li>
<li>Input: takes BAM file,</li>
<li>Reference Genome: FASTA</li>
<li>Output: produces VCF</li>
</ul>
</li>
<li><strong><a href="https://sites.google.com/site/vibansal/software/crisp">CRISP</a></strong>
<ul>
<li>Description: identifies SNPs and INDELs from pooled high-throughput NGS, not used for analysis of single samples; implemented in C and uses SAMtools API; latest version should work with diploid genomes</li>
<li>Input: requires BAM files (aligned with GATK)</li>
<li>Reference Genome: indexed FASTA file</li>
<li>Output: VCF files</li>
</ul>
</li>
<li><strong><a href="http://www.sanger.ac.uk/resources/software/dindel/">Dindel</a></strong>
<ul>
<li>Description: (Wellcome Trust Sanger) calls small indels from short-read sequences, only can handle Illumina data; cannot test candidate indels; written in C++, used on Linux based and Mac computers (not tested in windows)</li>
<li>Input: BAM files</li>
<li>Output: VCF</li>
</ul>
</li>
<li><strong><a href="http://colibread.inria.fr/software/discosnp/">discoSnp++</a></strong>
<ul>
<li>Description: detects homozygous and heterozygous SNPs and Indels; software composed of 2 modules (kissnp2 and kissreads)</li>
<li>Input: raw NGS datasets; fasta, fastq, gzipped or not;</li>
<li>no reference genome required; read pairs can be given</li>
<li>Output: FASTA</li>
</ul>
</li>
<li><strong><a href="http://odin.mdacc.tmc.edu/~wwang7/FamSeqIndex.html">FamSeq</a></strong>
<ul>
<li>Description: family-based sequencing studies- provides probability of an individual carrying variant based on family&rsquo;s raw measurements; accommodates de novo mutations, can perform variant calling at chrX;</li>
<li>Input: VCF</li>
<li>Output: VCF</li>
</ul>
</li>
<li><strong><a href="http://sourceforge.net/p/%20geneticthesaurus/wiki/Example/">GeneticThesaurus</a></strong>
<ul>
<li>Description: &ldquo;Annotation of genetic variants in repetitive regions&rdquo;</li>
<li>Input: Initial variant calling from bam &rarr; vcf output</li>
<li>Reference Genome: need to provide own fasta file for hg19 genome,</li>
<li>Output: vcf.gz, vtf.gz, and baf.tsv.gz output</li>
</ul>
</li>
<li><strong><a href="http://genome.sph.umich.edu/wiki/GlfMultiples">glfMultiples</a></strong>
<ul>
<li>Description: command-line, variant caller</li>
<li>Input: GLF</li>
<li>Output: VCF</li>
</ul>
</li>
<li><strong><a href="http://genome.sph.umich.edu/wiki/GlfSingle">glfSingle</a></strong>
<ul>
<li>Description: uses likelihood-based model for variant calling, starts from genotype likelihoods that have been computed from other tools (ex. Samtools BAQ), the likelihoods combine with individual-based prior p(genotype) to generate posterior probabilities</li>
<li>Input: GLF</li>
<li>Output: VCF</li>
</ul>
</li>
<li><strong><a href="https://github.com/ddcap/halvade">Halvade</a></strong>
<ul>
<li>Description: command-line; written in Java, &ldquo;to run halvade a reference is needed for both GATK and BWA and a SNP (dbSNP!) database is required</li>
<li>Input: FASTQ</li>
<li>Output: VCF</li>
</ul>
</li>
<li><strong><a href="https://github.com/aakrosh/indelMINER">indelMINER</a></strong>
<ul>
<li>Description: identifies indels from paired-end reads</li>
<li>Input: BAM (aligned in SAMtools API)</li>
<li>Output: VCF</li>
</ul>
</li>
<li><strong><a href="https://www.broadinstitute.org/cancer/cga/indelocator">Indelocator</a></strong>
<ul>
<li>Description: (Broad Institute): does not perform realignment, relies on alignments in BAM files (BAM files need aligned before put into indelocator); recommended to use GATK prior;</li>
<li>Input: 2 BAM files(tumor &amp; normal), annotated as germline or somatic; also has single sample mode</li>
<li>Output: &ldquo;Output of Indelocator is a high-sensitivity list of putative indel events containing large numbers of false positives. The statistics reported for each event have to be used to custom-filter the list in order to lower false positive rate&rdquo;</li>
</ul>
</li>
<li><strong><a href="https://github.com/sequencing/isaac_variant_caller">Isaac Variant Caller</a></strong>
<ul>
<li>Description: detects SNPs and small indels from diploid sample; designed to run on &ldquo;nux-like platforms&rdquo;</li>
<li>Input: BAM</li>
<li>Output: VCF</li>
</ul>
</li>
<li><strong><a href="http://www.swisstph.ch/kvarq">KvarQ</a></strong>
<ul>
<li>Description: in silico genotyping for selected loci in bacterial genome, written in Python and C</li>
<li>Input: FASTQ</li>
<li>reference genome or de novo assembly not needed</li>
<li>Output:</li>
</ul>
</li>
<li><strong><a href="http://sourceforge.net/projects/lofreq/files/">LoFreq</a></strong>
<ul>
<li>Description: SNV caller, Python language, standalone program, uncovers cell-population heterogeneity from high-throughput sequencing datasets; calls variants found in &lt;.05% of the population</li>
<li>Input: BAM file input&rarr; suggest running through GATK</li>
<li>Output:</li>
</ul>
</li>
<li><strong><a href="https://github.com/Illumina/manta">Manta</a></strong>
<ul>
<li>Description: Calls indels and SVs from paired end reads; standalone, command line program; Written in C++ and Python</li>
<li>Input: BAM (can tolerate non-paired-end reads); a matched tumor sample may be provided as well</li>
<li>Output: VCF</li>
</ul>
</li>
<li><strong><a href="https://github.com/benedictpaten/marginAlign">MarginAlign</a></strong>
<ul>
<li>Description: SNV caller, specifically tailored to Oxford Nanopore Reads, written in Python; Package comes with 3 programs, marginAlign, marginCaller (calls SNVs), marginStats (computes qc stats on sam files)</li>
<li>Input: SAM</li>
<li>Output: SAM</li>
</ul>
</li>
<li><strong><a href="http://gmt.genome.wustl.edu/packages/mendelscan/">MendelScan</a></strong>
<ul>
<li>Description: Last release March 2014; for analyzing sequencing data in family studies of inherited diseases; variant calls for a family in VCF file; still in alpha-testing on github, example data uses 1000 genomes dataset</li>
<li>Input:</li>
<li>Output:</li>
</ul>
</li>
<li><strong><a href="https://github.com/mitenjain/nanopore">nanopore</a></strong>
<ul>
<li>Description: UCSC Nanopore group (group at UCSC studying using ion channels for analysis of single RNA/DNA structures) software pipeline; tailored to Oxford Nanopore Reads; command line program</li>
<li>Input: FASTQ</li>
<li>Reference files: FASTA</li>
<li>Output: &ldquo;For each possible pair of read file, reference genome and mapping algorithm an experiment directory will be created in the nanopore/output directory.&rdquo;</li>
</ul>
</li>
<li><strong><a href="http://omictools.com/platypus-s1989.html">Platypus</a></strong>
<ul>
<li>Description: Package program, written in C, Python, Cython; Can identify SNPs, MNPs, short indels, and larger variants; has been tested on very large datasets (1000 genomes)</li>
<li>Input: BAM</li>
<li>Reference Genome: FASTA (files must be indexed using Samtools or similar program</li>
<li>Output: VCF</li>
</ul>
</li>
<li><strong><a href="http://www.bioinformatics.nl/QualitySNPng/">QualitySNPng</a></strong>
<ul>
<li>Description: detection of SNPs; &ldquo;can be used as a standalone application with graphical user interface as part of pipeline system&rdquo;; does not require fully sequenced reference genome; haplotype strategy</li>
<li>Input:SAM, ACE</li>
<li>Output: GUI</li>
</ul>
</li>
<li><strong><a href="http://revister.sourceforge.net/">ReviSTER</a></strong>
<ul>
<li>Description: command line program; automated pipeline; utilizes BWA, BLAT, and SAMTools; utilizes BWA mapping program;</li>
<li>Input: FASTQ,</li>
<li>Reference sequence file and list file containing STR locations as inputs</li>
<li>Output: SAM</li>
</ul>
</li>
<li><strong><a href="http://dna-discovery.stanford.edu/software/rvd/">RVD</a></strong>
<ul>
<li>Description: command-line program, detection of rare SNVs, relies upon Samtools, can be run in MATLAB</li>
<li>Input: BAM</li>
<li>Reference Genome: FASTA</li>
<li>Output: &ldquo;The algorithm output is a call table -- a comma-separated file with one line for each base position and each line in the following format:</li>
<li>AlginmentReferencePosition, AlignmentBase, Call ,SecondBase, CenteredErrorPrc, ReferenceErrorPrc, SecondBasePrc&rdquo;</li>
</ul>
</li>
<li><strong><a href="http://snver.sourceforge.net/">SNVer</a></strong>
<ul>
<li>Description: calls common and rare variants in pool or individual NGS data, reports overall p-value, operating system independent statistical tool, identifies SNPs and INDELs, written in Java, no dependencies, straightforward command-line</li>
<li>(SNVerGUI=GUI version) --SNVerGUI: desktop tool for variant detection</li>
<li>Input: chrX annotation, sam.zip, bam.zip</li>
<li>reference file must be aligned to the data file</li>
<li>Output:</li>
</ul>
</li>
<li><strong><a href="http://compbio.bccrc.ca/software/snvmix/">SNVMix</a></strong>
<ul>
<li>Description: detects SNVs from NGS, post-alignment tool</li>
<li>Input: pileupformat (Maq or Samtools)</li>
<li>Output:</li>
</ul>
</li>
<li><strong><a href="http://www.bsse.ethz.ch/mlcb/research/bioinformatics-and-computational-biology/structural-variant-machine--sv-m-.html">SV-M</a></strong>
<ul>
<li>Description: Structural Variant Machine - predicts indels, uses split read alignment profiles, validated by Sanger Sequencng</li>
<li>Input:paired-end Illumina reads from 1001 genomes project (uses ref plant- 1001genomes.org)</li>
<li>Ouptut:</li>
</ul>
</li>
<li><strong><a href="https://github.com/slindgreen/SNPest">SNPest</a></strong>
<ul>
<li>Description: Standalone program, language C++, Perl</li>
<li>Input: mpileup (SAMtools)</li>
<li>Output: VCF</li>
</ul>
</li>
<li><strong><a href="http://genome.sph.umich.edu/wiki/TrioCaller">TrioCaller</a></strong>
<ul>
<li>Description:Command line program, relies on BWA and samtools; genotype calling for unrelated individuals and parent-offspring trios</li>
<li>Input: BAM (that has been aligned in BWA and Samtools</li>
<li>Output: BCF that can be formatted to VCF using bcftools</li>
</ul>
</li>
<li><strong><a href="http://www.vicbioinformatics.com/software.snippy.shtml">Snippy</a></strong>
<ul>
<li>Description: finds indels between haploid reference genome and NGS sequence reads</li>
<li>Input:read files- FASTQ or FASTA (can be .gz compressed), output- .aln, .tab, .txt</li>
<li>Reference genome in FASTA or GENBANK</li>
<li>Output:</li>
</ul>
</li>
<li><strong><a href="http://orca.bu.edu/vntrseek/">VntrSeek</a></strong>
<ul>
<li>Description: pipeline for discovering microsatellite tandem repeats with high-throughput sequencing data</li>
<li>Input: gzip-compressed FASTA or FASTQ</li>
<li>Output: VCF files; one for TRs and observed alleles, another file contains link to viewer</li>
</ul>
</li>
</ol><h3><a href="https://github.com/NCBI-Hackathons/Community_Software_Tools_for_NGS/blob/master/NGS_Tools_List.md#somatic-callers"></a>Somatic Callers</h3><ol>
<li><strong><a href="http://cakesomatic.sourceforge.net/">Cake</a></strong>
<ul>
<li>Description: standalone program, &ldquo;pipeline for the integrated analysis of somatic variants in cancer genomes&rdquo;; integrates four algorithms; written in Perl; required tools: samtools, tabix, vcftools, VarScan2, bambino, cmake, somaticsniper (User guide; workflow page)</li>
<li>Input: tumor and normal reads in BAM files, run through variant calling programs to generate intermediate VCF</li>
<li>Output: VCF</li>
</ul>
</li>
<li><strong><a href="http://www.broadinstitute.org/cancer/cga/mutect">MuTect</a></strong>
<ul>
<li>Description: Broad Institute, identification of somatic point mutations in cancer genomes; requires preprocessing of reads (GATK)</li>
<li>Input: same as GATK (FASTA reference genome, SAM read files)</li>
<li>Output: call-stats, VCF, wiggle files</li>
</ul>
</li>
<li><strong><a href="http://genome.sph.umich.edu/wiki/Polymutt">Polymutt</a></strong>
<ul>
<li>Description: calls SNVs and detects de novo point mutations in families</li>
<li>Input: GLF or BAM or VCF (must have identical chromosome orders)</li>
<li>Output: VCF</li>
</ul>
</li>
<li><strong><a href="http://tvap.genome.wustl.edu/tools/bassovac/">Bassovac</a></strong>
<ul>
<li>Description: Improved Bayesian inversion somatic caller; unlike other software packages, treats effects fully probabilisticallys instead of using ad-hoc modeling; effects are integrated at the atomic level and standard probability theory integrates read tallies to the sample level and to the tumor-normal pair level; "pending public release"</li>
<li>Input:</li>
<li>Output:</li>
</ul>
</li>
<li><strong><a href="http://bioinformatics.ustc.edu.cn/CLImAT/">CLImAT</a></strong>
<ul>
<li>Description: standalone program; &ldquo;accurate detection of copy number alteration and loss of heterozygosity in impure and aneuploid tumor samples using whole genome sequencing data&rdquo;</li>
<li>Input: depth file generated by DFExtract and a config file</li>
<li>Output: .results file, .Gtype, LOG.txt, also generates visualization</li>
</ul>
</li>
<li><strong><a href="http://denovogear.sourceforge.net/">DeNovoGear</a></strong>
<ul>
<li>Description: de-novo variant calling and interpretation; standalone program; dependencies C++ compiler, CMake, HTSlib, Eigen, Boost</li>
<li>Input: PED and BCF</li>
<li>Output: &ldquo;The output format is a single row for each putative de novo mutation (DNM), with the following fields&rdquo;</li>
</ul>
</li>
<li><strong><a href="https://github.com/friend1ws/EBCall">EBCall</a></strong>
<ul>
<li>Description: Empirical Baysian Mutation Calling; standalone program; uses tumor/normal paired reads and non-paired normal reference samples; dependent on samtools, R and VGAM pack for R</li>
<li>Input: BAM</li>
<li>Output: not sure what exact type of file- &ldquo;The format of the result is suitable for adding annotation by annovar.&rdquo;</li>
</ul>
</li>
<li><strong><a href="https://github.com/usuyama/hapmuc">HapMuc</a></strong>
<ul>
<li>Description: standalone program; &ldquo;utilizes the information of heterozygous germline variants near candidate mutations&rdquo;; Dependent upon- Boost, SAMtools, BEDtools; 3 step workflow</li>
<li>Input: BAM</li>
<li>Output: BED</li>
</ul>
</li>
<li><strong><a href="https://github.com/cui-lab/multigems">MultiGeMS</a></strong>
<ul>
<li>Description: Multi-sample Genotype Model Selection</li>
<li>Input: .txt, pileup (SAM/BAM converted to pileup format)</li>
<li>Output: VCF</li>
</ul>
</li>
<li><strong><a href="https://bitbucket.org/joseph07/multisnv/wiki/Home">MultiSNV</a></strong>
<ul>
<li>Description: command-line program; calls SNVs from NGS data from multiple samples from the same patient; dependent on R, Git, cmake, Boost and compile libraries</li>
<li>Input: BAM or pileup</li>
<li>Output: VCF</li>
</ul>
</li>
<li><strong><a href="http://compbio.bccrc.ca/software/mutationseq/">MutationSeq</a></strong>
<ul>
<li>Description: standalone program, somatic SNV detection in tumor/normal samples; dependent on python, bamtools, boost, and LAPACK</li>
<li>Input: BAM</li>
<li>Output: VCF4.1 consisting of two parts (meta information &amp; data lines)</li>
</ul>
</li>
<li><strong><a href="http://www.qcmg.org/bioinformatics/tiki-index.php">qSNP</a></strong>
<ul>
<li>Description: standalone program; SNV caller for somatic variants in &ldquo;low cellularity cancer samples&rdquo;</li>
<li>Input: BAM, dbSNP data, Illumina data, chrConv</li>
<li>Output: &ldquo;qSNP output files are named using a 4-element pattern: ...&rdquo;</li>
</ul>
</li>
<li><strong><a href="https://github.com/aradenbaugh/radia/">RADIA</a></strong>
<ul>
<li>Description: RNA and DNA Integrated Analysis for Somatic Mutation Detection; DNA only Method(tumor/normal pair, ignores RNA) or Triple BAM Method (uses all three datasets from same patient); dependent upon python, samtoools, pysam API, BLAT, SnpEff</li>
<li>Input: BAM</li>
<li>Reference Genome: FASTA indexed with SAMtools faidx</li>
<li>Output: VCF</li>
</ul>
</li>
<li><strong><a href="http://genomics.wpi.edu/rvd2/">RVD2</a></strong>
<ul>
<li>Description: sensitive, variant detection for low-depth targeted NGS data; python module or command- line program;</li>
<li>Input: tab- deliminted depth chart format (converted from pileup files)</li>
<li>Output: three hdf5 files and a vcf file</li>
</ul>
</li>
<li><strong><a href="https://github.com/nhansen/Shimmer">Shimmer</a></strong>
<ul>
<li>Description: standalone program; detects somatic SNVs with multiple testing correction, uses Fisher&rsquo;s exact test; dependent on git, samtools, R, R statmod package; for tumor/normal matched samples</li>
<li>Input: BAM</li>
<li>Output: VCF</li>
</ul>
</li>
<li><strong><a href="http://www.cs.helsinki.fi/en/gsa/snv-ppilp/">SNV-PPILP</a></strong>
<ul>
<li>Description: Refines GATK&rsquo;s Unified Genotyper SNV calls for &ldquo;multiple samples assumed to form a phylogeny&rdquo;</li>
<li>Input:</li>
<li>Output:</li>
</ul>
</li>
<li><strong><a href="http://gmt.genome.wustl.edu/packages/somatic-sniper/">SomaticSniper</a></strong>
<ul>
<li>Description: command-line application to identify SNPs between tumor/normal pairs- predicts probability of difference between two</li>
<li>Input: BAM</li>
<li>Reference Genome in FASTA</li>
<li>Output: VCF</li>
</ul>
</li>
<li><strong><a href="https://sites.google.com/site/strelkasomaticvariantcaller/">Strelka</a></strong>
<ul>
<li>Description: somatic variant calling workflow for matched tumor-normal samples; detects indels; runs on *nux-like platform</li>
<li>Input: BAM (must be sorted and indexed)- Strelka does own realignment around indels-- don&rsquo;t need to do this type of pre-processing</li>
<li>Output: pair of VCF files</li>
</ul>
</li>
<li><strong><a href="http://www.pitt.edu/~wec47/triodenovo.html">Triodenovo</a></strong>
<ul>
<li>Description: Bayesian framework for calling de novo mutations in trios</li>
<li>Input: VCF file with PL or GL fields (recommend using GATK or samtools to generate)</li>
<li>Output: out_vcf</li>
</ul>
</li>
<li><strong><a href="http://lbg.med.unc.edu/~mwilkers/unceqr_dist/">UNCeqr</a></strong>
<ul>
<li>Description: finds somatic mutations using integration of DNA and RNA seq data-- boosts sensitivity for low purity tumors and rare mutations;</li>
<li>Input:&rdquo;can accept a variety of sequencing inputs and configurations&rdquo;</li>
<li>Output: &ldquo;table of somatically mutated sites and associated information. These somatic mutations can be annotated with predicted transcript and protein effects using third party tools, such as Annovar&rdquo;</li>
</ul>
</li>
<li><strong><a href="http://sourceforge.net/projects/virmid/">Virmid</a></strong>
<ul>
<li>Description: Virtual Microdissection for SNP calling; Java based; for disease-control matched samples; uncovers SNPs with low allele frequency by considering alpha contamination</li>
<li>Input: BAM (must be sorted and indexed- samtools sort)</li>
<li>Output: VCF and report file</li>
</ul>
</li>
</ol><h3><a href="https://github.com/NCBI-Hackathons/Community_Software_Tools_for_NGS/blob/master/NGS_Tools_List.md#germline--somatic--callers"></a>Germline + Somatic Callers</h3><ol>
<li><strong><a href="http://massgenomics.org/varscan">VarScan 2</a></strong>
<ul>
<li>Description: identify germline variants, private and shared variants, somatic mutations, and somatic CNVs; detects indels</li>
<li>Input: SAMtools pileup</li>
<li>Output: VCF</li>
</ul>
</li>
<li><strong><a href="http://genformatic.com/baysic/">BAYSIC</a></strong>
<ul>
<li>Description: Bayesian method; combines variant calls from different methods (GATK, FreeBayes, Atlas, Samtools, etc)</li>
<li>Input: VCF format from one or more variant calling programs</li>
<li>Output: VCF file containing integrated set of variant calls</li>
</ul>
</li>
<li><strong><a href="https://github.com/ding-lab/msisensor">MSIsensor</a></strong>
<ul>
<li>Description: Microsatellite instability detection; C++ program, detects somatic and germline variants in tumor-normal paired data</li>
<li>Input: BAM index files (normal and tumor)</li>
<li>Output:</li>
</ul>
</li>
<li><strong><a href="http://faculty.washington.edu/browning/beagle/beagle.html">Beagle version 4</a></strong>
<ul>
<li>Description: software package: genotype calling, phasing, imputation of ungenotyped markers, and identity-by-descent segment detection:unsure if this one is in the right category; genotype calling, phasing, imputation of ungenotyped markers, and identity-by-descent segment detection;</li>
<li>Input: VCF</li>
<li>Output: VCF</li>
</ul>
</li>
<li><strong><a href="http://www.iro.umontreal.ca/~csuros/quadgt/">QuadGT</a></strong>
<ul>
<li>Description: software package, SNV calling from normal-tumor pair and two parent genomes; quantifies descent-by-modification relationships; Written in Java</li>
<li>Input: BAM files (parsed by Picard/Samtools API)</li>
<li>Reference Genome; FASTA</li>
<li>Output: VCF</li>
</ul>
</li>
<li><strong><a href="http://sourceforge.net/projects/rarevator/">RAREVATOR</a></strong>
<ul>
<li>Description: RAre REference VAriant annotaTOR; command line; &ldquo;identification and annotation of germline and somatic variants in rare reference allele loci from second generation sequencing data&rdquo;; Bayesian genotype likelihood model</li>
<li>Input: BED or VCF files from GATK</li>
<li>Output: two VCF files (one for SNVs, one for Indels)</li>
</ul>
</li>
<li><strong><a href="http://scalpel.sourceforge.net/">Scalpel</a></strong>
<ul>
<li>Description: Used for detecting indels in a reference genome; performs localized micro-assembly of specific regions of interest; can do single, de novo, somatic reads; requires that raw reads are aligned with BWA</li>
<li>Input: BAM</li>
<li>Output: either VCF or ANNOVAR</li>
</ul>
</li>
<li><strong><a href="http://soap.genomics.org.cn/soapsnp.html">SOAPsnp</a></strong>
<ul>
<li>Description: based on Baye&rsquo;s theorem; calls consensus genotype</li>
<li>Input:SOAP short read alignment results</li>
<li>Output: GLF, option of flat tabular format</li>
</ul>
</li>
<li><strong><a href="http://sourceforge.net/projects/variantmaster/">VariantMaster</a></strong>
<ul>
<li>Description: &ldquo;extract causative variants for monogenic and sporadic genetic diseases&rdquo;; uses ANNOVAR;</li>
<li>Input: BAM or VCF files (from SAMtools, GATK)</li>
<li>Output:</li>
</ul>
</li>
</ol><h2><a href="https://github.com/NCBI-Hackathons/Community_Software_Tools_for_NGS/blob/master/NGS_Tools_List.md#downstream-analysis-of-variants"></a>Downstream Analysis of Variants</h2><ol>
<li><strong><a href="https://github.com/hakyimlab/PrediXcan%20https://github.com/hriordan/PrediXcan/">PrediXcan</a></strong>
<ul>
<li>Description: command-line, standalone package program; available in Perl, Python, and R versions; predicts liklihood of a gene being related to a certain phenotype- &ldquo;that directly tests the molecular mechanisms through which genetic variation affects phenotype.&rdquo;; no actual expression data used, only in silico expression; &ldquo;PrediXcan can detect known and novel genes associated with disease traits and provide insights into the mechanism of these associations.&rdquo;</li>
<li>Input: genotype and phenotype file (doesn&rsquo;t specify file type)</li>
<li>Output:default values: genelist, dosages (file format: snpid rsid) , dosage_prefix, weights, output</li>
</ul>
</li>
<li><strong><a href="http://ritchielab.psu.edu/software/athena-downloads">ATHENA</a></strong>
<ul>
<li>Description: Analysis Tool for Heritable and Environmental Network Associations; software package, combines machine learning model with biology and statistics to predict non-linear interactions</li>
<li>Input: Configuration file, Data file, Map file (includes rsID)</li>
<li>Output: Summary file, Best model file, dot file, individual score file, cross-validation file</li>
</ul>
</li>
<li><strong><a href="http://www.sanger.ac.uk/resources/software/rarevariant/#t_2">CCRaVAT and QuTie</a></strong>
<ul>
<li>Description: (Wellcome Trust Sanger) Case-Control Rare Variant Analysis Tool and Quantitative Trait; software packages for large-scale analysis of rare variants</li>
<li>Input: PED file and MAP file</li>
<li>Output: Five tab-delimited txt files</li>
</ul>
</li>
<li><strong><a href="http://cnsgenomics.com/software/gcta/">GCTA</a></strong>
<ul>
<li>Description: Genome Wide Complex Trait Analysis; package program, command line interface; estimates variance by all SNPs; 5 main functions: &ldquo;data management, estimation of the genetic relationships from SNPs, mixed linear model analysis of variance explained by the SNPs, estimation of the linkage disequilibrium structure, and GWAS simulation&rdquo;</li>
<li>Input: PLINK binary PED files, MACH output format</li>
<li>Output:</li>
</ul>
</li>
<li><strong><a href="http://genomecomb.sourceforge.net/">GenomeComb</a></strong>
<ul>
<li>Description: package for analysis of complete genome data; annotation using public data or custom tracks, automated primer desing for Sanger or Sequenom validation; &ldquo;The cg process_illumina command can be used to generate annotated multisample data starting from fastq files, using tools such as bwa for alignment and GATK and samtools for variant calling. Sequencing data can also be imported from Complete Genomics (cg_process_sample command), Real Time Genomics (cg_process_rtgsample command) and VariantCallFormat (VCF) variant files (vcf2sft command).&rdquo;</li>
<li>Input: Sequencing data from Complete Genomics, Illumina, SOLiD and VCF;</li>
<li>Output: standard file format used is a simple tab delimited file (.sft, .tsv)</li>
</ul>
</li>
<li><strong><a href="http://ancorr.eimb.ru/">Genome Track Analyzer</a></strong>
<ul>
<li>Description: compares genome tracks; allows user to compare DNA expression/binding;</li>
<li>Input: multiple: SGR/TXT, BED, BED6, GFF; if using prealigned sequence data- use MACS peak caller: BAM, BED, SAM, ELAND</li>
<li>Output:</li>
</ul>
</li>
<li><strong><a href="http://animalgene.umn.edu/gvcblub">GVCBLUP</a></strong>
<ul>
<li>Description: animal gene mapping; &ldquo;genomic prediction and variance component estimation of additive and dominance effects&rdquo;; standalone program, command line interface, writting in C++ and Java</li>
<li>Input:</li>
<li>Output:</li>
</ul>
</li>
<li><strong><a href="http://www.jurgott.org/linkage/homog.htm">HOMOG</a></strong>
<ul>
<li>Description: Analyzes heterogeneity with respect to single marker loci or known maps of markers; Carries out homogeneity test for alternative hypothesis &ldquo;Two family types, one with linkage betweeen a trait to a marker or map of markers, the other without linkage&rdquo;</li>
<li>Input: HOMOG.DAT - described on website</li>
<li>Output: HOMOG.OUT</li>
</ul>
</li>
<li><strong><a href="http://intersnp.meb.uni-bonn.de/">INTERSNP</a></strong>
<ul>
<li>Description: GWIA for case-control SNP and quantitative traits; selected for joint analysis using priori information; Provides linear regression framework, Pathway Association Analysis, Genome-wide Haplotype Analysis,</li>
<li>Input: PLINK input formats (ped/map, tped/tfam, bed/bim/fam) Compatible with SetID files</li>
<li>Gene reference file: Ensembl Release 75</li>
<li>Output: covariance matrix for regression models</li>
</ul>
</li>
<li><strong><a href="https://github.com/PMBio/mtSet">mtSet</a></strong>
<ul>
<li>Description: Currently only the standalone version available, but moving to LIMIX software suite; offers set tests- allows for testing between variants and traits; accounts for confounding factors ex. relatedness</li>
<li>Input: sample-to-sample genetic covariance matrix needs to be computed; multiple types of input; simulator requires input genotype and relatedness component;</li>
<li>Output: resdir (result file of analysis), outfile (test statistics and p-values), manhattan_plot (flag)</li>
</ul>
</li>
<li><strong><a href="http://dougspeed.com/multiblup/">MultiBLUP</a></strong>
<ul>
<li>Description: Package program, command line interface; constructs linear prediction models; Best Linear Unbiased Prediction; improves upon BLUP involving kinship matrices; options: pre-specified kinships, regional kinships, adaptive multiblups, LD weightings</li>
<li>Input: PLINK format</li>
<li>Output:.reml, .indi.blp</li>
</ul>
</li>
</ol><h2><a href="https://github.com/NCBI-Hackathons/Community_Software_Tools_for_NGS/blob/master/NGS_Tools_List.md#variant-annotation"></a>Variant Annotation</h2><ol>
<li><strong><a href="http://annovar.openbioinformatics.org/en/latest/">ANNOVAR</a></strong>
<ul>
<li>Description: command-line tool, supports SNPs, INDELs, CNVs and block substitutions, provides wide variety of annotation techniques, depends upon multiple databases (each needing to be downloaded); annotates genetic variants; utilizes RefSeq, UCSC Genes, and the Ensembl gene annotation systems; can compare mutations detected in dpSNP or 1000 Genomes Project; Very popular *&ldquo;The final command run TABLE_ANNOVAR, using dbSNP version 138, 1000 Genomes Project 2014 Oct version, NIH-NHLBI 6500 exome database version 2 (referred to as esp6400siv2), dbNFSP version 2.6 (referred to as ljb26), dbSNP version 138 (referred to as snp138) databases and remove all temporary files, and generates the output file called myanno.hg19_multianno.txt&rdquo;</li>
<li>Input: VCF, ANNOVAR input format (simple text-based format); can convert other formats into ANNOVAR input format</li>
<li>Output: VCF (if input VCF), output file with multiple columns, tab-delimited output file</li>
</ul>
</li>
<li><strong><a href="http://wannovar.usc.edu/">wANNOVAR</a></strong>
<ul>
<li>provides web-based access to ANNOVAR software</li>
</ul>
</li>
<li><strong><a href="http://genetics.bwh.harvard.edu/pph2/">PolyPhen-2</a></strong>
<ul>
<li>Description: Very popular; Polymorphism Phenotyping; Web application; predicts impact of amino acid substitution on protein; Calculates Bayes posterior probability (Last update July 2015)</li>
<li>Input: FASTA</li>
<li>Output:</li>
</ul>
</li>
<li><strong><a href="http://sift.jcvi.org/">SIFT</a></strong>
<ul>
<li>Description: predicts how an amino acid substitution will affect protein function; Based on degree of conservation of amino acid residues- collected though PSI-BLAST; can be applied to nonsynonymous polymorphisms or laboratory-induced missense mutations; links to dbSNP 132, GRCh37; Standalone or web app program; Very popular</li>
<li>Input: Uniprot ID or Accession, Go term ID, Function name, Species Name or ID, etc</li>
<li>Output:</li>
</ul>
</li>
<li><strong><a href="http://snpeff.sourceforge.net/">snpEff</a></strong>
<ul>
<li>Description: Genetic variant annotation and effect prediction toolbox; integrated with Galaxy, GATK, and GNKO; can annotate SNPs, INDELs, and multiple-nucleotide polymorphisms; categorizes effects into classes by functionality; Very popular; Standalone or Web app; Claims to calculate all SNPs in 1000 genomes (EMBI) in less than 15 minutes; can annotate SNPs, MNPs, and insertions and deletions; Provides assessment of impact of the variant ( low, medium or high)</li>
<li>Input: VCF, BED</li>
<li>Output: VCF (with new ANN field, also used in ANNOVAR and VEP), HTML summary files</li>
</ul>
</li>
<li><strong><a href="http://snpeff.sourceforge.net/SnpSift.html">SnpSIFT</a></strong>
<ul>
<li>Description: Filter and manipulate annotated files; Part of SnpEff main distribution; one variants have been annotated, this can be used to filter your data to find relevant variants</li>
<li>Input:</li>
<li>Output:</li>
</ul>
</li>
<li><strong><a href="http://www.yandell-lab.org/software/vaast.html">VAAST 2</a></strong>
<ul>
<li>Description: Variant Annotation, Analysis, and Search Tool; probabilistic search tool for identifying damage genes and the disease causing variants; can score both coding and non-coding variants; Four tools: VAT (Variant annotation tool), VST (Variant Selection Tool), VAAST, pVAAST (for pedigree data); updated April 2015</li>
<li>Input: FASTA, GFF3, GVF</li>
<li>Output: CDR (condenser file), VAAST file (both unique to VAAST)</li>
</ul>
</li>
<li><strong><a href="http://useast.ensembl.org/info/docs/tools/vep/index.html?redirect=no">VEP</a></strong>
<ul>
<li>Description: (Ensembl) Variant Effect Predictor; determines effect of variants on genes, transcripts, and protein sequence; uses SIFT and PolyPhen</li>
<li>Input: Coordinates of variants and nucleotide changes; whitespace- separated format, VCF, pileup, HGVS</li>
<li>Output: VCF, JSON, Statistics</li>
</ul>
</li>
<li><strong><a href="http://www.broadinstitute.org/cancer/cga/absolute">ABSOLUTE</a></strong>
<ul>
<li>Description: (Broad Institute); can estimate purity and ploidy to compute absolute copy number and mutation multiplicitie; reextracts data from the mixed DNA population</li>
<li>Input: HAPSEQ segdat or segmentation file</li>
<li>Output: per-sample output directory and subdirectory providing per-sample text files containing standard out being emitted from R</li>
</ul>
</li>
<li><strong><a href="http://www.interactive-biosoftware.com/alamut-batch/">Alamut Batch</a></strong>
<ul>
<li>Description: high-throughput annotation software for NGS analysis; for &ldquo;intensive variant analysis workflows&rdquo;; &ldquo;enriches raw NGS variants with dozens of attributes&rdquo;; based on clinically oriented Alamut database; Supports human genes; easy to integrate into pipeline (Latest Release- July 2015)</li>
<li>Input:VCF, tab-delimted file</li>
<li>Output: tab-separated file of annotations</li>
</ul>
</li>
<li><strong><a href="http://avia.abcc.ncifcrf.gov/apps/site/index">AVIA</a></strong>
<ul>
<li>Description: Annotation, Visualization, and Impact Analysis; &ldquo;The tool is based on coupling a comprehensive annotation pipeline with a flexible visualization method. We leveraged the ANNOVAR (Wang et. al, 2010) framework for assigning functional impact to genomic variations by extending its list of reference annotation databases (RefSeq, UCSC, SIFT, Polyphen etc.) with additional in-house developed sources (Non-B DB, PolyBrowse).&rdquo;</li>
<li>Input: BED</li>
<li>Output: Table of annotations with gene annotation features</li>
</ul>
</li>
<li><strong><a href="http://bioinformaticstools.mayo.edu/research/bior/">BioR</a></strong>
<ul>
<li>Description: (Mayo Clinic) (Page last updated June 2015) Biological Reference Repository; &ldquo;data integration tool that enables coordinate based searches and joins based on strings&rdquo;; &ldquo;BioR consists of two parts 1) the BioR toolkit which depends on Java&hellip;. 2) the BioR catalogs which are the data files used by the system&rdquo;</li>
<li>Input: VCF</li>
<li>BioR-Supported Catalogs (tar-gzip files): dbSNP, 1000 genomes, HapMap, OMIM, NCBIGene</li>
<li>Output: VCF + JSON</li>
</ul>
</li>
<li><strong><a href="http://cadd.gs.washington.edu/">CADD</a></strong>
<ul>
<li>Description: Combined Annotation Dependent Depletion; tool for scoring SNV deletions/insertions; &ldquo;integrates multiple annotations into one metric&rdquo;; Score strongly correlates with allelic diversity and pathogenicity; links to 1000 Genome variants; uses Ensembl Variant Effect Predictor</li>
<li>Input: VCF</li>
<li>Output: CADD score</li>
</ul>
</li>
<li><strong><a href="http://www2.hu-berlin.de/wikizbnutztier/software/CandiSNPer/">CandiSNPer</a></strong>
<ul>
<li>Description: web application, characterizes SNPs located in vicinity of SNP of interest;</li>
<li>Input: enter SNP ID (rsID), choose population, region, measure for LD, threshold plot format, color of SNPs, and chose to show genes</li>
<li>Output: Imagefile</li>
</ul>
</li>
<li><strong><a href="https://github.com/UppsalaGenomeCenter/CanvasDB">CanvasDB</a></strong>
<ul>
<li>Description: &ldquo;local database infrastructure for analysis of targeted- and whole genome re-sequencing projects&rdquo;; dependent on MySQL, R, and ANNOVAR</li>
<li>Input:</li>
<li>Output:</li>
</ul>
</li>
<li><strong><a href="http://www.sanger.ac.uk/resources/software/carol/">CAROL</a></strong>
<ul>
<li>Description: (Wellcome Trust Sanger); Combined Annotation scoRing toOL; Combined functional annotation score of nonsynonymous coding variants; Combines information from PolyPhen-2 and SIFT</li>
<li>Input: tab-delimited with columns obtained from PolyPhen-2 and SIFT output</li>
<li>Output: tab-delimited file</li>
</ul>
</li>
<li><strong><a href="http://wiki.chasmsoftware.org/index.php/Main_Page">CHASM</a></strong>
<ul>
<li>Description: Cancer-specific High-throughput Annotation of Somatic Mutations; Last updated May 2014; uses Random Forest Method to &ldquo;distinguish between driver and passenger somatic mutations&rdquo;; Positive driver class curated from COSMIC database; packed together with SNVBox (database)</li>
<li>Input:Passenger mutation rates, Transcript and amino acid change, Genomic coordinates</li>
<li>Output: CHASM score, p-value, FDR</li>
</ul>
</li>
<li><strong><a href="http://www.cravat.us/">CRAVAT</a></strong>
<ul>
<li>Description: Cancer-Related Analysis of Variants Toolkit; Web application; Uses CHASM, VEST, SNVGet; &ldquo;CRAVAT provides predictive scores for germline variants, somatic mutations and relative gene importance, as well as annotations from published literature and databases&rdquo; Latest Release May 2015;</li>
<li>Input: VCF, CRAVAT format</li>
<li>Output: CRAVAT report- MS Excel spreadsheet or tab-separated file (emailed)</li>
</ul>
</li>
<li><strong><a href="http://cupsat.tu-bs.de/">CUPSAT</a></strong>
<ul>
<li>Description: Cologne University Protein Stability Analysis Tool; &ldquo;tool to predict changes in protein stability upon point mutations&rdquo;; web service program; Can predict mutant stability from existing PDB structures or custom protein structures</li>
<li>Input:for PDB- provide PDB ID and Amino Acid Residue Number; for custom- PDB file format</li>
<li>Output:</li>
</ul>
</li>
<li><strong><a href="https://cbcl.ics.uci.edu/public_data/DANN/">DANN</a></strong>
<ul>
<li>Description: Deleterious Annotation of genetic variants; standalone program, uses &ldquo;the same feature set and training data as CADD to train a deep neural network&rdquo;; can catch nonlinear relationships; &ldquo;There are four different datasets: training, validation, testing, and ClinVar_ESP...The ClinVar_ESP dataset is also a testing set containing a set of &ldquo;gold standard&rdquo; pathogenic and benign variants&rdquo;</li>
<li>Input:</li>
<li>Output:</li>
</ul>
</li>
<li><strong><a href="http://rulai.cshl.edu/cgi-bin/tools/ESE3/esefinder.cgi?process=matrices">ESEfinder</a></strong>
<ul>
<li>Description: Exonic Splicing Enhancer; useful for interpretation of point mutations/polymorphisms that are disease-associated; GUI interface; web app program</li>
<li>Input: FASTA</li>
<li>Output: html or plain text format, graphical display of results</li>
</ul>
</li>
<li><strong><a href="http://www.sanger.ac.uk/resources/software/exomiser/">Exomiser</a></strong>
<ul>
<li>Description: Wellcome Trust Sanger; functionally annotates variants from whole-exome sequencing data; Based on Jannovar and uses UCSC KnownGene; Java program; web app program (Page last modified Feb 2015)</li>
<li>Input: VCF</li>
<li>Output: TSV, VCF</li>
</ul>
</li>
<li><strong><a href="https://sites.google.com/site/famannotation/home">FamAn</a></strong>
<ul>
<li>Description: Automated variant annotation pipeline for family-based sequencing studies; Annotaties SNVs and INDELs; 4 models- autosomal dominant, autosomal recessive, de novo mutations and a general model; &ldquo;A variety of annotations are provided for each segregating variant: number of family (and family ID) each variant hits, variant genomic location and coding effect (based on snpEff), loss-of-function mutation annotation, selected ENCODE annotation, allele frequency in the 1000 Genomes Project, allele frequency in the Exome Variant Server (ESP6500), segmental duplication annotation, SIFT, PolyPhen2, LRT, MutationTaster, GERP++, PhyloP, SiPhy, etc.&rdquo; (Last updated May 2014)</li>
<li>Input: VCF</li>
<li>Output: two excel compatible outputs</li>
</ul>
</li>
<li><strong><a href="http://www.gene-talk.de/">GeneTalk</a></strong>
<ul>
<li>Description: Combines tool for filtering and data analysis with an online network for genetic professionals; Different degrees- basic license, premium license, in-house solution (the last ones are paid for- Commercial tool?)</li>
<li>Input: VCF</li>
<li>Output: GeneTalk Annotation- includes clinical data, medical relevance, scientific relevance (<a href="http://www.gene-talk.de/public/GeneTalk_Whitepaper_Annotations.pdf">http://www.gene-talk.de/public/GeneTalk_Whitepaper_Annotations.pdf</a>)</li>
</ul>
</li>
<li><strong><a href="http://genevetter.kidneyomics.org/">GeneVetter</a></strong>
<ul>
<li>Description: &ldquo;GeneVetter is a tool designed for investigation of the background prevalence of exonic variation in the Phase 3 1000 Genomes data under user defined filtering criteria&rdquo;; web app program; GeneVetter uses GRch37p4 (hs37d5.fa.gz), dbSNP build 138, 1000G Phase 3, clinvar_2014072</li>
<li>Input: VCF</li>
<li>Output: TIMS score, summary table, PCA plot</li>
</ul>
</li>
<li><strong><a href="http://www.broadinstitute.org/software/cprg/?q=node/31">GSITIC</a></strong>
<ul>
<li>Description: (Broad Institute) Last update- July 2014; Identifies genomic regions that are significantly &ldquo;amplified or deleted&rdquo;; Each is given a G score; gives genomic locations and q-values from aberrant regions</li>
<li>Input: segmentation file -seg, markers file -mk (required); -array file list -alf, CNV file -cnv</li>
<li>Reference genome: -refgene (created in MATLAB, GISITIC provides four reference genomes: hg16.mat, hg17.mat, hg18.mat, hg19.mat</li>
<li>Output: All lesions file (text file), amplifications file (text file), deletion genes file (text file), Gistic Scores file, Segmented copy number (pdf file), amplification score GISTIC plot (pdf file), Deletion score/q-vale GISTIC plot (pdf file)</li>
</ul>
</li>
<li><strong><a href="http://www.cmbi.ru.nl/hope/about">HOPE</a></strong>
<ul>
<li>Description: Have yOur Protein Explained; Web app program; Automatic mutant analysis server that provides structural effects of a mutation; Uses BLAST against UniProt and PDB along with homology modeling</li>
<li>Input: FASTA protein sequence, or accession code of protein of interest</li>
<li>Output: a report containing information from a &ldquo;decision tree&rdquo; and illustrated figures and animations</li>
</ul>
</li>
<li><strong><a href="http://umd.be/HSF/">Human Splicing Finder</a></strong>
<ul>
<li>Description: Last update: May 2013; aimed to help study pre-mRNA splicing; combines 12 algorithms to identify mutations&rsquo; effect on splicing motifs; uses ensembl database 70</li>
<li>Input: Gene Name, Ensembl transcript ID, Ensembl Gene ID, Consensus CDS, RefSeq Peptide ID, or own sequence (looks like you can enter FASTA)</li>
<li>Output: Chart with columns for predicted signal, predicted algorithm, cDNA position and interpretation</li>
</ul>
</li>
<li><strong><a href="http://larva.gersteinlab.org/">LARVA</a></strong>
<ul>
<li>Description: Large-scale Analysis of Variants in noncoding Annotations; New version released July 2015; Command-line program; used for studying noncoding variants; integrates comprehensive set of noncoding elements, modeling their mutation count; Dependent on C++ and BEDtools</li>
<li>Input: multiple</li>
<li>Output:</li>
</ul>
</li>
<li><strong><a href="http://www.jurgott.org/linkage/LinkagePC.html">LINKAGE</a></strong>
<ul>
<li>Description:three main programs: mlink (calculates lod scores at fixed values for the recombination fraction in one interval of a genetic map), linkmap (calculates location scores for positions of a disease locus along a marker), and ilink (estimates parameters including recombination fractions, allele frequencies, penetrances, etc)</li>
<li>Input: pedfile (processed by MAKEPED) and datafile (reflects loci for each individual; set in PREPLINK)</li>
<li>Output:</li>
</ul>
</li>
<li><strong><a href="http://sourceforge.net/projects/mnvannotationcorrector/">MAC</a></strong>
<ul>
<li>Description: MNV Annotation Corrector; Ad hoc software, fixes incorrect amino acid predictions that are caused by multiple nucleotide variations; Uses existing annotators ANNOVAR, SnpEff, VEP (last update April 2015) (only 1 download this week &rarr; not popular)</li>
<li>Input: List of called SNVs and corresponding BAM</li>
<li>Output: Report identifying block of mutation within codon (BMCs)</li>
</ul>
</li>
<li><strong><a href="http://genome.igib.res.in/mitomatic/">mit-o-matic</a></strong>
<ul>
<li>Description: focuses on mtDNA, provides clinically relevant information from different resources; two component pipeline: command link for alignment of NGS reads and online version that provides genetic report on mitocondrial variants</li>
<li>Input:FASTQ, pileup</li>
<li>Reference sequence: rCRSm</li>
<li>Output: Online version gives comprehensive genetic report</li>
</ul>
</li>
<li><strong><a href="http://krauthammerlab.med.yale.edu/mutadelic/index.html">Mutadelic</a></strong>
<ul>
<li>Description: Web App program; &ldquo;This application generates reports on inherited mutations in five genes (ANK1, SLC4A1, SPTA1, SPTB and EPB42) associated with the following rare Mendelian blood disorders: Hereditary Spherocytosis (HS), Hereditary Elliptocytosis (HE) and Hereditary Pyropoikilocytosis&rdquo;; Newer program- recently validated on omictools</li>
<li>Input: Can upload coordinates of DNA variants or VEP</li>
<li>Output: Displayed on web or can be downloaded in Excel or RDF format</li>
</ul>
</li>
<li><strong><a href="http://www.mutationtaster.org/">MutationTaster</a></strong>
<ul>
<li>Description: (Last post on site 2014) Web app program; Rapid evaluation of disease causing alterations; uses NCBI 37 and Ensembl 69</li>
<li>Input: HGNC symbol, NCBI GeneID, or Ensembl ID,</li>
<li>Output: Report containing prediction, summary, name of alteration, etc</li>
</ul>
</li>
<li><strong><a href="http://mutpred.mutdb.org/">MutPred</a></strong>
<ul>
<li>Description: web app tool; Classifies amino acids substituation as disease associated or neutral in humans; Last modified Feb. 2014; Based on SIFT, trained using Human Gene Mutation Database</li>
<li>Input:</li>
<li>Output: &ldquo;The output of MutPred contains a general score (g), i.e., the probability that the amino acid substitution is deleterious/disease-associated, and top 5 property scores (p), where p is the P-value that certain structural and functional properties are impacted.&rdquo;</li>
</ul>
</li>
<li><strong><a href="http://www.broadinstitute.org/cancer/cga/mutsig">MutSigCV</a></strong>
<ul>
<li>Description: (Broad Institute) Mutation Significance (CV= covariates); Analyzes mutations discovered in DNA sequencing to identify genes that were mutated more often than expected</li>
<li>Input: mutations.maf, coverage.txt, covariates.txt</li>
<li>Output: output.txt</li>
</ul>
</li>
<li><strong><a href="http://stothard.afns.ualberta.ca/downloads/NGS-SNP/">NGS-SNP</a></strong>
<ul>
<li>Description: Collection of command-line scripts for providing rich SNP annotations; &ldquo;NCBI, Ensembl, and Uniprot IDs are provided for genes, transcripts and proteins when applicable&rdquo;;</li>
<li>Input: Samtools consensus pileup, Maq, diBayes, Genetic format, VCF</li>
<li>Output: File containing annotated SNPs is copied from SNP list and some classes are added</li>
</ul>
</li>
<li><strong><a href="http://www.broadinstitute.org/oncotator">Oncotator</a></strong>
<ul>
<li>Description: (Broad Institute) &ldquo;Tool for annotating human genomic point mutations and data relevant to cancer researchers&rdquo;; Web app; Supports annotation of data from ClinVar, dbSNP, 1000 genomes (plus many other external sites); Only GRCh27 coordinates supported; Last update: April 2015</li>
<li>Input: tal-delimited file</li>
<li>Output: tab-delimited MAF</li>
</ul>
</li>
<li><strong><a href="http://omictools.com/panther-s649.html">PANTHER</a></strong>
<ul>
<li>Description: Protein ANalysis THrough Evolutionary Relationships; Web app program, also has its own database; Classification system used to classify proteins and their genes; Also, &ldquo;Estimates the likelihood of a particular nonsynonymous (amino-acid changing) coding SNP to cause a functional impact on the protein&rdquo;; Updated in 2015</li>
<li>Input: Data from PANTHER, IDs from Ensembl, EntrezGene, NCBI GI numbers, NCBI UniGene IDs HUGO, UniProt; if ID type is not one of the above, can input txt file or excel format</li>
<li>Output: Analysis results displayed online</li>
</ul>
</li>
<li><strong><a href="http://cubio.biology.columbia.edu/pesx/pesx/">PESX</a></strong>
<ul>
<li>Description: Putative Exonic Splicing Enhancers/Silencers; (Can&rsquo;t tell if this is outdated or not)</li>
<li>Input: FASTA or plain text</li>
<li>Output: Excel spread sheet</li>
</ul>
</li>
<li><strong><a href="http://phen-gen.org/index.html">Phen-Gen</a></strong>
<ul>
<li>Description: Combines patient's&rsquo; disease symptoms with sequencing data; Standalone or Web app version; Only excepts 1 family per run, in order to evaluate unrelated individuals, each sample needs to be run individually</li>
<li>Input: Variant- VCF; Pheotype- HPO; Pedigree- PED</li>
<li>Output: Combined scores file, variants for top genes file</li>
</ul>
</li>
<li><strong><a href="http://mmb.pcb.ub.es/PMut/">PMUT</a></strong>
<ul>
<li>Description: Aimed at annotation and prediction of pathological mutations; based on different kinds of sequence info and neural networks to process information</li>
<li>Input: FASTA</li>
<li>Output; Simple yes/no and reliability index</li>
</ul>
</li>
<li><strong><a href="http://provean.jcvi.org/index.php">PROVEAN</a></strong>
<ul>
<li>Description: Protein Variation Effect Analyzer; predicts whether an amino acid substitution or indel has impact on biological function of the protein; &ldquo;comparable to SIFT or Polyphen-2&rdquo;; Standalone, Web app, Command line or GUI; Last update May 2014</li>
<li>Input: FASTA, list of variants;</li>
<li>Output: tab-separated columns including Variant, Provean Score and prediciton</li>
</ul>
</li>
<li><strong><a href="http://genes.mit.edu/burgelab/rescue-ese/">Rescue-ESE</a></strong>
<ul>
<li>Description: &ldquo;An online tool for identifying candidate ESEs in vertebrate exons&rdquo;; Web application; For human, mouse, zebrafish, pufferfish</li>
<li>Input: multi-FASTA or plain text</li>
<li>Output:</li>
</ul>
</li>
<li><strong><a href="http://scandb.org/newinterface/index_v1.html">SCAN</a></strong>
<ul>
<li>Description: Web application program, includes a database as well; Database contains physical-based SNP annotations and functional annotations; &ldquo;Information on physical, functional, and LD annotation served on the SCAN database comes directly from public resources, including the HapMap (release 23a), NCBI (dbSNP 129), or is information created by us using data downloaded from these public resources&rdquo;; &ldquo;SCAN can be utilized in several ways including: (i) queries of the SNP and gene databases; (ii) analysis using the attached tools and algorithms; (iii) downloading files with SNP annotation for various GWA platforms&rdquo;</li>
<li>Input:</li>
<li>Output: HTML, comma-delimited, tab-delimited</li>
</ul>
</li>
<li><strong><a href="http://snp.gs.washington.edu/SeattleSeqAnnotation137/">SeattleSeq Annotation</a></strong>
<ul>
<li>Description: &ldquo;SeattleSeqAnnotation137 was most recently updated October 13, 2013. The current version is 8.08. The most recent site, based on dbSNP build 141, and hg38/NCBI 38&rdquo;; Provides annotations for SNVs and Indels- includes dbSNP rsID, gene names and accession numbers, variation functions, protein positions and amino acid changes, conservation scores, HapMap frequencies, PolyPhen predictions and clinical association.</li>
<li>Input: Maq, gff, CASAVA, VCF, GATK bed, custom</li>
<li>Output: &ldquo;default output file format is a header line (starting with "#") followed by tab-separated annotations&rdquo;; VCF</li>
</ul>
</li>
<li><strong><a href="https://cran.r-project.org/web/packages/seqminer/">seqminer 3.7</a></strong>
<ul>
<li>Description: &ldquo;Efficiently Read Sequence Data (VCF Format, BCF Format and METAL Format) into R&rdquo;; Command line package program; Published August 2015</li>
<li>Input: VCF, BCF</li>
<li>Output: VCF</li>
</ul>
</li>
<li><strong><a href="https://genomics.scripps.edu/ADVISER/Home.jsp">SG Adviser</a></strong>
<ul>
<li>Description: Scripps Genome Annotation and Distributed Variant Interpretation Server, web developed applications for variant annotation, &ldquo;Downstream applications of variant annotation include: Clinical sequencing applications including: carrier testing, or identification of causal variants in molecular diagnosis, tumor sequencing, or diagnostic odyssey. Prioritization of variants prior to statistical analysis of sequence based disease association studies, especially for automated set-generation and enrichment of likely functional variants within sets. Identification of causal variants in post-GWAS/linkage sequencing studies. Identification of causal variants in forward genetic screens (stay tuned for non-human annotation)&rdquo;</li>
<li>Input: SNV- VCF, BED, and a few others; CNV- BED, CNVator, plus others</li>
<li>Output: tab-delimited file</li>
</ul>
</li>
<li><strong><a href="https://rostlab.org/services/snap/">SNAP-2</a></strong>
<ul>
<li>Descriptio</li></ul></li></ol>]]></description>
	<dc:creator>Jitendra Prajapati</dc:creator>
</item>
<item>
	<guid isPermaLink="true">https://bioinformaticsonline.com/pages/view/22807/software-packages-for-next-gen-sequence-analysis</guid>
	<pubDate>Fri, 19 Jun 2015 21:07:15 -0500</pubDate>
	<link>https://bioinformaticsonline.com/pages/view/22807/software-packages-for-next-gen-sequence-analysis</link>
	<title><![CDATA[Software packages for next gen sequence analysis]]></title>
	<description><![CDATA[<p><strong>Integrated solutions</strong><br /> * <a href="http://www.clcbio.com/index.php?id=1240" target="_blank">CLCbio Genomics Workbench</a> - <em>de novo</em> and reference assembly of Sanger, Roche FLX, Illumina, Helicos, and SOLiD data. Commercial next-gen-seq software that extends the CLCbio Main Workbench software. Includes SNP detection, CHiP-seq, browser and other features. Commercial. Windows, Mac OS X and Linux.<br /> * <a href="http://g2.trac.bx.psu.edu/" target="_blank">Galaxy</a> - Galaxy = interactive and reproducible genomics. A job webportal.<br /> * <a href="http://www.genomatix.de/products/index.html" target="_blank">Genomatix</a> - Integrated Solutions for Next Generation Sequencing data analysis.<br /> * <a href="http://www.jmp.com/software/genomics/" target="_blank">JMP Genomics</a> - Next gen visualization and statistics tool from SAS. They are <a href="http://www.marketwatch.com/news/story/JMPR-Genomics-NCGR-Partnership-Foster/story.aspx?guid=%7B7AC9DE36-B6AA-4EDE-9CD5-633B29FE6154%7D" target="_blank">working with NCGR</a> to refine this tool and produce others.<br /> * <a href="http://softgenetics.com/NextGENe.html" target="_blank">NextGENe</a> - <em>de novo</em> and reference assembly of Illumina, SOLiD and Roche FLX data. Uses a novel Condensation Assembly Tool approach where reads are joined via "anchors" into mini-contigs before assembly. Includes SNP detection, CHiP-seq, browser and other features. Commercial. Win or MacOS.<br /> * <a href="http://www.dnastar.com/products/SMGA.php" target="_blank">SeqMan Genome Analyser</a> - Software for Next Generation sequence assembly of Illumina, Roche FLX and Sanger data integrating with Lasergene Sequence Analysis software for additional analysis and visualization capabilities. Can use a hybrid templated/de novo approach. Commercial. Win or Mac OS X.<br /> * <a href="http://1001genomes.org/downloads/shore.html" target="_blank">SHORE</a> - SHORE, for Short Read, is a mapping and analysis pipeline for short DNA sequences produced on a Illumina Genome Analyzer. A suite created by the 1001 Genomes project. Source for POSIX.<br /> * <a href="http://www.realtimegenomics.com/" target="_blank">SlimSearch</a> - Fledgling commercial product.<br /> <br /> <strong>Align/Assemble to a reference</strong><br /> * <a href="https://secure.genome.ucla.edu/index.php/BFAST" target="_blank">BFAST</a> - Blat-like Fast Accurate Search Tool. Written by Nils Homer, Stanley F. Nelson and Barry Merriman at UCLA.<br /> * <a href="http://bowtie-bio.sourceforge.net/" target="_blank">Bowtie</a> - Ultrafast, memory-efficient short read aligner. It aligns short DNA sequences (reads) to the human genome at a rate of 25 million reads per hour on a typical workstation with 2 gigabytes of memory. Uses a Burrows-Wheeler-Transformed (BWT) index. <a href="http://seqanswers.com/forums/showthread.php?t=706" target="_blank">Link to discussion thread here</a>. Written by Ben Langmead and Cole Trapnell. Linux, Windows, and Mac OS X.<br /> * <a href="http://maq.sourceforge.net/" target="_blank">BWA</a> - Heng Lee's BWT Alignment program - a progression from Maq. BWA is a fast light-weighted tool that aligns short sequences to a sequence database, such as the human reference genome. By default, BWA finds an alignment within edit distance 2 to the query sequence. C++ source.<br /> * <a href="http://bioinfo.cgrb.oregonstate.edu/docs/solexa/" target="_blank">ELAND</a> - Efficient Large-Scale Alignment of Nucleotide Databases. Whole genome alignments to a reference genome. Written by Illumina author Anthony J. Cox for the Solexa 1G machine.<br /> * <a href="http://www.ebi.ac.uk/%7Eguy/exonerate/" target="_blank">Exonerate</a> - Various forms of pairwise alignment (including Smith-Waterman-Gotoh) of DNA/protein against a reference. Authors are Guy St C Slater and Ewan Birney from EMBL. C for POSIX.<br /> * <a href="http://1001genomes.org/downloads/genomemapper.html" target="_blank">GenomeMapper</a> - GenomeMapper is a short read mapping tool designed for accurate read alignments. It quickly aligns millions of reads either with ungapped or gapped alignments. A tool created by the 1001 Genomes project. Source for POSIX.<br /> * <a href="http://www.gene.com/share/gmap/" target="_blank">GMAP</a> - GMAP (Genomic Mapping and Alignment Program) for mRNA and EST Sequences. Developed by Thomas Wu and Colin Watanabe at Genentec. C/Perl for Unix.<br /> * <a href="http://dna.cs.byu.edu/gnumap/" target="_blank">gnumap</a> - The Genomic Next-generation Universal MAPper (gnumap) is a program designed to accurately map sequence data obtained from next-generation sequencing machines (specifically that of Solexa/Illumina) back to a genome of any size. It seeks to align reads from nonunique repeats using statistics. From authors at Brigham Young University. C source/Unix.<br /> * <a href="http://sourceforge.net/projects/maq/" target="_blank">MAQ</a> - Mapping and Assembly with Qualities (renamed from MAPASS2). Particularly designed for Illumina with preliminary functions to handle ABI SOLiD data. Written by Heng Li from the Sanger Centre. Features extensive supporting tools for DIP/SNP detection, etc. C++ source<br /> * <a href="http://bioinformatics.bc.edu/marthlab/Mosaik" target="_blank">MOSAIK</a> - MOSAIK produces gapped alignments using the Smith-Waterman algorithm. Features a number of support tools. Support for Roche FLX, Illumina, SOLiD, and Helicos. Written by Michael Str&ouml;mberg at Boston College. Win/Linux/MacOSX<br /> * <a href="http://mrfast.sourceforge.net/" target="_blank">MrFAST and MrsFAST</a> - mrFAST &amp; mrsFAST are designed to map short reads generated with the Illumina platform to reference genome assemblies; in a fast and memory-efficient manner. Robust to INDELs and MrsFAST has a bisulphite mode. Authors are from the University of Washington. C as source.<br /> * <a href="http://mummer.sourceforge.net/" target="_blank">MUMmer</a> - MUMmer is a modular system for the rapid whole genome alignment of finished or draft sequence. Released as a package providing an efficient suffix tree library, seed-and-extend alignment, SNP detection, repeat detection, and visualization tools. Version 3.0 was developed by Stefan Kurtz, Adam Phillippy, Arthur L Delcher, Michael Smoot, Martin Shumway, Corina Antonescu and Steven L Salzberg - most of whom are at The Institute for Genomic Research in Maryland, USA. POSIX OS required.<br /> * <a href="http://www.novocraft.com/index.html" target="_blank">Novocraft</a> - Tools for reference alignment of paired-end and single-end Illumina reads. Uses a Needleman-Wunsch algorithm. Can support Bis-Seq. Commercial. Available free for evaluation, educational use and for use on open not-for-profit projects. Requires Linux or Mac OS X.<br /> * <a href="http://pass.cribi.unipd.it/cgi-bin/pass.pl" target="_blank">PASS</a> - It supports Illumina, SOLiD and Roche-FLX data formats and allows the user to modulate very finely the sensitivity of the alignments. Spaced seed intial filter, then NW dynamic algorithm to a SW(like) local alignment. Authors are from CRIBI in Italy. Win/Linux.<br /> * <a href="http://rulai.cshl.edu/rmap/" target="_blank">RMAP</a> - Assembles 20 - 64 bp Illumina reads to a FASTA reference genome. By Andrew D. Smith and Zhenyu Xuan at CSHL. (published in BMC Bioinformatics). POSIX OS required.<br /> * <a href="http://biogibbs.stanford.edu/%7Ejiangh/SeqMap/" target="_blank">SeqMap</a> - Supports up to 5 or more bp mismatches/INDELs. Highly tunable. Written by Hui Jiang from the Wong lab at Stanford. Builds available for most OS's.<br /> * <a href="http://compbio.cs.toronto.edu/shrimp/" target="_blank">SHRiMP</a> - Assembles to a reference sequence. Developed with Applied Biosystem's colourspace genomic representation in mind. Authors are Michael Brudno and Stephen Rumble at the University of Toronto. POSIX.<br /> * <a href="http://www.bcgsc.ca/platform/bioinfo/software/slider" target="_blank"><span style="text-decoration: underline;">Slider</span></a>- An application for the Illumina Sequence Analyzer output that uses the probability files instead of the sequence files as an input for alignment to a reference sequence or a set of reference sequences. Authors are from BCGSC. Paper is <a href="http://seqanswers.com/forums/showthread.php?t=740" target="_blank">here</a>.<br /> * <a href="http://soap.genomics.org.cn/" target="_blank">SOAP</a> - SOAP (Short Oligonucleotide Alignment Program). A program for efficient gapped and ungapped alignment of short oligonucleotides onto reference sequences. The updated version uses a BWT. Can call SNPs and INDELs. Author is Ruiqiang Li at the Beijing Genomics Institute. C++, POSIX.<br /> * <a href="http://www.sanger.ac.uk/Software/analysis/SSAHA/" target="_blank">SSAHA</a> - SSAHA (Sequence Search and Alignment by Hashing Algorithm) is a tool for rapidly finding near exact matches in DNA or protein databases using a hash table. Developed at the Sanger Centre by Zemin Ning, Anthony Cox and James Mullikin. C++ for Linux/Alpha.<br /> * <a href="http://socs.biology.gatech.edu/" target="_blank">SOCS</a> - Aligns SOLiD data. SOCS is built on an iterative variation of the Rabin-Karp string search algorithm, which uses hashing to reduce the set of possible matches, drastically increasing search speed. Authors are Ondov B, Varadarajan A, Passalacqua KD and Bergman NH.<br /> * <a href="http://bibiserv.techfak.uni-bielefeld.de/swift/welcome.html" target="_blank">SWIFT</a> - The SWIFT suit is a software collection for fast index-based sequence comparison. It contains: SWIFT &mdash; fast local alignment search, guaranteeing to find epsilon-matches between two sequences. SWIFT BALSAM &mdash; a very fast program to find semiglobal non-gapped alignments based on k-mer seeds. Authors are Kim Rasmussen (SWIFT) and Wolfgang Gerlach (SWIFT BALSAM)<br /> * <a href="http://synasite.mgrc.com.my:8080/sxog/NewSXOligoSearch.php" target="_blank">SXOligoSearch</a> - SXOligoSearch is a commercial platform offered by the Malaysian based <a href="http://www.synamatix.com/" target="_blank">Synamatix</a>. Will align Illumina reads against a range of Refseq RNA or NCBI genome builds for a number of organisms. Web Portal. OS independent.<br /> * <a href="http://www.vmatch.de/" target="_blank">Vmatch</a> - A versatile software tool for efficiently solving large scale sequence matching tasks. Vmatch subsumes the software tool REPuter, but is much more general, with a very flexible user interface, and improved space and time requirements. Essentially a large string matching toolbox. POSIX.<br /> * <a href="http://www.bioinformaticssolutions.com/products/zoom/index.php" target="_blank">Zoom</a> - ZOOM (Zillions Of Oligos Mapped) is designed to map millions of short reads, emerged by next-generation sequencing technology, back to the reference genomes, and carry out post-analysis. ZOOM is developed to be highly accurate, flexible, and user-friendly with speed being a critical priority. Commercial. Supports Illumina and SOLiD data.<br /> <br /> <strong><em>De novo</em> Align/Assemble</strong><br /> * <a href="http://www.bcgsc.ca/platform/bioinfo/software/abyss" target="_blank">ABySS</a> - Assembly By Short Sequences. ABySS is a de novo sequence assembler that is designed for very short reads. The single-processor version is useful for assembling genomes up to 40-50 Mbases in size. The parallel version is implemented using MPI and is capable of assembling larger genomes. By Simpson JT and others at the Canada's Michael Smith Genome Sciences Centre. C++ as source. <br /> * <a href="http://www.broad.mit.edu/science/programs/genome-biology/computational-rd/computational-research-and-development" target="_blank">ALLPATHS</a> - ALLPATHS: De novo assembly of whole-genome shotgun microreads. ALLPATHS is a whole genome shotgun assembler that can generate high quality assemblies from short reads. Assemblies are presented in a graph form that retains ambiguities, such as those arising from polymorphism, thereby providing information that has been absent from previous genome assemblies. Broad Institute.<br /> * <a href="http://www.genomic.ch/edena.php" target="_blank">Edena</a> - Edena (Exact DE Novo Assembler) is an assembler dedicated to process the millions of very short reads produced by the Illumina Genome Analyzer. Edena is based on the traditional overlap layout paradigm. By D. Hernandez, P. Fran&ccedil;ois, L. Farinelli, M. Osteras, and J. Schrenzel. Linux/Win.<br /> * <a href="http://euler-assembler.ucsd.edu/portal/" target="_blank">EULER-SR</a> - Short read <em>de novo</em> assembly. By Mark J. Chaisson and Pavel A. Pevzner from UCSD (published in Genome Research). Uses a de Bruijn graph approach.<br /> * <a href="http://chevreux.org/projects_mira.html" target="_blank">MIRA2</a> - MIRA (Mimicking Intelligent Read Assembly) is able to perform true hybrid de-novo assemblies using reads gathered through 454 sequencing technology (GS20 or GS FLX). Compatible with 454, Solexa and Sanger data. Linux OS required.<br /> * <a href="http://www.seqan.de/projects/consensus.html" target="_blank">SEQAN</a> - A Consistency-based Consensus Algorithm for De Novo and Reference-guided Sequence Assembly of Short Reads. By Tobias Rausch and others. C++, Linux/Win.<br /> * <a href="http://sharcgs.molgen.mpg.de/" target="_blank">SHARCGS</a> - De novo assembly of short reads. Authors are Dohm JC, Lottaz C, Borodina T and Himmelbauer H. from the Max-Planck-Institute for Molecular Genetics.<br /> * <a href="http://www.bcgsc.ca/platform/bioinfo/software/ssake" target="_blank">SSAKE</a> - The Short Sequence Assembly by K-mer search and 3' read Extension (SSAKE) is a genomics application for aggressively assembling millions of short nucleotide sequences by progressively searching for perfect 3'-most k-mers using a DNA prefix tree. Authors are Ren&eacute; Warren, Granger Sutton, Steven Jones and Robert Holt from the Canada's Michael Smith Genome Sciences Centre. Perl/Linux.<br /> * <a href="http://soap.genomics.org.cn/" target="_blank">SOAPdenovo</a> - Part of the SOAP suite. See above. <br /> * <a href="https://sourceforge.net/projects/vcake" target="_blank">VCAKE</a> - De novo assembly of short reads with robust error correction. An improvement on early versions of SSAKE.<br /> * <a href="http://www.ebi.ac.uk/%7Ezerbino/velvet/" target="_blank">Velvet</a> - Velvet is a de novo genomic assembler specially designed for short read sequencing technologies, such as Solexa or 454. Need about 20-25X coverage and paired reads. Developed by Daniel Zerbino and Ewan Birney at the European Bioinformatics Institute (EMBL-EBI). <br /> <br /> <strong>SNP/Indel Discovery</strong><br /> * <a href="http://www.sanger.ac.uk/Software/analysis/ssahaSNP/" target="_blank">ssahaSNP</a> - ssahaSNP is a polymorphism detection tool. It detects homozygous SNPs and indels by aligning shotgun reads to the finished genome sequence. Highly repetitive elements are filtered out by ignoring those kmer words with high occurrence numbers. More tuned for ABI Sanger reads. Developers are Adam Spargo and Zemin Ning from the Sanger Centre. Compaq Alpha, Linux-64, Linux-32, Solaris and Mac<br /> * <a href="http://bioinformatics.bc.edu/marthlab/PbShort" target="_blank">PolyBayesShort</a> - A re-incarnation of the PolyBayes SNP discovery tool developed by Gabor Marth at Washington University. This version is specifically optimized for the analysis of large numbers (millions) of high-throughput next-generation sequencer reads, aligned to whole chromosomes of model organism or mammalian genomes. Developers at Boston College. Linux-64 and Linux-32.<br /> * <a href="http://bioinformatics.bc.edu/marthlab/PyroBayes" target="_blank">PyroBayes</a> - PyroBayes is a novel base caller for pyrosequences from the 454 Life Sciences sequencing machines. It was designed to assign more accurate base quality estimates to the 454 pyrosequences. Developers at Boston College. <br /> <br /> <strong>Genome Annotation/Genome Browser/Alignment Viewer/Assembly Database</strong><br /> * <a href="http://bioinformatics.bc.edu/marthlab/EagleView" target="_blank">EagleView</a> - An information-rich genome assembler viewer. EagleView can display a dozen different types of information including base quality and flowgram signal. Developers at Boston College.<br /> * <a href="http://www.sanger.ac.uk/Software/analysis/lookseq/" target="_blank">LookSeq</a> - LookSeq is a web-based application for alignment visualization, browsing and analysis of genome sequence data. LookSeq supports multiple sequencing technologies, alignment sources, and viewing modes; low or high-depth read pileups; and easy visualization of putative single nucleotide and structural variation. From the Sanger Centre.<br /> * <a href="http://evolution.sysu.edu.cn/mapview/" target="_blank">MapView</a> - MapView: visualization of short reads alignment on desktop computer. From the Evolutionary Genomics Lab at Sun-Yat Sen University, China. Linux.<br /> * <a href="http://www.bcgsc.ca/platform/bioinfo/software/sam" target="_blank">SAM</a> - Sequence Assembly Manager. Whole Genome Assembly (WGA) Management and Visualization Tool. It provides a generic platform for manipulating, analyzing and viewing WGA data, regardless of input type. Developers are Rene Warren, Yaron Butterfield, Asim Siddiqui and Steven Jones at Canada's Michael Smith Genome Sciences Centre. MySQL backend and Perl-CGI web-based frontend/Linux. <br /> * <a href="http://staden.sourceforge.net/" target="_blank">STADEN</a> - Includes GAP4. GAP5 once completed will handle next-gen sequencing data. A partially implemented test version is available <a href="https://sourceforge.net/project/show...kage_id=256957" target="_blank">here</a><br /> * <a href="http://www.bcgsc.ca/platform/bioinfo/software/xmatchview" target="_blank">XMatchView</a> - A visual tool for analyzing cross_match alignments. Developed by Rene Warren and Steven Jones at Canada's Michael Smith Genome Sciences Centre. Python/Win or Linux.<br /> <br /> <strong>Counting e.g. CHiP-Seq, Bis-Seq, CNV-Seq</strong><br /> * <a href="http://epigenomics.mcdb.ucla.edu/BS-Seq/download.html" target="_blank">BS-Seq</a> - The source code and data for the "Shotgun Bisulphite Sequencing of the Arabidopsis Genome Reveals DNA Methylation Patterning" Nature paper by <a href="http://www.ncbi.nlm.nih.gov/sites/entrez?holding=&amp;db=pubmed&amp;cmd=search&amp;term=Shotgun%20Bisulphite%20Sequencing" target="_blank">Cokus et al.</a> (Steve Jacobsen's lab at UCLA). POSIX.<br /> * <a href="http://woldlab.caltech.edu/chipseq/" target="_blank">CHiPSeq</a> - Program used by Johnson et al. (2007) in their Science publication<br /> * <a href="http://tiger.dbs.nus.edu.sg/cnv-seq/" target="_blank">CNV-Seq</a> - CNV-seq, a new method to detect copy number variation using high-throughput sequencing. Chao Xie and Martti T Tammi at the National University of Singapore. Perl/R.<br /> * <a href="http://www.bcgsc.ca/platform/bioinfo/software/findpeaks" target="_blank">FindPeaks</a> - perform analysis of ChIP-Seq experiments. It uses a naive algorithm for identifying regions of high coverage, which represent Chromatin Immunoprecipitation enrichment of sequence fragments, indicating the location of a bound protein of interest. Original algorithm by Matthew Bainbridge, in collaboration with Gordon Robertson. Current code and implementation by Anthony Fejes. Authors are from the Canada's Michael Smith Genome Sciences Centre. JAVA/OS independent. Latest versions available as part of the <a href="http://vancouvershortr.sourceforge.net/" target="_blank">Vancouver Short Read Analysis Package</a><br /> * <a href="http://liulab.dfci.harvard.edu/MACS/" target="_blank">MACS</a> - Model-based Analysis for ChIP-Seq. MACS empirically models the length of the sequenced ChIP fragments, which tends to be shorter than sonication or library construction size estimates, and uses it to improve the spatial resolution of predicted binding sites. MACS also uses a dynamic Poisson distribution to effectively capture local biases in the genome sequence, allowing for more sensitive and robust prediction. Written by Yong Zhang and Tao Liu from Xiaole Shirley Liu's Lab. <br /> * <a href="http://www.gersteinlab.org/proj/PeakSeq/" target="_blank">PeakSeq</a> - PeakSeq: Systematic Scoring of ChIP-Seq Experiments Relative to Controls. a two-pass approach for scoring ChIP-Seq data relative to controls. The first pass identifies putative binding sites and compensates for variation in the mappability of sequences across the genome. The second pass filters out sites that are not significantly enriched compared to the normalized input DNA and computes a precise enrichment and significance. By Rozowsky J et al. C/Perl.<br /> * <a href="http://mendel.stanford.edu/sidowlab/downloads/quest/" target="_blank">QuEST</a> - Quantitative Enrichment of Sequence Tags. Sidow and Myers Labs at Stanford. From the 2008 publication <a href="http://www.ncbi.nlm.nih.gov/pubmed/18711362" target="_blank">Genome-wide analysis of transcription factor binding sites based on ChIP-Seq data</a>. (C++)<br /> * <a href="http://dir.nhlbi.nih.gov/papers/lmi/epigenomes/sissrs/" target="_blank">SISSRs</a> - Site Identification from Short Sequence Reads. BED file input. Raja Jothi @ NIH. Perl.<br /> **See also <a href="http://seqanswers.com/forums/showthread.php?t=742" target="_blank">this thread</a> for ChIP-Seq, until I get time to update this list.<br /> <br /> <strong>Alternate Base Calling</strong><br /> * <a href="http://svitsrv25.epfl.ch/R-doc/library/Rolexa/html/00Index.html" target="_blank">Rolexa</a> - R-based framework for base calling of Solexa data. Project <a href="http://www.biomedcentral.com/1471-2105/9/431" target="_blank">publication</a><br /> * <a href="http://hannonlab.cshl.edu/Alta-Cyclic/main.html" target="_blank">Alta-cyclic</a> - "a novel Illumina Genome-Analyzer (Solexa) base caller"<br /> <br /> <strong>Transcriptomics</strong><br /> * <a href="http://woldlab.caltech.edu/rnaseq/" target="_blank">ERANGE</a> - Mapping and Quantifying Mammalian Transcriptomes by RNA-Seq. Supports Bowtie, BLAT and ELAND. From the Wold lab.<br /> * <a href="http://www.genoscope.cns.fr/externe/gmorse/" target="_blank">G-Mo.R-Se</a> - G-Mo.R-Se is a method aimed at using RNA-Seq short reads to build de novo gene models. First, candidate exons are built directly from the positions of the reads mapped on the genome (without any ab initio assembly of the reads), and all the possible splice junctions between those exons are tested against unmapped reads. From CNS in France.<br /> * <a href="http://evolution.sysu.edu.cn/english/software/mapnext.htm" target="_blank">MapNext</a> - MapNext: A software tool for spliced and unspliced alignments and SNP detection of short sequence reads. From the Evolutionary Genomics Lab at Sun-Yat Sen University, China.<br /> * <a href="http://www.fml.tuebingen.mpg.de/raetsch/suppl/qpalma" target="_blank">QPalma</a> - Optimal Spliced Alignments of Short Sequence Reads. Authors are Fabio De Bona, Stephan Ossowski, Korbinian Schneeberger, and Gunnar R&auml;tsch. A paper is <a href="http://www.fml.tuebingen.mpg.de/raetsch/suppl/qpalma/qpalma-final.pdf" target="_blank">available</a>.<br /> * <a href="http://biogibbs.stanford.edu/%7Ejiangh/rsat/" target="_blank">RSAT</a> - RSAT: RNA-Seq Analysis Tools. RNASAT is developed and maintained by Hui Jiang at Stanford University.<br /> * <a href="http://tophat.cbcb.umd.edu/" target="_blank">TopHat</a> - TopHat is a fast splice junction mapper for RNA-Seq reads. It aligns RNA-Seq reads to mammalian-sized genomes using the ultra high-throughput short read aligner Bowtie, and then analyzes the mapping results to identify splice junctions between exons. TopHat is a collaborative effort between the University of Maryland and the University of California, Berkeley</p>]]></description>
	<dc:creator>Rahul Nayak</dc:creator>
</item>
<item>
	<guid isPermaLink="true">https://bioinformaticsonline.com/pages/view/22567/rosalind-problem-solution-with-perl</guid>
	<pubDate>Tue, 09 Jun 2015 23:35:18 -0500</pubDate>
	<link>https://bioinformaticsonline.com/pages/view/22567/rosalind-problem-solution-with-perl</link>
	<title><![CDATA[Rosalind Problem Solution with Perl]]></title>
	<description><![CDATA[<p>Rosalind is a platform for learning bioinformatics and programming through problem solving. <a href="http://rosalind.info/problems/list-view/?location=bioinformatics-textbook-track">Take a tour</a> to get the hang of how Rosalind works.</p><p>Bioinformatics Textbook Track</p><p>Find more about Rosalind puzzle at http://rosalind.info/problems/list-view/?location=bioinformatics-textbook-track</p><p>I will provide solution of all the Rosalind problem with Perl for community.</p><p>Check out the right sidebar for more links ...</p>]]></description>
	<dc:creator>Jit</dc:creator>
</item>
<item>
	<guid isPermaLink="true">https://bioinformaticsonline.com/pages/view/21365/a-guide-for-complete-r-beginners</guid>
	<pubDate>Fri, 20 Feb 2015 23:36:46 -0600</pubDate>
	<link>https://bioinformaticsonline.com/pages/view/21365/a-guide-for-complete-r-beginners</link>
	<title><![CDATA[A guide for complete R beginners !]]></title>
	<description><![CDATA[<p>This tutorial is intended to introduce users quickly to the basics of R, focusing on a few common tasks that &nbsp;biologists need to perform &nbsp;some basic analysis: &nbsp;load a table, plot some graphs, and perform some basic statistics. More extensive tutorials can be found on the project website and via bioconductor (not covered here).</p><p><em><span style="text-decoration: underline;">R-language: </span></em><a href="http://www.r-project.org/"><span style="color: #000080;"><span style="text-decoration: underline;"><em>http://www.</em></span></span><span style="color: #000080;"><span style="text-decoration: underline;"><em><strong>r</strong></em></span></span><span style="color: #000080;"><span style="text-decoration: underline;"><em>-project.org</em></span></span></a></p><p><em>BioConductor</em>:&nbsp;<a href="http://www.bioconductor.org/">http://www.bioconductor.org</a></p><p><strong>Advantages of R</strong></p><ul>
<li>Free!</li>
<li>Powerful, many libraries have been created to perform application specific tasks. e.g. analysis of microarray experiments and Next-Gen sequencing (bioconductor: including Bioseq group).</li>
<li>Presentation quality graphics
<ul>
<li>Save as a png, pdf or svg</li>
</ul>
</li>
<li>History
<ul>
<li>What you do can be saved for the next time you use R.</li>
<li>Ability to turn it into an automated script to perform again and again on different data</li>
</ul>
</li>
</ul><p><strong>Disadvantages</strong></p><ul>
<li>Lack of a comprehensive graphical user interface, but two do exist: However some do exist:&nbsp;R commander: <a href="http://socserv.mcmaster.ca/jfox/Misc/Rcmdr/">http://socserv.mcmaster.ca/jfox/Misc/Rcmdr/</a> and&nbsp;Limma-gui (microarrays) : <a href="http://bioinf.wehi.edu.au/limmaGUI/">http://bioinf.wehi.edu.au/limmaGUI/</a></li>
</ul><p><strong>Preparation</strong></p><ul>
<li>(Optional) Download and save the tutorial data set from
<ul>
<li>http://bioinformatics.knowledgeblog.org/wp-content/uploads/bioinf/kerr/data.tsv</li>
<li>Start R (type R on a Linux or Mac terminal, or find the starting link from PC)</li>
</ul>
</li>
</ul><p><strong>Getting More Help</strong></p><ul>
<li>Project Home page
<ul>
<li><span style="color: #000080;"><span style="text-decoration: underline;"><a href="http://www.r-project.org/">http://www.r-project.org/</a></span></span></li>
<li>Check out the &lsquo;introduction to R&rsquo;, which is a much more in depth guide .</li>
<li>Also R has a built-in help system (see later)</li>
</ul>
</li>
</ul><p><strong>Working directory</strong></p><p>This is the directory used to store your data and results. It is useful if it is also the directory where your input data is stored.</p><ul>
<li>Mac/Linux: this is the directory where you typed in R</li>
<li>PC: Change using the change working directory option</li>
</ul>]]></description>
	<dc:creator>Archana Malhotra</dc:creator>
</item>
<item>
	<guid isPermaLink="true">https://bioinformaticsonline.com/pages/view/21105/motif-2015-%E2%80%93-national-seminar-on-bioinformatics-biopharmaceuticals-nsbb%E2%80%9915</guid>
	<pubDate>Mon, 09 Feb 2015 13:41:01 -0600</pubDate>
	<link>https://bioinformaticsonline.com/pages/view/21105/motif-2015-%E2%80%93-national-seminar-on-bioinformatics-biopharmaceuticals-nsbb%E2%80%9915</link>
	<title><![CDATA[MOTIF 2015 – NATIONAL SEMINAR ON BIOINFORMATICS &amp; BIOPHARMACEUTICALS -NSBB’15]]></title>
	<description><![CDATA[<h3>What is Motif&rsquo;15?</h3><p>The program &nbsp;&ldquo;MOTIF&rdquo; is an annual event conducted by the Department. It is unique in the sense that the event managers are students themselves with guidance by the faculty. The event is meant to expose students to leadership roles so that they acquire desirable leadership qualities. It gives them an opportunity to learn crisis management and more important &lsquo;CONFIDENCE&rsquo; and orientation in life skills.Download Brochure Here.&nbsp;<a href="https://motif2015.files.wordpress.com/2015/02/full1.pdf" target="_blank" title="Brochure">Brochure</a>. Download Registration form here.<a href="https://motif2015.files.wordpress.com/2015/02/reg12.pdf" target="_blank" title="Registration form">Registration form</a>.</p><h3>How to register for&nbsp;Motif&rsquo;15?</h3><p>Registration for Participation/Presentation/Competitions is open now. The &lsquo;Motif&rsquo;15&rsquo; brochure and registration form can be downloaded from this website. Those who wish to participate in the symposium or in any of the event can send us the filled in registration&nbsp;form via post.Those who wish to present a paper or poster are requested to send your abstracts on or before 25.02.2015 and wait for the confirmation of presentation by 26.02.2015.</p><h3>What is&nbsp;the registration fees for Motif&rsquo;15?</h3><p><strong>Early Registration(Last Date:27.02.2015)</strong></p><p>Student/Scholars &ndash; Rs.200/-</p><p>Faculty/Corporate&nbsp;&ndash; Rs.250/-</p><p>DD should be drawn in favour of &ldquo; MOTIF15&rdquo; payable at Coimbatore and&nbsp;send to &lsquo;MOTIF,Co-ordinator, Dr. M Jeyam, Biochematics Lab, Department of Bioinformatics, Bharathiar University, Coimbatore &ndash; 641 046, Tamil Nadu along with the registration form&rsquo;.</p><h3>Whether accommodation will be provided to the participants?</h3><p>Accommodation will be not provided. The participants are requested make their own arrangements for accommodation.</p><p>For further details visit our website</p><p>https://motif2015.wordpress.com/</p><p>&nbsp;</p>]]></description>
	<dc:creator>motif</dc:creator>
</item>
<item>
	<guid isPermaLink="true">https://bioinformaticsonline.com/pages/view/18749/list-of-biotechnology-research-laboratory-university-and-centre-in-india</guid>
	<pubDate>Thu, 30 Oct 2014 12:34:34 -0500</pubDate>
	<link>https://bioinformaticsonline.com/pages/view/18749/list-of-biotechnology-research-laboratory-university-and-centre-in-india</link>
	<title><![CDATA[List of Biotechnology Research Laboratory, University, and Centre in India]]></title>
	<description><![CDATA[<h3 style="text-align: left;">DEPARTMENT OF BIOTECHNOLOGY</h3><ul>
<li><a href="http://www.cdfd.org.in" target="_blank">Centre For DNA Fingerprinting And Diagnostics (CDFD), Hyderabad </a> (</li>
<li><a href="http://ibsd.gov.in/" target="_blank">Institute of Bioresources and Sustainable Development&nbsp; (IBSD), Imphal, Manipur </a></li>
<li><a href="http://www.ils.res.in/%E2%80%8E" target="_blank">Institute of Life Sciences, Bhuvaneswar </a></li>
<li><a href="http://www.nii.res.in/" target="_blank">National Institute Of Immunology, New Delhi </a></li>
<li><a href="http://www.nipgr.res.in/%E2%80%8E" target="_blank">National Centre For Plant Genome Research (NCPGR), JNU, New Delhi </a></li>
<li><a href="http://www.nbrc.ac.in/%E2%80%8E" target="_blank">National Brain Research Centre (NBRC), Gurgaon </a></li>
<li><a href="http://www.nccs.res.in/%E2%80%8E" target="_blank">National Centre for Cell Sciences, Pune </a> (PUBLIC SECTOR UNDERTAKINGS)</li>
<li><a href="http://www.bibcol.com/" target="_blank">Bharat Immunologicals &amp; Biologicals Corporation Limited, Bulandshahar</a></li>
<li><a href="http://corporatedir.com/company/indian-vaccines-corporation-limited%E2%80%8E" target="_blank">Indian Vaccines Corporation Limited, Gurgaon</a></li>
</ul><h3 style="text-align: left;">INDIAN COUNCIL OF MEDICAL RESEARCH (ICMR)</h3><ul>
<li><a href="http://icmr.nic.in/pinstitute/jalma.htm" target="_blank">Centre JALMA Institute of Leprosy </a></li>
<li><a href="http://icmr.nic.in/pinstitute/nioh.htm" target="_blank">National Institute of Occupational Health </a></li>
<li><a href="http://icmr.nic.in/pinstitute/trc.htm" target="_blank">Tuberculosis Research Centre </a></li>
<li><a href="http://icmr.nic.in/pinstitute/nie.htm">National Institute of Epidemiology </a></li>
<li><a href="http://icmr.nic.in/pinstitute/mrc.htm">Malaria Research Centre </a></li>
<li><a href="http://icmr.nic.in/pinstitute/iop.htm">Institute of Pathology&nbsp;</a></li>
<li><a href="http://icmr.nic.in/000134/irms.htm">Institute of Research in Medical Statistics&nbsp; </a></li>
<li><a href="http://icmr.nic.in/pinstitute/nin.htm">National Institute of Nutrition </a></li>
<li><a href="http://icmr.nic.in/pinstitute/nclas.htm">National Centre for Laboratory Animal Science </a></li>
<li><a href="http://icmr.nic.in/pinstitute/fdtrc.htm">Food and Drug Toxicology Research Centre </a></li>
<li><a href="http://icmr.nic.in/pinstitute/niced.htm">National Institute of Cholera and Enteric Diseases&nbsp; </a></li>
<li><a href="http://icmr.nic.in/pinstitute/crme.htm">Centre for Research in Medical Entomology </a></li>
<li><a href="http://icmr.nic.in/pinstitute/irr.htm">National Institute for Research in Reproductive Health </a></li>
<li><a href="http://icmr.nic.in/pinstitute/iih.htm">Institute of Immunohaemotology </a></li>
<li><a href="http://icmr.nic.in/pinstitute/evrc.htm">Enterovirus Research Centre </a></li>
<li><a href="http://icmr.nic.in/pinstitute/grc/grc.htm">Genetic Research Centre </a></li>
<li><a href="http://icmr.nic.in/pinstitute/icpo.htm">Institute of Cytology and Preventive Oncology&nbsp; </a></li>
<li><a href="http://icmr.nic.in/pinstitute/rmri.htm">Rajendra Memorial Research Institute of Medical Sciences </a></li>
<li><a href="http://icmr.nic.in/pinstitute/vcrc.htm">Vector Control Research Centre</a></li>
<li><a href="http://icmr.nic.in/pinstitute/niv.htm">National Institute of Virology </a></li>
<li><a href="http://icmr.nic.in/pinstitute/nari.htm">National AIDS Research Institute (NARI)</a></li>
<li><a href="http://icmr.nic.in/pinstitute/Bhubaneswar.htm">Regional Medical Research Centre Bhubaneswar </a></li>
<li><a href="http://icmr.nic.in/pinstitute/dibrugarh.htm">Regional Medical Research Centre Dibrugarh </a></li>
<li><a href="http://icmr.nic.in/rmrcpb/index.htm">Regional Medical Research Centre Port Blair </a></li>
<li><a href="http://icmr.nic.in/pinstitute/jabalpur.htm">Regional Medical Research Centre Jabalpur </a></li>
<li><a href="http://icmr.nic.in/pinstitute/jodhpur.htm">Desert Medicine Research Centre Jodhpur </a></li>
</ul><h3 style="text-align: left;"><a href="http://healthriskindia.in/institutions.php#why">COUNCIL OF SCIENTIFIC &amp; INDUSTRIAL RESEARCH (CSIR) </a></h3><div style="text-align: left;"><ul>
<li><a href="http://www.cbri.res.in/">CBRI - Central Building Research Institute, Roorkee </a></li>
<li><a href="http://www.cdriindia.org/">CDRI - Central Drug Research Institute, Lucknow </a></li>
<li><a href="http://www.ceeri.res.in/">CEERI - Central Electronics Engineering Research Institute, Pilani </a></li>
<li><a href="http://www.cftri.com/">CFTRI - Central Food Technological Research Institute, Mysore </a></li>
<li><a href="http://www.cimap.res.in/">CIMAP - Central Institute of Medicinal &amp; Aromatic Plants, Lucknow </a></li>
<li><a href="http://www.cmeri.res.in/%E2%80%8E">CMERI - Central Mechanical Engineering Research Institute, Durgapur </a></li>
<li><a href="http://http//www.cmriindia.nic.in/%E2%80%8E">CMRI - Central Mining Research Institute, Dhanbad </a>- Central Scientific Intruments</li>
<li><a href="http://www.iicb.res.in/">IICB - Indian Institute of Chemical Biology, Calcutta </a></li>
<li><a href="http://www.iip.res.in/">IIP - Indian Institute of Petroleum, Dehradun </a></li>
<li><a href="http://www.ihbt.res.in/%E2%80%8E">IHBT - Institute of Himalayan Bioresource Technology, Palampur </a></li>
<li><a href="http://www.iitrindia.org/%E2%80%8E">ITRC - Industrial Toxicology Research Centre, Lucknow </a></li>
</ul><div style="text-align: left;"><ul>
<li><a href="http://www.nbri-lko.org/"> NBRI - National Botanical Research Institute, Lucknow </a></li>
<li><a href="http://www.neeri.nic.in/">NEERI - National Environmental Engineering Research Institute, Nagpur </a></li>
<li><a href="http://www.nio.org/">NIO - National Institute of Oceanography, Goa </a></li>
<li><a href="http://www.nistads.res.in/">NISTADS - National Institute of Science, Technology &amp; Development Studies, New Delhi </a></li>
<li><a href="http://www.nplindia.org/npl/index.htm">NPL - National Physical Laboratory, New Delhi </a></li>
<li><a href="http://www.rrlbhu.res.in/">RRL, BHU - Regional Research Laboratory, Bhubaneshwar </a></li>
<li><a href="http://www.rrljorhat.org/">RRL, JT - Regional Research Laboratory, Jorhat </a></li>
<li><a href="http://www.sercm.org/">SERC, M - Structural Engineering Research Centre, Madras </a></li>
<li><a href="http://www.csir.res.in/">CSIR Headquarters </a></li>
<li><a href="http://www.ccmbindia.org/">CCMB - Centre for Cellular &amp; Molecular Biology, Hyderabad </a></li>
<li><a href="http://www.cecri-india.com/">CECRI - Central Electrochemical Research Institute, Karaikudi </a></li>
<li><a href="http://www.cfrindia.com/">CFRI - Central Fuel Research Institute, Dhanbad </a></li>
<li><a href="http://www.cgcri.res.in/">CGCRI - Central Glass &amp; Ceramic research Institute, Calcutta </a></li>
<li><a href="http://www.clri.org/">CLRI - Central Leather Research Institute, Chennai </a></li>
<li><a href="http://www.cmmacs.ernet.in/">C-MMACS - CSIR Centre for Mathematical Modelling and Computer Simulation, Bangalore </a></li>
<li><a href="http://www.crridom.org/">CRRI - Central Road Research Institute, New Delhi </a></li>
<li><a href="http://www.csmcri.org/">CSMCRI - Central Salt &amp; Marine Chemicals Research Institute, Bhavnagar </a></li>
<li><a href="http://www.iictindia.org/">IICT - Indian Institute of Chemical Technology, Hyderabad </a></li>
<li><a href="http://www.igib.res.in/">IGIB - (Institute of genomics and Integrative Biology) </a></li>
<li><a href="http://www.imtech.ernet.in/">IMT - Institute of Microbial Technology, Chandigarh </a></li>
<li><a href="http://www.nal.res.in/">NAL - National Aerospace Laboratories, Bangalore </a></li>
<li><a href="http://www.ncl-india.org/">NCL - National Chemical Laboratory, Pune </a></li>
<li><a href="http://www.ngri.org.in/">NGRI - National Geophysical Research Institute, Hyderabad </a></li>
<li><a href="http://www.niscair.res.in/">NISCAIR - National Institute of Science Communication and Information Resources, New Delhi </a></li>
<li><a href="http://www.nmlindia.org/">NML - National Mettalurgical Laboratory, Jamshedpur </a></li>
<li><a href="http://www.rrlbpl.org/">RRL,BHO- Regional Research Laboratory, Bhopal </a></li>
<li><a href="http://www.rrljammu.org/">RRL, JM - Regional Research Laboratory, Jammu </a></li>
<li><a href="http://w3rrlt.csir.res.in/">RRL, TVM - Regional Research Laboratory, Thiruvananthapuram </a></li>
</ul></div></div><p style="text-align: left;">&nbsp;</p><h3 style="text-align: left;">CITYWISE</h3><p style="text-align: left;"><strong><em>City Wise Llist of Govt. and Non Govt. Research institutions in India - </em></strong></p><h3 style="text-align: left;">Ahmedabad</h3><div style="text-align: left;"><ul>
<li><a href="http://www.iimahd.ernet.in/">Indian Institute of Management </a></li>
<li><a href="http://www.plasma.ernet.in/">Institute for Plasma Research </a></li>
<li><a href="http://www.prl.ernet.in/">Physical Research Laboratory </a></li>
</ul></div><h3 style="text-align: left;">Allahabad</h3><div style="text-align: left;"><ul>
<li><a href="http://mri.ernet.in/">Mehta Research Institute </a></li>
</ul></div><h3 style="text-align: left;">Bangalore</h3><div style="text-align: left;"><ul>
<li><a href="http://powersearch.cpri.res.in">Central Power Research Institute </a></li>
<li><a href="http://www.cair.res.in/">Center for Artificial Intelligence and Robotics </a></li>
<li><a href="http://www.cmmacs.ernet.in/">Centre for Mathematical Modeling and Computer Simulation (CSIR) </a></li>
<li><a href="http://bhaskara.csa.iisc.ernet.in/">Indian Academy of Science </a></li>
<li><a href="http://www.iimb.ernet.in/">Indian Institute of Management </a></li>
<li><a href="http://www.iisc.ernet.in/">Indian Institute of Science </a></li>
<li><a href="http://www.isro.org">Indian Space Research Organisation (ISRO) </a></li>
<li><a href="http://www.isac.gov.in">ISRO Satellite Centre </a></li>
<li><a href="http://jnc.iisc.ernet.in/">Jawaharlal Nehru Centre for Astronomy and Astrophysics </a></li>
<li><a href="http://www.jncasr.ac.in/">Jawaharlal Nehru Centre for Advanced Scientific Research </a></li>
<li><a href="http://www.nal.res.in">National Aerospace Laboratories </a></li>
<li><a href="http://www.ncbs.res.in/">National Centre for Biological Sciences </a></li>
<li><a href="http://www.nimhans.kar.nic.in/">National Institute of Mental Health and Neuro Sciences </a></li>
<li><a href="http://www.rri.res.in/">Raman Research Institute </a></li>
</ul></div><h3 style="text-align: left;">Barrackpore (W. B.)</h3><p style="text-align: left;">&middot; <a href="http://www.nic.in/icar/cicfri.html">Central Inland Capture Fisheries Research Institute </a></p><h3 style="text-align: left;">Bhopal</h3><div style="text-align: left;"><ul>
<li><a href="http://www.mp.nic.in/ciae/">Central Institute of Agricultural Engineering </a></li>
</ul></div><h3 style="text-align: left;">Bhubaneswar</h3><div style="text-align: left;"><ul>
<li><a href="http://iop.iopb.stpbh.soft.net/">Institute of Physics </a></li>
<li><a href="http://www.rrlbhu.res.in">Regional Research Laboratory </a></li>
</ul></div><h3 style="text-align: left;">Calcutta</h3><div style="text-align: left;"><ul>
<li><a href="http://www.advancedmedicare.com">Advanced Medicare and Research Institute </a></li>
<li><a href="http://wwwcal.iimcal.ac.in/">Indian Institute of Management </a></li>
<li><a href="http://www.isical.ac.in/">Indian Statistical Institute </a></li>
<li><a href="http://www.iuc.res.in/">Inter University Consortium on DAE Facilities </a></li>
<li><a href="http://www.saha.ernet.in/">Saha Institute of Nuclear Physics </a></li>
<li><a href="http://boson.bose.res.in/">S.N.Bose National Center for Basic Sciences </a></li>
<li><a href="http://veccal.veccal.ernet.in/">Variable Energy Cyclotron Center </a></li>
</ul></div><h3 style="text-align: left;">Chandigarh</h3><div style="text-align: left;"><ul>
<li><a href="http://pgimer.nic.in">Post Graduate Institute of Medical Education and Research </a></li>
</ul></div><h3 style="text-align: left;">Chennai (Madras)</h3><div style="text-align: left;"><ul>
<li><a href="http://www.cecri.res.in/">Central Electrochemical Research Institute (CECRI- Karaikudi) </a></li>
<li><a href="http://www.nic.in/ciba/">Central Institute of Brackishwater Aquaculture </a></li>
<li><a href="http://www.iitm.ernet.in/">Indian Institute of Technology </a></li>
<li><a href="http://www.igcar.ernet.in/">Indira Gandhi Center for Atomic Research, Kalpakkam </a></li>
<li><a href="http://www.imsc.ernet.in/">The Institute of Mathematical Sciences </a></li>
<li><a href="http://www.mssrf.org">M. S. Swaminathan Research Foundation </a></li>
<li><a href="http://www.ncufp.universityofmadras.edu/">National Centre for Ultrafast Processes </a></li>
<li><a href="http://www.niot.ernet.in/">National Institute of Ocean Technology </a></li>
<li><a href="http://www.smi.ernet.in/">SPIC Science Foundation </a></li>
<li><a href="http://www.sercm.org">Structural Engineering Research Centre </a></li>
</ul></div><p style="text-align: left;">Delhi</p><div style="text-align: left;"><ul>
<li><a href="http://ccrhindia.org/">Central Council for Research in Homoeopathy </a></li>
<li><a href="http://www.cbt.res.in/">Centre for Biochemical Technology </a></li>
<li><a href="http://www.csir.res.in/">Council of Scientific and Industrial Research </a></li>
<li><a href="http://www.drdo.org">Defence Research and Development Organisation</a></li>
<li><a href="http://www.nic.in/icar/dwr/dwrmain.htm">Directorate of Wheat Research </a></li>
<li><a href="http://www.nic.in/icar/">Indian Council of Agricultural Research</a></li>
<li><a href="http://icmr.nic.in/">Indian Council of Medical Research (ICMR)</a></li>
<li><a href="http://www.icrier.org/">Indian Council for Research on International Economic Relations </a></li>
<li><a href="http://www.iitd.ernet.in/">Indian Institute of Technology </a></li>
<li><a href="http://www.icgeb.res.in/">International Centre for Genetic Engineering and Biotechnology </a></li>
<li><a href="http://www.nbrcindia.org">National Brain Research Centre </a></li>
<li><a href="http://nbpgr.delhi.nic.in">National Bureau of Plant Genetic Resources </a></li>
<li><a href="http://www.nic.in/icar/ncap/index.htm">National Centre for Agricultural Economics and Policy Research </a></li>
<li><a href="http://www.nsc.ernet.in/">Nuclear Science Centre </a></li>
<li><a href="http://www.serc-dst.org">Science and Engineering Research Council </a></li>
<li><a href="http://www.teriin.org">The Energy and Resources Institute (TERI) </a></li>
<li><a href="http://www.pcra.org/">Petroleum Conservation Research Association </a></li>
</ul></div><h3 style="text-align: left;">Dehradun</h3><div style="text-align: left;"><ul>
<li><a href="http://www.icfre.org">Forest Research Institute </a></li>
<li><a href="http://www.iip.res.in">Indian Institute of Petroleum </a></li>
<li><a href="http://www.wii.gov.in/">Wildlife Institute of India </a></li>
</ul></div><h3 style="text-align: left;">Dirang (Arunachal Pradesh)</h3><div style="text-align: left;"><ul>
<li><a href="http://www.nic.in/icar/nrcyak/index.html">National Research Centre on Yak </a></li>
</ul></div><h3 style="text-align: left;">Durgapur</h3><div style="text-align: left;"><ul>
<li><a href="http://www.cmeri.com/">Central Mechanical Engineering Research Institute </a></li>
</ul></div><h3 style="text-align: left;">Eluru (A. P.)</h3><div style="text-align: left;"><ul>
<li><a href="http://www.ap.nic.in/nrcop">National Research Centre for Oil Palm </a></li>
</ul></div><h3 style="text-align: left;">Gandhi Nagar</h3><div style="text-align: left;"><ul>
<li><a href="http://www.plasma.ernet.in/">Institute for Plasma Research </a></li>
</ul></div><h3 style="text-align: left;">Goa</h3><div style="text-align: left;"><ul>
<li><a href="http://samudra.mah.nic.in/">National Institute of Oceanography (NIC site) </a></li>
<li><a href="http://www.nio.org/">National Institute of Oceanography </a></li>
</ul></div><h3 style="text-align: left;">Hyderabad</h3><div style="text-align: left;"><ul>
<li><a href="http://www.ccmbindia.org">Centre for Cellular and Molecular Biology </a></li>
<li><a href="http://www.eptri.com/">Environment Protection Training and Research Institute </a></li>
<li><a href="http://www.icrisat.org">International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Patancheru </a></li>
<li><a href="http://www.ngri.org">National Geophysical Research Institute </a></li>
<li><a href="http://www.cmmacs.ernet.in/iict/">Indian Institute of Chemical Technology </a></li>
</ul></div><h3 style="text-align: left;">Indore</h3><div style="text-align: left;"><ul>
<li><a href="http://www.cat.ernet.in/">Center for Advanced Technology </a></li>
</ul></div><h3 style="text-align: left;">Jammu</h3><div style="text-align: left;"><ul>
<li><a href="http://www.rrljammu.org">Regional Research Laboratory </a></li>
</ul></div><h3 style="text-align: left;">Jhansi (U. P)</h3><div style="text-align: left;"><ul>
<li><a href="http://www.nic.in/icar/nrcaf/index.htm">National Research Centre for Agroforestry </a></li>
</ul></div><h3 style="text-align: left;">Jodhpur (Rajasthan)</h3><div style="text-align: left;"><ul>
<li><a href="http://cazri.raj.nic.in/">Central Arid Zone Research Institute </a></li>
</ul></div><h3 style="text-align: left;">Kanpur</h3><div style="text-align: left;"><ul>
<li><a href="http://www.nic.in/icar/iipr.htm">Indian Institute of Pulses Research </a></li>
<li><a href="http://www.iitk.ernet.in/">Indian Institute of Technology </a></li>
</ul></div><h3 style="text-align: left;">Kasaragod</h3><div style="text-align: left;"><ul>
<li><a href="http://cpcri.nic.in/">Central Plantation Crops Research Institute </a></li>
</ul></div><h3 style="text-align: left;">Kharagpur</h3><div style="text-align: left;"><ul>
<li><a href="http://iitkgp.ernet.in/">Indian Institute of Technology </a></li>
</ul></div><h3 style="text-align: left;">Kochi</h3><div style="text-align: left;"><ul>
<li><a href="http://education.vsnl.com/cmfrihqr/index.htm">Central Marine Fisheries Research Institute </a></li>
</ul></div><h3 style="text-align: left;">Lucknow</h3><div style="text-align: left;"><ul>
<li><a href="http://www.cdriindia.org/%E2%80%8E">Central Drug Research Institute </a></li>
<li><a href="http://www.cimap.res.in/">CIMAP - Central Institute of Medicinal &amp; Aromatic Plants, Lucknow</a></li>
<li><a href="http://icpr.nic.in">Indian Council of Philosophy Research </a></li>
<li><a href="http://www.iiml.ac.in/">Indian Institute of Management </a></li>
<li><a href="http://www.itrcindia.org">Industrial Toxicology Research Centre </a></li>
<li><a href="http://www.nbri.org">National Botanical Research Institute </a></li>
<li><a href="http://www.nrlccp.org/">National Research Laboratory for Conservation of Cultural Property </a></li>
</ul></div><h3 style="text-align: left;">Mathura</h3><div style="text-align: left;"><ul>
<li><a href="http://cirg.up.nic.in/">Central Institute for Research on Goats </a></li>
</ul></div><h3 style="text-align: left;">Mumbai (Bombay)</h3><div style="text-align: left;"><ul>
<li><a href="http://www.barc.ernet.in/">Bhabha Atomic Research Centre </a></li>
<li><a href="http://www.cmie.ernet.in/">Centre for Monitoring the Indian Economy </a></li>
<li><a href="http://iig.iigm.res.in">Indian Institute of Geomagnetism </a></li>
<li><a href="http://www.iitb.ernet.in">Indian Institute of Technology </a></li>
<li><a href="http://www.igidr.ac.in/">Indira Gandhi Institute of Development Research </a></li>
<li><a href="http://www.ncst.ernet.in/">National Centre for Software Technology </a></li>
<li><a href="http://www.mit.gov.in/sameer.htm">Society for Applied Microwave Electronic Engineering and Research </a></li>
<li><a href="http://www.tifr.res.in/">Tata Insitute of Fundamental Research </a></li>
</ul></div><h3 style="text-align: left;">Palakkad</h3><div style="text-align: left;"><ul>
<li><a href="http://www.fcri.com/">Fluid Control Research Institute </a></li>
</ul></div><h3 style="text-align: left;">Palampur (H.P.)</h3><div style="text-align: left;"><ul>
<li><a href="http://www.csir.res.in/ihbt/">Institute of Himalayan Bioresource Technology </a></li>
</ul></div><h3 style="text-align: left;">Peechi</h3><div style="text-align: left;"><ul>
<li><a href="http://www.kfri.org/">Kerala Forest Research Institute </a></li>
</ul></div><h3 style="text-align: left;">Pilani</h3><div style="text-align: left;"><ul>
<li><a href="http://www.ceeri.res.in/">Central Electronics Research Institute </a></li>
<li><a href="http://www.bits-pilani.ac.in/">Birla Institute of Technology and Science </a></li>
</ul></div><h3 style="text-align: left;">Puttur (Karnataka)</h3><div style="text-align: left;"><ul>
<li><a href="http://kar.nic.in/cashew/">National Research Centre on Cashew </a></li>
</ul></div><h3 style="text-align: left;">Pune</h3><div style="text-align: left;"><ul>
<li><a href="http://www.aripune.org/">Agharkar Research Institute </a></li>
<li><a href="http://bioinfo.ernet.in/">Bioinformatics Distributed Information Centre </a></li>
<li><a href="http://www.cdac.org.in/">Centre for Development of Advanced Computing </a></li>
<li><a href="http://iucaa.iucaa.ernet.in/welcome.html">Inter-University Center for Astronomy and Astrophysics </a></li>
<li><a href="http://www.ncl-india.org/">National Chemical Laboratory </a></li>
</ul></div><h3 style="text-align: left;">Roorkie (U. P.)</h3><div style="text-align: left;"><ul>
<li><a href="http://www.cbri.org">Central Building Research Institute </a></li>
</ul></div><h3 style="text-align: left;">Trivandrum (Thiruvananthapuram)</h3><div style="text-align: left;"><ul>
<li><a href="http://www.cds.edu">Centre for Development Studies </a></li>
<li><a href="http://www.cessindia.org">Centre for Earth Science Studies </a></li>
<li><a href="http://www.erdcitvm.org">Electronic Research and Development Centre </a></li>
<li><a href="http://www.natpac.org">National Transportation Planning and Research Centre </a></li>
<li><a href="http://rgcb.res.in/">Rajiv Gandhi Centre for Biotechnology, Trivandrum </a></li>
<li><a href="http://sctmst.ker.nic.in">Sree Chitra Tirunal Institute of Medical Sciences and Technology </a></li>
</ul></div><h3 style="text-align: left;">Varanasi (U. P.)</h3><p style="text-align: left;">&middot; <a href="http://www.nic.in/icar/Directorate1.htm">Indian Institute of Vegetable Research</a></p><p style="text-align: left;">&nbsp;</p><h3 style="text-align: left;"><a href="http://healthriskindia.in/institutions.php#what">UNIVERSITIES/COLLEGES UNDER UGC</a></h3><ul>
<li><a href="http://www.educationindiainfo.com/">Education In India </a></li>
<li><a href="http://www.angrau.net/">Acharya N. G. Ranga Agricultural University </a><br /> <a href="http://www.tnuniv.ac.in/alagappa/">Alagappa University </a></li>
<li><a href="http://auce.8m.com/">Alagappa University College of Education </a></li>
<li><a href="http://www.amu.ac.in/">Aligarh Muslim University</a></li>
<li><a href="http://healthriskindia.in/www.aaidu.org">allahabad agricultural institute ,deemed university </a></li>
<li><a href="http://www.allduniv.edu/">Allahabad University </a></li>
<li><a href="http://www.annauniv.edu/">Anna University </a></li>
<li><a href="http://annamalaiuniversity.ac.in/">Annamalai University </a></li>
<li><a href="http://assamuniversity.nic.in/">Assam University </a></li>
<li><a href="http://www.bhu.ac.in/">Banaras Hindu University </a></li>
<li><a href="http://www.banasthali.org/banasthali/avs/home/">Banasthali Vidyapith University </a></li>
<li><a href="http://www.b-u.ac.in/">Bharathiar University </a></li>
<li><a href="http://www.bharatividyapeeth.edu/">Bharati Vidyapeeth Deemed University </a></li>
<li><a href="http://www.bhavuni.edu/">Bhavnagar University </a></li>
<li><a href="http://www.bau.nic.in/">Birsa Agricultural University </a></li>
<li><a href="http://education.vsnl.com/burduniv/">Burdwan University </a></li>
<li><a href="http://hindinideshalaya.nic.in/">Central Hindi Directorate </a></li>
<li><a href="http://csauk.ac.in/">Chandra Shekhar Azad University of Agriculture &amp; Technology </a></li>
<li><a href="http://www.tnuniv.ac.in/dbhps/">Dakshina Bharat Hindi Prachar Sabha </a></li>
<li><a href="http://www.delhiuniversity.com/">Delhi University </a></li>
<li><a href="http://www.dauniv.ac.in/">Devi Ahilya University </a></li>
<li><a href="http://www.cvru.ac.in/">Dr. C.V. Raman University </a></li>
<li><a href="http://pdkv.mah.nic.in/">Dr. Panjabrao Deshmukh Krishi Vidyapeeth </a></li>
<li><a href="http://www.braou.ac.in/">Dr.B.R. Ambedkar Open University </a></li>
<li><a href="http://www.ruraluniv.org/">Gandhigram Rural Institute </a></li>
<li><a href="http://www.goauniversity.org/">Goa University </a></li>
<li><a href="http://www.ayurveduniversity.com/">Gujarat Ayurved University </a></li>
<li><a href="http://www.gujaratuniversity.org.in/">Gujarat University </a></li>
<li><a href="http://www.gulbargauniversity.kar.nic.in/">Gulbarga University </a></li>
<li><a href="http://gguniversity.nic.in/">Guru Ghasidas University (G. G. U) </a></li>
<li><a href="http://ggsipu.nic.in/">Guru Gobind Singh Indraprastha University </a></li>
<li><a href="http://www.gnduonline.org/">Guru Nanak Dev University </a></li>
<li><a href="http://hpuniv.nic.in/">Himachal Pradesh University </a></li>
<li><a href="http://www.interconsys.com/">Intercon Groups </a></li>
<li><a href="http://www.jadavpur.edu/">Jadavpur University </a></li>
<li><a href="http://www.jmi.ac.in/">Jamia Millia Islamia </a></li>
<li><a href="http://www.jnu.ac.in/">Jawaharlal Nehru University </a></li>
<li><a href="http://www.jntu.ac.in/">Jawaharlal Nehru Technological University </a></li>
<li><a href="http://www.kuwarangal.com/">Kakatiya University </a></li>
<li><a href="http://www.kakatiya.ac.in/">Kaktiya University </a></li>
<li><a href="http://www.ksoumysore.com/">Karnataka State Open University </a></li>
<li><a href="http://womenuniversity.kar.nic.in/">Karnataka State Women University </a></li>
<li><a href="http://www.womenuniversity.kar.nic.in/">Karnataka State Women University </a></li>
<li><a href="http://www.kuvempuuniversity.org/">Kuvempu University </a></li>
<li><a href="http://www.imsbilaspur.4mg.com/">Lal Bahadur Shastri Institute </a></li>
<li><a href="http://lnmu.bih.nic.in/">Lalit Narayan Mithila Vishvidyalaya </a></li>
<li><a href="http://www.msubaroda.ac.in/">M S University of Baroda </a></li>
<li><a href="http://www.bhojvirtualuniversity.com/">Madhya Pradesh Bhoj (Open) University </a></li>
<li><a href="http://www.mkuniversity.org/">Madurai Kamarajar University </a></li>
<li><a href="http://mum.edu/">Maharishi University of Management </a></li>
<li><a href="http://www.mguniversity.edu/">Mahatma Gandhi University </a></li>
<li><a href="http://www.mangaloreuniversity.ac.in/">Mangalore University </a></li>
<li><a href="http://www.tnuniv.ac.in/msu/">Manonmaniam Sundaranar University </a></li>
<li><a href="http://www.mlsu.org/">Mohanlal Sukhadia University </a></li>
<li><a href="http://www.tnuniv.ac.in/mteresa/">Mother Teresa Women's University </a></li>
<li><a href="http://www.udct.org/">Mumbai University Institute of Chemical Technology </a></li>
<li><a href="http://nduat.nic.in/">Narendra Deva University of Agriculture and Technology </a></li>
<li><a href="http://www.nujs.edu/">National University of Juridical Sciences </a></li>
<li><a href="http://www.geocities.com/nf_net/icnffk/">Nature Net </a></li>
<li><a href="http://www.nmu.ac.in/">North Maharashtra University </a></li>
<li><a href="http://www.osmania.ac.in/">Osmania University </a></li>
<li><a href="http://www.dypatil.ac.in/">Padmashree Dr. D. Y. Patil Vidyapeeth Deemed university </a></li>
<li><a href="http://www.puchd.ac.in/">Panjab University </a></li>
<li><a href="http://puonline.bih.nic.in/">Patna University </a></li>
<li><a href="http://www.pondiuni.org/">Pondicherry University </a></li>
<li><a href="http://www.pau.edu/">Punjab Agricultural University </a></li>
<li><a href="http://www.punjabtechnicaluniversity.com/">Punjab Technical University </a></li>
<li><a href="http://www.universitypunjabi.org/">Punjabi University </a></li>
<li><a href="http://www.rabindrabharatiuniversity.net/">Rabindra Bharati University </a></li>
<li><a href="http://www.rguhs.ac.in/">Rajiv Gandhi University of Health Sciences </a></li>
<li><a href="http://www.sgpgi.ac.in/">Sanjay Gandhi Postgraduate Institute of Medical Sciences </a></li>
<li><a href="http://www.spuvvn.edu/">Sardar Patel University </a></li>
<li><a href="http://www.sathyabamauniv.ac.in/">Sathyabama Deemed University </a></li>
<li><a href="http://www.icar.org.in/sherk/welcome.htm">Sher-e-Kashmir University of Agricultural Sciences &amp; Technology </a></li>
<li><a href="http://www.tnuniv.ac.in/adu/">Sri Avinashilingam Home Science College for Women </a></li>
<li><a href="http://www.icar.org.in/sau.htm">State Agricultural Universities (SAUs) </a></li>
<li><a href="http://www.srtmun.org/">Swami Ramanand Teerth Marathwada University </a></li>
<li><a href="http://www.tamilvu.org/">Tamil Virtual University </a></li>
<li><a href="http://www.tanuvas.com/">Tamilnadu Veterinary and Animal Sciences University </a></li>
<li><a href="http://www.tiss.edu/">Tata Institute of Social Sciences </a></li>
<li><a href="http://www.imsc.ernet.in/">The Institute of Mathematical Sciences </a></li>
<li><a href="http://uasbng.kar.nic.in/">University Of Agricultural Sciences </a></li>
<li><a href="http://www.caluniv.ac.in/">University of Calcutta </a></li>
<li><a href="http://www.collegeskerala.com/calicut/">University of Calicut </a></li>
<li><a href="http://www.du.ac.in/">University of Delhi </a></li>
<li><a href="http://www.uohyd.ernet.in/">University of Hyderabad </a></li>
<li><a href="http://www.leedsindia.com/">University of Leeds </a></li>
<li><a href="http://www.lkouniv.ac.in/">University of Lucknow </a></li>
<li><a href="http://www.unom.ac.in/">University of Madras </a></li>
<li><a href="http://www.universityofmadras-ice.ac.in/">University of Madras </a></li>
<li><a href="http://www.uma.ac.in/">University of Media Arts </a></li>
<li><a href="http://www.mu.ac.in/">University of Mumbai </a></li>
<li><a href="http://www.uni-mysore.ac.in/">University of Mysore </a></li>
<li><a href="http://health.upenn.edu/">University of Pennsylvania Health System </a></li>
<li><a href="http://www.unipune.ernet.in/">University of Pune </a></li>
<li><a href="http://www.uptu.org/">Uttar Pradesh Technical University </a></li>
<li><a href="http://purvanchaluniversity.org/">VBS Purvanchal University </a></li>
<li><a href="http://vidyasagar.ac.in/">Vidyasagar University </a></li>
<li><a href="http://www.visva-bharati.ac.in/">Visva-Bharati University </a></li>
<li><a href="http://www.vtu.ac.in/">Visveswaraiah Technological University </a></li>
<li><a href="http://www.wpaa.org/">Worldwide Pantnagar Alumni Association </a></li>
<li><a href="http://www.ycmou.com/">Yashwantrao Chavan Maharashtra Open University (YCMOU) </a></li>
</ul><h3 style="text-align: left;">DST</h3><p style="text-align: left;">&bull;&nbsp; <a href="http://dst.gov.in/autoinst/ari.htm">Agharkar Research Institute, Pune </a></p><p style="text-align: left;">&bull;&nbsp; <a href="http://dst.gov.in/autoinst/birbal_sahni_inst.htm">Birbal Sahni Institute of Palaeobotany, Lucknow </a></p><p style="text-align: left;">&bull;&nbsp; <a href="http://dst.gov.in/autoinst/bose_institute.htm">Bose Institute, Kolkata </a></p><p style="text-align: left;">&bull;&nbsp; <a href="http://dst.gov.in/autoinst/iacs.htm">Indian Association for the Cultivation of Science, Kolkata </a></p><p style="text-align: left;">&bull;&nbsp; <a href="http://dst.gov.in/autoinst/iarcpmnm.htm">International Advanced Research Centre for Powder Metallurgy and New Materials, </a><br /> ...<a href="http://dst.gov.in/autoinst/iarcpmnm.htm">esr </a>...<a href="http://dst.gov.in/autoinst/iarcpmnm.htm">Hyderabad </a></p><p style="text-align: left;">&bull;&nbsp; <a href="http://dst.gov.in/autoinst/iiap.htm">Indian Institute of Astrophysics, Bangalore </a></p><p style="text-align: left;">&bull;&nbsp; <a href="http://dst.gov.in/autoinst/iigm.htm">Indian Institute of Geomagnetism, Mumbai </a></p><p style="text-align: left;">&bull;&nbsp; <a href="http://dst.gov.in/autoinst/iitm.htm">Indian Institute of Tropical Meteorology, Pune </a></p><p style="text-align: left;">&bull;&nbsp; <a href="http://dst.gov.in/autoinst/jncasr.htm">Jawaharlal Nehru Centre for Advanced Scientific Research, Bangalore </a></p><p style="text-align: left;">&bull;&nbsp; <a href="http://dst.gov.in/autoinst/nabtc.htm">National Accreditation Board for Testing &amp; Calibration Laboratories, New Delhi </a></p><p style="text-align: left;">&bull;&nbsp; <a href="http://dst.gov.in/autoinst/rri.htm">Raman Research Institute, Bangalore </a></p><p style="text-align: left;">&bull;&nbsp; <a href="http://dst.gov.in/autoinst/sn_bose_ncfbs.htm">S.N. Bose National Centre for Basic Sciences, Kolkata </a></p><p style="text-align: left;">&bull;&nbsp; <a href="http://dst.gov.in/autoinst/stimst.htm">Sreechitra Tirunal Institute for Medical Sciences &amp; Technology, Thiruvananthapuram </a></p><p style="text-align: left;">&bull;&nbsp; <a href="http://dst.gov.in/autoinst/tifac.htm">Technology Information, Forecasting &amp; Assessment Council (TIFAC), New Delhi </a></p><p style="text-align: left;">&bull;&nbsp; <a href="http://dst.gov.in/autoinst/vigyan.htm">Vigyan Prasar, New Delhi </a></p><div style="text-align: left;">....<a href="http://dst.gov.in/autoinst/wihg.htm">Wadia Institute of Himalayan Geology, Dehradun </a></div><p>&nbsp;</p><p style="text-align: left;">I<a href="http://healthriskindia.in/institutions.php#ICAR"><strong>ndian Council of Agricultural Research</strong></a></p><ul>
<li>Central Agricultural Research Institute (CARI)</li>
<li><a href="http://www.icar.org.in/cazri.htm">Central Arid Zone Research Institute (CAZRI) </a></li>
<li>Central Avian Research Institute (CARI)</li>
<li><a href="http://www.cifri.com/">Central Inland Fishries Research Institute (CIFRI) </a></li>
<li><a href="http://www.cirg.res.in/">Central Institute for Research on Goats (CIRG) </a></li>
<li>Central Institute for Sub-Tropical Horticulture (CISTH)</li>
<li>Central Institute for Research on Buffaloes (CIRB)</li>
<li><a href="http://healthriskindia.in/education.vsnl.com/circot">Central Institute for Research on Cotton Technology (CIRCOT) </a></li>
<li>Central Institute for Cotton Research (CICR)</li>
<li>Central Institute for Freshwater Aquaculture (CIFA)</li>
<li><a href="http://www.icar.org.in/ciphet.htm">Central Institute of Post Harvest Engineering &amp; Technology (CIPHET) </a></li>
<li><a href="http://www.mp.nic.in/ciae">Central Institute of Agricultural Engineering (CIAE) </a></li>
<li><a href="http://www.icar.org.in/ciah/ciah.htm">Central Institute of Arid Horticulture (CIAE) </a></li>
<li><a href="http://www.ciba.tn.nic.in/">Central Institute of Brakishwater Aquaculture (CIBA) </a></li>
<li><a href="http://www.icar.org.in/cife/index.html">Central Institute of Fisheries Education (CIFE) </a></li>
<li>Central Institute of Fisheries Technology (CIFT)</li>
<li>Central Institute of Temperate Horticulture (CITH)</li>
<li><a href="http://www.cmfri.com/">Central Marine Fisheries Research Institute (CMFRI) </a></li>
<li><a href="http://www.cpcri.nic.in/">Central Plantation Crops Research Institute (CPCRI) </a></li>
<li><a href="http://www.icargoa.ernet.in/">ICAR Research Complex for Goa (ICARRCG) </a></li>
<li>ICAR Research Complex for NEH Region (ICARRCNEHR)</li>
<li>Indian Lac Research Institute (ILRI)</li>
<li>Indian Veterinary Research Institute (IVRI)</li>
<li><a href="http://www.iari.res.in/">Indian Agricultural Research Institute (IARI) </a></li>
<li><a href="http://www.iasri.res.in/">Indian Agricultural Statistics Research Institute (IASRI) </a></li>
<li>Indian Grassland &amp; Fodder Research Institute (IGFRI)</li>
<li><a href="http://www.iipr.up.nic.in/">Indian Institute of Pulses Research (IIPR) </a></li>
<li><a href="http://www.iihr.res.in/">Indian Institute of Horticulture Research (IIHR) </a></li>
<li>Indian Institute of Soil Sciences (IISS)</li>
<li>Indian Institute of Spices Research (IISR)</li>
<li>Indian Institute of Sugarcane Research (IISR)</li>
<li>Indian Institute of Vegetable Research (PDV)</li>
<li>National Academy of Agricultural Research Management (NAARM)</li>
<li>National Dairy Research Institute (NDRI)</li>
<li>National Institute for Research on Jute Allied Fibres Technology (NIRJAFT)</li>
<li><a href="http://www.nianp.res.in/">National Institute of Animal Nutrition &amp; Physiology (NIANP) </a></li>
<li>Sugarcane Breeding Institute (SBI)</li>
</ul><div style="text-align: left;"><ul>
<li><a href="http://www.vpkas.nic.in/">Vivekanand Parvatiya Krishi Anusandhan Shala (VPKAS) </a></li>
</ul></div><ul>
<li>Central Potato Research Institute (CPRI)</li>
<li>National Bureaue of Fish Genetic Resources (NBFGR)</li>
<li><a href="http://www.icar.org.in/nbagr/nbagr.html">National Bureaue of Animal Genetic Resources (NBAGR) </a></li>
</ul><div style="text-align: left;"><ul>
<li><a href="http://www.nbpgr.delhi.nic.in/">National Bureaue of Plant &amp; Genetic Resources (NBPGR) </a></li>
</ul></div><ul>
<li>National Bureaue of Soil Survey &amp; Land Use Planning (NBSSLUP)</li>
<li>Central Research Institute for Jute &amp; Allied Fibres (CRIJAF)</li>
<li>National Bureaue of Agriculturally Important Micro-Organisms (NBAIMO</li>
</ul><div style="text-align: left;"><ul>
<li>Central Research Institute for Dryland Agriculture</li>
</ul></div>]]></description>
	<dc:creator>Jit</dc:creator>
</item>
<item>
	<guid isPermaLink="true">https://bioinformaticsonline.com/pages/view/17843/pathway-analysis</guid>
	<pubDate>Fri, 03 Oct 2014 08:51:13 -0500</pubDate>
	<link>https://bioinformaticsonline.com/pages/view/17843/pathway-analysis</link>
	<title><![CDATA[Pathway Analysis]]></title>
	<description><![CDATA[<p>Pathway Analysis is usually performed with aim to enrich the genes with their functional information and reveal the underlying biological mechanisms pursue by genes. Pathway Analysis is not only limited to what biological pathways a particular set of expressed genes follow but also to disclose the relationships between these genes. With availability of more genomics, transcriptomics and proteomics data, interactions between genes involve in multiple pathways become more clear and also relationships between the genes, their transcripts, and their gene products. However, existing tools and dbs mainly based on knowledge driven approach in which pathways will be identified by finding the correlation between the&nbsp;<span>information in one of the pathway knowledge databases (KEGG,Reactome,Panther,BioCarta, Panther,GO,NCI,WikiPathways,etc) and gene expression result for a specific conditions for instance tumor, obesity , cold resistant crops/plants, etc.</span></p><p><span><strong>Introductory Articles/ppt/sources</strong>:</span></p><p><a href="http://www.ploscompbiol.org/article/info%3Adoi%2F10.1371%2Fjournal.pcbi.1002375"><span>http://www.ploscompbiol.org/article/info%3Adoi%2F10.1371%2Fjournal.pcbi.1002375</span></a></p><p><a href="http://bioinformatics.mdanderson.org/MicroarrayCourse/Lectures09/Pathway%20Analysis.pdf"><span>http://bioinformatics.mdanderson.org/MicroarrayCourse/Lectures09/Pathway%20Analysis.pdf</span></a></p><p><a href="http://gettinggeneticsdone.blogspot.de/2012/03/pathway-analysis-for-high-throughput.html"><span>http://gettinggeneticsdone.blogspot.de/2012/03/pathway-analysis-for-high-throughput.html</span></a></p><p><a href="http://davetang.org/muse/tag/pathway/"><span>http://davetang.org/muse/tag/pathway/</span></a></p><p><a href="https://www.biostars.org/p/42219/"><span>https://www.biostars.org/p/42219/</span></a></p><p><a href="http://bioinformatics.ca//files/public/Pathways_2014_Module4_v2.pdf"><span>http://bioinformatics.ca//files/public/Pathways_2014_Module4_v2.pdf</span></a></p><p><a href="http://bioinformatics.ca//files/public/Pathways_2014_Module2.pdf"><span>http://bioinformatics.ca//files/public/Pathways_2014_Module2.pdf</span></a></p><p><span><strong>Impotant Database and Tools</strong>:</span></p><p>GeneMANIA, Cytoscape,&nbsp;<a href="http://www.ingenuity.com/products/ipa">IPA</a>&nbsp;and <a href="http://thomsonreuters.com/metacore/">Metacore</a> (Commerical ),&nbsp;<span>Pathway Commons, Reactome ,Panther, BioCyc, WikiPathways, Pathvisio, KEGG, NCI, Stringdb, Amigo,&nbsp;<span>WebGestalt ,<span>ConsensusPathDB ,GSEA,Blast2go</span></span></span></p><p><span><strong>Popular R based tools</strong>:</span></p><p><span>Reactome.db, ReactomePA, ClusterProfiler, Gage, SPIA, topGO, Pathview,DOSE,GOStat</span></p><p><span><strong>More</strong>:</span></p><p><a href="http://www.bioconductor.org/help/search/index.html?q=Enrichment+analysis+"><span>http://www.bioconductor.org/help/search/index.html?q=Enrichment+analysis+</span></a></p><p>&nbsp;</p>]]></description>
	<dc:creator>Rahul Agarwal</dc:creator>
</item>
<item>
	<guid isPermaLink="true">https://bioinformaticsonline.com/pages/view/14339/apps-for-busy-bioinformatics-researchers</guid>
	<pubDate>Mon, 25 Aug 2014 01:26:19 -0500</pubDate>
	<link>https://bioinformaticsonline.com/pages/view/14339/apps-for-busy-bioinformatics-researchers</link>
	<title><![CDATA[Apps for Busy Bioinformatics Researchers !!!]]></title>
	<description><![CDATA[<h3>DNAApp:</h3><h4><strong>DNAApp: for </strong><a href="https://itunes.apple.com/us/app/dnaapp/id854944694?mt=8" target="_blank"><strong>iPhone/iPad</strong></a></h4><p>This is an <a href="http://www.apple.com/ios/" target="_blank" title="IOS">iOS</a> app that allows for the opening and analysis of <a href="http://en.wikipedia.org/wiki/DNA_sequencing" target="_blank" title="DNA sequencing">DNA sequencing</a> files - ab1. It includes handy tools such as "<a href="http://en.wikipedia.org/wiki/Complementarity_%28molecular_biology%29" target="_blank" title="Complementarity (molecular biology)">Reverse Complement</a>", "Jump to", "<a href="http://en.wikipedia.org/wiki/Cut%2C_copy%2C_and_paste" target="_blank" title="Cut, copy, and paste">Copy and Paste</a> sequences", fast and end scrolling, "<a href="http://en.wikipedia.org/wiki/Chromatography" target="_blank" title="Chromatography">Chromatogram</a> adjustments", and "Searching for segments" functions. <br /> When used in combination with other zip apps, and also web-tools like Blast, this app allows you to analyze, and also determine the quality of your sequencing files. <br /> This app works with cloud storage access like Dropbox to your sequencing files. <br /> This is now compatible with the new update for iOS 7.1. <br /> Demo video can be found at:<strong> https://www.youtube.com/watch?v=mXeo9hXdZgM&nbsp;</strong></p><p><strong>More @ </strong><a href="https://itunes.apple.com/us/app/dnaapp/id854944694?mt=8" target="_blank" title="https://itunes.apple.com/us/app/dnaapp/id854944694?mt=8"><strong>https://itunes.apple.com/us/app/dnaapp/id854944694?mt=8</strong></a></p><h4><a href="https://play.google.com/store/apps/details?id=bii.seqdatreader&amp;hl=en" target="_blank"><strong>DNAApp: For android</strong></a></h4><p>This is the first android app that allows for the opening and analysis of DNA sequencing files - ab1. It includes handy tools such as "Reverse Complement", "Jump to", fast and end scrolling, "Chromatogram adjustments", amino acid translations, "export to fasta", and "searching for segment" function.</p><ul>
<li>When used in combination with other zip apps, and also web-tools like Blast, this app allows you to analyze, and also determine the quality of your sequencing files.</li>
<li>This app works with cloud storage access like Dropbox to your sequencing files.</li>
<li>This is now compatible with the new update for <a href="http://code.google.com/android/" target="_blank" title="Android">Android</a> 4.4.2.</li>
</ul><p><strong>More @&nbsp; </strong><a href="https://play.google.com/store/apps/details?id=bii.seqdatreader&amp;hl=en" target="_blank" title="https://play.google.com/store/apps/details?id=bii.seqdatreader&amp;hl=en"><strong>https://play.google.com/store/apps/details?id=bii.seqdatreader&amp;hl=en</strong></a></p><h3>BioGene:iPhone/iPad</h3><p>BioGene is an information tool for biological research. Use BioGene to learn about gene function. Enter a gene symbol or gene name, for example "CDK4" or "cyclin dependent kinase 4" and BioGene will retrieve its gene function and references into its function (<a href="http://en.wikipedia.org/wiki/GeneRIF" target="_blank" title="GeneRIF">GeneRIF</a>).</p><ul>
<li>BioGene was produced in affiliation with the Computational Biology Center at <a href="http://maps.google.com/maps?ll=40.764096,-73.956842&amp;spn=0.01,0.01&amp;q=40.764096,-73.956842%20%28Memorial%20Sloan%E2%80%93Kettering%20Cancer%20Center%29&amp;t=h" target="_blank" title="Memorial Sloan&ndash;Kettering Cancer Center">Memorial Sloan-Kettering Cancer Center</a> with primary information from Entrez Gene at the <a href="http://maps.google.com/maps?ll=38.994994,-77.099339&amp;spn=0.01,0.01&amp;q=38.994994,-77.099339%20%28National%20Center%20for%20Biotechnology%20Information%29&amp;t=h" target="_blank" title="National Center for Biotechnology Information">NCBI</a>.</li>
</ul><p><strong>More @&nbsp; </strong><a href="https://itunes.apple.com/us/app/biogene/id333180084?mt=8" target="_blank" title="https://itunes.apple.com/us/app/biogene/id333180084?mt=8"><strong>https://itunes.apple.com/us/app/biogene/id333180084?mt=8</strong></a></p><h3>Mentha - the interactome browser: Android</h3><p>About: mentha - the interactome browser, is a project that offers protein-protein physical/enzymatic interaction information from various sources. For more details about mentha, visit mentha's website. This client application is an independent project. This application is designed to allow you to search proteins on the go.</p><h4><strong>Key features (Also in website):</strong></h4><ul>
<li>Search proteins by <a href="http://en.wikipedia.org/wiki/UniProt" target="_blank" title="UniProt">UniProt</a> IDs, gene name or keywords</li>
<li>Collect proteins from different queries.</li>
<li>Spot common interactors in clusters.</li>
<li>Easily distinguish between proteins from Homo sapiens and other organisms (Yellow rounded rectangles)</li>
<li>Click on edges(links) to get scientific evidence.</li>
<li>Click on proteins to see descriptions.</li>
</ul><p><strong>More @&nbsp; </strong><a href="https://play.google.com/store/apps/details?id=com.sinnefa.mentha&amp;hl=en" target="_blank" title="https://play.google.com/store/apps/details?id=com.sinnefa.mentha&amp;hl=en"><strong>https://play.google.com/store/apps/details?id=com.sinnefa.mentha&amp;hl=en</strong></a></p><h3>GeneIndex: iPhone/iPad</h3><p>GeneIndex quickly provides information about genes from various sources. It also includes a RSS reader for journal feeds as well as a PubMed viewer.</p><h4><strong>Key Features:</strong></h4><ul>
<li>Look up genes by symbol or description.</li>
<li>Gene indexes for many mammals, plants, invertebrates, and bacteria.</li>
<li>Link to gene info on websites.</li>
<li>Download files for offline use. (.pdf, .mp3, .m4v, .doc, .ppt, .xls )</li>
<li>transfer files via open in, email, or iTunes file sharing</li>
<li>View RSS feeds for journals</li>
<li>Query GeneRIF interactions, COSMIC mutations, and CNV data for cell lines.</li>
<li>Does not require a network connection for local databases.</li>
<li>View and search PubMed in table view.</li>
</ul><p><br /> GeneIndex provides a convenient and portable way to lookup gene symbols while at a seminar, conference, or lab meeting. Genes are linked to common life science websites such as NCBI, COSMIC, KEGG, PubMed, SymAtlas, UCSC genome browser, Pathway Commons, Genatlas, Wikipedia, HUGO, and OMIM. GeneRIF gene interactions can also be queried.</p><ul>
<li>Keep current on the scientific literature. GeneIndex includes a RSS reader and web browser for browsing popular journals like Nature, Science, and Cell. You can also add your own RSS feeds. PDFs and podcasts can be saved as files that you can view on the device or email as attachments.</li>
<li>Examine the status of genes in common cell lines. A subset of COSMIC containing cell lines can be queried for mutations. Copy Number Variation (CNV) plots from cell lines profiled by GSK and Sanger are also linked to genes.</li>
</ul><p><strong>More @&nbsp; </strong><a href="https://itunes.apple.com/us/app/geneindex/id319769866?mt=8" target="_blank" title="https://itunes.apple.com/us/app/geneindex/id319769866?mt=8"><strong>https://itunes.apple.com/us/app/geneindex/id319769866?mt=8</strong></a></p><h3>Genome Voyager: iPad</h3><p>Gain first hand experience identifying the genomic basis of disease by analyzing cases with whole genome sequencing data that have been published for research and learning purposes.</p><ul>
<li>Visualize whole human genome sequencing data including small variations, copy number variations (CNVs), and loss of heterozygosity (LOH) events</li>
<li>Quickly find variants of interest by filtering variants based on associated genes, functional impact, allele frequency in data sets, and cross-references with various genomic databases.</li>
<li>Collaborate on variant assessments with other researchers and academics to improve knowledge of both pathogenic and benign variants. <br /> To use Genome Voyager, users must join Genome Voyager&rsquo;s community of researchers and academics. Visit <strong>http://voyager.completegenomics.com to signup.</strong></li>
</ul><p><strong>More @&nbsp; </strong><a href="https://itunes.apple.com/us/app/genome-voyager/id637353801?mt=8" target="_blank" title="https://itunes.apple.com/us/app/genome-voyager/id637353801?mt=8"><strong>https://itunes.apple.com/us/app/genome-voyager/id637353801?mt=8</strong></a></p><h3>YeastGenome: iPhone/iPad</h3><p>Use YeastGenome to quickly find fundamental information about Saccharomyces cerevisae genes and chromosomal features. Search gene names, gene descriptions or browse the database to find information about your favorite gene, as well as more detailed information such as Gene Ontology, mutant phenotype, and protein and genetic interaction data. <br /> YeastGenome contains the latest from the Saccharomyces Genome Database (www.yeastgenome.org) in an on bound app database. As more detailed information is presented the app switches to web services access to SGD, and then for even more details provides complete information via hyperlinks to the appropriate SGD database pages.</p><h4><strong>Key features:</strong></h4><ul>
<li>Search using gene name or keywords</li>
<li>Browse by feature type</li>
<li>Save your favorite features</li>
<li>Can be used in airplane mode</li>
<li>Email information about features to collaborators</li>
</ul><h4><strong>What's New in Version 1.8.1</strong></h4><ul>
<li>This update is required to provide continued functionality. Some of the data provided by this app accesses the SGD service using a method that is changing in May 2013. This version provides changes to allow access to continue. The on board database of yeast gene information has also been updated to March 2013.</li>
</ul><p><strong>More @&nbsp; </strong><a href="https://itunes.apple.com/us/app/yeastgenome/id520868597?mt=8" target="_blank" title="https://itunes.apple.com/us/app/yeastgenome/id520868597?mt=8"><strong>https://itunes.apple.com/us/app/yeastgenome/id520868597?mt=8</strong></a></p><h3>SNPdbe: iPhone/iPad</h3><p>SNPdbe &mdash; SNP database of effects, with predictions of computationally annotated functional impacts of SNPs. Database entries represent nsSNPs in dbSNP and 1000 Genomes collection, as well as variants from UniProt and PMD. SAASs come from &gt;2600 organisms; &lsquo;human&rsquo; being the most prevalent. The impact of each SAAS on protein function is predicted using the SNAP and SIFT algorithms and augmented with experimentally derived function/structure information and disease associations from PMD, OMIM and UniProt.</p><p><strong>More @&nbsp; </strong><a href="https://itunes.apple.com/us/app/snpdbe/id588289719?mt=8" target="_blank" title="https://itunes.apple.com/us/app/snpdbe/id588289719?mt=8"><strong>https://itunes.apple.com/us/app/snpdbe/id588289719?mt=8</strong></a></p><h3>SimGene: iPhone/iPad / Android</h3><h4><strong>SimGene: for iPhone/iPad </strong></h4><p>SimGene is an iPhone/iPad/iPod touch application designed for molecular biologists, bioinformaticians and medical researchers. The application interfaces with Simbiot, Ensembl, NCBI, Gene Ontology, KEGG Pathways, PubMed, Genomic Variations and many other databases to retrieve up-to-date annotation information for over 30 species, based on gene symbol search. The application provides gene and transcript cross reference information for NCBI, Ensembl, RefSeq and UniProt. SimGene also contains an integrated genome browser with information on genes, transcripts, exons and SNPs.</p><p><strong>More @&nbsp; </strong><a href="https://itunes.apple.com/us/app/simgene/id427772349?mt=8" target="_blank" title="https://itunes.apple.com/us/app/simgene/id427772349?mt=8"><strong>https://itunes.apple.com/us/app/simgene/id427772349?mt=8</strong></a></p><h4><strong>SimGene: for Android</strong></h4><p>bioinformaticians and medical researchers. The application interfaces with Simbiot,Ensembl, NCBI, Gene Ontology, KEGG Pathways, PubMed, Genomic Variations andmany other databases to retrieve up-to-date annotation information for over 30species, based on gene symbol search. The application provides gene and transcriptcross reference information for NCBI, Ensembl, RefSeq and UniProt. SimGene alsocontains an integrated genome browser with information on genes, transcripts,exons and SNPs.</p><p><strong>More @&nbsp; </strong><a href="https://play.google.com/store/apps/details?id=com.japanbioinformatics.simgene&amp;hl=en" target="_blank" title="https://play.google.com/store/apps/details?id=com.japanbioinformatics.simgene&amp;hl=en"><strong>https://play.google.com/store/apps/details?</strong></a></p><h3>TimeTree: iPhone/iPad</h3><p>TimeTree is a public knowledge-base for information on the evolutionary timescale of life. This application allows easy exploration of the thousands of divergence times among organisms in the scientific literature. A tree-based (hierarchical) system is used to identify all published molecular time estimates bearing on the divergence of two chosen organisms, such as species, compute summary statistics, and present the results. Names of two taxa to be compared are entered in the search window and the results are presented on a set of self-explanatory tabs.</p><ul>
<li>TimeTree 3.0 was released September 27, 2011 with new data from 1209 studies including 25342 time nodes. We will be adding more data in the future as it comes in from researchers.</li>
<li>TimeTree is jointly directed by Blair Hedges (Pennsylvania State University) and Sudhir Kumar (Arizona State University). This project has been supported, in part, by grants from the National Science Foundation, National Institutes of Health, NASA Astrobiology Institute, and Science Foundation of Arizona.</li>
</ul><p><strong>More @&nbsp; </strong><a href="https://itunes.apple.com/us/app/timetree/id372842500?mt=8" target="_blank" title="https://itunes.apple.com/us/app/timetree/id372842500?mt=8"><strong>https://itunes.apple.com/us/app/timetree/id372842500?mt=8</strong></a></p><h3><strong>GeneGroove: iPhone/iPad </strong></h3><p>GeneGroove is the first application to create a music melody from DTC-Genomics data. If you own 23andMe (Mountain View, CA) personal genomic results, GeneGroove will create for you a unique melody intimately based on your 23andMe genome informations. The music in you.</p><ul>
<li>After uploading your 23andMe raw data onto your iPhone via iTunes, GeneGroove will analyze your genome informations and generate a unique identifier key. This key, called the GeNumber, will embed the uniqueness of your genome data while keeping your privacy safe, and will be used by GeneGroove to generate your music melody.</li>
<li>The GeNumber doesn't contain anymore genomic information but it is based on your genome and it is unique, it is yours. It will be used in upcoming Portable Genomics applications to mix and remix music, manipulate sounds and share your art with your friends and family.</li>
</ul><p><strong>More @&nbsp; </strong><a href="https://itunes.apple.com/us/app/genegroove/id492247404?mt=8" target="_blank" title="https://itunes.apple.com/us/app/genegroove/id492247404?mt=8"><strong>https://itunes.apple.com/us/app/genegroove/id492247404?mt=8</strong></a></p>]]></description>
	<dc:creator>Manisha Mishra</dc:creator>
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