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	<title><![CDATA[BOL: Related items]]></title>
	<link>https://bioinformaticsonline.com/related/28303?offset=550</link>
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	<guid isPermaLink="true">https://bioinformaticsonline.com/blog/view/32587/ten-international-scholarships-for-indian-biotechnology-and-bioinformatics-students</guid>
	<pubDate>Wed, 10 May 2017 04:51:02 -0500</pubDate>
	<link>https://bioinformaticsonline.com/blog/view/32587/ten-international-scholarships-for-indian-biotechnology-and-bioinformatics-students</link>
	<title><![CDATA[Ten International Scholarships for Indian Biotechnology and Bioinformatics Students]]></title>
	<description><![CDATA[<p>Wherever you go around the world, Indian students are in demand. With countries such as Canada and Australia providing huge incentives to Indian students to lure them to their shores, there are many institutions around the world that offer scholarships exclusively to Indian students. Historically these scholarships tend to be aimed towards Masters and PhD programmes however on the rise are scholarships for undergraduate students. Student World Online takes a look at ten international scholarships for Indian undergraduate students abroad.</p><p><br /><span><strong>1.&nbsp;</strong></span><strong><a href="http://admissions.cornell.edu/apply/international-students/tata-scholarship"><span>TATA SCHOLARSHIP</span></a></strong>&nbsp;- Cornell University, New York State, USA<br />Tata, the Indian multinational conglomerate company, have a foundation known as the Tata Education &amp; Development Trust which has&nbsp;<span style="text-decoration: underline;"><a href="http://www.news.cornell.edu/stories/2008/10/tata-trust-gives-50-million-endowment-cornell" target="_blank">endowed a multi million dollar sum to Cornell University</a></span>&nbsp;to provide undergraduate scholarships to 20 Indian students every year. &nbsp;In another example of supporting American universities, the Tata group also pledged US$50 million to Harvard University in recent years, whose executive management programme&nbsp;<span style="text-decoration: underline;"><a href="http://en.wikipedia.org/wiki/Ratan_Tata" target="_blank">Ratan Tata</a></span>&nbsp;attended in the 1970s. &nbsp;<a href="http://admissions.cornell.edu/apply/international-students/tata-scholarship" target="_blank"><span><span style="text-decoration: underline;">Read more...&nbsp;</span></span></a>&nbsp;<br /><br /><strong><span>2.</span></strong>&nbsp;<a href="http://www.uow.edu.au/future/international/apply/scholarships/UOW135799.html" target="_blank"><strong><span>BRADMAN FOUNDATION SCHOLARSHIP</span></strong></a>&nbsp;- University of Wollongong, Australia.<br />Named after Australia's cricket legend&nbsp;<span style="text-decoration: underline;"><a href="http://en.wikipedia.org/wiki/Donald_Bradman" target="_blank">Donald Bradman</a></span>, the&nbsp;<span style="text-decoration: underline;"><a href="https://www.uow.edu.au/content/groups/public/@web/@unia/documents/doc/uow145334.pdf" target="_blank">UOW Bradman Foundation Scholarship</a></span>&nbsp;was launched in 2012, with the help of Adam Gilchrist no less, to offer one successful Indian student each year a 50% reduction in tuition fees. &nbsp;<a href="http://www.uow.edu.au/future/international/apply/scholarships/UOW135799.html" target="_blank"><span><span style="text-decoration: underline;">Read more...</span></span></a>&nbsp;&nbsp;</p><p><span><strong>3.&nbsp;</strong></span><strong><a href="http://www.huaweischolarships.org/about_scholar.aspx" target="_blank"><span>HUAWEI MAITREE SCHOLARSHIPS</span></a></strong>&nbsp;- Various Universities, China<br />Along with Tata, Huawei are the other huge corporation to be featured. &nbsp;China's massive telecoms equipment vendor are involved in these scholarships offered to Indian students studying in China. &nbsp;In 2013 there are 10 generous scholarships available which provide full tuition fees and living expenses. &nbsp;The courses on which the scholarships are offered include Science and Technology courses, Social Sciences and Culture and Development courses. &nbsp;<a href="http://www.huaweischolarships.org/about_scholar.aspx" target="_blank"><span><span style="text-decoration: underline;">Read more...</span></span></a></p><p><span><strong>4.&nbsp;</strong></span><strong><a href="http://www.britishcouncil.in/study-uk/dr-manmohan-singh-scholarships-2013" target="_blank"><span>DR. MANMOHAN SINGH SCHOLARSHIPS</span></a></strong>&nbsp;- Cambridge University, England, UK<br />These scholarships have been designed to help budding Indian minds follow in the footsteps of&nbsp;<span style="text-decoration: underline;"><a href="http://pmindia.nic.in/" target="_blank">Indian prime minister Manmohan Singh</a></span>&nbsp;by studying at the prestigious Cambridge University. &nbsp;The scholarships can be applied to any undergarduate course (with the two exceptions of medicine and veterinary science) and cover everything, i.e. tuition and college fees, living expenses and an additional grant to go towards travel expenses. &nbsp;<a href="http://www.britishcouncil.in/study-uk/dr-manmohan-singh-scholarships-2013" target="_blank"><span><span style="text-decoration: underline;">Read more...</span></span></a><br /><br /><span><strong>5.&nbsp;</strong></span><strong><a href="http://www.oxbridgeindia.com/scholarship.php"><span>OXFORD AND CAMBRIDGE SOCIETY OF INDIA</span></a></strong>&nbsp;- Oxford &amp; Cambridge Universities, England, UK<br />As the name might suggest, these are scholarships available for students wishing to study at Oxford or Cambridge (cleverly known together as&nbsp;<span style="text-decoration: underline;"><a href="http://en.wikipedia.org/wiki/Oxbridge" target="_blank">Oxbridge</a></span>). &nbsp;It is only available for applicants who are completing or have completed a degree at an Indian university, however these scholarships are for both undergraduate and graduate students.&nbsp;&nbsp;<a href="http://www.oxbridgeindia.com/scholarship.php" target="_blank"><span><span style="text-decoration: underline;">Read more...</span></span></a></p><p><span><strong>6.&nbsp;</strong></span><strong><a href="http://www.napier.ac.uk/study/international/funding/Pages/india-scholarships.aspx" target="_blank"><span>EDINBURGH NAPIER UNIVERSITY</span></a></strong>&nbsp;- Scotland, UK<br />This one applies to all countries in the Indian subcontinent and is for both undergraduate and graduate courses. Edinburgh Napier University offers a merit based discount of &pound;2,000 Pounds. &nbsp;<a href="http://www.napier.ac.uk/study/international/funding/Pages/india-scholarships.aspx" target="_blank"><span><span style="text-decoration: underline;">Read more...</span></span></a></p><p><span><strong>7.&nbsp;</strong></span><strong><a href="http://www.sheffield.ac.uk/international/countries/asia/south-asia/india/scholarships" target="_blank"><span>SHEFFIELD UNIVERSITY</span></a></strong>&nbsp;- Sheffield, UK<br />Provides merit-based scholarships for undergraduate and graduate programmes across all subjects<span>.</span>&nbsp;<a href="http://www.sheffield.ac.uk/international/countries/asia/south-asia/india/scholarships" target="_blank"><span><span style="text-decoration: underline;">Read more...</span></span></a><br /><br /><span><strong>8.&nbsp;</strong></span><strong><a href="http://www.india4eu.eu/scholarships" target="_blank"><span>INDIA 4EU II</span></a></strong>&nbsp;- Several Universities across Europe<br />Pioneered by the European Union and involving partner universities in France, Finland, Germany, Italy, Portugal, Spain and Sweden,&nbsp;<span style="text-decoration: underline;"><a href="http://www.india4eu.eu/" target="_blank">the India 4EU II initiative</a></span>&nbsp;is aimed at encouraging Indian students to study, work and live in Europe. &nbsp;The initiative is well funded and allows the successful students tuition fees, expenses for living and travel costs as well as insurance during their time at one of the partner universities. &nbsp;<a href="http://www.india4eu.eu/scholarships" target="_blank"><span><span style="text-decoration: underline;">Read more...</span></span></a><br /><br /><span><strong>9.&nbsp;</strong></span><strong><a href="http://www.tcd.ie/international/Indian%20Scholarship.php" target="_blank"><span>TRINITY COLLEGE DUBLIN</span></a></strong>&nbsp;- Ireland<br />Valid for undergraduate courses in the faculties of Arts, Humanities, Social Sciences, Science, Computer Science or Engineering, the Trinity College Dublin offers Indian students scholarships to the tune of&nbsp;&euro;9,000 per annum over a year degree course. &nbsp;<a href="http://www.tcd.ie/international/Indian%20Scholarship.php" target="_blank"><span><span style="text-decoration: underline;">Read more...</span></span></a><br /><br /><span><strong>10.&nbsp;</strong></span><strong><a href="http://www.indianexpress.com/news/university-college-dublin-announces--euro-250000-scholarship-for-indian-students/1094390/" target="_blank"><span>UNIVERSITY COLLEGE DUBLIN</span></a></strong>&nbsp;- Ireland<br />Another of Ireland and Dublin's finest, the UCD awards one Global Excellence Undergraduate Scholarship which provides the worthy student a substantial 50% towards their tuition fees and is valid for all courses save medicine, radiography and veterinary medicine. &nbsp;UCD also offers a Global Undergraduate Scholarship scheme for undergrads accepted on science, social sciences, arts and business courses. &nbsp;This is all thanks to a &euro;250,000 fund that will allow for 57 Indian students to benefit from scholarships at UCD. &nbsp;<a href="http://www.indianexpress.com/news/university-college-dublin-announces--euro-250000-scholarship-for-indian-students/1094390/"><span><span style="text-decoration: underline;">Read more...</span></span></a></p>]]></description>
	<dc:creator>Priya Singh</dc:creator>
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  <guid isPermaLink='true'>https://bioinformaticsonline.com/opportunity/view/32822/phd-positions-in-genova-at-dibris-univ-of-genoa-italy</guid>
  <pubDate>Thu, 18 May 2017 00:04:07 -0500</pubDate>
  <link></link>
  <title><![CDATA[PhD positions in Genova at DIBRIS - Univ. of Genoa, Italy]]></title>
  <description><![CDATA[
<p>PhD positions in Genova at DIBRIS - Univ. of Genoa (Italy)</p>

<p>http://www.disi.unige.it/person/MasulliF/ricerca/PhDinGenova2017.html</p>

<p>The call for some funded positions for  the 3 years PhD studies  at the Department of Informatics, Bioengineering, Robotics and System Engineering (DIBRIS) in Genova is available at</p>

<p>http://www.studenti.unige.it/postlaurea/dottorati/XXXIII/ENG/</p>

<p>The deadline for applications is June13, 2017 and the PhD courses and fellowships should start on Nov 2017.</p>

<p>Details for the application to the  PhD Program in Computer Science and Systems Engineering (CODICE 6608) are at http://phd.dibris.unige.it/csse/index.php/how-to-apply</p>

<p>The research activity of my research group is focused on Computational Intelligence, Machine Learning, Bioinformatics, Systems Biology, and Positive Technology as described at http://www.disi.unige.it/person/MasulliF/ricerca/index.html</p>

<p>The research themes proposed by me and Prof. Stefano Rovetta are:</p>

<p>- Computational Intelligence and Machine Learning (see http://www.disi.unige.it/person/MasulliF/ricerca/Phd2017-T1.html)</p>

<p>- Computational Intelligence and Health and Wellbeing Support( see http://www.disi.unige.it/person/MasulliF/ricerca/Phd2017-T3.html)</p>

<p>You can also propose a different research theme belonging to the research activity of my group.</p>

<p>Looking for self-motivated PhD candidates, interested to the mathematical aspects of their research and to the development of new algorithms for intelligent data analysis, and skilled in programming and   in  thorough experimental data analysis. They will be part of my research group and will collaborate to our research projects and publications.</p>

<p>Italian and international students interested to work are invited  to send their cv  and the name/email-addresses of 3 referees to my email address francesco.masulli@unige.it A.S.A.P.</p>
]]></description>
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  <guid isPermaLink='true'>https://bioinformaticsonline.com/opportunity/view/33966/ra-bioinformatics-at-national-institute-of-biomedical-genomics-india</guid>
  <pubDate>Wed, 26 Jul 2017 03:49:52 -0500</pubDate>
  <link></link>
  <title><![CDATA[RA Bioinformatics at NATIONAL INSTITUTE OF BIOMEDICAL GENOMICS,  INDIA]]></title>
  <description><![CDATA[
<p>NATIONAL INSTITUTE OF BIOMEDICAL GENOMICS<br />(An Autonomous Institution of the Government of India) <br />P.O.: N.S.S., Kalyani 741251, West Bengal</p>

<p>Advertisement No. 137/ESTB/NIBMG/17-18 </p>

<p>Position available Project Description: Several positions are available for the project titled: “A unified web-portal for analysis, integration and visualization of multi-omics data”. The goal of this project is to develop a user-accessible resource for integrated analysis and visualization of multi-OMICs data sets (including gene expression, genotype, methylation, microRNA, etc.). Data sets generated on various platforms shall be maintained in a stable database, accessed through standard querying mechanisms, and the results shall be displayed via user-friendly interface. The analysis engine shall run on open-source software (such as R/Bioconductor) developed in-house. All positions are contractual. </p>

<p>Appointment will be initially given for a period of one year which is extendable depending upon performance, availability of funds and requirements of the institute. </p>

<p>Project Code: 20275 Position: (No. of positions available) </p>

<p>Research Associate (3)</p>

<p>Position 1: Ph.D. or equivalent in statistics, computer science, mathematics, bioinformatics, or related subject. <br />Position 1: Those with experience in database management shall be preferred. Experience with UNIX or GNU/Linux operating system. <br />Position 1: Creation and maintenance of a database for population- and diseaseassociated variation resource. Development of programmatic interface for querying the database, filtering of the results and identification of genes of interest. </p>

<p>Rs. 36000/- + 10% HRA </p>

<p>Please apply online via web link http://apply.nibmg.ac.in/ (no other form of application will be accepted). The last date of application is 14-08-2017. All letters to attend screening test and /or interview will be sent only to the short-listed candidates by Email only. No correspondence will be made with applicants who are not shortlisted /not called for screening test and /or interview. No TA/DA will be paid for attending the screening test and /or interview.<br />Detail information at http://www.nibmg.ac.in/academic/Advt_20275.pdf</p>

<p>More Info: http://www.nibmg.ac.in/?q=Project%20Linked%20Personnel</p>
]]></description>
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	<guid isPermaLink="true">https://bioinformaticsonline.com/bookmarks/view/39875/lrsday-long-read-sequencing-data-analysis-for-yeasts</guid>
	<pubDate>Mon, 26 Aug 2019 18:07:33 -0500</pubDate>
	<link>https://bioinformaticsonline.com/bookmarks/view/39875/lrsday-long-read-sequencing-data-analysis-for-yeasts</link>
	<title><![CDATA[LRSDAY: Long-read Sequencing Data Analysis for Yeasts]]></title>
	<description><![CDATA[<p><span>Long-read sequencing technologies have become increasingly popular in genome projects due to their strengths in resolving complex genomic regions. As a leading model organism with small genome size and great biotechnological importance, the budding yeast,&nbsp;</span><em>Saccharomyces cerevisiae</em><span>, has many isolates currently being sequenced with long reads.&nbsp;</span></p><p>Address of the bookmark: <a href="https://github.com/yjx1217/LRSDAY" rel="nofollow">https://github.com/yjx1217/LRSDAY</a></p>]]></description>
	<dc:creator>Poonam Mahapatra</dc:creator>
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	<guid isPermaLink="true">https://bioinformaticsonline.com/bookmarks/view/34479/bioinformatics-lectures</guid>
	<pubDate>Wed, 29 Nov 2017 05:39:54 -0600</pubDate>
	<link>https://bioinformaticsonline.com/bookmarks/view/34479/bioinformatics-lectures</link>
	<title><![CDATA[Bioinformatics lectures !]]></title>
	<description><![CDATA[<div>
<div>
<div>Computational Biology is a&nbsp;<em style="font-size: 12.8px; font-weight: normal;">huge</em>&nbsp;field of study, that touches upon many distinct algorithmic and biological areas of study. What we are able to cover in this course will depend, in part, on the pace at which we move, which I will attempt to adjust as appropriate. However, here is a tentative list of topics I hope to cover this semester (not necessarily in order).
<ul>
<li>Optimal sequence alignment (global, local, and glocal alignment &amp;mdash with constant &amp; affine gap penalties</li>
<li>Algorithms and data structures for efficient text indexing and&nbsp;<em>exact</em>&nbsp;search</li>
<li>Heuristics for read&nbsp;<em>alignment</em>&nbsp;and&nbsp;<em>mapping</em>&nbsp;&amp;mdash mapping DNA-seq and RNA-seq reads</li>
<li>Genome assembly &amp;mdash k-mers, De Brujin graph construction and representation, long-read technology and read-overlap graph assembly</li>
<li>Motif finding via Gibbs sampling</li>
<li>Gene finding &amp;mdash statistical models for&nbsp;<em>ab initio</em>&nbsp;and evidence-guided prediction of genes</li>
<li>RNA-seq and transcriptomics &amp;mdash transcript assembly, abundance estimation and differential expression testing</li>
<li>Phylogenetics &amp;mdash The small and large phylogeny problem; parsimony, maximum likelihood and Bayesian methods</li>
</ul>
</div>
</div>
</div><p>Address of the bookmark: <a href="https://rob-p.github.io/CSE549F16/lectures/" rel="nofollow">https://rob-p.github.io/CSE549F16/lectures/</a></p>]]></description>
	<dc:creator>Jit</dc:creator>
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	<guid isPermaLink="true">https://bioinformaticsonline.com/bookmarks/view/42419/biojupies-automatically-generates-rna-seq-data-analysis-notebooks</guid>
	<pubDate>Sun, 20 Dec 2020 11:43:45 -0600</pubDate>
	<link>https://bioinformaticsonline.com/bookmarks/view/42419/biojupies-automatically-generates-rna-seq-data-analysis-notebooks</link>
	<title><![CDATA[BioJupies: Automatically Generates RNA-seq Data Analysis Notebooks]]></title>
	<description><![CDATA[<p>With BioJupies you can produce in seconds a customized, reusable, and interactive report from your own raw or processed RNA-seq data through a simple user interface</p>
<p>BioJupies now supports user accounts! Sign in from the top right corner of the page for access to unlimited private notebooks, RNA-seq datasets and alignment jobs.</p><p>Address of the bookmark: <a href="https://amp.pharm.mssm.edu/biojupies/" rel="nofollow">https://amp.pharm.mssm.edu/biojupies/</a></p>]]></description>
	<dc:creator>Rahul Nayak</dc:creator>
</item>
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	<guid isPermaLink="true">https://bioinformaticsonline.com/news/view/35257/india-and-germany-to-begin-joint-research-in-the-area-of-bioinformatics-in-health-research</guid>
	<pubDate>Wed, 17 Jan 2018 14:10:36 -0600</pubDate>
	<link>https://bioinformaticsonline.com/news/view/35257/india-and-germany-to-begin-joint-research-in-the-area-of-bioinformatics-in-health-research</link>
	<title><![CDATA[India and Germany to begin joint research in the area of 'Bioinformatics in Health Research']]></title>
	<description><![CDATA[<p><span>To facilitate bilateral cooperation in biotechnology between the scientific communities of India and Germany, the Department of Biotechnology (DBT) will soon begin collaborative research in the identified priority area of 'Bioinformatics in Health Research' under the programme of Indo-German Cooperation in Health Research.&nbsp;</span><br /><br /><span>The purpose of the programme is to stimulate new collaborations, e.g. the preparation of joint projects under national funding programmes. The programme facilitates bilateral cooperation in biotechnology between the scientific communities of India and Germany by way of joint research projects which will encompass bilateral workshops/seminar and exchange visits of scientists.&nbsp;</span><br /><br /><span>The programme is being implemented within the agreement of Indo-German cooperation in S&amp;T of 1974, under which the Department of Biotechnology, Government of India and Forschungszentrum Julich BMBH (FZJ), Federal Republic of Germany, have agreed for cooperative programme in biotechnology.</span><br /><br /><span>DBT of the Ministry of Science &amp; Technology, Government of India and the Project Management Agency at the German Aerospace Center (DLR-PT, European and International Cooperation), Bonn are the nodal implementing agencies from the Indian and German side respectively.</span><br /><br /><span>Through this programme, it is expected that the funded cooperation enables the partners to develop applicable scientific results which can be published and/ or could be commercialised and may lead to formation of joint ventures. All publications, patents coming out of these projects, need to be jointly authored by both Indian and German scientists. All necessary approvals like ethical clearance, HMSC approval from Indian point of view as well as EU, if applicable, from German point of view, e.g. before conducting animal experimentation if any needs to be obtained by PIs before undertaking the project.&nbsp;</span><br /><br /><span>Now, both the nodal agencies have invited research proposals in identified priority area of 'Bioinformatics in Health Research' from eligible scientists.&nbsp; Joint research projects are required to be submitted to both the nodal agencies by 15 January 2018. Scientists/faculty members working in regular capacity in universities, national R&amp;D laboratories/institutes and private R&amp;D institutes can be part of this joint research programme.&nbsp;&nbsp; For the private sector, partners from all kind of private sectors are eligible, but financing is limited. For Indian scientists from the private sector, only local hospitality in Germany as part of the exchange visit is available from the German side.&nbsp; For German scientists from the private sector, only travel costs are available for small and medium size enterprises (for definition of SME ref. to 2003/361/EC) as well as local hospitality in India will be borne by themselves.</span></p>]]></description>
	<dc:creator>Rahul Nayak</dc:creator>
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	<guid isPermaLink="true">https://bioinformaticsonline.com/bookmarks/view/44470/phyloherb-phylogenomic-analysis-pipeline-for-herbarium-specimens</guid>
	<pubDate>Wed, 21 Feb 2024 06:15:13 -0600</pubDate>
	<link>https://bioinformaticsonline.com/bookmarks/view/44470/phyloherb-phylogenomic-analysis-pipeline-for-herbarium-specimens</link>
	<title><![CDATA[PhyloHerb: Phylogenomic Analysis Pipeline for Herbarium Specimens]]></title>
	<description><![CDATA[<p><span>What is PhyloHerb</span><span>: PhyloHerb is a wrapper program to process&nbsp;</span><span>genome skimming</span><span>&nbsp;data collected from plant materials. The outcomes include the plastid genome (plastome) assemblies, mitochondrial genome assemblies, nuclear ribosomal DNAs (NTS+ETS+18S+ITS1+5.8S+ITS2+28S), alignments of gene and intergenic regions, and a species tree. It is designed to be a high throughput program dealing with lower quality data. Examples include&nbsp;</span><span>low-coverage (5x cpDNA) plastome phylogeny, recycling plastid genes from target enrichment data, retrieving low-copy nuclear genes from medium coverage (5x nucDNA) genome skimming</span><span>.</span></p><p>Address of the bookmark: <a href="https://github.com/lmcai/PhyloHerb/" rel="nofollow">https://github.com/lmcai/PhyloHerb/</a></p>]]></description>
	<dc:creator>LEGE</dc:creator>
</item>
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	<guid isPermaLink="true">https://bioinformaticsonline.com/bookmarks/view/35798/an-introduction-to-applied-bioinformatics</guid>
	<pubDate>Fri, 02 Mar 2018 04:26:38 -0600</pubDate>
	<link>https://bioinformaticsonline.com/bookmarks/view/35798/an-introduction-to-applied-bioinformatics</link>
	<title><![CDATA[An Introduction to Applied Bioinformatics]]></title>
	<description><![CDATA[<p>IAB is primarily being developed by&nbsp;<a href="http://caporasolab.us/people/greg-caporaso/">Greg Caporaso</a>(GitHub/Twitter:&nbsp;<a href="https://github.com/gregcaporaso">@gregcaporaso</a>) in the&nbsp;<a href="http://www.caporasolab.us/">Caporaso Lab</a>&nbsp;at&nbsp;<a href="http://www.nau.edu/">Northern Arizona University</a>. You can find information on the courses I teach on&nbsp;<a href="http://www.caporasolab.us/teaching">my teaching website</a>&nbsp;and information on my research and lab on&nbsp;<a href="http://www.caporasolab.us/">my lab website</a>.</p>
<p>&nbsp;</p><p>Address of the bookmark: <a href="http://readiab.org/" rel="nofollow">http://readiab.org/</a></p>]]></description>
	<dc:creator>Jit</dc:creator>
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	<guid isPermaLink="true">https://bioinformaticsonline.com/news/view/44724/step-by-step-guide-to-detect-pirnas-using-bioinformatics</guid>
	<pubDate>Fri, 13 Dec 2024 11:41:46 -0600</pubDate>
	<link>https://bioinformaticsonline.com/news/view/44724/step-by-step-guide-to-detect-pirnas-using-bioinformatics</link>
	<title><![CDATA[Step-by-Step Guide to Detect piRNAs Using Bioinformatics]]></title>
	<description><![CDATA[<p>Piwi-interacting RNAs (piRNAs) are a class of small non-coding RNAs that play crucial roles in silencing transposable elements and regulating gene expression, particularly in germline cells. Detecting piRNAs involves identifying their unique characteristics, such as size, sequence motifs, and association with Piwi proteins, from high-throughput RNA sequencing data.</p><p>This blog provides a comprehensive step-by-step guide to detect piRNAs using bioinformatics tools and workflows.</p><h4><strong>Step 1: Prepare Your Data</strong></h4><ol>
<li>
<p><strong>Obtain RNA Sequencing Data</strong><br />Acquire raw small RNA-seq data in FASTQ format. Datasets can be sourced from repositories like <strong>NCBI SRA</strong>, <strong>EMBL-EBI</strong>, or specific small RNA sequencing projects.</p>
</li>
<li>
<p><strong>Quality Control (QC)</strong><br />Use <strong>FastQC</strong> to assess the quality of raw reads:</p>
<div>
<div dir="ltr"><code>fastqc reads.fastq </code></div>
</div>
<p>Evaluate the per-base quality, adapter content, and overrepresented sequences.</p>
</li>
<li>
<p><strong>Trimming and Adapter Removal</strong><br />Use tools like <strong>Cutadapt</strong> or <strong>Trim Galore!</strong> to remove adapters and low-quality bases:</p>
<div>
<div dir="ltr"><code>cutadapt -a TGGAATTCTCGGGTGCCAAGG -o trimmed_reads.fastq reads.fastq </code></div>
</div>
<p>Ensure the remaining reads are of high quality for downstream analysis.</p>
</li>
</ol><h4><strong>Step 2: Map Reads to the Genome</strong></h4><p>Mapping reads to the reference genome is crucial for identifying piRNA loci.</p><ol>
<li>
<p><strong>Reference Genome Preparation</strong><br />Download the genome assembly of your organism from databases like <strong>Ensembl</strong>, <strong>UCSC Genome Browser</strong>, or <strong>NCBI</strong>.</p>
</li>
<li>
<p><strong>Align Reads</strong><br />Use <strong>Bowtie</strong> or <strong>STAR</strong> for small RNA alignment:</p>
<div>
<div dir="ltr"><code>bowtie -v 1 -k 1 --best genome_index trimmed_reads.fastq -S aligned_reads.sam </code></div>
</div>
<ul>
<li><code>-v 1</code>: Allows one mismatch.</li>
<li><code>-k 1</code>: Reports the best alignment.</li>
</ul>
</li>
<li>
<p><strong>Convert SAM to BAM</strong><br />Convert and sort alignments using <strong>SAMtools</strong>:</p>
<div>
<div dir="ltr"><code>samtools view -Sb aligned_reads.sam | samtools sort -o sorted_reads.bam </code></div>
</div>
</li>
</ol><h4><strong>Step 3: Identify Small RNAs</strong></h4><p>piRNAs are characterized by their size (24&ndash;32 nt) and strand bias.</p><ol>
<li>
<p><strong>Extract Reads by Size</strong><br />Use tools like <strong>BEDtools</strong> or custom scripts to filter reads between 24 and 32 nt:</p>
<div>
<div dir="ltr"><code>bedtools bamtofastq -i sorted_reads.bam -fq all_reads.fastq seqkit seq -m 24 -M 32 all_reads.fastq &gt; piRNA_size_reads.fastq </code></div>
</div>
</li>
<li>
<p><strong>Check for Sequence Bias</strong><br />piRNAs often have a strong bias for a uridine at the 5&rsquo; end (1U bias). Use tools like <strong>WebLogo</strong> to visualize sequence motifs.</p>
</li>
</ol><h4><strong>Step 4: Detect Ping-Pong Signature</strong></h4><p>The ping-pong amplification loop is a hallmark of piRNA biogenesis, characterized by a 10 nt overlap between piRNAs on opposite strands.</p><ol>
<li>
<p><strong>Generate Overlap Statistics</strong><br />Use the <strong>piPipes</strong> tool or custom scripts to calculate overlap:</p>
<div>
<div dir="ltr"><code>python ping_pong_overlap.py sorted_reads.bam </code></div>
</div>
</li>
<li>
<p><strong>Visualize Overlap Distribution</strong><br />Plot the distribution of overlaps to confirm the presence of the 10 nt ping-pong signature.</p>
</li>
</ol><h4><strong>Step 5: Annotate piRNA Clusters</strong></h4><p>piRNAs are often generated from genomic clusters.</p><ol>
<li>
<p><strong>Cluster Identification</strong><br />Use tools like <strong>proTRAC</strong> or <strong>PIRANHA</strong> to identify piRNA-producing clusters:</p>
<div>
<div dir="ltr"><code>proTRAC.pl -s sorted_reads.bam -g genome.fa -o clusters </code></div>
</div>
</li>
<li>
<p><strong>Annotate Genomic Regions</strong><br />Annotate the identified clusters using gene annotation files (GTF/GFF). Tools like <strong>BEDtools intersect</strong> can help associate piRNA clusters with genes or transposable elements:</p>
<div>
<div dir="ltr"><code>bedtools intersect -a clusters.bed -b genome_annotation.gtf &gt; annotated_clusters.bed </code></div>
</div>
</li>
</ol><h4><strong>Step 6: Functional Analysis</strong></h4><p>Functional analysis of piRNAs can uncover their targets and regulatory roles.</p><ol>
<li>
<p><strong>Predict piRNA Targets</strong><br />Use tools like <strong>IntaRNA</strong> or <strong>RNAhybrid</strong> to predict interactions between piRNAs and potential target mRNAs:</p>
<div>
<div dir="ltr"><code>RNAhybrid -t target_transcripts.fa -q piRNAs.fa &gt; piRNA_targets.txt </code></div>
</div>
</li>
<li>
<p><strong>Enrichment Analysis</strong><br />Perform GO or KEGG enrichment analysis of target genes using tools like <strong>g:Profiler</strong> or <strong>DAVID</strong>.</p>
</li>
</ol><h4><strong>Step 7: Validation and Visualization</strong></h4><ol>
<li>
<p><strong>Validate piRNA Candidates</strong><br />Cross-check the identified piRNAs against known piRNA databases, such as <strong>piRBase</strong> or <strong>piRNAdb</strong>.</p>
</li>
<li>
<p><strong>Visualize Results</strong></p>
<ul>
<li>Use <strong>IGV</strong> (Integrative Genomics Viewer) to visualize piRNA alignment and clusters on the genome.</li>
<li>Generate heatmaps or circos plots to present piRNA distributions.</li>
</ul>
</li>
</ol><h4><strong>Step 8: Share and Publish Findings</strong></h4><ol>
<li>
<p><strong>Archive Data</strong><br />Submit sequencing data to public repositories like <strong>SRA</strong> or <strong>GEO</strong> with metadata specifying piRNA-related experiments.</p>
</li>
<li>
<p><strong>Publish Results</strong><br />Share findings in journals or conferences, emphasizing novel piRNA candidates, target genes, or regulatory mechanisms.</p>
</li>
</ol><h4><strong>Conclusion</strong></h4><p>Detecting piRNAs involves a combination of computational and analytical methods to identify these unique small RNAs and their roles in gene regulation and transposable element suppression. By following this step-by-step guide, you can confidently navigate the complexities of piRNA detection and contribute to the growing understanding of their biological significance.</p>]]></description>
	<dc:creator>Abhi</dc:creator>
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