<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Research Resources on Computational Bioinformatics</title><link>https://computationalbioinformatics.com/resources/</link><description>Recent content in Research Resources on Computational Bioinformatics</description><generator>Hugo -- gohugo.io</generator><language>en-GB</language><atom:link href="https://computationalbioinformatics.com/resources/index.xml" rel="self" type="application/rss+xml"/><item><title>Bioinformatics Resources</title><link>https://computationalbioinformatics.com/resources/bioinformatics_resources/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>https://computationalbioinformatics.com/resources/bioinformatics_resources/</guid><description>&lt;p>Welcome to a resources page for bioinformatics research. Here you will find links for data, tools, tutorials, and related resources that may be helpful to your work.&lt;/p>
&lt;h2 id="software-and-installations" class="anchor-header">Software and installations &lt;a class="anchor-link" href="#software-and-installations" aria-label="Software and installations">
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&lt;ul>
&lt;li>&lt;a href="https://posit.co/" target="_blank" rel="noopener noreferrer">RStudio&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://cran.rstudio.com/" target="_blank" rel="noopener noreferrer">R Programming Language&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://www.python.org/downloads/" target="_blank" rel="noopener noreferrer">Python Programming Language&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://mac.github.com/" target="_blank" rel="noopener noreferrer">Git for Mac&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://windows.github.com/" target="_blank" rel="noopener noreferrer">Git for Windows&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://git-scm.com/" target="_blank" rel="noopener noreferrer">Git for all platforms&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://www.pythonforbiologists.org/" target="_blank" rel="noopener noreferrer">Python for Biologists&lt;/a>
&lt;/li>
&lt;li>&lt;a href="http://biopython.org/DIST/docs/tutorial/Tutorial.html" target="_blank" rel="noopener noreferrer">BioPython&lt;/a>
&lt;/li>
&lt;/ul>
&lt;h2 id="python-programming-resources" class="anchor-header">Python programming resources &lt;a class="anchor-link" href="#python-programming-resources" aria-label="Python programming resources">
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&lt;ul>
&lt;li>Play with code from W3&amp;rsquo;s &lt;a href="https://www.w3schools.com/python/" target="_blank" rel="noopener noreferrer">Python Tutorial&lt;/a>
&lt;/li>
&lt;li>Write code locally using &lt;a href="http://oliverbonhamcarter.com/live/" target="_blank" rel="noopener noreferrer">Jupyter Interactive Python&lt;/a>
&lt;/li>
&lt;li>Think Python by Allen B. Downey: &lt;a href="https://greenteapress.com/wp/" target="_blank" rel="noopener noreferrer">Publisher Website&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://www.python.org/downloads/" target="_blank" rel="noopener noreferrer">Python Programming Language&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://www.jdoodle.com/execute-r-online/" target="_blank" rel="noopener noreferrer">Online R programming&lt;/a>
&lt;/li>
&lt;/ul>
&lt;h2 id="articles" class="anchor-header">Articles &lt;a class="anchor-link" href="#articles" aria-label="Articles">
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&lt;ul>
&lt;li>&lt;a href="https://www.markdownguide.org/getting-started/" target="_blank" rel="noopener noreferrer">Getting started with Markdown&lt;/a>
&lt;/li>
&lt;/ul>
&lt;h2 id="tutorials" class="anchor-header">Tutorials &lt;a class="anchor-link" href="#tutorials" aria-label="Tutorials">
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&lt;ul>
&lt;li>&lt;a href="https://www.youtube.com/playlist?list=PLsYZRXov75ZHSwWiCk0-jd1RcTuu_-zmD" target="_blank" rel="noopener noreferrer">Allegheny College Department of Computer Science tutorials&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://www.youtube.com/playlist?list=PLRqwX-V7Uu6ZF9C0YMKuns9sLDzK6zoiV" target="_blank" rel="noopener noreferrer">Coding Train&amp;rsquo;s Git and GitHub for Poets&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://www.digitalocean.com/community/tutorials/how-to-install-git-on-ubuntu-20-04" target="_blank" rel="noopener noreferrer">Setting Up Git on Linux&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://swcarpentry.github.io/git-novice/02-setup/index.html" target="_blank" rel="noopener noreferrer">Setting up Git&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://code.visualstudio.com/docs/python/python-tutorial" target="_blank" rel="noopener noreferrer">Getting Started with Python in VS Code&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://towardsthecloud.com/best-vscode-extensions-python" target="_blank" rel="noopener noreferrer">11 Best VS Code extensions for Python (2022)&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://www.ssh.com/ssh/keygen/" target="_blank" rel="noopener noreferrer">SSH keys&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://www.youtube.com/watch?v=qEPjUGQFmzQ&amp;amp;list=PLsYZRXov75ZHSwWiCk0-jd1RcTuu_-zmD" target="_blank" rel="noopener noreferrer">Luman&amp;rsquo;s SSH keys video tutorial&lt;/a>
&lt;/li>
&lt;/ul>
&lt;h2 id="tools-and-learning-links" class="anchor-header">Tools and learning links &lt;a class="anchor-link" href="#tools-and-learning-links" aria-label="Tools and learning links">
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&lt;ul>
&lt;li>&lt;a href="https://www.biointeractive.org/classroom-resources/virus-explorer" target="_blank" rel="noopener noreferrer">Virus Explorer&lt;/a>
&lt;/li>
&lt;li>&lt;a href="http://tcoffee.crg.cat/apps/tcoffee/tutorial.html" target="_blank" rel="noopener noreferrer">TCoffee tutorial&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://www.youtube.com/watch?v=TPRoLreU9lA" target="_blank" rel="noopener noreferrer">Hidden Markov Models (YouTube)&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://media.hhmi.org/biointeractive/films/Double_Helix.html" target="_blank" rel="noopener noreferrer">The Double Helix (documentary, 17 mins)&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://www.biointeractive.org/classroom-resources/chemical-structure-dna" target="_blank" rel="noopener noreferrer">The Chemical Structure of DNA&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://www.youtube.com/watch?v=o_-6JXLYS-k" target="_blank" rel="noopener noreferrer">The Structure of DNA&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://www.youtube.com/watch?v=qWZYpHSXvJo" target="_blank" rel="noopener noreferrer">Definition of 5&amp;rsquo; and 3&amp;rsquo; end of DNA (video)&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://www.youtube.com/watch?v=vP8-5Bhd2ag" target="_blank" rel="noopener noreferrer">What happens when your DNA is damaged?&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://www.youtube.com/watch?v=BBI7GoIyoog" target="_blank" rel="noopener noreferrer">Mutations and Natural Selection&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://www.youtube.com/watch?v=NDIJexTT9j0" target="_blank" rel="noopener noreferrer">Protein synthesis animation&lt;/a>
&lt;/li>
&lt;li>&lt;a href="http://www.lungendothelialcellatlas.com" target="_blank" rel="noopener noreferrer">Lung Endothelial Cell Atlas&lt;/a>
&lt;/li>
&lt;li>&lt;a href="http://www.copdcellatlas.com" target="_blank" rel="noopener noreferrer">COPD Cell Atlas&lt;/a>
&lt;/li>
&lt;li>&lt;a href="http://www.covidcellatlas.com" target="_blank" rel="noopener noreferrer">COVID Cell Atlas&lt;/a>
&lt;/li>
&lt;li>&lt;a href="http://www.ipfcellatlas.com/" target="_blank" rel="noopener noreferrer">Idiopathic Pulmonary Fibrosis Cell Atlas&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://www.kazusa.or.jp/codon/" target="_blank" rel="noopener noreferrer">Codon Usage Database&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://card.mcmaster.ca/" target="_blank" rel="noopener noreferrer">Comprehensive Antibiotic Resistance Database&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://card.mcmaster.ca/ontology/36514" target="_blank" rel="noopener noreferrer">ermB anti resistance gene&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://web.expasy.org/sim/" target="_blank" rel="noopener noreferrer">SIM alignment tool&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://card.mcmaster.ca/analyze" target="_blank" rel="noopener noreferrer">Blast analysis&lt;/a>
&lt;/li>
&lt;li>&lt;a href="http://www.diamondsearch.org/index.php" target="_blank" rel="noopener noreferrer">Diamond (BLAST alternative)&lt;/a>
&lt;/li>
&lt;li>&lt;a href="http://hmmer.org/" target="_blank" rel="noopener noreferrer">HMMER&lt;/a>
&lt;/li>
&lt;li>&lt;a href="http://geneontology.org/" target="_blank" rel="noopener noreferrer">Gene Ontology Resource&lt;/a>
&lt;/li>
&lt;li>&lt;a href="http://www.pantherdb.org/" target="_blank" rel="noopener noreferrer">Panther Classification System&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://blast.ncbi.nlm.nih.gov/Blast.cgi" target="_blank" rel="noopener noreferrer">BLAST&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://www.genome.jp/tools/egassembler/" target="_blank" rel="noopener noreferrer">EGassembler&lt;/a>
&lt;/li>
&lt;li>&lt;a href="http://elm.eu.org/" target="_blank" rel="noopener noreferrer">ELM tool kit&lt;/a>
&lt;/li>
&lt;li>&lt;a href="http://www.rcsb.org/" target="_blank" rel="noopener noreferrer">Protein Data Bank&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://open.predictprotein.org/" target="_blank" rel="noopener noreferrer">Predict protein&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://string-db.org/" target="_blank" rel="noopener noreferrer">String database&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://prosite.expasy.org/" target="_blank" rel="noopener noreferrer">Prosite: domains, families, and functional sites&lt;/a>
&lt;/li>
&lt;li>&lt;a href="http://experiments.mostafa.io/public/needleman-wunsch/" target="_blank" rel="noopener noreferrer">Needleman-Wunsch algorithm demo&lt;/a>
&lt;/li>
&lt;li>&lt;a href="http://ugene.net/" target="_blank" rel="noopener noreferrer">UGENE&lt;/a>
&lt;/li>
&lt;li>&lt;a href="http://thecellmap.org/?q=pex6" target="_blank" rel="noopener noreferrer">The Cell Map&lt;/a>
&lt;/li>
&lt;li>&lt;a href="http://amigo.geneontology.org/amigo/landing" target="_blank" rel="noopener noreferrer">AmiGo Gene Ontology&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://ghr.nlm.nih.gov/" target="_blank" rel="noopener noreferrer">Genetics Home Reference&lt;/a>
&lt;/li>
&lt;li>&lt;a href="http://nesg.org/galleries.html" target="_blank" rel="noopener noreferrer">Northeast Structural Genomics Consortium&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://modbase.compbio.ucsf.edu/modeval/" target="_blank" rel="noopener noreferrer">ModEval&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://pymol.org/2/" target="_blank" rel="noopener noreferrer">PyMol&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://qiime2.org/" target="_blank" rel="noopener noreferrer">Qiime2&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://go.drugbank.com/" target="_blank" rel="noopener noreferrer">DrugBank&lt;/a>
&lt;/li>
&lt;li>&lt;a href="http://bioinf.uni-greifswald.de/augustus/" target="_blank" rel="noopener noreferrer">Augustus gene prediction&lt;/a>
&lt;/li>
&lt;/ul>
&lt;h2 id="research-organizations" class="anchor-header">Research organizations &lt;a class="anchor-link" href="#research-organizations" aria-label="Research organizations">
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&lt;ul>
&lt;li>&lt;a href="https://knowyourdna.com/cataracts-and-genetics/" target="_blank" rel="noopener noreferrer">Cataracts and Genetics&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://www.genome.gov/" target="_blank" rel="noopener noreferrer">National Human Genome Research Institute&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://www.molgen.mpg.de/2168/en" target="_blank" rel="noopener noreferrer">Max Planck Institute for Molecular Genetics&lt;/a>
&lt;/li>
&lt;/ul>
&lt;hr>
&lt;h3 id="note" class="anchor-header">Note &lt;a class="anchor-link" href="#note" aria-label="Note">
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&lt;p>If you find a good link for bioinformatics research that you believe would fit nicely here, please let me know.&lt;/p></description></item><item><title>Career Paths</title><link>https://computationalbioinformatics.com/resources/career-paths/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>https://computationalbioinformatics.com/resources/career-paths/</guid><description>&lt;h1 id="bioinformatics-career-paths" class="anchor-header">Bioinformatics Career Paths &lt;a class="anchor-link" href="#bioinformatics-career-paths" aria-label="Bioinformatics Career Paths">
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&lt;p>This page gives a quick overview of roles, skills, and entry points in computational biology and bioinformatics.&lt;/p>
&lt;h2 id="roles-you-might-see" class="anchor-header">Roles you might see &lt;a class="anchor-link" href="#roles-you-might-see" aria-label="Roles you might see">
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&lt;/a>&lt;/h2>
&lt;ul>
&lt;li>&lt;strong>Bioinformatics Analyst&lt;/strong>
&lt;ul>
&lt;li>Focus: data cleaning, pipelines, and reports.&lt;/li>
&lt;li>Typical tools: Python, R, Bash, SQL, workflow tools.&lt;/li>
&lt;/ul>
&lt;/li>
&lt;li>&lt;strong>Computational Biologist&lt;/strong>
&lt;ul>
&lt;li>Focus: algorithm development, research modeling, and analysis.&lt;/li>
&lt;li>Typical tools: Python, R, statistics, machine learning basics.&lt;/li>
&lt;/ul>
&lt;/li>
&lt;li>&lt;strong>Genomics Data Scientist&lt;/strong>
&lt;ul>
&lt;li>Focus: high-throughput sequencing, ML, and reproducible analytics.&lt;/li>
&lt;li>Typical tools: Python, R, ML libraries, cloud platforms.&lt;/li>
&lt;/ul>
&lt;/li>
&lt;li>&lt;strong>Bioinformatics Software Engineer&lt;/strong>
&lt;ul>
&lt;li>Focus: production software, APIs, and data systems.&lt;/li>
&lt;li>Typical tools: Python, Go, Java, Docker, CI/CD.&lt;/li>
&lt;/ul>
&lt;/li>
&lt;li>&lt;strong>Clinical Genomics Specialist&lt;/strong>
&lt;ul>
&lt;li>Focus: variant interpretation, regulated pipelines, clinical reporting.&lt;/li>
&lt;li>Typical tools: standards (HGVS), ClinVar, pipelines, QC.&lt;/li>
&lt;/ul>
&lt;/li>
&lt;/ul>
&lt;h2 id="core-skills-to-build-in-this-course" class="anchor-header">Core skills to build in this course &lt;a class="anchor-link" href="#core-skills-to-build-in-this-course" aria-label="Core skills to build in this course">
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&lt;ul>
&lt;li>Sequence alignment, assembly, and annotation basics.&lt;/li>
&lt;li>Data handling and reproducible analysis with notebooks.&lt;/li>
&lt;li>Clear reporting: methods, results, and limitations.&lt;/li>
&lt;li>Ethical data use, privacy, and bias awareness.&lt;/li>
&lt;/ul>
&lt;h2 id="how-to-prepare" class="anchor-header">How to prepare &lt;a class="anchor-link" href="#how-to-prepare" aria-label="How to prepare">
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&lt;ul>
&lt;li>Build a small portfolio: 2 to 3 notebooks or reports.&lt;/li>
&lt;li>Practice writing short analysis summaries for non-technical readers.&lt;/li>
&lt;li>Learn the command line and Git basics.&lt;/li>
&lt;/ul>
&lt;h2 id="where-to-look-for-roles" class="anchor-header">Where to look for roles &lt;a class="anchor-link" href="#where-to-look-for-roles" aria-label="Where to look for roles">
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&lt;ul>
&lt;li>Academic labs and research institutes.&lt;/li>
&lt;li>Biotech and pharma companies.&lt;/li>
&lt;li>Hospitals and clinical genomics labs.&lt;/li>
&lt;li>Government or public health agencies.&lt;/li>
&lt;/ul>
&lt;h2 id="example-job-boards" class="anchor-header">Example job boards &lt;a class="anchor-link" href="#example-job-boards" aria-label="Example job boards">
&lt;svg xmlns="http://www.w3.org/2000/svg" class="anchor-icon" width="24" height="24" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round">
&lt;path stroke="none" d="M0 0h24v24H0z" fill="none"/>
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&lt;/svg>
&lt;/a>&lt;/h2>
&lt;ul>
&lt;li>&lt;a href="https://www.iscb.org/careers" target="_blank" rel="noopener noreferrer">https://www.iscb.org/careers&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://www.ebi.ac.uk/careers" target="_blank" rel="noopener noreferrer">https://www.ebi.ac.uk/careers&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://www.nature.com/naturecareers" target="_blank" rel="noopener noreferrer">https://www.nature.com/naturecareers&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://www.linkedin.com/jobs/" target="_blank" rel="noopener noreferrer">https://www.linkedin.com/jobs/&lt;/a>
&lt;/li>
&lt;/ul>
&lt;h2 id="suggested-class-activity" class="anchor-header">Suggested class activity &lt;a class="anchor-link" href="#suggested-class-activity" aria-label="Suggested class activity">
&lt;svg xmlns="http://www.w3.org/2000/svg" class="anchor-icon" width="24" height="24" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round">
&lt;path stroke="none" d="M0 0h24v24H0z" fill="none"/>
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&lt;/svg>
&lt;/a>&lt;/h2>
&lt;ul>
&lt;li>Find one job posting and map the required skills to course topics.&lt;/li>
&lt;/ul></description></item><item><title>Data Sources</title><link>https://computationalbioinformatics.com/resources/data-sources/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>https://computationalbioinformatics.com/resources/data-sources/</guid><description>&lt;h1 id="data-sources-for-bioinformatics" class="anchor-header">Data Sources for Bioinformatics &lt;a class="anchor-link" href="#data-sources-for-bioinformatics" aria-label="Data Sources for Bioinformatics">
&lt;svg xmlns="http://www.w3.org/2000/svg" class="anchor-icon" width="24" height="24" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round">
&lt;path stroke="none" d="M0 0h24v24H0z" fill="none"/>
&lt;path d="M10 14a3.5 3.5 0 0 0 5 0l4 -4a3.5 3.5 0 0 0 -5 -5l-.5 .5" />
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&lt;/svg>
&lt;/a>&lt;/h1>
&lt;p>This page lists reliable datasets and databases for sequence, structure, expression, and pathway analysis. Each resource includes common use cases and citation guidance.&lt;/p>
&lt;h2 id="core-sequence-and-genome-resources" class="anchor-header">Core sequence and genome resources &lt;a class="anchor-link" href="#core-sequence-and-genome-resources" aria-label="Core sequence and genome resources">
&lt;svg xmlns="http://www.w3.org/2000/svg" class="anchor-icon" width="24" height="24" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round">
&lt;path stroke="none" d="M0 0h24v24H0z" fill="none"/>
&lt;path d="M10 14a3.5 3.5 0 0 0 5 0l4 -4a3.5 3.5 0 0 0 -5 -5l-.5 .5" />
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&lt;/svg>
&lt;/a>&lt;/h2>
&lt;ul>
&lt;li>&lt;strong>NCBI&lt;/strong> (GenBank, RefSeq, GEO, SRA)
&lt;ul>
&lt;li>&lt;a href="https://www.ncbi.nlm.nih.gov/" target="_blank" rel="noopener noreferrer">https://www.ncbi.nlm.nih.gov/&lt;/a>
&lt;/li>
&lt;li>Use for: general sequence records, curated reference genomes, gene expression data, and raw reads.&lt;/li>
&lt;li>Cite: follow the dataset accession page; many provide a preferred citation.&lt;/li>
&lt;/ul>
&lt;/li>
&lt;li>&lt;strong>ENA&lt;/strong> (European Nucleotide Archive)
&lt;ul>
&lt;li>&lt;a href="https://www.ebi.ac.uk/ena/" target="_blank" rel="noopener noreferrer">https://www.ebi.ac.uk/ena/&lt;/a>
&lt;/li>
&lt;li>Use for: raw sequencing data and assembled sequences.&lt;/li>
&lt;/ul>
&lt;/li>
&lt;li>&lt;strong>Ensembl&lt;/strong>
&lt;ul>
&lt;li>&lt;a href="https://www.ensembl.org/" target="_blank" rel="noopener noreferrer">https://www.ensembl.org/&lt;/a>
&lt;/li>
&lt;li>Use for: genome browsers, annotations, comparative genomics.&lt;/li>
&lt;/ul>
&lt;/li>
&lt;li>&lt;strong>UCSC Genome Browser&lt;/strong>
&lt;ul>
&lt;li>&lt;a href="https://genome.ucsc.edu/" target="_blank" rel="noopener noreferrer">https://genome.ucsc.edu/&lt;/a>
&lt;/li>
&lt;li>Use for: visualization, genome tracks, custom annotations.&lt;/li>
&lt;/ul>
&lt;/li>
&lt;/ul>
&lt;h2 id="protein-structure-and-function" class="anchor-header">Protein, structure, and function &lt;a class="anchor-link" href="#protein-structure-and-function" aria-label="Protein, structure, and function">
&lt;svg xmlns="http://www.w3.org/2000/svg" class="anchor-icon" width="24" height="24" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round">
&lt;path stroke="none" d="M0 0h24v24H0z" fill="none"/>
&lt;path d="M10 14a3.5 3.5 0 0 0 5 0l4 -4a3.5 3.5 0 0 0 -5 -5l-.5 .5" />
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&lt;/svg>
&lt;/a>&lt;/h2>
&lt;ul>
&lt;li>&lt;strong>UniProt&lt;/strong>
&lt;ul>
&lt;li>&lt;a href="https://www.uniprot.org/" target="_blank" rel="noopener noreferrer">https://www.uniprot.org/&lt;/a>
&lt;/li>
&lt;li>Use for: protein sequences, function, and cross references.&lt;/li>
&lt;/ul>
&lt;/li>
&lt;li>&lt;strong>PDB&lt;/strong> (Protein Data Bank)
&lt;ul>
&lt;li>&lt;a href="https://www.rcsb.org/" target="_blank" rel="noopener noreferrer">https://www.rcsb.org/&lt;/a>
&lt;/li>
&lt;li>Use for: 3D protein and nucleic acid structures.&lt;/li>
&lt;/ul>
&lt;/li>
&lt;li>&lt;strong>AlphaFold DB&lt;/strong>
&lt;ul>
&lt;li>&lt;a href="https://alphafold.ebi.ac.uk/" target="_blank" rel="noopener noreferrer">https://alphafold.ebi.ac.uk/&lt;/a>
&lt;/li>
&lt;li>Use for: predicted protein structures.&lt;/li>
&lt;/ul>
&lt;/li>
&lt;li>&lt;strong>InterPro&lt;/strong>
&lt;ul>
&lt;li>&lt;a href="https://www.ebi.ac.uk/interpro/" target="_blank" rel="noopener noreferrer">https://www.ebi.ac.uk/interpro/&lt;/a>
&lt;/li>
&lt;li>Use for: domains, families, and functional analysis.&lt;/li>
&lt;/ul>
&lt;/li>
&lt;/ul>
&lt;h2 id="expression-variation-and-pathways" class="anchor-header">Expression, variation, and pathways &lt;a class="anchor-link" href="#expression-variation-and-pathways" aria-label="Expression, variation, and pathways">
&lt;svg xmlns="http://www.w3.org/2000/svg" class="anchor-icon" width="24" height="24" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round">
&lt;path stroke="none" d="M0 0h24v24H0z" fill="none"/>
&lt;path d="M10 14a3.5 3.5 0 0 0 5 0l4 -4a3.5 3.5 0 0 0 -5 -5l-.5 .5" />
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&lt;/svg>
&lt;/a>&lt;/h2>
&lt;ul>
&lt;li>&lt;strong>GEO&lt;/strong> (Gene Expression Omnibus)
&lt;ul>
&lt;li>&lt;a href="https://www.ncbi.nlm.nih.gov/geo/" target="_blank" rel="noopener noreferrer">https://www.ncbi.nlm.nih.gov/geo/&lt;/a>
&lt;/li>
&lt;li>Use for: microarray and RNA-seq expression datasets.&lt;/li>
&lt;/ul>
&lt;/li>
&lt;li>&lt;strong>GTEx&lt;/strong> (Genotype-Tissue Expression)
&lt;ul>
&lt;li>&lt;a href="https://gtexportal.org/" target="_blank" rel="noopener noreferrer">https://gtexportal.org/&lt;/a>
&lt;/li>
&lt;li>Use for: tissue-specific expression patterns.&lt;/li>
&lt;/ul>
&lt;/li>
&lt;li>&lt;strong>ClinVar&lt;/strong>
&lt;ul>
&lt;li>&lt;a href="https://www.ncbi.nlm.nih.gov/clinvar/" target="_blank" rel="noopener noreferrer">https://www.ncbi.nlm.nih.gov/clinvar/&lt;/a>
&lt;/li>
&lt;li>Use for: variant clinical significance.&lt;/li>
&lt;/ul>
&lt;/li>
&lt;li>&lt;strong>KEGG&lt;/strong>
&lt;ul>
&lt;li>&lt;a href="https://www.kegg.jp/" target="_blank" rel="noopener noreferrer">https://www.kegg.jp/&lt;/a>
&lt;/li>
&lt;li>Use for: pathways, reactions, and pathway maps.&lt;/li>
&lt;/ul>
&lt;/li>
&lt;li>&lt;strong>Reactome&lt;/strong>
&lt;ul>
&lt;li>&lt;a href="https://reactome.org/" target="_blank" rel="noopener noreferrer">https://reactome.org/&lt;/a>
&lt;/li>
&lt;li>Use for: curated biological pathways.&lt;/li>
&lt;/ul>
&lt;/li>
&lt;/ul>
&lt;h2 id="citation-tips" class="anchor-header">Citation tips &lt;a class="anchor-link" href="#citation-tips" aria-label="Citation tips">
&lt;svg xmlns="http://www.w3.org/2000/svg" class="anchor-icon" width="24" height="24" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round">
&lt;path stroke="none" d="M0 0h24v24H0z" fill="none"/>
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&lt;/a>&lt;/h2>
&lt;ul>
&lt;li>Prefer accession numbers over informal dataset names.&lt;/li>
&lt;li>Check the dataset page for a citation or DOI.&lt;/li>
&lt;li>Include database name and version when available.&lt;/li>
&lt;/ul>
&lt;h2 id="suggested-class-activities" class="anchor-header">Suggested class activities &lt;a class="anchor-link" href="#suggested-class-activities" aria-label="Suggested class activities">
&lt;svg xmlns="http://www.w3.org/2000/svg" class="anchor-icon" width="24" height="24" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round">
&lt;path stroke="none" d="M0 0h24v24H0z" fill="none"/>
&lt;path d="M10 14a3.5 3.5 0 0 0 5 0l4 -4a3.5 3.5 0 0 0 -5 -5l-.5 .5" />
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&lt;/svg>
&lt;/a>&lt;/h2>
&lt;ul>
&lt;li>Pick one database and write a short guide: what it stores, how to search it, and how to cite it.&lt;/li>
&lt;li>Compare two sources for the same gene or protein and note differences in annotation.&lt;/li>
&lt;/ul></description></item><item><title>Tools and Environments</title><link>https://computationalbioinformatics.com/resources/tools-environments/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>https://computationalbioinformatics.com/resources/tools-environments/</guid><description>&lt;h1 id="tools-and-environments" class="anchor-header">Tools and Environments &lt;a class="anchor-link" href="#tools-and-environments" aria-label="Tools and Environments">
&lt;svg xmlns="http://www.w3.org/2000/svg" class="anchor-icon" width="24" height="24" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round">
&lt;path stroke="none" d="M0 0h24v24H0z" fill="none"/>
&lt;path d="M10 14a3.5 3.5 0 0 0 5 0l4 -4a3.5 3.5 0 0 0 -5 -5l-.5 .5" />
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&lt;/svg>
&lt;/a>&lt;/h1>
&lt;p>This page describes a recommended setup for course work and a checklist for getting started.&lt;/p>
&lt;h2 id="recommended-software" class="anchor-header">Recommended software &lt;a class="anchor-link" href="#recommended-software" aria-label="Recommended software">
&lt;svg xmlns="http://www.w3.org/2000/svg" class="anchor-icon" width="24" height="24" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round">
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&lt;/svg>
&lt;/a>&lt;/h2>
&lt;ul>
&lt;li>&lt;strong>Miniconda&lt;/strong> or &lt;strong>Mamba&lt;/strong> for package management.
&lt;ul>
&lt;li>&lt;a href="https://docs.conda.io/en/latest/miniconda.html" target="_blank" rel="noopener noreferrer">https://docs.conda.io/en/latest/miniconda.html&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://mamba.readthedocs.io/en/latest/installation.html" target="_blank" rel="noopener noreferrer">https://mamba.readthedocs.io/en/latest/installation.html&lt;/a>
&lt;/li>
&lt;/ul>
&lt;/li>
&lt;li>&lt;strong>Python 3.11+&lt;/strong>
&lt;ul>
&lt;li>Core language for notebooks and scripting.&lt;/li>
&lt;/ul>
&lt;/li>
&lt;li>&lt;strong>Jupyter&lt;/strong> (Lab or Notebook)
&lt;ul>
&lt;li>&lt;a href="https://jupyter.org/" target="_blank" rel="noopener noreferrer">https://jupyter.org/&lt;/a>
&lt;/li>
&lt;/ul>
&lt;/li>
&lt;li>&lt;strong>Git + GitHub&lt;/strong>
&lt;ul>
&lt;li>&lt;a href="https://git-scm.com/" target="_blank" rel="noopener noreferrer">https://git-scm.com/&lt;/a>
&lt;/li>
&lt;li>&lt;a href="https://github.com/" target="_blank" rel="noopener noreferrer">https://github.com/&lt;/a>
&lt;/li>
&lt;/ul>
&lt;/li>
&lt;li>&lt;strong>BLAST&lt;/strong>
&lt;ul>
&lt;li>&lt;a href="https://blast.ncbi.nlm.nih.gov/Blast.cgi" target="_blank" rel="noopener noreferrer">https://blast.ncbi.nlm.nih.gov/Blast.cgi&lt;/a>
&lt;/li>
&lt;/ul>
&lt;/li>
&lt;li>&lt;strong>Biopython&lt;/strong>
&lt;ul>
&lt;li>&lt;a href="https://biopython.org/" target="_blank" rel="noopener noreferrer">https://biopython.org/&lt;/a>
&lt;/li>
&lt;/ul>
&lt;/li>
&lt;/ul>
&lt;h2 id="suggested-environment-checklist" class="anchor-header">Suggested environment checklist &lt;a class="anchor-link" href="#suggested-environment-checklist" aria-label="Suggested environment checklist">
&lt;svg xmlns="http://www.w3.org/2000/svg" class="anchor-icon" width="24" height="24" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round">
&lt;path stroke="none" d="M0 0h24v24H0z" fill="none"/>
&lt;path d="M10 14a3.5 3.5 0 0 0 5 0l4 -4a3.5 3.5 0 0 0 -5 -5l-.5 .5" />
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&lt;/svg>
&lt;/a>&lt;/h2>
&lt;ul>
&lt;li>Install Python and a package manager.&lt;/li>
&lt;li>Create a new environment for this course.&lt;/li>
&lt;li>Install core libraries: &lt;code>biopython&lt;/code>, &lt;code>pandas&lt;/code>, &lt;code>numpy&lt;/code>, &lt;code>matplotlib&lt;/code>.&lt;/li>
&lt;li>Open a notebook and run a short test script.&lt;/li>
&lt;/ul>
&lt;h2 id="example-conda-workflow" class="anchor-header">Example conda workflow &lt;a class="anchor-link" href="#example-conda-workflow" aria-label="Example conda workflow">
&lt;svg xmlns="http://www.w3.org/2000/svg" class="anchor-icon" width="24" height="24" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round">
&lt;path stroke="none" d="M0 0h24v24H0z" fill="none"/>
&lt;path d="M10 14a3.5 3.5 0 0 0 5 0l4 -4a3.5 3.5 0 0 0 -5 -5l-.5 .5" />
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&lt;/svg>
&lt;/a>&lt;/h2>
&lt;div class="highlight">&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;">&lt;code class="language-bash" data-lang="bash">&lt;span style="display:flex;">&lt;span>conda create -n bioinfo python&lt;span style="color:#f92672">=&lt;/span>3.11
&lt;/span>&lt;/span>&lt;span style="display:flex;">&lt;span>conda activate bioinfo
&lt;/span>&lt;/span>&lt;span style="display:flex;">&lt;span>conda install biopython pandas numpy matplotlib
&lt;/span>&lt;/span>&lt;span style="display:flex;">&lt;span>pip install jupyterlab
&lt;/span>&lt;/span>&lt;/code>&lt;/pre>&lt;/div>&lt;h2 id="reproducibility-tips" class="anchor-header">Reproducibility tips &lt;a class="anchor-link" href="#reproducibility-tips" aria-label="Reproducibility tips">
&lt;svg xmlns="http://www.w3.org/2000/svg" class="anchor-icon" width="24" height="24" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round">
&lt;path stroke="none" d="M0 0h24v24H0z" fill="none"/>
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&lt;/svg>
&lt;/a>&lt;/h2>
&lt;ul>
&lt;li>Keep environment files (e.g., &lt;code>environment.yml&lt;/code>).&lt;/li>
&lt;li>Record software versions in reports.&lt;/li>
&lt;li>Use clear file naming and folder structure.&lt;/li>
&lt;/ul>
&lt;h2 id="suggested-class-activity" class="anchor-header">Suggested class activity &lt;a class="anchor-link" href="#suggested-class-activity" aria-label="Suggested class activity">
&lt;svg xmlns="http://www.w3.org/2000/svg" class="anchor-icon" width="24" height="24" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round">
&lt;path stroke="none" d="M0 0h24v24H0z" fill="none"/>
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&lt;/svg>
&lt;/a>&lt;/h2>
&lt;ul>
&lt;li>Set up a new environment and run a short sequence parsing script.&lt;/li>
&lt;/ul></description></item><item><title>Writing Resources</title><link>https://computationalbioinformatics.com/resources/writing/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>https://computationalbioinformatics.com/resources/writing/</guid><description>&lt;p>&lt;img src="https://computationalbioinformatics.com/resources/images/writerinspace.png" alt="writer logo">&lt;/p>
&lt;h4 id="how-can-i-write-better" class="anchor-header">How can I write better? &lt;a class="anchor-link" href="#how-can-i-write-better" aria-label="How can I write better?">
&lt;svg xmlns="http://www.w3.org/2000/svg" class="anchor-icon" width="24" height="24" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round">
&lt;path stroke="none" d="M0 0h24v24H0z" fill="none"/>
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&lt;/a>&lt;/h4>
&lt;p>When completing any assignment in research or in your classes, the quality of your writing is very important. Below are resources that may help you improve clarity, structure, and academic style.&lt;/p>
&lt;hr>
&lt;h4 id="online-resources" class="anchor-header">Online resources &lt;a class="anchor-link" href="#online-resources" aria-label="Online resources">
&lt;svg xmlns="http://www.w3.org/2000/svg" class="anchor-icon" width="24" height="24" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round">
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&lt;/svg>
&lt;/a>&lt;/h4>
&lt;ul>
&lt;li>&lt;strong>Maytum Center for Student Success&lt;/strong>: Writing and Speaking Consultants at Allegheny College&amp;rsquo;s &lt;a href="https://sites.allegheny.edu/studentsuccess/writing-speech/" target="_blank" rel="noopener noreferrer">Writing Center&lt;/a>
&lt;/li>
&lt;li>&lt;strong>University of Maryland&lt;/strong>: &lt;a href="https://www.umgc.edu/current-students/learning-resources/writing-center/online-guide-to-writing/tutorial/chapter4/ch4-06#:~:text=Research%20resources%20are%20found%20in,sources%20found%20on%20the%20Internet." target="_blank" rel="noopener noreferrer">Online Guide to Writing&lt;/a>
&lt;/li>
&lt;/ul></description></item></channel></rss>