Bioinformatics is an interdisciplinary field that develops methods and software tools for understanding biological data. — Wikipedia
A curated list of awesome Bioinformatics software, resources, and libraries. Mostly command line based, and free or open-source. Please feel free to contribute!
Table of Contents
Package suites gather software packages and installation tools for specific languages or platforms. We have some for bioinformatics software.
- Bioconductor - A plethora of tools for analysis and comprehension of high-throughput genomic data, including 1500+ software packages.
- Biopython - Freely available tools for biological computing in Python, with included cookbook, packaging and thorough documentation. Part of the Open Bioinformatics Foundation. Contains the very useful Entrez package for API access to the NCBI databases.
- Bioconda - A channel for the conda package manager specializing in bioinformatics software. Includes a repository with 3000+ ready-to-install (with
conda install) bioinformatics packages.
Command Line Utilities
- Bioinformatics One Liners - Git repo of useful single line commands.
- bioSyntax - Syntax Highlighting for Computational Biology file formats (SAM, VCF, GTF, FASTA, PDB, etc…) in vim/less/gedit/sublime.
- CSVKit - Utilities for working with CSV/Tab-delimited files.
- csvtk - Another cross-platform, efficient, practical and pretty CSV/TSV toolkit.
- datamash - Data transformations and statistics.
- easy_qsub - Easily submitting PBS jobs with script template. Multiple input files supported.
parallel - General parallelizer that runs jobs in parallel on a single multi-core machine. Here are some example scripts using GNU
- grabix - A wee tool for random access into BGZF files.
- tabix - Table file index.
- wormtable - Write-once-read-many table for large datasets.
- zindex - Create an index on a compressed text file.
Next Generation Sequencing
- Awesome-Pipeline - A list of pipeline resources.
- bcbio-nextgen - Batteries included genomic analysis pipeline for variant and RNA-Seq analysis, structural variant calling, annotation, and prediction.
- BigDataScript - A cross-system scripting language for working with big data pipelines in computer systems of different sizes and capabilities.
- Bpipe - A small language for defining pipeline stages and linking them together to make pipelines.
- Common Workflow Language - a specification for describing analysis workflows and tools that are portable and scalable across a variety of software and hardware environments, from workstations to cluster, cloud, and high performance computing (HPC) environments.
- Cromwell - A Workflow Management System geared towards scientific workflows.
- Galaxy - a popular open-source, web-based platform for data intensive biomedical research. Has several features, from data analysis to workflow management to visualization tools.
- GATK Queue - A pipelining system built to work natively with GATK as well as other high-throughput sequence analysis software.
- Nextflow - A fluent DSL modelled around the UNIX pipe concept, that simplifies writing parallel and scalable pipelines in a portable manner.
- R-Peridot - Customizable pipeline for differential expression analysis with an intuitive GUI.
- Ruffus - Computation Pipeline library for python widely used in science and bioinformatics.
- SeqWare - Hadoop Oozie-based workflow system focused on genomics data analysis in cloud environments.
- Snakemake - A workflow management system in Python that aims to reduce the complexity of creating workflows by providing a fast and comfortable execution environment.
- Workflow Descriptor Language - Workflow standard developed by the Broad.
Sequence Processing includes tasks such as demultiplexing raw read data, and trimming low quality bases.
- AfterQC - Automatic Filtering, Trimming, Error Removing and Quality Control for fastq data
- FastQC - A quality control tool for high throughput sequence data.
- Fastqp - FASTQ and SAM quality control using Python.
- Fastx Tookit - FASTQ/A short-reads pre-processing tools: Demultiplexing, trimming, clipping, quality filtering, and masking utilities.
- MultiQC - Aggregate results from bioinformatics analyses across many samples into a single report.
- SeqKit - A cross-platform and ultrafast toolkit for FASTA/Q file manipulation in Golang.
- seqmagick - file format conversion in Biopython in a convenient way
- Seqtk - Toolkit for processing sequences in FASTA/Q formats.
- smof - UNIX-style FASTA manipulation tools.
De Novo Alignment
- Bowtie 2 - An ultrafast and memory-efficient tool for aligning sequencing reads to long reference sequences.
- BWA - Burrow-Wheeler Aligner for pairwise alignment between DNA sequences.
- freebayes - Bayesian haplotype-based polymorphism discovery and genotyping.
- GATK - Variant Discovery in High-Throughput Sequencing Data.
- samtools/bcftools/htslib - A suite of tools for manipulating next-generation sequencing data.
BAM File Utilities
- Bamtools - Collection of tools for working with BAM files.
- bam toolbox MtDNA:Nuclear Coverage; BAM Toolbox can output the ratio of MtDNA:nuclear coverage, a proxy for mitochondrial content.
- mergesam - Automate common SAM & BAM conversions.
- mosdepth - fast BAM/CRAM depth calculation for WGS, exome, or targeted sequencing
- SAMstat - Displaying sequence statistics for next-generation sequencing.
- Telseq - Telseq is a tool for estimating telomere length from whole genome sequence data.
VCF File Utilities
- bcftools - Set of tools for manipulating VCF files.
- vcfanno - Annotate a VCF with other VCFs/BEDs/tabixed files.
- vcflib - A C++ library for parsing and manipulating VCF files.
- vcftools - VCF manipulation and statistics (e.g. linkage disequilibrium, allele frequency, Fst).
GFF BED File Utilities
- gffutils - GFF and GTF file manipulation and interconversion.
- BEDOPS - The fast, highly scalable and easily-parallelizable genome analysis toolkit.
- Bedtools2 - A Swiss Army knife for genome arithmetic.
- Bam Surgeon - Tools for adding mutations to existing
.bam files, used for testing mutation callers.
- wgsim - Comes with samtools! - Reads simulator.
Variant Filtering / Quality Control
- SIFT - Predicts whether an amino acid substitution affects protein function.
- SnpEff - Genetic variant annotation and effect prediction toolbox.
- cruzdb - Pythonic access to the UCSC Genome database.
- pyensembl - Pythonic Access to the Ensembl database.
- bioservices - Access to Biological Web Services from Python.
Genome Browsers / Gene Diagrams
The following tools can be used to visualize genomic data or for constructing customized visualizations of genomic data including sequence data from DNA-Seq, RNA-Seq, and ChIP-Seq, variants, and more.
- Squiggle - Easy-to-use DNA sequence visualization tool that turns FASTA files into browser-based visualizations.
- biodalliance - Embeddable genome viewer. Integration data from a wide variety of sources, and can load data directly from popular genomics file formats including bigWig, BAM, and VCF.
- Circleator - Flexible circular visualization of genome-associated data with BioPerl and SVG.
- IGV js - Java-based browser. Fast, efficient, scalable visualization tool for genomics data and annotations. Handles a large variety of formats.
- PHAT - Point and click, cross platform suite for analysing and visualizing next-generation sequencing datasets.
- Lucid Align - A modern sequence alignment viewer
- Circos - Perl package for circular plots, which are well suited for genomic rearrangements.
- ClicO FS - An interactive web-based service of Circos.
- OmicCircos - R package for circular plots for omics data.
- J-Circos - A Java application for doing interactive work with circos plots.
- rCircos - R package for circular plots.
Becoming a Bioinformatician
Bioinformatics on GitHub
- Next-Generation Sequencing Technologies - Elaine Mardis (2014) [1:34:35] - Excellent (technical) overview of next-generation and third-generation sequencing technologies, along with some applications in cancer research.
- Annotated bibliography of *Seq assays - List of ~100 papers on various sequencing technologies and assays ranging from transcription to transposable element discovery.
- For all you seq… (PDF) (3456x5471) - Massive infographic by Illumina on illustrating how many sequencing techniques work. Techniques cover protein-protein interactions, RNA transcription, RNA-protein interactions, RNA low-level detection, RNA modifications, RNA structure, DNA rearrangements and markers, DNA low-level detection, epigenetics, and DNA-protein interactions. References included.
- Review papers on RNA-seq (Biostars) - Includes lots of seminal papers on RNA-seq and analysis methods.
- Informatics for RNA-seq: A web resource for analysis on the cloud - Educational resource on performing RNA-seq analysis in the cloud using Amazon AWS cloud services. Topics include preparing the data, preprocessing, differential expression, isoform discovery, data visualization, and interpretation.
- RNA-seqlopedia - RNA-seqlopedia provides an awesome overview of RNA-seq and of the choices necessary to carry out a successful RNA-seq experiment.
- A survey of best practices for RNA-seq data analysis - Gives awesome roadmap for RNA-seq computational analyses, including challenges/obstacles and things to look out for, but also how you might integrate RNA-seq data with other data types.
- Stories from the Supplement [46:39] - Dr. Lior Pachter shares his stories from the supplement for well-known RNA-seq analysis software CuffDiff and Cufflinks and explains some of their methodologies.
- List of RNA-seq Bioinformatics Tools - Extensive list on Wikipedia of RNA-seq bioinformatics tools needed in analysis, ranging from all parts of an analysis pipeline from quality control, alignment, splice analysis, and visualizations.
- RNA-seq Analysis - @crazyhottommy’s notes on various steps and considerations when doing RNA-seq analysis.
YouTube Channels and Playlists
- Current Topics in Genome Analysis 2016 - Excellent series of fourteen lectures given at NIH about current topics in genomics ranging from sequence analysis, to sequencing technologies, and even more translational topics such as genomic medicine.
- GenomeTV - “GenomeTV is NHGRI’s collection of official video resources from lectures, to news documentaries, to full video collections of meetings that tackle the research, issues and clinical applications of genomic research.”
- Leading Strand - Keynote lectures from Cold Spring Harbor Laboratory (CSHL) Meetings. More on The Leading Strand.
- Genomics, Big Data and Medicine Seminar Series - “Our seminars are dedicated to the critical intersection of GBM, delving into ‘bleeding edge’ technology and approaches that will deeply shape the future.”
- Rafael Irizarry’s Channel - Dr. Rafael Irizarry’s lectures and academic talks on statistics for genomics.
- NIH VideoCasting and Podcasting - “NIH VideoCast broadcasts seminars, conferences and meetings live to a world-wide audience over the Internet as a real-time streaming video.” Not exclusively genomics and bioinformatics video but many great talks on domain specific use of bioinformatics and genomics.
- ACGT - Dr. Keith Bradnam writes about this “thoughts on biology, genomics, and the ongoing threat to humanity from the bogus use of bioinformatics acroynums.”
- Opiniomics - Dr. Mick Watson write on bioinformatics, genomes, and biology.
- Bits of DNA - Dr. Lior Pachter writes review and commentary on computational biology.
- it is NOT junk - Dr. Michael Eisen writes “a blog about genomes, DNA, evolution, open science, baseball and other important things”