A healthy taste of resources available, specifically for this course - not a comprehensive catalog.
Table of Contents |
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Linux/TACC
- Linux fundamentals on this wiki
- Cloud recording of CBRS's Intro to Unix short course, taught by Benni Goetz:
- Cloud recording of CBRS's Intro to TACC short course, taught by Benni Goetz:
Online tutorials:
- Ryan's Linux Tutorial: http://ryanstutorials.net/linuxtutorial/
- Unix and Perl for Biologists: bootcamp for biologists: http://korflab.ucdavis.edu/bootcamp.html
- Unix primer (longer version) for biologists:unix
Community Resources
- SEQAnwers forum - many NGS sequencing questions answered here
- A funny SEQAnwers post about biologists starting to analyze NGS data: http://seqanswers.com/forums/showthread.php?t=4589
- UCSC Genome Browser - visualize and download NGS data (see more below)Galaxy website for online sequencing data analysis
- Broad Institute Integrated Genomcs Viewer (IGV)
- especially good for visualizing BAM file details
- Introduction to Sequence analysis in the Amazon EC2 cloud
- where you can "rent" Linux machines (useful if you don't have access to TACC)
- Galaxy website for online sequencing data analysis
Sequencing Technologies
- Overviews
Technology intros
- Illumina (Solexa) – most common "short" (< 300 bp) read sequencing
- Newer single molecule sequencing
- Single cell sequencing
- Older technologies (less common now)
Life Technologies SOLiD (short reads in "colorspace")
Roche/454 – long (multi-Kb) reads often used in assemblies
- Illumina (Solexa) – most common "short" (< 300 bp) read sequencing
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- Wikipedia FASTQ format page
- Illumina library construction on GSAF user wiki - useful for contaminant detection or adapter removal
- FastQC from Babraham Bioinformatics – http://www.bioinformatics.babraham.ac.uk/projects/fastqc/
- produces nice quality report for FASTQ files
- MultiQC – http://multiqc.info/
- A great tool for consolidating QC multiple QC reports into one HTML page
- Anna's Byte Club tutorial on using MultiQC – https://wikis.utexas.edu/display/bioiteam/Using+MultiQC
- Available on ls5 at
/work/projects/BioITeam/ls5/opt/multiqc-1.0/multiqc
- also needs this $PYTHONPATH modification:
export PYTHONPATH="/work/projects/BioITeam/ls5/lib/python2.7/annab-packages:$PYTHONPATH"
- also needs this $PYTHONPATH modification:
- cutadapt – https://cutadapt.readthedocs.io/en/stable/
- An excellent command line tool for adapter sequence removal
- Good support for trimming paired-end datasets
- Available on ls5 at
/work/projects/BioITeam/ls5/opt/cutadapt-1.10/cutadapt
- also needs this $PYTHONPATH modification:
export PYTHONPATH="/work/projects/BioITeam/ls5/lib/python2.7/site-packages:$PYTHONPATH"
- also needs this $PYTHONPATH modification:
- Script that handles the details of paired-end read trimming
/workwork2/projects/BioITeam/common/script/trim_adapters.sh
- trimmomatic – http://www.usadellab.org/cms/?page=trimmomatic
- Supports trimming paired-end datasets.
- fastx toolkit – http://hannonlab.cshl.edu/fastx_toolkit/
- Suite of command line tools for FASTQ and FASTA analysis and manipulation
- Good for hard clipping. Available at TACC.
- Documentation at: http://hannonlab.cshl.edu/fastx_toolkit/commandline.html
- seqtk – https://github.com/lh3/seqtk
- Suite of command line tools for FASTQ and FASTA analysis and manipulation
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- Gencode – https://www.gencodegenes.org/
- reference genomes, transcriptomes and high-quality annotations for human and mousehttps://www.gencodegenes.org/releases/current.html
- UCSC downloads – http://hgdownload.cse.ucsc.edu/downloads.html
- reference genomes, transcriptomes and high-quality annotations for many eukaryotes
- Ensembl downloads – ftphttp://ftp.ensembl.org/pub/
- reference genomes, transcriptomes and high-quality annotations for many eukaryotes
- NCBI
- RefSeq – https://www.ncbi.nlm.nih.gov/refseq/
- well curated genome, transcriptome sequences
- GenBank – https://www.ncbi.nlm.nih.gov/genbank/
- public repository for sequence data, especially for prokaryotic genomes
- not curated
- RefSeq – https://www.ncbi.nlm.nih.gov/refseq/
- Reference genome vocabulary – https://software.broadinstitute.org/gatk/documentation/article?id=7857
- excellent introduction to the types of genome references and the vocabulary used to describe them
- aimed at higher eukaryotes but vocabulary useful nonethelenonetheless
- excellent introduction to the types of genome references and the vocabulary used to describe them
- GATK blog describing ALT contigs in GRCh38 – https://software.broadinstitute.org/gatk/blog?id=8180
- Support for mapping to ALT contigs containing variants
- bwa mem + bwakit by Heng-Li – https://github.com/lh3/bwa/blob/master/README-alt.md
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- Comparison of different aligners
- by Heng Li, developer of bwa, samtools, and many other bioinformatics tools
- File formats
- input: FASTQ format
- output: the SAM (Sequence Alignment Map) format specification (SAM1.pdf)
- SAM1.pdf – header fields, body fields, flag definitions
- https://github.com/samtools/hts-specs/blob/master/SAMtags.pdf – tag fields
- Aligners
- bwa (Burrows-Wheeler Aligner) by Heng Li – http://bio-bwa.sourceforge.net/
- fast, sensitive and easy to use
- bowtie2 – http://bowtie-bio.sourceforge.net/bowtie2/manual.shtml
- fast, sensitive and extremely configurable
- bwa (Burrows-Wheeler Aligner) by Heng Li – http://bio-bwa.sourceforge.net/
- The BioITeam has some TACC-aware alignment scripts you might find useful:
- bwa alignment
/
workwork2/projects/BioITeam/common/script
/align_bwa_illumina.sh
- bowtie2 alignment
/
workwork2/projects/BioITeam/common/script/
align_bowtie2_illumina.sh
- merging sorted BAM files (read-group aware)
/
workwork2/projects/BioITeam/common/script/
merge_sorted_bams.sh
- also available on many BRCF pods under /mnt/bioi/script.
- email or come talk to Anna if you have questions or problems
- bwa alignment
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- SAM (Sequence Alignment Map) format specification (SAM1.pdf)
- Translate SAM file flags web calculator: http://broadinstitute.github.io/picard/explain-flags.html
- type in a decimal number to see which flags are set
- Translate SAM file flags web calculator: http://broadinstitute.github.io/picard/explain-flags.html
- samtools – by Heng Li
- SAM/BAM conversion, flag filtering, sorting, indexing, duplicate filtering
- older 0.1.xx versions: http://samtools.sourceforge.net/
- newer 1.3+ versions: http://www.htslib.org/
- Picard toolkit – http://broadinstitute.github.io/picard/
- SAM/BAM utilities that are read-group aware
- especially MarkDuplicates for flagging duplicate alignments
- bedtools – http://bedtools.readthedocs.org/en/latest/
- All sub-commands: http://bedtools.readthedocs.io/en/latest/content/bedtools-suite.html
- Swiss army knife for all manner of common BED, BAM, VCF, GFF/GTF file manipulation.
- See BEDTools Overview for some common use cases.
- Available in the TACC module system
- SAMStat - http://samstat.sourceforge.net/
- produces detailed graphical statistics for SAM/BAM files.
File formats and conversion
- SAM format specification – http://samtools.github.io/hts-specs/SAMv1.pdf
- crucial for performing format conversions, of which ChIP-seq analysis can have many
- Genome browser file formats – http://genome.ucsc.edu/FAQ/FAQformat.html
- BED, bedGraph, narrowPeak and many more
- SRA (Sequence Read Archive) from NCBI
- overview on this wiki
- SRA search home page
- SRA Toolkit
- UCSC file format conversion scripts - useful for getting to/from WIG and BED to corresponding binary formats.
- Make sure you download the correct scripts for your operating system!
- Directories containing these tools can be found at TACC:
/work/projects/BioITeam/common/opt/UCSC_utils.2019_09
/work/projects/BioITeam/common/opt/UCSC_utils.2017_07
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