|
| 1 | ++++ |
| 2 | +title = "Bioinformatics" |
| 3 | ++++ |
| 4 | + |
| 5 | +# Bioinformatics |
| 6 | + |
| 7 | +The [BioJulia](https://github.com/biojulia) organization collects a lot of great packages related to bioinformatics. |
| 8 | + |
| 9 | +## Bio.jl is Deprecated |
| 10 | + |
| 11 | +Note that the [Bio.jl](https://github.com/BioJulia/Bio.jl) package is deprecated. |
| 12 | +In [this blogpost](https://biojulia.dev/posts/biojl/), the main developer of Bio.jl, describes where the functionality has gone: |
| 13 | + |
| 14 | + |
| 15 | +* Bio.Seq became [BioSequences.jl](https://github.com/BioJulia/BioSequences.jl/) |
| 16 | +* Bio.Align became [BioAlignments.jl](https://github.com/BioJulia/BioAlignments.jl/) |
| 17 | +* Bio.Intervals became [GenomicFeatures.jl](https://github.com/BioJulia/GenomicFeatures.jl/) |
| 18 | +* Bio.Structure became [BioStructures.jl](https://github.com/BioJulia/BioStructures.jl/) |
| 19 | +* Bio.Var became [GeneticVariation.jl](https://github.com/BioJulia/GeneticVariation.jl/) |
| 20 | +* Bio.Phylo became [Phylogenies.jl](https://github.com/BioJulia/Phylogenies.jl/) |
| 21 | +* Bio.Services became [BioServices.jl](https://github.com/BioJulia/BioServices.jl/) |
| 22 | +* Bio.Tools became [BioTools.jl](https://github.com/BioJulia/BioTools.jl/) (now archived) |
| 23 | + |
| 24 | +# File Parsers |
| 25 | + |
| 26 | +An important task in bioinformatics is parsing files in various standard formats. |
| 27 | +Here we list some file formats and packages with parsers: |
| 28 | + |
| 29 | +| Format | Extensions | Description | Packages | |
| 30 | +|-----------------------------------------------------------------------------------------|------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------| |
| 31 | +| [FASTA](https://en.wikipedia.org/wiki/FASTA_format) | .fas, .fasta, .fa | DNA or protein sequences without annotations | [FASTX](https://github.com/BioJulia/FASTX.jl) | |
| 32 | +| [FASTQ](https://en.wikipedia.org/wiki/FASTQ_format) | .fq, .fastq | DNA sequences with quality information | [FASTX](https://github.com/BioJulia/FASTX.jl) | |
| 33 | +| [GENBANK](https://en.wikipedia.org/wiki/GenBank) | .gb, .gbk | DNA or protein sequences with annotations | [GenomicAnnotations.jl](https://github.com/BioJulia/GenomicAnnotations.jl) | |
| 34 | +| EMBL | .embl | DNA or protein sequences with annotations | [GenomicAnnotations.jl](https://github.com/BioJulia/GenomicAnnotations.jl) | |
| 35 | +| [SAM](https://en.wikipedia.org/wiki/SAM_(file_format)) | .sam | Aligned DNA sequences (typically from read mapping). Text based. | [XAM.jl](https://github.com/BioJulia/XAM.jl) | |
| 36 | +| [BAM](https://en.wikipedia.org/wiki/BAM_(file_format)) | .bam | Aligned DNA sequences (typically from read mapping). Binary. | [XAM.jl](https://github.com/BioJulia/XAM.jl) | |
| 37 | +| [PDB](https://en.wikipedia.org/wiki/Protein_Data_Bank_(file_format)) | .pdb | Protein 3D structure. | [BioStructures.jl](https://github.com/BioJulia/BioStructures.jl), [MIToS](https://github.com/diegozea/MIToS.jl) | |
| 38 | +| [mmCIF](https://en.wikipedia.org/wiki/Macromolecular_Crystallographic_Information_File) | | Macromolecular Crystallographic Information File (mmCIF) also known as PDBx/mmCIF is a standard text file format for representing macromolecular structure data | [BioStructures.jl](https://github.com/BioJulia/BioStructures.jl), [MIToS](https://github.com/diegozea/MIToS.jl) | |
| 39 | +| [MMTF](https://github.com/rcsb/mmtf) | | MacroMolecular Transmission Format (MMTF) is a binary encoding of biological structures. | [BioStructures.jl](https://github.com/BioJulia/BioStructures.jl) | |
| 40 | +| [DSSP](https://github.com/PDB-REDO/dssp) | | Protein Secondary Structure | [ProteinSecondaryStructures.jl](https://github.com/BioJulia/ProteinSecondaryStructures.jl) | |
| 41 | +| [STRIDE](https://webclu.bio.wzw.tum.de/stride/) | | Protein Secondary Structure | [ProteinSecondaryStructures.jl](https://github.com/BioJulia/ProteinSecondaryStructures.jl) | |
| 42 | +| [PAF](https://github.com/slimsuite/pafscaff) | .paf | Pairwise mApping Format. | [PairwiseMappingFormat.jl](https://github.com/BioJulia/PairwiseMappingFormat.jl) | |
| 43 | +| [Stockholm](https://en.wikipedia.org/wiki/Stockholm_format) | .sto, .stk, .stockholm | Stockholm format is a multiple sequence alignment format used by Pfam, Rfam and Dfam | [MIToS.jl](https://github.com/diegozea/MIToS.jl) | |
| 44 | +| [A3M](https://en.wikipedia.org/wiki/FASTA_format) | .fas | A2M/A3M are a family of FASTA-derived formats used for sequence alignments | [MIToS.jl](https://github.com/diegozea/MIToS.jl) | |
| 45 | +| [PIR](https://www.bioinformatics.nl/tools/crab_pir.html) | .pir | Multiple sequence alignment format | [MIToS.jl](https://github.com/diegozea/MIToS.jl) | |
| 46 | + |
| 47 | +# Data Structures |
| 48 | + |
| 49 | +The basic data structures for representing DNA, RNA and protein sequences are in [BioSequences.jl](https://github.com/BioJulia/BioSequences.jl) |
| 50 | + |
| 51 | +# Pairwise Sequence Alignments |
| 52 | + |
| 53 | +A core task in bioinformatics is aligning sequences. |
| 54 | +This can be done with [BioAlignments.jl](https://github.com/BioJulia/BioAlignments.jl) which includes algorithms for the following pairwise alignment types: |
| 55 | + |
| 56 | +* GlobalAlignment: global-to-global alignment |
| 57 | +* SemiGlobalAlignment: local-to-global alignment |
| 58 | +* LocalAlignment: local-to-local alignment |
| 59 | +* OverlapAlignment: end-free alignment |
| 60 | + |
| 61 | +# Multiple Sequence Alignment (MSA) |
| 62 | + |
| 63 | +I'm not aware of tools in Julia to compute multiple sequence alignment, but [MIToS.jl](https://github.com/diegozea/MIToS.jl) can read the most common MSA formats: stockholm, FASTA, A3M, A2M, PIR or Raw format |
| 64 | + |
| 65 | +# Package descriptions |
| 66 | + |
| 67 | +## BioSequences.jl |
| 68 | +{{badge BioSequences}} |
| 69 | +> Biological sequences for the julia language |
| 70 | +[BioSequences.jl](https://github.com/BioJulia/BioSequences.jl/) BioSequences provides data types and methods for common operations with biological sequences, including DNA, RNA, and amino acid sequences. |
| 71 | + |
| 72 | +It can do sequence search and pattern matching in sequences, and compute simple sequence statistics. |
| 73 | + |
| 74 | +## BioAlignments.jl |
| 75 | +{{badge BioAlignments}} |
| 76 | +> Sequence alignment tools |
| 77 | +[BioAlignments.jl](https://github.com/BioJulia/BioAlignments.jl/) provides sequence alignment algorithms and data structures. |
| 78 | +It includes algorithms for the following pairwise alignment types: |
| 79 | + |
| 80 | +* GlobalAlignment: global-to-global alignment |
| 81 | +* SemiGlobalAlignment: local-to-global alignment |
| 82 | +* LocalAlignment: local-to-local alignment |
| 83 | +* OverlapAlignment: end-free alignment |
| 84 | + |
| 85 | +## GenomicFeatures.jl |
| 86 | +{{badge GenomicFeatures}} |
| 87 | +> Tools for genomic features in Julia. |
| 88 | +[GenomicFeatures.jl](https://github.com/BioJulia/GenomicFeatures.jl/) |
| 89 | + |
| 90 | +## GenomicAnnotations.jl |
| 91 | +{{badge GenomicAnnotations}} |
| 92 | +> GenomicAnnotations is a package for reading, modifying, and writing genomic annotations in the GenBank, GFF3, GFF2/GTF, and EMBL file formats. |
| 93 | +[GenomicAnnotations.jl](https://github.com/BioJulia/GenomicAnnotations.jl) |
| 94 | + |
| 95 | +## BioStructures.jl |
| 96 | +> A Julia package to read, write and manipulate macromolecular structures |
| 97 | +{{badge BioStructures}} |
| 98 | +[BioStructures.jl](https://github.com/BioJulia/BioStructures.jl/) |
| 99 | + |
| 100 | +From the package README: |
| 101 | + |
| 102 | +BioStructures provides functionality to read, write and manipulate |
| 103 | +macromolecular structures, in particular proteins. |
| 104 | +[Protein Data Bank](https://www.rcsb.org/pdb/home/home.do) (PDB), mmCIF and MMTF |
| 105 | +format files can be read in to a hierarchical data structure. Spatial |
| 106 | +calculations and functions to access the PDB are also provided. |
| 107 | +It compares favourably in terms of performance to other PDB parsers - |
| 108 | +see some [benchmarks online](https://github.com/jgreener64/pdb-benchmarks) - and |
| 109 | +should be lightweight enough to build other packages on top of. |
| 110 | + |
| 111 | +## GeneticVariation.jl |
| 112 | +{{badge GeneticVariation}} |
| 113 | +> Datastructures and algorithms for working with genetic variation |
| 114 | +[GeneticVariation.jl](https://github.com/BioJulia/GeneticVariation.jl/) |
| 115 | + |
| 116 | +From the package README: |
| 117 | + |
| 118 | +GeneticVariation provides types and methods for working with datasets of genetic variation. It provides a VCF and BCF parser, as well as methods for working with variation in sequences such as evolutionary distance computation, and counting different mutation types. |
| 119 | + |
| 120 | +## Phylogenies.jl |
| 121 | +{{badge Phylogenies}} |
| 122 | +> The BioJulia package for working with phylogenetic trees and geneologies. |
| 123 | +[Phylogenies.jl](https://github.com/BioJulia/Phylogenies.jl/) |
| 124 | + |
| 125 | +This looks stale. |
| 126 | + |
| 127 | +From the package README: |
| 128 | + |
| 129 | +A julia package providing an abstract type and interface for phylogenies, a concrete phylogeny type implementation, and higher-level methods for working with phylogenies. |
| 130 | + |
| 131 | +In development. |
| 132 | + |
| 133 | + |
| 134 | +## GenomeGraphs.jl |
| 135 | +{{badge GenomeGraphs}} |
| 136 | +> A modern genomics framework for julia |
| 137 | +[GenomeGraphs.jl](https://github.com/BioJulia/GenomeGraphs.jl) |
| 138 | + |
| 139 | +From the package README: |
| 140 | + |
| 141 | +GenomeGraphs provides a representation of sequence graphs. Such graphs represent genome assemblies and population graphs of genotypes/haplotypes and variation. |
| 142 | + |
| 143 | + |
| 144 | +## BioServices.jl |
| 145 | +{{badge BioServices}} |
| 146 | +> Julia interface to APIs for various bio-related web services |
| 147 | +[BioServices.jl](https://github.com/BioJulia/BioServices.jl/) |
| 148 | + |
| 149 | +## NCBIBlast.jl |
| 150 | +{{badge NCBIBlast}} |
| 151 | +> Thin wrapper around NCBI's BLAST+ CLI https://www.ncbi.nlm.nih.gov/books/NBK569856/ |
| 152 | +[NCBIBlast.jl](https://github.com/BioJulia/NCBIBlast.jl/) |
| 153 | + |
| 154 | +From the package README: |
| 155 | + |
| 156 | +This package is a thin wrapper around the Basic Local Alignment Search Tool CLI, better known as BLAST, developed by the National Center for Biotechnology Information (NCBI). |
| 157 | + |
| 158 | +For now, this uses CondaPkg.jl to install BLAST+. |
| 159 | + |
| 160 | +## FASTX.jl |
| 161 | +{{badge FASTX}} |
| 162 | +> Parse and process FASTA and FASTQ formatted files of biological sequences. |
| 163 | +[FASTX](https://github.com/BioJulia/FASTX.jl) |
| 164 | + |
| 165 | +FASTX provides I/O and utilities for manipulating FASTA and FASTQ, formatted sequence data files. |
| 166 | + |
| 167 | +## XAM.jl |
| 168 | +{{badge XAM}} |
| 169 | +> Parse and process FASTA and FASTQ formatted files of biological sequences. |
| 170 | +[XAM.jl](https://github.com/BioJulia/XAM.jl) |
| 171 | + |
| 172 | +FASTX provides I/O and utilities for manipulating FASTA and FASTQ, formatted sequence data files. |
| 173 | + |
| 174 | +## PairwiseMappingFormat.jl |
| 175 | +{{badge PairwiseMappingFormat}} |
| 176 | +> Parser for the PAF format in bioinformatics |
| 177 | +[PairwiseMappingFormat.jl](https://github.com/BioJulia/PairwiseMappingFormat.jl) |
| 178 | + |
| 179 | +PairwiseMappingFormat.jl provide a parser for Pairwise Mapping Format (PAF) files. PAF is a simple, tab-delimited format created by programs such as minimap2. |
| 180 | + |
| 181 | +## ProteinSecondaryStructures.jl |
| 182 | +{{badge ProteinSecondaryStructures}} |
| 183 | +> Wrapper to protein secondary structure calculation packages |
| 184 | +[ProteinSecondaryStructures.jl](https://github.com/BioJulia/ProteinSecondaryStructures.jl) |
| 185 | + |
| 186 | +From the package README: |
| 187 | + |
| 188 | +This package parses [STRIDE]( http://webclu.bio.wzw.tum.de/stride/) and [DSSP](https://github.com/PDB-REDO/dssp) secondary structure prediction outputs, to make them convenient to use from Julia, particularly for the analysis of MD simulations. |
| 189 | + |
| 190 | + |
| 191 | +## BioMakie.jl |
| 192 | +{{badge BioMakie}} |
| 193 | +> Plotting and interface tools for biology. |
| 194 | +[BioMakie.jl](https://github.com/BioJulia/BioMakie.jl) |
| 195 | + |
| 196 | +[BioMakie.jl](https://github.com/BioJulia/BioMakie.jl) has functions to visualize |
| 197 | + |
| 198 | +* Protein 3D structures |
| 199 | +* Multiple Sequence Alignments |
| 200 | + |
| 201 | +## MIToS.jl |
| 202 | +{{badge MIToS}} |
| 203 | +> A Julia package to analyze protein sequences, structures, and evolutionary information |
| 204 | +[MIToS](https://github.com/diegozea/MIToS.jl) |
| 205 | + |
| 206 | +From the package README: |
| 207 | + |
| 208 | +MIToS provides a comprehensive suite of tools for the analysis of protein sequences and structures. |
| 209 | +It allows working with **Multiple Sequence Alignments (MSAs)** to obtain evolutionary information in the Julia language [1]. |
| 210 | +In particular, it eases the analysis of coevoling position in an MSA using **Mutual Information (MI)**, a measure of covariation. |
| 211 | +MI-derived scores are good predictors of inter-residue contacts in a protein structure and functional sites in proteins [2,3]. |
| 212 | +To allow such analysis, MIToS also implements several useful tools for working with protein structures, such as those available in the **Protein Data Bank (PDB)** or predicted by AlphaFold 2. |
| 213 | + |
| 214 | +# Star History |
| 215 | +{{star_history BioSequences BioAlignments GenomicFeatures BioStructures GeneticVariation Phylogenies GenomeGraphs BioServices NCBIBlast FASTX XAM PairwiseMappingFormat ProteinSecondaryStructures BioMakie MIToS}} |
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