An Introduction to Rbowtie2 (2024)

All package functions mentioned in this subsection use the binary of Bowtie2. Note that Bowtie2 is support 64bit R.

Build Bowtie2 Index

Before aligning reads, bowtie2 index should be build. refs is a character vector of fasta reference file paths. A prefix of bowtie index should be set to argument bt2Index. Then, 6 index files with .bt2 file name extension will be created with bt2Index prefix.

td <- tempdir()refs <- dir(system.file(package="Rbowtie2", "extdata", "bt2","refs"),full=TRUE)(cmdout<-bowtie2_build(references=refs, bt2Index=file.path(td, "lambda_virus"), "--threads 4 --quiet", overwrite=TRUE))
## arguments 'show.output.on.console', 'minimized' and 'invisible' are for Windows only
## character(0)

Additional Arguments of Bowtie Build

If you need to set additional arguments like “–threads 4 –quiet” above, you can call function below to print all options available. The fixed arguments references, bt2Index are invalid.

bowtie2_build_usage()
## arguments 'show.output.on.console', 'minimized' and 'invisible' are for Windows only
## [1] "Bowtie 2 version 2.4.4 by Ben Langmead (langmea@cs.jhu.edu, www.cs.jhu.edu/~langmea)"## [2] "Usage: bowtie2-build [options]* <reference_in> <bt2_index_base>" ## [3] " reference_in comma-separated list of files with ref sequences" ## [4] " bt2_index_base write bt2 data to files with this dir/basename" ## [5] "*** Bowtie 2 indexes work only with v2 (not v1). Likewise for v1 indexes. ***" ## [6] "Options:" ## [7] " -f reference files are Fasta (default)" ## [8] " -c reference sequences given on cmd line (as" ## [9] " <reference_in>)" ## [10] " --large-index force generated index to be 'large', even if ref" ## [11] " has fewer than 4 billion nucleotides" ## [12] " --debug use the debug binary; slower, assertions enabled" ## [13] " --sanitized use sanitized binary; slower, uses ASan and/or UBSan" ## [14] " --verbose log the issued command" ## [15] " -a/--noauto disable automatic -p/--bmax/--dcv memory-fitting" ## [16] " -p/--packed use packed strings internally; slower, less memory" ## [17] " --bmax <int> max bucket sz for blockwise suffix-array builder" ## [18] " --bmaxdivn <int> max bucket sz as divisor of ref len (default: 4)" ## [19] " --dcv <int> diff-cover period for blockwise (default: 1024)" ## [20] " --nodc disable diff-cover (algorithm becomes quadratic)" ## [21] " -r/--noref don't build .3/.4 index files" ## [22] " -3/--justref just build .3/.4 index files" ## [23] " -o/--offrate <int> SA is sampled every 2^<int> BWT chars (default: 5)" ## [24] " -t/--ftabchars <int> # of chars consumed in initial lookup (default: 10)" ## [25] " --threads <int> # of threads" ## [26] " --seed <int> seed for random number generator" ## [27] " -q/--quiet verbose output (for debugging)" ## [28] " -h/--help print detailed description of tool and its options" ## [29] " --usage print this usage message" ## [30] " --version print version information and quit"

Bowtie2 Alignment

The variable reads_1 and reads_1 are preprocessed reads file paths. With bowtie2 index, reads will be mapped to reference by calling bowtie2. The result is saved in a sam file whose path is set to output

reads_1 <- system.file(package="Rbowtie2", "extdata", "bt2", "reads", "reads_1.fastq")reads_2 <- system.file(package="Rbowtie2", "extdata", "bt2", "reads", "reads_2.fastq")if(file.exists(file.path(td, "lambda_virus.1.bt2"))){ (cmdout<-bowtie2_samtools(bt2Index = file.path(td, "lambda_virus"), output = file.path(td, "result"), outputType = "sam", seq1=reads_1, seq2=reads_2, overwrite=TRUE, bamFile = NULL, "--threads 3")) head(readLines(file.path(td, "result.sam")))}
## arguments 'show.output.on.console', 'minimized' and 'invisible' are for Windows only
## [1] "@HD\tVN:1.0\tSO:unsorted" ## [2] "@SQ\tSN:gi|9626243|ref|NC_001416.1|\tLN:48502" ## [3] "@PG\tID:bowtie2\tPN:bowtie2\tVN:2.4.4\tCL:\"/tmp/RtmpUxBONc/Rinstfc76268195eef/Rbowtie2/bowtie2-align-s --wrapper basic-0 --threads 3 -x /tmp/RtmpqMpVur/lambda_virus -S /tmp/RtmpqMpVur/result.sam -1 /tmp/RtmpUxBONc/Rinstfc76268195eef/Rbowtie2/extdata/bt2/reads/reads_1.fastq -2 /tmp/RtmpUxBONc/Rinstfc76268195eef/Rbowtie2/extdata/bt2/reads/reads_2.fastq\"" ## [4] "r1\t99\tgi|9626243|ref|NC_001416.1|\t18401\t42\t122M\t=\t18430\t227\tTGAATGCGAACTCCGGGACGCTCAGTAATGTGACGATAGCTGAAAACTGTACGATAAACNGTACGCTGAGGGCAGAAAAAATCGTCGGGGACATTNTAAAGGCGGCGAGCGCGGCTTTTCCG\t+\"@6<:27(F&5)9)\"B:%B+A-%5A?2$HCB0B+0=D<7E/<.03#!.F77@6B==?C\"7>;))%;,3-$.A06+<-1/@@?,26\">=?*@'0;$:;??G+:#+(A?9+10!8!?()?7C>\tAS:i:-5\tXN:i:0\tXM:i:3\tXO:i:0\tXG:i:0\tNM:i:3\tMD:Z:59G13G21G26\tYS:i:-4\tYT:Z:CP" ## [5] "r1\t147\tgi|9626243|ref|NC_001416.1|\t18430\t42\t198M\t=\t18401\t-227\tGTGACGATAGCTGAAAACTGTACGATAAACGGTACGCTGAGGGCGGAAAAAATCGTCGGGGACATNGTANAGGCGGCGAGCGCGGCTTTNCCGCGCCAGCGTGAAAGCAGTGTGGACTGGCCGTCAGGTACCCGTACTGTCACCGTGACCGATGACCATCCTTTTGATCGCCAGATAGTGGTGCTTCCGCTGACGTTN\tB+9+D)1\"7>:@=D&D0@:@7:10@;<CA9>('A5D*G0@>!6%+,B<(%@#+8$@$+!-1=1::@:;99E((>--9H>H))\"?8&4-9#C:E*#&?D@6!;6'-@&$3>2.11,?AG9?-:?CBA.?1#+!0$@?C'*=B#/&:F&/-,E<>-F#++)/B0:2!E;.D8&?9;+G/2;E=>*<5@94H8CA9&F$?&\tAS:i:-4\tXN:i:0\tXM:i:4\tXO:i:0\tXG:i:0\tNM:i:4\tMD:Z:65T3A19T107T0\tYS:i:-5\tYT:Z:CP" ## [6] "r2\t99\tgi|9626243|ref|NC_001416.1|\t8886\t42\t275M\t=\t8973\t275\tNTTNTGATGCGGGCTTGTGGAGTTCAGCCGATCTGACTTATGTCATTACCTATGAAATGTGAGGACGCTATGCCTGTACCAAATCCTACAATGCCGGTGAAAGGTGCCGGGATCACCCTGTGGGTTTATAAGGGGATCGGTGACCCCTACGCGAATCCGCTTTCAGACGTTGACTGGTCGCGTCTGGCAAAAGTTAAAGACCTGACGCCCGGCGAACTGACCGCTGAGNCCTATGACGACAGCTATCTCGATGATGAAGATGCAGACTGGACTGC\t(#!!'+!$\"\"%+(+)'%)%!+!(&++)''\"#\"#&#\"!'!(\"%'\"\"(\"+&%$%*%%#$%#%#!)*'(#\")(($&$'&%+&#%*)*#*%*')(%+!%%*\"$%\"#+)$&&+)&)*+!\"*)!*!(\"&&\"*#+\"&\"'(%)*(\"'!$*!!%$&&&$!!&&\"(*\"$&\"#&!$%'%\"#)$#+%*+)!&*)+(\"\"#!)!%*#\"*)*')&\")($+*%%)!*)!('(%\"\"+%\"$##\"#+(('!*(($*'!\"*('\"+)&%#&$+('**$$&+*&!#%)')'(+(!%+\tAS:i:-14\tXN:i:0\tXM:i:8\tXO:i:0\tXG:i:0\tNM:i:8\tMD:Z:0A0C0G0A108C23G9T81T46\tYS:i:-5\tYT:Z:CP"

Additional Arguments and Version of Bowtie2 Aligner

If you need to set additional arguments like “–threads 3” above, you can call function below to print all options available. The fixed arguments like bt2Index, samOutput and seq1 etc. are invalid.

bowtie2_usage()
## arguments 'show.output.on.console', 'minimized' and 'invisible' are for Windows only
## [1] "Bowtie 2 version 2.4.4 by Ben Langmead (langmea@cs.jhu.edu, www.cs.jhu.edu/~langmea)" ## [2] "Usage: " ## [3] " bowtie2 [options]* -x <bt2-idx> {-1 <m1> -2 <m2> | -U <r> | --interleaved <i> | -b <bam>} [-S <sam>]"## [4] "" ## [5] " <bt2-idx> Index filename prefix (minus trailing .X.bt2)." ## [6] " NOTE: Bowtie 1 and Bowtie 2 indexes are not compatible." ## [7] " <m1> Files with #1 mates, paired with files in <m2>." ## [8] " Could be gzip'ed (extension: .gz) or bzip2'ed (extension: .bz2)." ## [9] " <m2> Files with #2 mates, paired with files in <m1>." ## [10] " Could be gzip'ed (extension: .gz) or bzip2'ed (extension: .bz2)." ## [11] " <r> Files with unpaired reads." ## [12] " Could be gzip'ed (extension: .gz) or bzip2'ed (extension: .bz2)." ## [13] " <i> Files with interleaved paired-end FASTQ/FASTA reads" ## [14] " Could be gzip'ed (extension: .gz) or bzip2'ed (extension: .bz2)." ## [15] " <bam> Files are unaligned BAM sorted by read name." ## [16] " <sam> File for SAM output (default: stdout)" ## [17] "" ## [18] " <m1>, <m2>, <r> can be comma-separated lists (no whitespace) and can be" ## [19] " specified many times. E.g. '-U file1.fq,file2.fq -U file3.fq'." ## [20] "" ## [21] "Options (defaults in parentheses):" ## [22] "" ## [23] " Input:" ## [24] " -q query input files are FASTQ .fq/.fastq (default)" ## [25] " --tab5 query input files are TAB5 .tab5" ## [26] " --tab6 query input files are TAB6 .tab6" ## [27] " --qseq query input files are in Illumina's qseq format" ## [28] " -f query input files are (multi-)FASTA .fa/.mfa" ## [29] " -r query input files are raw one-sequence-per-line" ## [30] " -F k:<int>,i:<int> query input files are continuous FASTA where reads" ## [31] " are substrings (k-mers) extracted from a FASTA file <s>" ## [32] " and aligned at offsets 1, 1+i, 1+2i ... end of reference" ## [33] " -c <m1>, <m2>, <r> are sequences themselves, not files" ## [34] " -s/--skip <int> skip the first <int> reads/pairs in the input (none)" ## [35] " -u/--upto <int> stop after first <int> reads/pairs (no limit)" ## [36] " -5/--trim5 <int> trim <int> bases from 5'/left end of reads (0)" ## [37] " -3/--trim3 <int> trim <int> bases from 3'/right end of reads (0)" ## [38] " --trim-to [3:|5:]<int> trim reads exceeding <int> bases from either 3' or 5' end" ## [39] " If the read end is not specified then it defaults to 3 (0)" ## [40] " --phred33 qualities are Phred+33 (default)" ## [41] " --phred64 qualities are Phred+64" ## [42] " --int-quals qualities encoded as space-delimited integers" ## [43] "" ## [44] " Presets: Same as:" ## [45] " For --end-to-end:" ## [46] " --very-fast -D 5 -R 1 -N 0 -L 22 -i S,0,2.50" ## [47] " --fast -D 10 -R 2 -N 0 -L 22 -i S,0,2.50" ## [48] " --sensitive -D 15 -R 2 -N 0 -L 22 -i S,1,1.15 (default)" ## [49] " --very-sensitive -D 20 -R 3 -N 0 -L 20 -i S,1,0.50" ## [50] "" ## [51] " For --local:" ## [52] " --very-fast-local -D 5 -R 1 -N 0 -L 25 -i S,1,2.00" ## [53] " --fast-local -D 10 -R 2 -N 0 -L 22 -i S,1,1.75" ## [54] " --sensitive-local -D 15 -R 2 -N 0 -L 20 -i S,1,0.75 (default)" ## [55] " --very-sensitive-local -D 20 -R 3 -N 0 -L 20 -i S,1,0.50" ## [56] "" ## [57] " Alignment:" ## [58] " -N <int> max # mismatches in seed alignment; can be 0 or 1 (0)" ## [59] " -L <int> length of seed substrings; must be >3, <32 (22)" ## [60] " -i <func> interval between seed substrings w/r/t read len (S,1,1.15)" ## [61] " --n-ceil <func> func for max # non-A/C/G/Ts permitted in aln (L,0,0.15)" ## [62] " --dpad <int> include <int> extra ref chars on sides of DP table (15)" ## [63] " --gbar <int> disallow gaps within <int> nucs of read extremes (4)" ## [64] " --ignore-quals treat all quality values as 30 on Phred scale (off)" ## [65] " --nofw do not align forward (original) version of read (off)" ## [66] " --norc do not align reverse-complement version of read (off)" ## [67] " --no-1mm-upfront do not allow 1 mismatch alignments before attempting to" ## [68] " scan for the optimal seeded alignments" ## [69] " --end-to-end entire read must align; no clipping (on)" ## [70] " OR" ## [71] " --local local alignment; ends might be soft clipped (off)" ## [72] "" ## [73] " Scoring:" ## [74] " --ma <int> match bonus (0 for --end-to-end, 2 for --local) " ## [75] " --mp <int> max penalty for mismatch; lower qual = lower penalty (6)" ## [76] " --np <int> penalty for non-A/C/G/Ts in read/ref (1)" ## [77] " --rdg <int>,<int> read gap open, extend penalties (5,3)" ## [78] " --rfg <int>,<int> reference gap open, extend penalties (5,3)" ## [79] " --score-min <func> min acceptable alignment score w/r/t read length" ## [80] " (G,20,8 for local, L,-0.6,-0.6 for end-to-end)" ## [81] "" ## [82] " Reporting:" ## [83] " (default) look for multiple alignments, report best, with MAPQ" ## [84] " OR" ## [85] " -k <int> report up to <int> alns per read; MAPQ not meaningful" ## [86] " OR" ## [87] " -a/--all report all alignments; very slow, MAPQ not meaningful" ## [88] "" ## [89] " Effort:" ## [90] " -D <int> give up extending after <int> failed extends in a row (15)" ## [91] " -R <int> for reads w/ repetitive seeds, try <int> sets of seeds (2)" ## [92] "" ## [93] " Paired-end:" ## [94] " -I/--minins <int> minimum fragment length (0)" ## [95] " -X/--maxins <int> maximum fragment length (500)" ## [96] " --fr/--rf/--ff -1, -2 mates align fw/rev, rev/fw, fw/fw (--fr)" ## [97] " --no-mixed suppress unpaired alignments for paired reads" ## [98] " --no-discordant suppress discordant alignments for paired reads" ## [99] " --dovetail concordant when mates extend past each other" ## [100] " --no-contain not concordant when one mate alignment contains other" ## [101] " --no-overlap not concordant when mates overlap at all" ## [102] "" ## [103] " BAM:" ## [104] " --align-paired-reads" ## [105] " Bowtie2 will, by default, attempt to align unpaired BAM reads." ## [106] " Use this option to align paired-end reads instead." ## [107] " --preserve-tags Preserve tags from the original BAM record by" ## [108] " appending them to the end of the corresponding SAM output." ## [109] "" ## [110] " Output:" ## [111] " -t/--time print wall-clock time taken by search phases" ## [112] " --un <path> write unpaired reads that didn't align to <path>" ## [113] " --al <path> write unpaired reads that aligned at least once to <path>" ## [114] " --un-conc <path> write pairs that didn't align concordantly to <path>" ## [115] " --al-conc <path> write pairs that aligned concordantly at least once to <path>" ## [116] " (Note: for --un, --al, --un-conc, or --al-conc, add '-gz' to the option name, e.g." ## [117] " --un-gz <path>, to gzip compress output, or add '-bz2' to bzip2 compress output.)" ## [118] " --quiet print nothing to stderr except serious errors" ## [119] " --met-file <path> send metrics to file at <path> (off)" ## [120] " --met-stderr send metrics to stderr (off)" ## [121] " --met <int> report internal counters & metrics every <int> secs (1)" ## [122] " --no-unal suppress SAM records for unaligned reads" ## [123] " --no-head suppress header lines, i.e. lines starting with @" ## [124] " --no-sq suppress @SQ header lines" ## [125] " --rg-id <text> set read group id, reflected in @RG line and RG:Z: opt field" ## [126] " --rg <text> add <text> (\"lab:value\") to @RG line of SAM header." ## [127] " Note: @RG line only printed when --rg-id is set." ## [128] " --omit-sec-seq put '*' in SEQ and QUAL fields for secondary alignments." ## [129] " --sam-no-qname-trunc" ## [130] " Suppress standard behavior of truncating readname at first whitespace " ## [131] " at the expense of generating non-standard SAM." ## [132] " --xeq Use '='/'X', instead of 'M,' to specify matches/mismatches in SAM record." ## [133] " --soft-clipped-unmapped-tlen" ## [134] " Exclude soft-clipped bases when reporting TLEN" ## [135] " --sam-append-comment" ## [136] " Append FASTA/FASTQ comment to SAM record" ## [137] "" ## [138] " Performance:" ## [139] " -p/--threads <int> number of alignment threads to launch (1)" ## [140] " --reorder force SAM output order to match order of input reads" ## [141] " --mm use memory-mapped I/O for index; many 'bowtie's can share" ## [142] "" ## [143] " Other:" ## [144] " --qc-filter filter out reads that are bad according to QSEQ filter" ## [145] " --seed <int> seed for random number generator (0)" ## [146] " --non-deterministic" ## [147] " seed rand. gen. arbitrarily instead of using read attributes" ## [148] " --version print version information and quit" ## [149] " -h/--help print this usage message"

You can get version information by call:

bowtie2_version()
## arguments 'show.output.on.console', 'minimized' and 'invisible' are for Windows only
## [1] "/tmp/RtmpUxBONc/Rinstfc76268195eef/Rbowtie2/bowtie2-align-s version 2.4.4" ## [2] "64-bit" ## [3] "Built on nebbiolo2" ## [4] "Wed 1 May 23:00:35 UTC 2024" ## [5] "Compiler: gcc version 11.4.0 (Ubuntu 11.4.0-1ubuntu1~22.04) " ## [6] "Options: -O3 -msse2 -funroll-loops -g3 -std=c++11 -DPOPCNT_CAPABILITY -DNO_SPINLOCK -DWITH_QUEUELOCK=1"## [7] "Sizeof {int, long, long long, void*, size_t, off_t}: {4, 8, 8, 8, 8, 8}"
An Introduction to Rbowtie2 (2024)

FAQs

What is the purpose of the Bowtie 2? ›

Bowtie 2 is geared toward aligning relatively short sequencing reads to long genomes.

Is Bowtie 2 end-to-end or local? ›

Bowtie support only end-to-end alignments, while Bowtie2 supports both end-to-end and local alignment. Bowtie has an upper limit on read length of around 1,000 bp, while Bowtie2 does not have any. Bowtie2's paired-end alignment is more flexible that Bowtie's. Bowtie2 does not align colorspace reads.

What is the algorithm of Bowtie2? ›

Bowtie2 utilizes Smith–Waterman algorithm. The tool allows two alignment modes: end-to-end and local. End-to-end approach searches for alignments involving whole-length sequences. The local mode supports clipping an alignment from one or both ends to maximize the alignment score.

How fast is Bowtie2? ›

Bowtie 2 is an ultrafast and memory-efficient tool for aligning sequencing reads to long reference sequences. It is particularly good at aligning reads of about 50 up to 100s or 1,000s of characters, and particularly good at aligning to relatively long (e.g. mammalian) genomes.

What is the main purpose of the bowtie method? ›

A Bowtie diagram does two things. First of all, a Bowtie gives a visual summary of all plausible accident scenarios that could exist around a certain Hazard. Second, by identifying control measures the Bowtie displays what a company does to control those scenarios.

What does the bow tie symbolize? ›

To its devotees, the bow tie suggests iconoclasm of an Old World sort, a fusty adherence to a contrarian point of view. The bow tie hints at intellectualism, real or feigned, and sometimes suggests technical acumen, perhaps because it is so hard to tie.

How much memory does bowtie2 need? ›

Bowtie2 indexes the genome with a Burrows-Wheeler index to keep its memory footprint small: typically about 2.2 GB for the human genome (2.9 GB for paired-end).

What is the difference between Star and Bowtie 2? ›

What is the fundamental difference between STAR and Bowtie(2). STAR for mapping spliced (i.e. with introns) short RNA-seq reads against a genome. Bowtie2 for mapping short reads without splicing.

What are bowtie2 index files? ›

Bowtie and Bowtie 2 are read aligners for sequencing reads. Bowtie specializes in short reads, generally about 50bp or shorter. Bowtie 2 specializes in longer reads, up to around hundreds of base pairs.

What is Bowtie used for? ›

Bowtie is a software package commonly used for sequence alignment and sequence analysis in bioinformatics.

Is Bowtie deterministic? ›

This randomness flows from a simple seeded pseudo-random number generator and is deterministic in the sense that Bowtie will always produce the same results for the same read when run with the same initial “seed” value (see --seed option).

How to generate bowtie2 index? ›

Create bowtie2 index
  1. # Merge all E. ...
  2. # create bowtie2 index database (database name: ecoli)
  3. # result: 6 .bt2 database files.
  4. # use 'inspect' to check the content of your database.
  5. # define your BOWTIE2_INDEXES directory and move the database files into it.
  6. # bowtie2 mapping: database is defined by option -x.

What is the advantage of Bowtie2? ›

Bowtie2 is a fast and accurate alignment tool that supports gapped, local and paired-end alignment modes and works best for reads that are at least 50 bp (shorter read lengths should use Bowtie1).

What is the difference between Bowtie and Bowtie2? ›

Chief differences between Bowtie 1 and Bowtie 2 are: Bowtie 2 fully supports gapped alignment with affine gap penalties. Number of gaps and gap lengths are not restricted, except via the user-supplied scoring scheme. Bowtie 1 only finds ungapped alignments.

What is the main difference between Bowtie and BWA in practice? ›

For instance, BWA, SOAP, and GSNAP accept or reject an alignment based on counting the number of mismatches between the read and the corresponding genomic position. On the other hand, Bowtie, MAQ, and Novoalign use a quality threshold (i.e., alignment score) to perform the same function.

What is the bowtie method used for? ›

The bowtie technique can be used to visualize, assess, and manage risk. Hazards (assets or activities with the potential to cause adverse effects) exist and must be contained or controlled to avoid undesirable outcomes, particularly those that are unexpected.

What is the purpose of the Bowtie filter? ›

As one of the key hardware components in Computed Tomography (CT) scanners, a bowtie filter reduces unnecessary radiation dose to the peripheries of a patient and equalizes radiation signal to the detector.

What does the Bowtie software do? ›

Bowtie is a software package commonly used for sequence alignment and sequence analysis in bioinformatics.

Why is my bow tie in two pieces? ›

One-piece bow ties are made to fit your exact collar size whereas two-piece bow ties clip together at the back with a small hook and eye and can be adjusted using a slide buckle to fit your neck size. Both styles require you to tie the bow yourself and therefore lend themselves to greater individuality.

References

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