背景介绍
FASTX-Toolkit是用于fasta / fastq文件预处理的命令行工具的集合。高通量测序仪通常生成fasta或fastq文件,包含多个短读序列。FASTX-Toolkit工具执行其中一些数据预处理任务。
可用工具
- FASTQ-to-FASTA converter: (将FASTQ文件转换为FASTA文件)
- FASTQ Information : ( 图表质量统计和核苷酸分布)
- FASTQ/A Collapser : (将FASTQ / A文件中的相同序列折叠成单个序列(同时保持读取计数)
- FASTQ/A Trimmer : ( 缩短FASTQ或FASTQ文件中的读数)
- FASTQ/A Renamer : ( 在FASTQ / A文件中重命名序列标识符)
- FASTQ/A Clipper : (删除测序adapters/linkers)
- FASTQ/A Reverse-Complement : ( 在FASTQ / FASTA文件中生成每个序列的反向互补)
- FASTQ/A Barcode splitter : ( 拆分包含多个样本的FASTQ / FASTA文件)
- FASTA Formatter : ( 更改FASTA文件中序列行的宽度)
- FASTA Nucleotide Changer : ( 将序列转换为RNA or DNA)
- FASTQ Quality Filter : ( 根据质量过滤序列 )
- FASTQ Quality Trimmer : ( 根据质量修剪(剪切)序列)
- FASTQ Masker : ( 根据质量,使用'N'(或其他字符)掩蔽核苷酸)
FASTX-Toolkit下载
wget http://hannonlab.cshl.edu/fastx_toolkit/fastx_toolkit_0.0.13_binaries_Linux_2.6_amd64.tar.bz2
tar xjvf fastx_toolkit_0.0.13_binaries_Linux_2.6_amd64.tar.bz2
注意事项
fastx_toolkit由一系列的命令组成,每个命令提供一个实用的小功能。在使用时需要注意以下几点:
- 不支持压缩格式的输入文件
- 不允许序列中存在N碱基,这样的序列会自动去除
- 可视化命令依赖gunplot软件和perl的GD模块
- 默认情况下认为fastq文件的碱基编码格式为phred64
使用
FASTQ-to-FASTA
usage: fastq_to_fasta [-h] [-r] [-n] [-v] [-z] [-i INFILE] [-o OUTFILE]
[-h] = This helpful help screen.
[-r] = Rename sequence identifiers to numbers.
[-n] = keep sequences with unknown (N) nucleotides.
Default is to discard such sequences.
[-v] = Verbose - report number of sequences.
If [-o] is specified, report will be printed to STDOUT.
If [-o] is not specified (and output goes to STDOUT),
report will be printed to STDERR.
[-z] = Compress output with GZIP.
[-i INFILE] = FASTA/Q input file. default is STDIN.
[-o OUTFILE] = FASTA output file. default is STDOUT.
FASTX Statistics
$ fastx_quality_stats -h
usage: fastx_quality_stats [-h] [-i INFILE] [-o OUTFILE]
version 0.0.6 (C) 2008 by Assaf Gordon (gordon@cshl.edu)
[-h] = This helpful help screen.
[-i INFILE] = FASTA/Q input file. default is STDIN.
If FASTA file is given, only nucleotides
distribution is calculated (there's no quality info).
[-o OUTFILE] = TEXT output file. default is STDOUT.
The output TEXT file will have the following fields (one row per column):
column = column number (1 to 36 for a 36-cycles read solexa file)
count = number of bases found in this column.
min = Lowest quality score value found in this column.
max = Highest quality score value found in this column.
sum = Sum of quality score values for this column.
mean = Mean quality score value for this column.
Q1 = 1st quartile quality score.
med = Median quality score.
Q3 = 3rd quartile quality score.
IQR = Inter-Quartile range (Q3-Q1).
lW = 'Left-Whisker' value (for boxplotting).
rW = 'Right-Whisker' value (for boxplotting).
A_Count = Count of 'A' nucleotides found in this column.
C_Count = Count of 'C' nucleotides found in this column.
G_Count = Count of 'G' nucleotides found in this column.
T_Count = Count of 'T' nucleotides found in this column.
N_Count = Count of 'N' nucleotides found in this column.
max-count = max. number of bases (in all cycles)
FASTQ Quality Chart
$ fastq_quality_boxplot_graph.sh -h
Solexa-Quality BoxPlot plotter
Generates a solexa quality score box-plot graph
Usage: /usr/local/bin/fastq_quality_boxplot_graph.sh [-i INPUT.TXT] [-t TITLE] [-p] [-o OUTPUT]
[-p] - Generate PostScript (.PS) file. Default is PNG image.
[-i INPUT.TXT] - Input file. Should be the output of "solexa_quality_statistics" program.
[-o OUTPUT] - Output file name. default is STDOUT.
[-t TITLE] - Title (usually the solexa file name) - will be plotted on the graph.
FASTA/Q Nucleotide Distribution
$ fastx_nucleotide_distribution_graph.sh -h
FASTA/Q Nucleotide Distribution Plotter
Usage: /usr/local/bin/fastx_nucleotide_distribution_graph.sh [-i INPUT.TXT] [-t TITLE] [-p] [-o OUTPUT]
[-p] - Generate PostScript (.PS) file. Default is PNG image.
[-i INPUT.TXT] - Input file. Should be the output of "fastx_quality_statistics" program.
[-o OUTPUT] - Output file name. default is STDOUT.
[-t TITLE] - Title - will be plotted on the graph.
FASTA/Q Clipper
$ fastx_clipper -h
usage: fastx_clipper [-h] [-a ADAPTER] [-D] [-l N] [-n] [-d N] [-c] [-C] [-o] [-v] [-z] [-i INFILE] [-o OUTFILE]
version 0.0.6
[-h] = This helpful help screen.
[-a ADAPTER] = ADAPTER string. default is CCTTAAGG (dummy adapter).
[-l N] = discard sequences shorter than N nucleotides. default is 5.
[-d N] = Keep the adapter and N bases after it.
(using '-d 0' is the same as not using '-d' at all. which is the default).
[-c] = Discard non-clipped sequences (i.e. - keep only sequences which contained the adapter).
[-C] = Discard clipped sequences (i.e. - keep only sequences which did not contained the adapter).
[-k] = Report Adapter-Only sequences.
[-n] = keep sequences with unknown (N) nucleotides. default is to discard such sequences.
[-v] = Verbose - report number of sequences.
If [-o] is specified, report will be printed to STDOUT.
If [-o] is not specified (and output goes to STDOUT),
report will be printed to STDERR.
[-z] = Compress output with GZIP.
[-D] = DEBUG output.
[-i INFILE] = FASTA/Q input file. default is STDIN.
[-o OUTFILE] = FASTA/Q output file. default is STDOUT.
FASTA/Q Renamer
$ fastx_renamer -h
usage: fastx_renamer [-n TYPE] [-h] [-z] [-v] [-i INFILE] [-o OUTFILE]
Part of FASTX Toolkit 0.0.10 by A. Gordon (gordon@cshl.edu)
[-n TYPE] = rename type:
SEQ - use the nucleotides sequence as the name.
COUNT - use simply counter as the name.
[-h] = This helpful help screen.
[-z] = Compress output with GZIP.
[-i INFILE] = FASTA/Q input file. default is STDIN.
[-o OUTFILE] = FASTA/Q output file. default is STDOUT.
FASTA/Q Trimmer
$ fastx_trimmer -h
usage: fastx_trimmer [-h] [-f N] [-l N] [-z] [-v] [-i INFILE] [-o OUTFILE]
version 0.0.6
[-h] = This helpful help screen.
[-f N] = First base to keep. Default is 1 (=first base).
[-l N] = Last base to keep. Default is entire read.
[-z] = Compress output with GZIP.
[-i INFILE] = FASTA/Q input file. default is STDIN.
[-o OUTFILE] = FASTA/Q output file. default is STDOUT.
FASTA/Q Collapser
$ fastx_collapser -h
usage: fastx_collapser [-h] [-v] [-i INFILE] [-o OUTFILE]
version 0.0.6
[-h] = This helpful help screen.
[-v] = verbose: print short summary of input/output counts
[-i INFILE] = FASTA/Q input file. default is STDIN.
[-o OUTFILE] = FASTA/Q output file. default is STDOUT.
FASTQ/A Artifacts Filter
$ fastx_artifacts_filter -h
usage: fastq_artifacts_filter [-h] [-v] [-z] [-i INFILE] [-o OUTFILE]
version 0.0.6
[-h] = This helpful help screen.
[-i INFILE] = FASTA/Q input file. default is STDIN.
[-o OUTFILE] = FASTA/Q output file. default is STDOUT.
[-z] = Compress output with GZIP.
[-v] = Verbose - report number of processed reads.
If [-o] is specified, report will be printed to STDOUT.
If [-o] is not specified (and output goes to STDOUT),
report will be printed to STDERR.
FASTQ Quality Filter
$ fastq_quality_filter -h
usage: fastq_quality_filter [-h] [-v] [-q N] [-p N] [-z] [-i INFILE] [-o OUTFILE]
version 0.0.6
[-h] = This helpful help screen.
[-q N] = Minimum quality score to keep.
[-p N] = Minimum percent of bases that must have [-q] quality.
[-z] = Compress output with GZIP.
[-i INFILE] = FASTA/Q input file. default is STDIN.
[-o OUTFILE] = FASTA/Q output file. default is STDOUT.
[-v] = Verbose - report number of sequences.
If [-o] is specified, report will be printed to STDOUT.
If [-o] is not specified (and output goes to STDOUT),
report will be printed to STDERR.
FASTQ/A Reverse Complement
$ fastx_reverse_complement -h
usage: fastx_reverse_complement [-h] [-r] [-z] [-v] [-i INFILE] [-o OUTFILE]
version 0.0.6
[-h] = This helpful help screen.
[-z] = Compress output with GZIP.
[-i INFILE] = FASTA/Q input file. default is STDIN.
[-o OUTFILE] = FASTA/Q output file. default is STDOUT
FASTA Formatter
$ fasta_formatter -h
usage: fasta_formatter [-h] [-i INFILE] [-o OUTFILE] [-w N] [-t] [-e]
Part of FASTX Toolkit 0.0.7 by gordon@cshl.edu
[-h] = This helpful help screen.
[-i INFILE] = FASTA/Q input file. default is STDIN.
[-o OUTFILE] = FASTA/Q output file. default is STDOUT.
[-w N] = max. sequence line width for output FASTA file.
When ZERO (the default), sequence lines will NOT be wrapped -
all nucleotides of each sequences will appear on a single
line (good for scripting).
[-t] = Output tabulated format (instead of FASTA format).
Sequence-Identifiers will be on first column,
Nucleotides will appear on second column (as single line).
[-e] = Output empty sequences (default is to discard them).
Empty sequences are ones who have only a sequence identifier,
but not actual nucleotides.
Input Example:
>MY-ID
AAAAAGGGGG
CCCCCTTTTT
AGCTN
Output example with unlimited line width [-w 0]:
>MY-ID
AAAAAGGGGGCCCCCTTTTTAGCTN
Output example with max. line width=7 [-w 7]:
>MY-ID
AAAAAGG
GGGTTTT
TCCCCCA
GCTN
Output example with tabular output [-t]:
MY-ID AAAAAGGGGGCCCCCTTTTAGCTN
example of empty sequence:
(will be discarded unless [-e] is used)
>REGULAR-SEQUENCE-1
AAAGGGTTTCCC
>EMPTY-SEQUENCE
>REGULAR-SEQUENCE-2
AAGTAGTAGTAGTAGT
GTATTTTATAT
FASTA Nucleotides Changer
$ fasta_nucleotide_changer -h
usage: fasta_nucleotide_changer [-h] [-z] [-v] [-i INFILE] [-o OUTFILE] [-r] [-d]
version 0.0.7
[-h] = This helpful help screen.
[-z] = Compress output with GZIP.
[-v] = Verbose mode. Prints a short summary.
with [-o], summary is printed to STDOUT.
Otherwise, summary is printed to STDERR.
[-i INFILE] = FASTA/Q input file. default is STDIN.
[-o OUTFILE] = FASTA/Q output file. default is STDOUT.
[-r] = DNA-to-RNA mode - change T's into U's.
[-d] = RNA-to-DNA mode - change U's into T's.
FASTA Clipping Histogram
$ fasta_clipping_histogram.pl
Create a Linker Clipping Information Histogram
usage: fasta_clipping_histogram.pl INPUT_FILE.FA OUTPUT_FILE.PNG
INPUT_FILE.FA = input file (in FASTA format, can be GZIPped)
OUTPUT_FILE.PNG = histogram image
FASTX Barcode Splitter
$ fastx_barcode_splitter.pl
Barcode Splitter, by Assaf Gordon (gordon@cshl.edu), 11sep2008
This program reads FASTA/FASTQ file and splits it into several smaller files,
Based on barcode matching.
FASTA/FASTQ data is read from STDIN (format is auto-detected.)
Output files will be writen to disk.
Summary will be printed to STDOUT.
usage: /usr/local/bin/fastx_barcode_splitter.pl --bcfile FILE --prefix PREFIX [--suffix SUFFIX] [--bol|--eol]
[--mismatches N] [--exact] [--partial N] [--help] [--quiet] [--debug]
Arguments:
--bcfile FILE - Barcodes file name. (see explanation below.)
--prefix PREFIX - File prefix. will be added to the output files. Can be used
to specify output directories.
--suffix SUFFIX - File suffix (optional). Can be used to specify file
extensions.
--bol - Try to match barcodes at the BEGINNING of sequences.
(What biologists would call the 5' end, and programmers
would call index 0.)
--eol - Try to match barcodes at the END of sequences.
(What biologists would call the 3' end, and programmers
would call the end of the string.)
NOTE: one of --bol, --eol must be specified, but not both.
--mismatches N - Max. number of mismatches allowed. default is 1.
--exact - Same as '--mismatches 0'. If both --exact and --mismatches
are specified, '--exact' takes precedence.
--partial N - Allow partial overlap of barcodes. (see explanation below.)
(Default is not partial matching)
--quiet - Don't print counts and summary at the end of the run.
(Default is to print.)
--debug - Print lots of useless debug information to STDERR.
--help - This helpful help screen.
Example (Assuming 's_2_100.txt' is a FASTQ file, 'mybarcodes.txt' is
the barcodes file):
$ cat s_2_100.txt | /usr/local/bin/fastx_barcode_splitter.pl --bcfile mybarcodes.txt --bol --mismatches 2 \
--prefix /tmp/bla_ --suffix ".txt"
Barcode file format
-------------------
Barcode files are simple text files. Each line should contain an identifier
(descriptive name for the barcode), and the barcode itself (A/C/G/T),
separated by a TAB character. Example:
#This line is a comment (starts with a 'number' sign)
BC1 GATCT
BC2 ATCGT
BC3 GTGAT
BC4 TGTCT
For each barcode, a new FASTQ file will be created (with the barcode's
identifier as part of the file name). Sequences matching the barcode
will be stored in the appropriate file.
Running the above example (assuming "mybarcodes.txt" contains the above
barcodes), will create the following files:
/tmp/bla_BC1.txt
/tmp/bla_BC2.txt
/tmp/bla_BC3.txt
/tmp/bla_BC4.txt
/tmp/bla_unmatched.txt
The 'unmatched' file will contain all sequences that didn't match any barcode.
Barcode matching
----------------
** Without partial matching:
Count mismatches between the FASTA/Q sequences and the barcodes.
The barcode which matched with the lowest mismatches count (providing the
count is small or equal to '--mismatches N') 'gets' the sequences.
Example (using the above barcodes):
Input Sequence:
GATTTACTATGTAAAGATAGAAGGAATAAGGTGAAG
Matching with '--bol --mismatches 1':
GATTTACTATGTAAAGATAGAAGGAATAAGGTGAAG
GATCT (1 mismatch, BC1)
ATCGT (4 mismatches, BC2)
GTGAT (3 mismatches, BC3)
TGTCT (3 mismatches, BC4)
This sequence will be classified as 'BC1' (it has the lowest mismatch count).
If '--exact' or '--mismatches 0' were specified, this sequence would be
classified as 'unmatched' (because, although BC1 had the lowest mismatch count,
it is above the maximum allowed mismatches).
Matching with '--eol' (end of line) does the same, but from the other side
of the sequence.
** With partial matching (very similar to indels):
Same as above, with the following addition: barcodes are also checked for
partial overlap (number of allowed non-overlapping bases is '--partial N').
Example:
Input sequence is ATTTACTATGTAAAGATAGAAGGAATAAGGTGAAG
(Same as above, but note the missing 'G' at the beginning.)
Matching (without partial overlapping) against BC1 yields 4 mismatches:
ATTTACTATGTAAAGATAGAAGGAATAAGGTGAAG
GATCT (4 mismatches)
Partial overlapping would also try the following match:
-ATTTACTATGTAAAGATAGAAGGAATAAGGTGAAG
GATCT (1 mismatch)
Note: scoring counts a missing base as a mismatch, so the final
mismatch count is 2 (1 'real' mismatch, 1 'missing base' mismatch).
If running with '--mismatches 2' (meaning allowing upto 2 mismatches) - this
seqeunce will be classified as BC1.
Example: FASTQ Information
$ fastx_quality_stats -i BC54.fq -o bc54_stats.txt
$ fastq_quality_boxplot_graph.sh -i bc54_stats.txt -o bc54_quality.png -t "My Library"
$ fastx_nucleotide_distribution_graph.sh -i bc54_stats.txt -o bc54_nuc.png -t "My Library"
Example: FASTQ/A Manipulation
Common pre-processing work-flow:
Covnerting FASTQ to FASTA
Clipping the Adapter/Linker
Trimming to 27nt (if you're analyzing miRNAs, for example)
Collapsing the sequences
Plotting the clipping results
Using the FASTX-toolkit from the command line:
$ fastq_to_fasta -v -n -i BC54.fq -o BC54.fa
Input: 100000 reads.
Output: 100000 reads.
$ fastx_clipper -v -i BC54.fa -a CTGTAGGCACCATCAATTCGTA -o BC54.clipped.fa
Clipping Adapter: CTGTAGGCACCATCAATTCGTA
Min. Length: 15
Input: 100000 reads.
Output: 92533 reads.
discarded 468 too-short reads.
discarded 6939 adapter-only reads.
discarded 60 N reads.
$ fastx_trimmer -v -f 1 -l 27 -i BC54.clipped.fa -o BC54.trimmed.fa
Trimming: base 1 to 27
Input: 92533 reads.
Output: 92533 reads.
$ fastx_collapser -v -i BC54.trimmed.fa -o BC54.collapsed.fa
Collapsd 92533 reads into 36431 unique sequences.
$ fasta_clipping_histogram.pl BC54.collapsed.fa bc54_clipping.png
(alternatively, run it all together with shell pipes )
$ cat BC54.fq | fastq_to_fasta -n | fastx_clipper -l 15 -a CTGTAGGCACCATCAATTCGTA | \
fastx_trimmer -f 1 -l 27 | fastx_collapser > bc54.final.fa
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