MACS logo README (for version 1.3.7)

Introduction

With the improvement of sequencing techniques, chromatin immunoprecipitation followed by high throughput sequencing (ChIP-Seq) is getting popular to study genome-wide protein-DNA interactions. To address the lack of powerful ChIP-Seq analysis method, we present a novel algorithm, named Model-based Analysis of ChIP-Seq (MACS), for identifying transcript factor binding sites. MACS captures the influence of genome complexity to evaluate the significance of enriched ChIP regions, and MACS improves the spatial resolution of binding sites through combining the information of both sequencing tag position and orientation. MACS can be easily used for ChIP-Seq data alone, or with control sample with the increase of specificity.

Install

Please check the file 'INSTALL' in the distribution.

Usage

Usage: macs <-t tfile> [options]

macs -- Model-based Analysis for ChIP-Sequencing

Options:
  --version             show program's version number and exit
  -h, --help            show this help message and exit.
  -t TFILE, --treatment=TFILE
                        ChIP-seq treatment files. REQUIRED. When ELANDMULTIPET
                        is selected, you must provide two files separated by
                        comma, e.g.
                        s_1_1_eland_multi.txt,s_1_2_eland_multi.txt
  -c CFILE, --control=CFILE
                        Control files. When ELANDMULTIPET is selected, you
                        must provide two files separated by comma, e.g.
                        s_2_1_eland_multi.txt,s_2_2_eland_multi.txt
  --name=NAME           Experiment name, which will be used to generate output
                        file names. DEFAULT: "NA"
  --format=FORMAT       Format of tag file, "BED" or "ELAND" or "ELANDMULTI"
                        or "ELANDMULTIPET" or "SAM" or "BAM" or "BOWTIE".
                        Please check the definition in 00README file before
                        you choose
                        ELAND/ELANDMULTI/ELANDMULTIPET/SAM/BAM/BOWTIE.
                        DEFAULT: "BED"
  --gsize=GSIZE         Effective genome size, default:2.7e+9
  --tsize=TSIZE         Tag size. DEFAULT: 25
  --bw=BW               Band width. This value is used while building the
                        shifting model. If --nomodel is set, 2 time of this
                        value will be used as a scanwindow width. DEFAULT: 300
  --pvalue=PVALUE       Pvalue cutoff for peak detection. DEFAULT: 1e-5
  --mfold=MFOLD         Select the regions with MFOLD high-confidence
                        enrichment ratio against background to build model.
                        DEFAULT:32
  --wig                 Whether or not to save shifted raw tag count at every
                        bp into a wiggle file. WARNING: this process is
                        time/space consuming!!
  --wigextend=WIGEXTEND
                        If set as an integer, when MACS saves wiggle files, it
                        will extend tag from its middle point to a wigextend
                        size fragment. By default it is modeled d. Use this
                        option if you want to increase the resolution in
                        wiggle file. It doesn't affect peak calling.
  --space=SPACE         The resoluation for saving wiggle files, by default,
                        MACS will save the raw tag count every 10 bps. Usable
                        only with '--wig' option.
  --nolambda            If True, MACS will use fixed background lambda as
                        local lambda for every peak region. Normally, MACS
                        calculates a dynamic local lambda to reflect the local
                        bias due to potential chromatin structure.
  --lambdaset=LAMBDASET
                        Three levels of nearby region in basepairs to
                        calculate dynamic lambda, DEFAULT: "1000,5000,10000"
  --nomodel             Whether or not to build the shifting model. If True,
                        MACS will not build model. by default it means
                        shifting size = 100, try to set shiftsize to change
                        it. DEFAULT: False
  --shiftsize=SHIFTSIZE
                        The arbitrary shift size in bp. When nomodel is true,
                        MACS will regard this value as 'modeled' d. DEFAULT:
                        100
  --diag                Whether or not to produce a diagnosis report. It's up
                        to 9X time consuming. Please check 00README file for
                        detail. DEFAULT: False
  --futurefdr           Whether or not to perform the new peak detection
                        method which is though to be more suitable for sharp
                        peaks. The default method only consider the peak
                        location, 1k, 5k, and 10k regions in the control data;
                        whereas the new future method also consider the 5k,
                        10k regions in treatment data to calculate local bias.
                        DEFAULT: False
  --petdist=PETDIST     Best distance between Pair-End Tags. Only available
                        when format is 'ELANDMULTIPET'. DEFAULT: 200
  --verbose=VERBOSE     Set verbose level. 0: only show critical message, 1:
                        show additional warning message, 2: show process
                        information, 3: show debug messages. DEFAULT:2
  --fe-min=FEMIN        For diagnostics, min fold enrichment to consider.
                        DEFAULT: 0
  --fe-max=FEMAX        For diagnostics, max fold enrichment to consider.
                        DEFAULT: maximum fold enrichment
  --fe-step=FESTEP      For diagnostics, fold enrichment step.  DEFAULT: 20

Parameters:

-t/—treatment FILENAME

This is the only REQUIRED parameter for MACS. If the format is ELANDMULTIPET, user must provide two treatment files separated by comma, e.g. s_1_1_eland_multi.txt,s_1_2_eland_multi.txt

-c/—control

The control or mock data file in either BED format or any ELAND output format specified by —format option. Please follow the same direction as for -t/—treatment.

—format FORMAT

Format of tag file, can be "ELAND" or "BED" or "ELANDMULTI" or "ELANDMULTIPET" (for pair-end tags) or "SAM" or "BAM" or "BOWTIE". Default is "BED".

The BED format is defined in "http://genome.ucsc.edu/FAQ/FAQformat#format1".

If the format is ELAND, the file must be ELAND output file, each line MUST represents only ONE tag, with fields of:

  1. Sequence name (derived from file name and line number if format is not Fasta)
  2. Sequence
  3. Type of match: NM - no match found. QC - no matching done: QC failure (too many Ns basically). RM - no matching done: repeat masked (may be seen if repeatFile.txt was specified). U0 - Best match found was a unique exact match. U1 - Best match found was a unique 1-error match. U2 - Best match found was a unique 2-error match. R0 - Multiple exact matches found. R1 - Multiple 1-error matches found, no exact matches. R2 - Multiple 2-error matches found, no exact or 1-error matches.
  4. Number of exact matches found.
  5. Number of 1-error matches found.
  6. Number of 2-error matches found. Rest of fields are only seen if a unique best match was found (i.e. the match code in field 3 begins with "U").
  7. Genome file in which match was found.
  8. Position of match (bases in file are numbered starting at 1).
  9. Direction of match (F=forward strand, R=reverse).
  10. How N characters in read were interpreted: ("."=not applicable, "D"=deletion, "I"=insertion). Rest of fields are only seen in the case of a unique inexact match (i.e. the match code was U1 or U2).
  11. Position and type of first substitution error (e.g. 12A: base 12 was A, not whatever is was in read).
  12. Position and type of first substitution error, as above.

If the format is ELANDMULTI, the file must be ELAND output file from multiple-match mode, each line MUST represents only ONE tag, with fields of:

  1. Sequence name
  2. Sequence
  3. Either NM, QC, RM (as described above) or the following:
  4. x:y:z where x, y, and z are the number of exact, single-error, and 2-error matches found
  5. Blank, if no matches found or if too many matches found, or the following: BAC_plus_vector.fa:163022R1,170128F2,E_coli.fa:3909847R1 This says there are two matches to BAC_plus_vector.fa: one in the reverse direction starting at position 160322 with one error, one in the forward direction starting at position 170128 with two errors. There is also a single-error match to E_coli.fa.

If the data is from Pair-End sequencing. You can sepecify the format as ELANDMULTIPET ( stands for ELAND Multiple-match Pair-End Tags), then the —treat (and —control if needed) parameter must be two file names separated by comma. Each file must be in ELAND multiple-match format described above. e.g.

macs —format ELANDMULTIPET -t s_1_1_eland_multi.txt,s_2_1_eland_multi.txt ...

If you use ELANDMULTIPET, you may need to modify —petdist parameter.

If the format is BAM/SAM, please check the definition in (http://samtools.sourceforge.net/samtools.shtml)

If the format is BOWTIE, you need to provide the ASCII bowtie output file with the suffix '.map'. Please note that, you need to make sure that in the bowtie output, you only keep one location for one read. Check the bowtie manual for detail if you want at (http://bowtie-bio.sourceforge.net/manual.shtml)

Here is the definition for Bowtie output in ASCII characters I copied from the above webpage:

  1. Name of read that aligned
  2. Orientation of read in the alignment, - for reverse complement, + otherwise
  3. Name of reference sequence where alignment occurs, or ordinal ID if no name was provided
  4. 0-based offset into the forward reference strand where leftmost character of the alignment occurs
  5. Read sequence (reverse-complemented if orientation is -)
  6. ASCII-encoded read qualities (reversed if orientation is -). The encoded quality values are on the Phred scale and the encoding is ASCII-offset by 33 (ASCII char !).
  7. Number of other instances where the same read aligns against the same reference characters as were aligned against in this alignment. This is not the number of other places the read aligns with the same number of mismatches. The number in this column is generally not a good proxy for that number (e.g., the number in this column may be '0' while the number of other alignments with the same number of mismatches might be large). This column was previously described as "Reserved".
  8. Comma-separated list of mismatch descriptors. If there are no mismatches in the alignment, this field is empty. A single descriptor has the format offset:reference-base>read-base. The offset is expressed as a 0-based offset from the high-quality (5') end of the read.

Notes:

1) For BED format, the 6th column of strand information is required by MACS. And please pay attention that the coordinates in BED format is zero-based and half-open (http://genome.ucsc.edu/FAQ/FAQtracks#tracks1).

2) For plain ELAND format, only matches with match type U0, U1 or U2 is accepted by MACS, i.e. only the unique match for a sequence with less than 3 errors is involed in calculation. If multiple hits of a single tag are included in your raw ELAND file, please remove the redundancy to keep the best hit for that sequencing tag.

3) For the experiment with several replicates, it is recommended to concatenate several ChIP-seq treatment files into a single file. To do this, under Unix/Mac or Cygwin (for windows OS), type:

$ cat replicate1.bed replicate2.bed replicate3.bed > all_replicates.bed

—petdist=PETDIST

Best distance between Pair-End Tags. Only available when format is 'ELANDMULTIPE'. Default is 200bps. When MACS reads mapped positions for 5' tag and 3' tag, it will decide the best pairing for them using this best distance parameter. A simple scoring system is used as following,

score = abs(abs(p5-p3)-200)+e5+e5

Where p5 is one of the position of 5' tag, and e5 is the mismatch/error for this mapped position of 5' tag. p3 and e3 are for 3' tag. Then the lowest scored paring is regarded as the best pairing. The 5' tag position of the pair is kept in model building and peak calling.

—name

The name string of the experiment. MACS will use this string NAME to create output files like 'NAME_peaks.xls', 'NAME_negative_peaks.xls', 'NAME_peaks.bed' ,'NAME_model.r' and so on. So please avoid any confliction between these filenames and your existing files.

—gsize

PLEASE assign this parameter to fit your needs!

It's the mappable genome size or effective genome size which is defined as the genome size which can be sequenced. Because of the repetitive features on the chromsomes, the actual mappable genome size will be smaller than the original size. The default 2.7Gb is recommended for UCSC human hg18 assembly. For other species, you may simply regard 70% or 90% of the actual genome size as mappable.

—tsize

The size of sequencing tags. Default is 25 nt.

—bw

The band width which is used to scan the genome for model building. You can set this parameter as the half of sonication fragment size expected from wet experiment.

Another effect for this parameter is, when you set the '—nomodel' argument to bypass the model building procedure, that 2*bw will be used as a scan window width.

—pvalue

The pvalue cutoff. Default is 1e-5.

—mfold

This parameter is used to select the regions with MFOLD fold tag enrichment against background to build model. Default is 32. Higher the MFOLD, less the number of candidate regions. If you see an ERROR or CRITICAL message from MACS, it is recommended to lower this parameter.

—verbose

If you don't want to see any message during the running of MACS, set it to 0. But the CRITICAL messages will never be hidden. If you want to see rich information like how many peaks are called for every chromosome, you can set it to 3 or larger than 3.

—wig

If this flag is on, MACS will store the number of shifted tags in wiggle format for every chromosomes. The gzipped wiggle files will be stored in subdirectories named EXPERIMENT_NAME+'_MACS_wiggle/treat' for treatment data and EXPERIMENT_NAME+'_MACS_wiggle/control' for control data.

—wigextend=WIGEXTEND

If set as an integer, when MACS saves wiggle files, it will extend tag from its middle point to a specific size. By default it is modeled d. Use this option if you want to modify the resolution in wiggle file. It doesn't affect peak calling.

—space=SPACE

By default, the resoluation for saving wiggle files is 10 bps,i.e., MACS will save the raw tag count every 10 bps. You can change it along with '—wig' option.

—nolambda

With this flag on, MACS will use the background lambda as local lambda.

—lambdaset

This parameter controls which three levels of regions will be checked around the peak region to calculate the maximum lambda as local lambda. By default, MACS considers 1000bp, 5000bp and 10000bp regions around.

The parameter is a string value like '1000,5000,10000'.

—nomodel

While on, MACS will bypass building the shifting model.

—shiftsize

While '—nomodel' is set, MACS uses this parameter to shift tags to their midpoint. For example, if the size of binding region for your transcription factor is 200 bp, and you want to bypass the model building by MACS, this parameter can be set as 100.

—diag

A diagnosis report can be generated through this option. This report can help you get an assumption about the sequencing saturation. This funtion is only in beta stage.

—fe-min, —fe-max & —fe-step

For diagnostics, FEMIN and FEMAX are the minimum and maximum fold enrichment to consider, and FESTEP is the interval of fold enrichment. For example, "—fe-min 0 —fe-max 40 —fe-step 10" will let MACS choose the following fold enrichment ranges to consider: [0,10), [10,20), [20,30) and [30,40).

Output files

  1. NAME_peaks.xls is a tabular file which contains information about called peaks. You can open it in excel and sort/filter using excel functions. Information include: chromosome name, start position of peak, end position of peak, length of peak region, peak summit position related to the start position of peak region, number of tags in peak region, -10*log10(pvalue) for the peak region (e.g. pvalue =1e-10, then this value should be 100), fold enrichment for this region against random Poisson distribution with local lambda, FDR in percentage. Coordinates in XLS is 1-based which is different with BED format.
  2. NAME_peaks.bed is BED format file which contains the peak locations. You can load it to UCSC genome browser or Affymetrix IGB software.
  3. NAME_negative_peaks.xls is a tabular file which contains information about negative peaks. Negative peaks are called by swapping the ChIP-seq and control channel.
  4. NAME_model.r is an R script which you can use to produce a PDF image about the model based on your data. Load it to R by:

$ R —vanilla < NAME_model.r

Then a pdf file NAME_model.pdf will be generated in your current directory. Note, R is required to draw this figure.

  1. NAME_treat/control_afterfiting.wig.gz files in NAME_MACS_wiggle directory are wiggle format files which can be imported to UCSC genome browser/GMOD/Affy IGB.
  2. NAME_diag.xls is the diagnosis report. First column is for various fold_enrichment ranges; the second column is number of peaks for that fc range; after 3rd columns are the percentage of peaks covered after sampling 90%, 80%, 70% ... and 20% of the total tags.

FAQs

NA now.