Open chromatin assays are known to have significant GC bias. Please take this
into consideration as necessary.
Library complexity quality metrics
Library complexity (filtered non-mito BAM)
rep1
rep2
rep3
rep4
rep5
ctl1
ctl2
Total Fragments
1165780
1760662
2355127
3677849
5841981
579915
776487
Distinct Fragments
168745
213649
1004926
930157
2029912
29612
40375
Positions with Two Read
26349
32647
250825
164653
462946
1244
1466
NRF = Distinct/Total
0.144749
0.121346
0.426697
0.252908
0.34747
0.051063
0.051997
PBC1 = OneRead/Distinct
0.267107
0.252863
0.407107
0.234843
0.315362
0.068722
0.065684
PBC2 = OneRead/TwoRead
1.710615
1.654792
1.631065
1.326675
1.38279
1.635852
1.809004
Mitochondrial reads are filtered out by default.
The non-redundant fraction (NRF) is the fraction of non-redundant mapped reads
in a dataset; it is the ratio between the number of positions in the genome
that uniquely mapped reads map to and the total number of uniquely mappable
reads. The NRF should be > 0.8. The PBC1 is the ratio of genomic locations
with EXACTLY one read pair over the genomic locations with AT LEAST one read
pair. PBC1 is the primary measure, and the PBC1 should be close to 1.
Provisionally 0-0.5 is severe bottlenecking, 0.5-0.8 is moderate bottlenecking,
0.8-0.9 is mild bottlenecking, and 0.9-1.0 is no bottlenecking. The PBC2 is
the ratio of genomic locations with EXACTLY one read pair over the genomic
locations with EXACTLY two read pairs. The PBC2 should be significantly
greater than 1. See more details at
the ENCODE portal standard for ChIP-Seq pipeline
NRF (non redundant fraction)
PBC1 (PCR Bottleneck coefficient 1)
PBC2 (PCR Bottleneck coefficient 2)
PBC1 is the primary measure. Provisionally
N1: Replicate 1 self-consistent peaks (comparing two pseudoreplicates generated by subsampling Rep1 reads)
N2: Replicate 2 self-consistent peaks (comparing two pseudoreplicates generated by subsampling Rep2 reads)
Ni: Replicate i self-consistent peaks (comparing two pseudoreplicates generated by subsampling RepX reads)
Nt: True Replicate consistent peaks (comparing true replicates Rep1 vs Rep2)
Np: Pooled-pseudoreplicate consistent peaks (comparing two pseudoreplicates generated by subsampling pooled reads from Rep1 and Rep2)
Self-consistency Ratio: max(N1,N2) / min (N1,N2)
Rescue Ratio: max(Np,Nt) / min (Np,Nt)
Reproducibility Test: If Self-consistency Ratio >2 AND Rescue Ratio > 2, then 'Fail' else 'Pass'
Number of raw peaks
rep1
rep2
rep3
rep4
rep5
Number of peaks
365
352
98
146
112
Top 500000 raw peaks from macs2 with p-val threshold 0.01
Peak calling statistics
Peak region size
rep1
rep2
rep3
rep4
rep5
idr_opt
overlap_opt
Min size
150.0
150.0
151.0
150.0
150.0
154.0
154.0
25 percentile
195.0
195.0
214.5
219.5
208.5
234.75
219.0
50 percentile (median)
258.0
266.0
255.5
275.5
252.5
277.5
271.0
75 percentile
431.0
429.0
315.0
346.0
311.25
338.0
329.0
Max size
1203.0
1474.0
610.0
934.0
617.0
926.0
926.0
Mean
330.2520547945206
337.4119318181818
275.234693877551
295.8904109589041
271.25892857142856
302.88709677419354
290.6350364963504
rep1rep2rep3rep4rep5idr_optoverlap_opt
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
rep3
rep4
rep5
Number of Subsampled Reads
1410390
2041921
3553123
5196510
7686615
Estimated Fragment Length
100
125
95
60
105
Cross-correlation at Estimated Fragment Length
0.236993000623076
0.249853308956774
0.762524155856539
0.726235716996382
0.843105972022676
Phantom Peak
45
40
45
40
45
Cross-correlation at Phantom Peak
0.2307862
0.2431638
0.7630505
0.7264739
0.8450074
Argmin of Cross-correlation
1500
1500
1500
1500
1500
Minimum of Cross-correlation
0.1974579
0.211017
0.7548264
0.7143706
0.8350714
NSC (Normalized Strand Cross-correlation coeff.)
1.200221
1.184043
1.010198
1.016609
1.009621
RSC (Relative Strand Cross-correlation coeff.)
1.186233
1.208095
0.9360014
0.980317
0.8086302
Performed on subsampled (15000000) reads mapped from FASTQs that are trimmed to 50.
Such FASTQ trimming and subsampling reads are for cross-corrleation analysis only.
Untrimmed FASTQs are used for all the other analyses.
NOTE1: For SE datasets, reads from replicates are randomly subsampled to 15000000.
NOTE2: For PE datasets, the first end (R1) of each read-pair is selected and trimmed to 50 the reads are then randomly subsampled to 15000000.
Normalized strand cross-correlation coefficient (NSC) = col9 in outFile
Relative strand cross-correlation coefficient (RSC) = col10 in outFile
Estimated fragment length = col3 in outFile, take the top value
rep1rep2rep3rep4rep5
Jensen-Shannon distance (filtered/deduped BAM)
rep1
rep2
rep3
rep4
rep5
AUC
0.30423629433136185
0.3083218026096779
0.4039898621420047
0.3927340898095576
0.40752912564282007
Synthetic AUC
0.49401387469891916
0.4946783906762743
0.49754634358978206
0.49744892897840604
0.4982720513644861
X-intercept
0.03896141351258371
0.03641109204435664
0.028078256552451542
0.027569428278903817
0.02702145936892934
Synthetic X-intercept
2.714371141815878e-239
2.957452334001288e-303
0.0
0.0
0.0
Elbow Point
0.6531913008905524
0.6652630971779601
0.487082559962425
0.5391705069124424
0.47596043911674
Synthetic Elbow Point
0.5004316649607212
0.5076828396304471
0.5017343551607188
0.503054371865085
0.49960339524452335
JS Distance
0.12682669122131754
0.12879067245284692
0.1565582177945924
0.14387462137561702
0.1626937897804811
Synthetic JS Distance
0.2912705153795955
0.2885511642693098
0.15401066564274682
0.17428623664107276
0.15756260336371408
% Genome Enriched
34.28946354667727
32.65791701773071
54.830881550134
47.9163791203245
60.843707318681
Diff. Enrichment
19.93219845240462
19.632469158425884
7.17607401954361
7.740560012720738
5.521200429133765
CHANCE Divergence
0.1698701352007036
0.16735512782470122
0.06341552266273362
0.06659756841105843
0.05107797860642931
Peak enrichment
Fraction of reads in peaks (FRiP)
FRiP for macs2 raw peaks
rep1
rep2
rep3
rep4
rep5
rep1-pr1
rep2-pr1
rep3-pr1
rep4-pr1
rep5-pr1
rep1-pr2
rep2-pr2
rep3-pr2
rep4-pr2
rep5-pr2
pooled
pooled-pr1
pooled-pr2
Fraction of Reads in Peaks
0.12561217540638972
0.12400303125277748
0.019841679795449263
0.034397744184897806
0.023437811447231456
0.13566378074923313
0.13575083967180293
0.020300111056587206
0.03511825633911103
0.02388025470434275
0.13920669888194048
0.1342785771756825
0.02044812028282676
0.033887694597340014
0.023671600772500252
0.031988009536678005
0.032253469415700814
0.03208050810852539
FRiP for overlap peaks
rep1_vs_rep2
rep1_vs_rep3
rep1_vs_rep4
rep1_vs_rep5
rep2_vs_rep3
rep2_vs_rep4
rep2_vs_rep5
rep3_vs_rep4
rep3_vs_rep5
rep4_vs_rep5
rep1-pr1_vs_rep1-pr2
rep2-pr1_vs_rep2-pr2
rep3-pr1_vs_rep3-pr2
rep4-pr1_vs_rep4-pr2
rep5-pr1_vs_rep5-pr2
pooled-pr1_vs_pooled-pr2
Fraction of Reads in Peaks
0.031988009536678005
0.027906753400778733
0.031504260005665766
0.029285973744956586
0.027906753400778733
0.031504260005665766
0.029285973744956586
0.027906753400778733
0.027202438897184326
0.029285973744956586
0.11448198264886152
0.1166354029741829
0.01936238817356615
0.03302920060733484
0.023009383097628018
0.031641079215220635
FRiP for IDR peaks
rep1_vs_rep2
rep1_vs_rep3
rep1_vs_rep4
rep1_vs_rep5
rep2_vs_rep3
rep2_vs_rep4
rep2_vs_rep5
rep3_vs_rep4
rep3_vs_rep5
rep4_vs_rep5
rep1-pr1_vs_rep1-pr2
rep2-pr1_vs_rep2-pr2
rep3-pr1_vs_rep3-pr2
rep4-pr1_vs_rep4-pr2
rep5-pr1_vs_rep5-pr2
pooled-pr1_vs_pooled-pr2
Fraction of Reads in Peaks
0.027536617806164284
0.025072493503097905
0.02694005848188346
0.024371625327200094
0.023464092367096394
0.030999947386063834
0.024488570713704597
0.022346218539910426
0.02177631081648328
0.025155550000585877
0.09753649364877269
0.09364138595613104
0.012618531549805601
0.02721409841487326
0.021423386134276974
0.027225414415161638
For macs2 raw peaks:
repX: Peak from true replicate X
repX-prY: Peak from Yth pseudoreplicates from replicate X
pooled: Peak from pooled true replicates (pool of rep1, rep2, ...)
pooled-pr1: Peak from 1st pooled pseudo replicate (pool of rep1-pr1, rep2-pr1, ...)
pooled-pr2: Peak from 2nd pooled pseudo replicate (pool of rep1-pr2, rep2-pr2, ...)
For overlap/IDR peaks:
repX_vs_repY: Comparing two peaks from true replicates X and Y
repX-pr1_vs_repX-pr2: Comparing two peaks from both pseudoreplicates from replicate X
pooled-pr1_vs_pooled-pr2: Comparing two peaks from 1st and 2nd pooled pseudo replicates