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
ctl1
Total Fragments
27433040
21962326
30870419
Distinct Fragments
26237891
21038749
30125682
Positions with Two Read
1086721
847253
676143
NRF = Distinct/Total
0.956434
0.957947
0.975875
PBC1 = OneRead/Distinct
0.956772
0.958058
0.976874
PBC2 = OneRead/TwoRead
23.100381
23.790233
43.524812
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
Number of peaks
194321
112290
Top 500000 raw peaks from macs2 with p-val threshold 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
80.0
110.0
95.0
95.0
25 percentile
80.0
110.0
226.0
139.0
50 percentile (median)
89.0
144.0
338.0
194.0
75 percentile
131.0
208.0
479.0
297.0
Max size
1517.0
2255.0
1939.0
1939.0
Mean
115.683029626237
185.73172143556863
370.9625
239.21812785952764
rep1rep2idr_optoverlap_opt
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
15000000
15000000
Estimated Fragment Length
80
110
Cross-correlation at Estimated Fragment Length
0.180320980671174
0.184415179013109
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.1802673
0.1838456
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.1724604
0.1730836
NSC (Normalized Strand Cross-correlation coeff.)
1.045579
1.065469
RSC (Relative Strand Cross-correlation coeff.)
1.006879
1.052929
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
rep1rep2
Jensen-Shannon distance (filtered/deduped BAM)
rep1
rep2
AUC
0.2570620400447367
0.22946685077277432
Synthetic AUC
0.49230540258341055
0.4914074188148339
X-intercept
0.13398751614463997
0.17932246494163936
Synthetic X-intercept
2.988985660340772e-144
2.0417404987061303e-115
Elbow Point
0.6057968754373548
0.6243087295018054
Synthetic Elbow Point
0.5080138272033277
0.49957004073717204
JS Distance
0.05862179328593976
0.08227616246319504
Synthetic JS Distance
0.2948473581896152
0.32005261475201285
% Genome Enriched
37.46096296029718
34.58551760815409
Diff. Enrichment
14.08669607072876
18.64122162241476
CHANCE Divergence
0.12567606778015644
0.16555625088509873
Peak enrichment
Fraction of reads in peaks (FRiP)
FRiP for macs2 raw peaks
rep1
rep2
rep1-pr1
rep2-pr1
rep1-pr2
rep2-pr2
pooled
pooled-pr1
pooled-pr2
Fraction of Reads in Peaks
0.06713300014858986
0.08078885328634797
0.07321215910379213
0.078758635172433
0.07315096220301857
0.07903543614357414
0.03735786663024462
0.058882560665909606
0.058705999032855685
FRiP for overlap peaks
rep1_vs_rep2
rep1-pr1_vs_rep1-pr2
rep2-pr1_vs_rep2-pr2
pooled-pr1_vs_pooled-pr2
Fraction of Reads in Peaks
0.026872844049779823
0.016795893273187184
0.03721039029515522
0.027990847183548644
FRiP for IDR peaks
rep1_vs_rep2
rep1-pr1_vs_rep1-pr2
rep2-pr1_vs_rep2-pr2
pooled-pr1_vs_pooled-pr2
Fraction of Reads in Peaks
0.006401596248475232
0.0051092135463305655
0.009278854563683336
0.008141793659716533
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