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
8746979
6912780
9922679
Distinct Fragments
7206809
5865657
8296767
Positions with Two Read
1113358
796983
1241261
NRF = Distinct/Total
0.82392
0.848524
0.836142
PBC1 = OneRead/Distinct
0.818198
0.84422
0.828582
PBC2 = OneRead/TwoRead
5.29623
6.213314
5.538362
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
0-0.5 is severe bottlenecking
0.5-0.8 is moderate bottlenecking
0.8-0.9 is mild bottlenecking
0.9-1.0 is no bottlenecking
Replication quality metrics
IDR (Irreproducible Discovery Rate) plots
Reproducibility QC and peak detection statistics
overlap
idr
Nt
55077
431
N1
34920
167
N2
35087
119
Np
54102
453
N optimal
55077
453
N conservative
55077
431
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0180215149162692
1.051044083526682
Self Consistency Ratio
1.0047823596792669
1.403361344537815
Reproducibility Test
pass
pass
Reproducibility QC
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
99503
95032
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
111.0
88.0
76.0
76.0
25 percentile
296.0
280.0
304.0
304.0
50 percentile (median)
296.0
280.0
304.0
304.0
75 percentile
296.0
280.0
304.0
304.0
Max size
296.0
280.0
304.0
304.0
Mean
295.9883320100902
279.99446502230825
298.24061810154524
303.95262995442744
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
8231612
6509505
Estimated Fragment Length
175
175
Cross-correlation at Estimated Fragment Length
0.701758272220012
0.659588115368188
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.7012668
0.6588751
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6974922
0.6552998
NSC (Normalized Strand Cross-correlation coeff.)
1.006116
1.006544
RSC (Relative Strand Cross-correlation coeff.)
1.130198
1.199426
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
Jensen-Shannon distance (filtered/deduped BAM)
rep1
rep2
AUC
0.4149092856088177
0.4128196840749698
Synthetic AUC
0.4983314833217168
0.4981485083599566
X-intercept
0.018629697342264304
0.018833278778830724
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5164701373975107
0.5121071077863911
Synthetic Elbow Point
0.49993059099041914
0.5007297758380047
JS Distance
0.03192784272246017
0.03746555274612641
Synthetic JS Distance
0.13285379812348383
0.13268778259242078
% Genome Enriched
43.9306785249527
44.382749067916365
Diff. Enrichment
8.115355205453694
8.521671407420584
CHANCE Divergence
0.06898353478461235
0.07246853310048271
Peak enrichment
Fraction of reads in peaks (FRiP)
FRiP for spp raw peaks
rep1
rep2
rep1-pr1
rep2-pr1
rep1-pr2
rep2-pr2
pooled
pooled-pr1
pooled-pr2
Fraction of Reads in Peaks
0.46227188299350036
0.44175095446358265
0.3961785265258716
0.4228614187997815
0.4013864454859636
0.41546729073292776
0.5334017665803465
0.44521201241125324
0.44845464652668204
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
0.27102508978540746
0.18647098580085175
0.18314672107707675
0.26710795097870554
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
0.00417112413190983
0.001969897249509625
0.0014428765235163293
0.004323484946014827
For spp 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