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
12347406
8480537
13778090
Distinct Fragments
10982412
7773035
12617562
Positions with Two Read
871329
463697
829118
NRF = Distinct/Total
0.889451
0.916573
0.91577
PBC1 = OneRead/Distinct
0.908015
0.93111
0.925783
PBC2 = OneRead/TwoRead
11.444812
15.608356
14.088619
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
8261
1091
N1
8512
911
N2
5996
386
Np
8527
1179
N optimal
8527
1179
N conservative
8261
1091
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.032199491586975
1.0806599450045828
Self Consistency Ratio
1.4196130753835892
2.360103626943005
Reproducibility Test
pass
borderline
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
19712
12615
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
145.0
166.0
155.0
155.0
25 percentile
580.0
664.0
491.0
620.0
50 percentile (median)
580.0
664.0
620.0
620.0
75 percentile
580.0
664.0
620.0
620.0
Max size
1244.0
1178.0
1719.0
1719.0
Mean
575.8786525974026
660.1025762980579
553.4113655640373
608.0788084906767
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
12347406
8480537
Estimated Fragment Length
180
225
Cross-correlation at Estimated Fragment Length
0.809816219261348
0.752768942589563
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.8074832
0.7521822
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7986036
0.7446739
NSC (Normalized Strand Cross-correlation coeff.)
1.01404
1.010871
RSC (Relative Strand Cross-correlation coeff.)
1.262736
1.078151
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
0.38025640686968704
0.3844629752118605
Synthetic AUC
0.4972979186161132
0.4967901497916583
X-intercept
0.02905909214286855
0.029603950120547333
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5686401302869186
0.5492627452858808
Synthetic Elbow Point
0.5015891493256326
0.5009180053232983
JS Distance
0.09097578241044987
0.08118764125185969
Synthetic JS Distance
0.18019434092108602
0.17434734797367316
% Genome Enriched
30.91360508374447
33.02797336782105
Diff. Enrichment
10.225584068402227
9.591251020774605
CHANCE Divergence
0.08844280905735702
0.08241091322966859
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
0.1820462272646743
0.13467767769732597
0.17784495552130816
0.15887477821553794
0.1714779279985194
0.15763244079844735
0.16336538423682065
0.15893909509650278
0.15610774024985682
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
0.09239084459945841
0.0942472759514433
0.07440733346855291
0.09538780252489316
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
0.02137964769224663
0.018553227493835332
0.01055751906191992
0.023219587261487
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