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
5722135
5767586
16625431
Distinct Fragments
4752081
5040764
15735488
Positions with Two Read
699482
565038
776667
NRF = Distinct/Total
0.830473
0.873982
0.946471
PBC1 = OneRead/Distinct
0.827302
0.873698
0.948053
PBC2 = OneRead/TwoRead
5.620453
7.794348
19.207814
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
7886
827
N1
7298
437
N2
6923
453
Np
7857
863
N optimal
7886
863
N conservative
7886
827
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0036909761995674
1.0435308343409915
Self Consistency Ratio
1.054167268525206
1.036613272311213
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
17583
16536
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
144.0
156.0
150.0
150.0
25 percentile
576.0
624.0
385.0
600.0
50 percentile (median)
576.0
624.0
600.0
600.0
75 percentile
576.0
624.0
600.0
600.0
Max size
1916.0
2668.0
2694.0
2694.0
Mean
574.5735653756469
622.480527334301
540.4009269988412
591.9741313720517
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
5722135
5767586
Estimated Fragment Length
180
185
Cross-correlation at Estimated Fragment Length
0.628217595418804
0.650399289211379
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.6269362
0.6493167
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6209105
0.6429381
NSC (Normalized Strand Cross-correlation coeff.)
1.011768
1.011605
RSC (Relative Strand Cross-correlation coeff.)
1.212663
1.169719
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
0.37429620972784017
0.37548936621605694
Synthetic AUC
0.4958405981714634
0.49596386338445314
X-intercept
0.03123795833208549
0.031050283010392022
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5300709772094276
0.531199025685564
Synthetic Elbow Point
0.5055994135360377
0.5005562404506168
JS Distance
0.07126410096486327
0.07137739846770484
Synthetic JS Distance
0.1781786559723367
0.17751314042285365
% Genome Enriched
32.21906102442774
31.746079282840686
Diff. Enrichment
9.991206515654794
9.89063446551871
CHANCE Divergence
0.08576484795041718
0.08506818897028734
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
0.16411138111156973
0.16284247368648216
0.19418960630451054
0.18890415151897927
0.19922884096116913
0.18485451686516224
0.16931114529379404
0.16568608716454097
0.16209513740692158
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
0.08734085635608407
0.08214662910256375
0.08225644676732083
0.0868258047871958
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
0.01978079462331437
0.013395405637432954
0.0141545165087849
0.020256383718007483
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