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
4883434
6479981
5072076
Distinct Fragments
4258317
5355701
4374915
Positions with Two Read
509733
831057
549564
NRF = Distinct/Total
0.871992
0.826499
0.862549
PBC1 = OneRead/Distinct
0.867414
0.819309
0.858419
PBC2 = OneRead/TwoRead
7.246386
5.279992
6.833614
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
53004
281
N1
34383
92
N2
38482
90
Np
91644
435
N optimal
91644
435
N conservative
53004
281
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.7290015847860538
1.5480427046263345
Self Consistency Ratio
1.1192158915743244
1.0222222222222221
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
74902
152501
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
58.0
92.0
69.0
69.0
25 percentile
230.0
236.0
240.0
240.0
50 percentile (median)
230.0
236.0
240.0
240.0
75 percentile
230.0
236.0
240.0
240.0
Max size
294.0
292.0
318.0
318.0
Mean
229.99627513284025
235.99758034373545
237.8919540229885
239.9899938893981
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
4603751
6083117
Estimated Fragment Length
135
170
Cross-correlation at Estimated Fragment Length
0.587974077004305
0.633387727444394
Phantom Peak
50
55
Cross-correlation at Phantom Peak
0.5885162
0.6335737
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.5842153
0.6297289
NSC (Normalized Strand Cross-correlation coeff.)
1.006434
1.00581
RSC (Relative Strand Cross-correlation coeff.)
0.8739482
0.9516253
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
0.40536582369124924
0.4115249347727375
Synthetic AUC
0.49780091736854093
0.4980447075911146
X-intercept
0.02017817771880643
0.01981503835908896
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5127667428195177
0.5022376966589184
Synthetic Elbow Point
0.5011278775632279
0.4992652843944219
JS Distance
0.035001953896449785
0.030804317712815117
Synthetic JS Distance
0.14169163664155465
0.1342866284713316
% Genome Enriched
44.65416961800533
46.06402825304029
Diff. Enrichment
9.430245904639445
8.481896221468183
CHANCE Divergence
0.08026935548411024
0.0722824069103933
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
0.32690110132959604
0.5726179629217345
0.4243345259508537
0.40864776861247404
0.41922930239800976
0.40052225167978023
0.5740922380204917
0.5590047680411838
0.5612478230536678
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
0.21948991297486753
0.15956189722229216
0.17224535314742642
0.3549037125755187
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
0.0028692795670107163
0.0013405291342753053
0.0012389688140083599
0.004014056069449774
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