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
4572112
2894507
5098884
Distinct Fragments
3311462
2210361
4786811
Positions with Two Read
675977
394737
255020
NRF = Distinct/Total
0.724274
0.76364
0.938796
PBC1 = OneRead/Distinct
0.727013
0.770557
0.942764
PBC2 = OneRead/TwoRead
3.561475
4.314797
17.695989
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
22405
7675
N1
17731
6244
N2
14267
5242
Np
22337
8013
N optimal
22405
8013
N conservative
22405
7675
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0030442763128442
1.0440390879478827
Self Consistency Ratio
1.2427980654657602
1.1911484166348723
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
47526
36170
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
95.0
95.0
95.0
95.0
25 percentile
380.0
380.0
312.0
380.0
50 percentile (median)
380.0
380.0
380.0
380.0
75 percentile
380.0
380.0
380.0
380.0
Max size
1183.0
1130.0
1234.0
1234.0
Mean
375.0078062534192
373.3421067182748
334.61824535130415
363.6952465967418
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
4572112
2894507
Estimated Fragment Length
160
160
Cross-correlation at Estimated Fragment Length
0.597571581035549
0.533139851422051
Phantom Peak
40
40
Cross-correlation at Phantom Peak
0.5263071
0.4499001
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.4636692
0.3776694
NSC (Normalized Strand Cross-correlation coeff.)
1.288789
1.411658
RSC (Relative Strand Cross-correlation coeff.)
2.137721
2.152414
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
0.239963990144225
0.21014790503804823
Synthetic AUC
0.4938605722725844
0.49248360100421923
X-intercept
0.046041239416838894
0.0613643799324912
Synthetic X-intercept
2.0637669779434975e-227
3.074374637010515e-151
Elbow Point
0.7502214384321361
0.7636493851592362
Synthetic Elbow Point
0.5075147309517763
0.504925089202895
JS Distance
0.22115623121866912
0.2661582658244892
Synthetic JS Distance
0.37579269157344697
0.41586964863199954
% Genome Enriched
19.644980329883417
17.9099802899846
Diff. Enrichment
27.01674729147297
31.602934985700777
CHANCE Divergence
0.23316489915540206
0.27308044408569143
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
0.45568635259735535
0.47182019357155697
0.4319945953977863
0.45311531196377847
0.43328979893363784
0.44985783357290593
0.4667184361643312
0.44965823118630055
0.452566504876435
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
0.36093405161256575
0.3202214779998881
0.34619559658278026
0.36017013585434554
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
0.24367289253500077
0.20817644606496952
0.2248143613711236
0.24832926122040727
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