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
15750899
15791792
19843986
Distinct Fragments
13717796
13707723
16905480
Positions with Two Read
1552220
1579027
2131084
NRF = Distinct/Total
0.870921
0.868028
0.85192
PBC1 = OneRead/Distinct
0.871351
0.868467
0.852812
PBC2 = OneRead/TwoRead
7.700594
7.539263
6.765197
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
3702
188
N1
4640
92
N2
4216
68
Np
3499
206
N optimal
3702
206
N conservative
3702
188
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0580165761646185
1.0957446808510638
Self Consistency Ratio
1.1005692599620494
1.3529411764705883
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
10083
6893
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
167.0
187.0
163.0
163.0
25 percentile
656.0
684.0
650.0
650.0
50 percentile (median)
656.0
684.0
650.0
650.0
75 percentile
656.0
684.0
650.0
650.0
Max size
656.0
684.0
650.0
650.0
Mean
655.8242586531786
683.858697229073
612.8640776699029
647.933549432739
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
15000000
15000000
Estimated Fragment Length
180
205
Cross-correlation at Estimated Fragment Length
0.832275518979077
0.831036409842213
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.8327699
0.8313761
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.828728
0.8276913
NSC (Normalized Strand Cross-correlation coeff.)
1.004281
1.004041
RSC (Relative Strand Cross-correlation coeff.)
0.8776837
0.907804
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
0.4140613386886042
0.4158419520265522
Synthetic AUC
0.49758229977736573
0.49758131003499717
X-intercept
0.02866096468028623
0.028720845517420334
Synthetic X-intercept
0.0
0.0
Elbow Point
0.43932574177387
0.4284853142246929
Synthetic Elbow Point
0.4991636780281214
0.5039081412000789
JS Distance
0.01399167613186578
0.011086934573053249
Synthetic JS Distance
0.13175966990163604
0.1297188467648343
% Genome Enriched
40.89042804818411
39.99341310791525
Diff. Enrichment
3.8505097597490323
3.309242757311454
CHANCE Divergence
0.03270769927061125
0.02811712950268007
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
0.08434583638032281
0.060609007552879006
0.15653136202621273
0.1934812561017523
0.15747483253839262
0.14734041142771226
0.516112961116679
0.062505984544275
0.08260307015994928
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
0.02716959633567829
0.04011166484011066
0.038212542850676226
0.026053658511011053
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
0.0033546945626729556
0.0024375915780010015
0.0017444402023862415
0.0035019644233880705
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