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
749483
1589406
3842632
Distinct Fragments
616495
1014160
3599040
Positions with Two Read
87672
248662
193416
NRF = Distinct/Total
0.82256
0.638075
0.936608
PBC1 = OneRead/Distinct
0.828466
0.634998
0.940422
PBC2 = OneRead/TwoRead
5.825634
2.589821
17.499162
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
8130
860
N1
2474
201
N2
5932
700
Np
8663
1061
N optimal
8663
1061
N conservative
8130
860
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0655596555965559
1.2337209302325582
Self Consistency Ratio
2.3977364591754244
3.482587064676617
Reproducibility Test
borderline
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
21665
27506
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
135.0
120.0
130.0
130.0
25 percentile
536.0
480.0
520.0
520.0
50 percentile (median)
536.0
480.0
520.0
520.0
75 percentile
536.0
480.0
520.0
520.0
Max size
2707.0
2691.0
2735.0
2735.0
Mean
536.8686822063236
479.80327928451976
516.191328934967
519.4796259956136
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
749483
1589406
Estimated Fragment Length
140
125
Cross-correlation at Estimated Fragment Length
0.232678406959221
0.285437854183699
Phantom Peak
30
40
Cross-correlation at Phantom Peak
0.2249547
0.2722141
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.1938498
0.2510908
NSC (Normalized Strand Cross-correlation coeff.)
1.200303
1.136791
RSC (Relative Strand Cross-correlation coeff.)
1.248312
1.626028
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
0.25954401387219733
0.26801896076604065
Synthetic AUC
0.4858769219565338
0.488941853563037
X-intercept
0.1281680476488728
0.07960760690477806
Synthetic X-intercept
4.225964101931778e-42
3.0560177939017716e-69
Elbow Point
0.6611181368109883
0.6656839552075063
Synthetic Elbow Point
0.4914365675960319
0.4939494813829766
JS Distance
0.1689734074170152
0.17511415304735847
Synthetic JS Distance
0.28993716721234364
0.3048592786565347
% Genome Enriched
32.22582150821608
31.397431652351525
Diff. Enrichment
25.67174638316347
23.804667101984666
CHANCE Divergence
0.21960200986959633
0.20324246679912014
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
0.28180203609146554
0.32411067578324954
0.20348545875487614
0.2710645809855797
0.18809425644603722
0.2699065180453455
0.2730777627279734
0.30011615018230636
0.30437981471452746
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
0.16133899570497612
0.08646887190384067
0.1389792307737223
0.16939472849442588
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
0.0561953397603905
0.03698740921632679
0.0454758665522228
0.06304916541932869
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