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
1173658
3575344
5671585
Distinct Fragments
1121252
3423609
5479921
Positions with Two Read
47465
132430
165032
NRF = Distinct/Total
0.955348
0.957561
0.966206
PBC1 = OneRead/Distinct
0.95559
0.958956
0.968141
PBC2 = OneRead/TwoRead
22.573623
24.79115
32.147329
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
8076
173
N1
3785
119
N2
9873
72
Np
8388
202
N optimal
8388
202
N conservative
8076
173
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0386329866270432
1.1676300578034682
Self Consistency Ratio
2.608454425363276
1.6527777777777777
Reproducibility Test
borderline
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
31913
33954
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
118.0
352.0
193.0
193.0
25 percentile
470.0
430.0
440.0
440.0
50 percentile (median)
470.0
430.0
440.0
440.0
75 percentile
470.0
430.0
440.0
440.0
Max size
470.0
430.0
440.0
440.0
Mean
469.9668787014696
429.99770277434175
436.63861386138615
439.9095135908441
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
1173658
3575344
Estimated Fragment Length
140
130
Cross-correlation at Estimated Fragment Length
0.318024464286364
0.579392882783406
Phantom Peak
30
35
Cross-correlation at Phantom Peak
0.3158103
0.5763498
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.3041807
0.5666229
NSC (Normalized Strand Cross-correlation coeff.)
1.045512
1.022537
RSC (Relative Strand Cross-correlation coeff.)
1.190386
1.312847
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
0.3034105042428044
0.33592370567578517
Synthetic AUC
0.48943207384422316
0.4939558242883503
X-intercept
0.07238298907991174
0.04099721112835592
Synthetic X-intercept
6.505071630458667e-76
1.0668994679832677e-234
Elbow Point
0.5604953738245045
0.5393933106978562
Synthetic Elbow Point
0.5105657358750186
0.510657683917779
JS Distance
0.06221582043397895
0.01597177483506085
Synthetic JS Distance
0.23979657070578642
0.22046698158357214
% Genome Enriched
34.46929647820172
35.03644684187218
Diff. Enrichment
12.651839269124826
4.990267417481986
CHANCE Divergence
0.10820923582746343
0.0425804264597506
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
0.2652229919963444
0.2239858700945073
0.20165140257204883
0.2495421944592416
0.20097256547481465
0.2611498007043973
0.14961259296715337
0.23043729219019193
0.2314031593922105
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
0.07011338656778263
0.0510071911107239
0.07617845620699694
0.07254269114889493
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
0.0050600818883481165
0.005870058611686244
0.0026037515586811583
0.0058159338151121225
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