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
4584079
4574544
11996898
Distinct Fragments
4092258
4087990
11516942
Positions with Two Read
371513
373621
410375
NRF = Distinct/Total
0.892711
0.893639
0.959993
PBC1 = OneRead/Distinct
0.899312
0.89866
0.96267
PBC2 = OneRead/TwoRead
9.906025
9.832732
27.016782
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
6865
572
N1
6477
333
N2
6468
266
Np
6637
581
N optimal
6865
581
N conservative
6865
572
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0343528702727136
1.0157342657342658
Self Consistency Ratio
1.00139146567718
1.2518796992481203
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
15490
16060
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
156.0
161.0
162.0
162.0
25 percentile
624.0
644.0
350.0
650.0
50 percentile (median)
624.0
644.0
650.0
650.0
75 percentile
624.0
644.0
650.0
650.0
Max size
6085.0
13355.0
13368.0
13368.0
Mean
626.2093608779858
656.3919676214197
933.5765920826162
672.4739985433357
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
4584079
4574544
Estimated Fragment Length
205
220
Cross-correlation at Estimated Fragment Length
0.604988911165997
0.603936549548996
Phantom Peak
55
50
Cross-correlation at Phantom Peak
0.6043895
0.6039518
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.5987937
0.5987491
NSC (Normalized Strand Cross-correlation coeff.)
1.010346
1.008664
RSC (Relative Strand Cross-correlation coeff.)
1.107114
0.9970731
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
0.37462246329888516
0.37789762444226416
Synthetic AUC
0.4955247419702091
0.49552277031520825
X-intercept
0.031684673933433646
0.03170862153607906
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5320538661408838
0.5249354412545351
Synthetic Elbow Point
0.5046325659837212
0.5029541838428873
JS Distance
0.06606163142922354
0.06050100942213655
Synthetic JS Distance
0.17608425995399285
0.1713375903524776
% Genome Enriched
34.16404906065529
34.67792470075475
Diff. Enrichment
10.765692926841213
10.307438795439317
CHANCE Divergence
0.09201597870692223
0.08803366787563195
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
0.1542148391072122
0.15694387175920704
0.19083927853526578
0.18852812366198707
0.19057937367796524
0.19546019143184198
0.14712632121081468
0.15349031746182457
0.15877915486319333
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
0.07954756955395657
0.07685542378606423
0.07432790025867647
0.07700955935152075
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
0.016719096560880536
0.012853852675803247
0.011707783504765458
0.01680089717747703
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