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
2965448
2185438
5833208
Distinct Fragments
2796469
2012433
5437306
Positions with Two Read
144669
144637
292665
NRF = Distinct/Total
0.943017
0.920837
0.93213
PBC1 = OneRead/Distinct
0.944451
0.921547
0.940952
PBC2 = OneRead/TwoRead
18.256358
12.822106
17.481564
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
26965
700
N1
22218
497
N2
19470
417
Np
28462
988
N optimal
28462
988
N conservative
26965
700
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0555164101613201
1.4114285714285715
Self Consistency Ratio
1.141140215716487
1.1918465227817745
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
44419
38517
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
150.0
149.0
151.0
151.0
25 percentile
600.0
596.0
544.75
604.0
50 percentile (median)
600.0
596.0
604.0
604.0
75 percentile
600.0
596.0
604.0
604.0
Max size
1205.0
2167.0
1897.0
1897.0
Mean
599.2236430356379
594.1676143001791
555.6022267206478
599.9982432717308
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
2965448
2185438
Estimated Fragment Length
180
120
Cross-correlation at Estimated Fragment Length
0.540221849497497
0.474441705878986
Phantom Peak
30
35
Cross-correlation at Phantom Peak
0.5371971
0.4697825
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.5208644
0.4430775
NSC (Normalized Strand Cross-correlation coeff.)
1.037164
1.070787
RSC (Relative Strand Cross-correlation coeff.)
1.185198
1.174467
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
0.2715954416156755
0.20963901756685902
Synthetic AUC
0.4930864947911792
0.4918520228099685
X-intercept
0.04734201207042745
0.0763469499725672
Synthetic X-intercept
5.166633478073932e-179
1.6772469461671346e-128
Elbow Point
0.656553444062048
0.6998613397176917
Synthetic Elbow Point
0.5021851190998707
0.49415110990154504
JS Distance
0.1490548015643319
0.24835520684728646
Synthetic JS Distance
0.31205442663182387
0.3997859449774127
% Genome Enriched
26.17806374382762
26.818494688014365
Diff. Enrichment
23.46668365386745
36.28739391050806
CHANCE Divergence
0.20080509662402674
0.31203220532935183
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
0.42210701189724165
0.47607652412367857
0.3964744795159738
0.4433113425005961
0.4044856252784032
0.4491395755504332
0.4496700007879151
0.43982492073035345
0.4416857477980991
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
0.3240341335626256
0.2643522833344595
0.3093047055083062
0.33530090352447517
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
0.027819847269208966
0.018638261148726066
0.023838526349256817
0.035676753573631495
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