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
5899473
179850
3974262
Distinct Fragments
5633848
173574
3864171
Positions with Two Read
228779
5196
93920
NRF = Distinct/Total
0.954975
0.965104
0.972299
PBC1 = OneRead/Distinct
0.956719
0.967132
0.973984
PBC2 = OneRead/TwoRead
23.55989
32.307352
40.072817
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
1162
726
N1
6208
759
N2
414
13
Np
5874
675
N optimal
5874
726
N conservative
1162
726
Optimal Set
pooled-pr1_vs_pooled-pr2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
5.055077452667814
1.0755555555555556
Self Consistency Ratio
14.995169082125605
58.38461538461539
Reproducibility Test
fail
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
11073
9142
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
129.0
1490.0
132.0
132.0
25 percentile
336.0
1490.0
340.0
340.0
50 percentile (median)
336.0
1490.0
340.0
340.0
75 percentile
336.0
1490.0
340.0
340.0
Max size
336.0
1490.0
340.0
340.0
Mean
335.96360516571843
1490.0
339.71349862258955
339.9305413687436
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
5899473
179850
Estimated Fragment Length
120
115
Cross-correlation at Estimated Fragment Length
0.694329912898167
0.0647891131437862
Phantom Peak
30
25
Cross-correlation at Phantom Peak
0.6907225
0.06441026
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6813977
0.06298345
NSC (Normalized Strand Cross-correlation coeff.)
1.018979
1.028669
RSC (Relative Strand Cross-correlation coeff.)
1.386868
1.265524
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
0.3741463562404908
0.2052939120897893
Synthetic AUC
0.49528788711187266
0.4731891066516889
X-intercept
0.035978284941313075
0.4288384917570962
Synthetic X-intercept
0.0
2.4264365112521038e-11
Elbow Point
0.5122790636428387
0.4643718614019022
Synthetic Elbow Point
0.4971164778728619
0.4897614105463374
JS Distance
0.04404992654295284
0.11305140921330761
Synthetic JS Distance
0.17672913420447872
0.16337346520969515
% Genome Enriched
34.234735714328465
53.33676496701043
Diff. Enrichment
7.264696058223141
39.19783266242672
CHANCE Divergence
0.06188887499221251
0.43937941659089397
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
0.08706883078082266
0.1703077431786826
0.16329169149004413
0.0952761022998073
0.1640759979883761
0.0975793302395585
0.08022726397791362
0.15637623294093708
0.17022937444832167
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
0.010488419223291894
0.057338900858058955
0.017365426496243
0.05474573987455419
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
0.008007413456964277
0.014382791897224306
0.006516310730533733
0.012950004537167652
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