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
1826647
2554807
6285131
Distinct Fragments
1571165
1945531
6041738
Positions with Two Read
198280
371406
208286
NRF = Distinct/Total
0.860136
0.761518
0.961275
PBC1 = OneRead/Distinct
0.856907
0.7579
0.963523
PBC2 = OneRead/TwoRead
6.79011
3.970097
27.948844
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
8897
2100
N1
5342
1288
N2
8652
2215
Np
8299
2374
N optimal
8897
2374
N conservative
8897
2100
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0720568743222074
1.1304761904761904
Self Consistency Ratio
1.6196181205540996
1.71972049689441
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
36146
28598
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
81.0
94.0
90.0
90.0
25 percentile
324.0
376.0
232.25
360.0
50 percentile (median)
324.0
376.0
360.0
360.0
75 percentile
324.0
376.0
360.0
360.0
Max size
324.0
566.0
543.0
543.0
Mean
322.76105239860567
371.1813063850619
301.95113732097724
344.43947397999324
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
1826647
2554807
Estimated Fragment Length
165
165
Cross-correlation at Estimated Fragment Length
0.387110635725203
0.450816495067685
Phantom Peak
40
40
Cross-correlation at Phantom Peak
0.3654132
0.3961936
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.351845
0.3652496
NSC (Normalized Strand Cross-correlation coeff.)
1.100231
1.23427
RSC (Relative Strand Cross-correlation coeff.)
2.599135
2.765216
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
0.336435403372308
0.30361169682314343
Synthetic AUC
0.4910932028757836
0.49198871109194797
X-intercept
0.04805465054337308
0.04606151777359688
Synthetic X-intercept
2.5009821112759278e-107
5.789578643493759e-133
Elbow Point
0.5472775482272291
0.638231438826386
Synthetic Elbow Point
0.4918752936951194
0.509928347946216
JS Distance
0.10685048787797881
0.17913146365456928
Synthetic JS Distance
0.21663215064516728
0.2774805678378933
% Genome Enriched
35.36084880721279
24.719036113810077
Diff. Enrichment
16.832706464346302
20.754707662654308
CHANCE Divergence
0.14336125020477533
0.18080995221515847
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
0.25889475753985364
0.2825567359442766
0.225403404772954
0.30071351590124074
0.22432479252836574
0.3006678098475111
0.20267983262141182
0.24037019343568114
0.24168308077096162
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
0.13161064436459766
0.08271109756698966
0.15946648861139898
0.12983543404598982
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
0.07490313372676291
0.04549644614336059
0.09372902230990922
0.08000742874636513
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