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
18352881
16938526
17781530
Distinct Fragments
15881885
14912277
15845937
Positions with Two Read
1830741
1544913
1526243
NRF = Distinct/Total
0.865362
0.880376
0.891146
PBC1 = OneRead/Distinct
0.867959
0.882972
0.892494
PBC2 = OneRead/TwoRead
7.529643
8.522887
9.266159
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
24661
1014
N1
25404
579
N2
9205
320
Np
25664
1049
N optimal
25664
1049
N conservative
24661
1014
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.040671505616155
1.0345167652859961
Self Consistency Ratio
2.7598044541010323
1.809375
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
79426
23299
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
143.0
149.0
150.0
150.0
25 percentile
570.0
596.0
584.0
584.0
50 percentile (median)
570.0
596.0
584.0
584.0
75 percentile
570.0
596.0
584.0
584.0
Max size
570.0
596.0
584.0
666.0
Mean
569.8763503134993
595.6617022189794
565.9704480457578
583.2266988778055
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
15000000
15000000
Estimated Fragment Length
200
160
Cross-correlation at Estimated Fragment Length
0.836475138464046
0.837905923295228
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.8360647
0.8380796
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.8304418
0.8329809
NSC (Normalized Strand Cross-correlation coeff.)
1.007265
1.005912
RSC (Relative Strand Cross-correlation coeff.)
1.072999
0.9659367
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
0.39507296545503706
0.40298864461640654
Synthetic AUC
0.4977530253219574
0.49768117431339215
X-intercept
0.028591730054149642
0.028667575481169376
Synthetic X-intercept
0.0
0.0
Elbow Point
0.46519992255782716
0.45867322396955007
Synthetic Elbow Point
0.502325311477471
0.5012954216509591
JS Distance
0.05667395979882343
0.04588071050325476
Synthetic JS Distance
0.15457825081703722
0.14457569695318997
% Genome Enriched
39.8569714920991
37.528317289364274
Diff. Enrichment
7.832981769601194
6.710267049536389
CHANCE Divergence
0.06656483291558102
0.05717319240475768
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
0.4664878420811036
0.18124060217087132
0.3034722875575629
0.18278843812719153
0.2998525237927233
0.18326590835157738
0.42481718370970495
0.2725605350991817
0.27044300761251094
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
0.16566297510976827
0.17300303863857522
0.07763320852558671
0.17306345040844826
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
0.013229302262860966
0.00817187938950011
0.005226858698501738
0.01326306314101481
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