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
30604048
12895075
13966026
Distinct Fragments
24995752
11485678
12769840
Positions with Two Read
3748708
1101673
992800
NRF = Distinct/Total
0.816747
0.890703
0.91435
PBC1 = OneRead/Distinct
0.818487
0.892832
0.915176
PBC2 = OneRead/TwoRead
5.45753
9.308374
11.771405
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
6615
265
N1
5968
151
N2
7215
60
Np
6235
268
N optimal
6615
268
N conservative
6615
265
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0609462710505213
1.0113207547169811
Self Consistency Ratio
1.2089477211796247
2.5166666666666666
Reproducibility Test
pass
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
11933
17449
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
152.0
154.0
154.0
25 percentile
624.0
610.0
616.0
616.0
50 percentile (median)
624.0
610.0
616.0
616.0
75 percentile
624.0
610.0
616.0
616.0
Max size
624.0
610.0
616.0
616.0
Mean
623.5880331852845
609.7322482663762
588.2201492537314
614.61179138322
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
15000000
12895075
Estimated Fragment Length
190
160
Cross-correlation at Estimated Fragment Length
0.839686073147694
0.81416306687254
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.8401837
0.8145845
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.8356021
0.8099585
NSC (Normalized Strand Cross-correlation coeff.)
1.004887
1.005191
RSC (Relative Strand Cross-correlation coeff.)
0.8913761
0.9088895
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
0.4142838288691479
0.40510441064103475
Synthetic AUC
0.4982076656941151
0.4973579510317027
X-intercept
0.028110764804603214
0.028838008471189964
Synthetic X-intercept
0.0
0.0
Elbow Point
0.4305262526971949
0.45785982578118756
Synthetic Elbow Point
0.4982591802286818
0.49837695717940156
JS Distance
0.027906065430121682
0.036019348489489074
Synthetic JS Distance
0.13279702307275612
0.14016615722946
% Genome Enriched
35.12007512187325
37.264045392791495
Diff. Enrichment
4.878128972692009
6.446371635383219
CHANCE Divergence
0.0418721046372883
0.05495814822280904
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
0.09847874393670421
0.1390665086407906
0.11941231914876262
0.16269692604059335
0.12158020680503039
0.17595426602102632
0.10181172954237465
0.10413412471275395
0.1149435052386649
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
0.05615693602308058
0.05141583664804966
0.06064534186568757
0.05306895020012121
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
0.0037145824921402913
0.002283407566238213
0.0010444658564580907
0.0036923712985258094
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