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
11941690
14294529
9386070
Distinct Fragments
10747539
12763578
8615808
Positions with Two Read
1008296
1265980
675374
NRF = Distinct/Total
0.900002
0.8929
0.917936
PBC1 = OneRead/Distinct
0.898011
0.891085
0.916341
PBC2 = OneRead/TwoRead
9.572004
8.983898
11.689841
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
80329
2234
N1
34972
959
N2
37194
1233
Np
80911
2413
N optimal
80911
2413
N conservative
80329
2234
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0072452040981463
1.0801253357206804
Self Consistency Ratio
1.0635365435205306
1.2857142857142858
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
119756
121116
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
76.0
86.0
86.0
25 percentile
324.0
304.0
344.0
344.0
50 percentile (median)
324.0
304.0
344.0
344.0
75 percentile
324.0
304.0
344.0
344.0
Max size
601.0
551.0
667.0
667.0
Mean
323.8239420154314
303.7560190230853
325.89888106092
343.4625452657859
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
11300401
13504451
Estimated Fragment Length
160
155
Cross-correlation at Estimated Fragment Length
0.785905698251482
0.81235894444662
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.7862457
0.8122748
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7812643
0.8070069
NSC (Normalized Strand Cross-correlation coeff.)
1.005941
1.006632
RSC (Relative Strand Cross-correlation coeff.)
0.9317481
1.015968
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
0.4208139023287647
0.4185042321062747
Synthetic AUC
0.4986295201380099
0.4987384901121112
X-intercept
0.01837315414798766
0.01850894096268858
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5217867947322703
0.5283844364347974
Synthetic Elbow Point
0.5007451474615979
0.5015979212074365
JS Distance
0.04008094196088649
0.04302367299411442
Synthetic JS Distance
0.12973601083917569
0.13298968096921568
% Genome Enriched
40.96169014647004
40.21446329263057
Diff. Enrichment
7.014838305983267
7.095457505990815
CHANCE Divergence
0.05966320231350627
0.0603795616087285
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
0.5257289487308634
0.5134782133634901
0.374857874488584
0.3425428395733986
0.36689015230897654
0.3716271268121038
0.5037312885433273
0.5193517633425485
0.5206488894811536
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
0.38736824183936397
0.1958483073399561
0.19913382406849348
0.38985859309961585
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
0.026812840386302186
0.016996379972820663
0.019274499681203084
0.028132118388426983
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