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
7137437
9614999
15206562
Distinct Fragments
6529122
8628523
14440824
Positions with Two Read
469066
744783
669048
NRF = Distinct/Total
0.914771
0.897402
0.949644
PBC1 = OneRead/Distinct
0.921689
0.904681
0.951368
PBC2 = OneRead/TwoRead
12.829361
10.48099
20.534467
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
11422
1149
N1
8276
591
N2
9592
721
Np
11583
1145
N optimal
11583
1149
N conservative
11422
1149
Optimal Set
pooled-pr1_vs_pooled-pr2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0140956049728593
1.0034934497816594
Self Consistency Ratio
1.1590140164330593
1.2199661590524535
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
19787
24003
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
149.0
138.0
141.0
141.0
25 percentile
596.0
550.0
330.0
564.0
50 percentile (median)
596.0
550.0
564.0
564.0
75 percentile
596.0
550.0
564.0
564.0
Max size
712.0
550.0
564.0
564.0
Mean
594.3719108505585
548.0607840686581
472.9817232375979
554.3924717258051
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
7137437
9614999
Estimated Fragment Length
210
210
Cross-correlation at Estimated Fragment Length
0.714506699015737
0.766719034914765
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.713004
0.7643206
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7079023
0.7590801
NSC (Normalized Strand Cross-correlation coeff.)
1.00933
1.010063
RSC (Relative Strand Cross-correlation coeff.)
1.294561
1.457675
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
0.3845765813490604
0.3840602039418253
Synthetic AUC
0.4964522079274029
0.4969130834736318
X-intercept
0.030033896680999893
0.029572758087891816
Synthetic X-intercept
0.0
0.0
Elbow Point
0.509484283358686
0.4992414170329824
Synthetic Elbow Point
0.49999750267405235
0.49946194800302474
JS Distance
0.05732008409761658
0.05550508336343854
Synthetic JS Distance
0.1646128276818128
0.16671261323222752
% Genome Enriched
32.978595982704306
32.85662382669174
Diff. Enrichment
9.195178609413135
8.767128034518024
CHANCE Divergence
0.07898343942372213
0.07528454885307825
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
0.17289548310563768
0.19240370134259527
0.1870998509067038
0.19220638013727437
0.18821764936023538
0.1934067604585453
0.20899630392282573
0.1809285199224249
0.18975851986553438
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
0.10015805484750427
0.0839492660580066
0.08905987742680171
0.10168302866709496
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
0.01877810253095419
0.012639742485187408
0.013496747270583104
0.018757270275766978
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