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
5440124
8775762
8020262
Distinct Fragments
4557479
7659705
6923378
Positions with Two Read
658460
895042
866127
NRF = Distinct/Total
0.837753
0.872825
0.863236
PBC1 = OneRead/Distinct
0.83356
0.869924
0.859492
PBC2 = OneRead/TwoRead
5.769421
7.444744
6.870342
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
55758
737
N1
30160
659
N2
40810
351
Np
85065
866
N optimal
85065
866
N conservative
55758
737
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.5256106747013882
1.175033921302578
Self Consistency Ratio
1.3531167108753315
1.8774928774928774
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
76025
141249
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
62.0
78.0
80.0
80.0
25 percentile
250.0
310.0
320.0
320.0
50 percentile (median)
250.0
310.0
320.0
320.0
75 percentile
250.0
310.0
320.0
320.0
Max size
250.0
310.0
457.0
457.0
Mean
249.87613285103583
309.9610475118408
304.1027713625866
319.8381590548404
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
5156908
8271276
Estimated Fragment Length
135
170
Cross-correlation at Estimated Fragment Length
0.601503002727529
0.716454938435017
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.602602
0.7173593
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.592149
0.7124277
NSC (Normalized Strand Cross-correlation coeff.)
1.015797
1.005653
RSC (Relative Strand Cross-correlation coeff.)
0.8948671
0.816626
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
0.40337714040241407
0.4217705780811779
Synthetic AUC
0.49789388872467594
0.49837775170091303
X-intercept
0.01953561731352819
0.01840560613320556
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5393048235106213
0.5101002236064527
Synthetic Elbow Point
0.4988499878489845
0.5002284036317267
JS Distance
0.06158839065429264
0.048900832504993066
Synthetic JS Distance
0.14952243749818056
0.1286435798921132
% Genome Enriched
44.36891071713784
46.89346749720492
Diff. Enrichment
8.074462799328469
5.124658121216608
CHANCE Divergence
0.0687556320596504
0.04372091062758088
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
0.3503546220240184
0.593293019387897
0.41824509635869433
0.439717312591217
0.4178324881464674
0.42300672107512194
0.5914660073624805
0.5666933213784393
0.5837393443037788
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
0.26914308985656166
0.1550651184380058
0.20575789383733842
0.39012089392988414
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
0.009079554443981062
0.009876812055246655
0.004640571762939203
0.010199019778064406
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