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
12968262
6818769
10022831
Distinct Fragments
12005165
6499318
9561961
Positions with Two Read
649113
212664
304411
NRF = Distinct/Total
0.925734
0.953151
0.954018
PBC1 = OneRead/Distinct
0.93848
0.962161
0.963214
PBC2 = OneRead/TwoRead
17.356935
29.405024
30.255845
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
9204
1790
N1
8177
1055
N2
8688
1225
Np
9117
1701
N optimal
9204
1790
N conservative
9204
1790
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0095426127015465
1.0523221634332744
Self Consistency Ratio
1.0624923566100037
1.161137440758294
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
16389
19178
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
138.0
130.0
134.0
134.0
25 percentile
550.0
520.0
536.0
536.0
50 percentile (median)
550.0
520.0
536.0
536.0
75 percentile
550.0
520.0
536.0
536.0
Max size
753.0
613.0
811.0
816.0
Mean
547.7302458966379
517.4799249139639
488.79385474860334
526.7480443285529
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
12968262
6818769
Estimated Fragment Length
190
175
Cross-correlation at Estimated Fragment Length
0.826429636571163
0.725519608918983
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.8236052
0.721922
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.8169427
0.7126796
NSC (Normalized Strand Cross-correlation coeff.)
1.011613
1.018017
RSC (Relative Strand Cross-correlation coeff.)
1.423922
1.389255
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
0.3901759521716831
0.37475341100918663
Synthetic AUC
0.4973841942569744
0.49644543778632144
X-intercept
0.028908828918009492
0.030054404879275454
Synthetic X-intercept
0.0
0.0
Elbow Point
0.48560046940673535
0.5188521089374882
Synthetic Elbow Point
0.501209606784614
0.5012858319903699
JS Distance
0.034470844901356754
0.05740324073439037
Synthetic JS Distance
0.163606596568439
0.1827609124101373
% Genome Enriched
30.07635842557149
31.929437310650663
Diff. Enrichment
6.430979960247074
8.952147374415064
CHANCE Divergence
0.05580798378124495
0.07683229367297338
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
0.1385107125224071
0.1680390020677651
0.15508641870463943
0.19733740890982018
0.1595051416610675
0.19136091891119109
0.14457073717739782
0.14915411171495568
0.1491625530627896
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
0.08738736174578675
0.07767151150931127
0.09108250753140885
0.08675055429684085
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
0.02673916186504705
0.016811912035175274
0.023208745273509624
0.025759134049885283
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