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
14545140
25762592
24228731
Distinct Fragments
13184519
22080002
21447280
Positions with Two Read
1071355
2656577
2080331
NRF = Distinct/Total
0.906455
0.857057
0.8852
PBC1 = OneRead/Distinct
0.910636
0.861183
0.889399
PBC2 = OneRead/TwoRead
11.206642
7.157675
9.169306
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
13550
272
N1
10755
78
N2
9667
89
Np
13065
231
N optimal
13550
272
N conservative
13550
272
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0371220818982012
1.1774891774891776
Self Consistency Ratio
1.1125478431778215
1.141025641025641
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
33462
24394
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
142.0
181.0
146.0
146.0
25 percentile
480.0
524.0
504.0
504.0
50 percentile (median)
480.0
524.0
504.0
504.0
75 percentile
480.0
524.0
504.0
504.0
Max size
555.0
524.0
560.0
560.0
Mean
479.96455681071063
523.9224399442486
492.12132352941177
503.76154981549814
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
14545140
15000000
Estimated Fragment Length
160
170
Cross-correlation at Estimated Fragment Length
0.837566052881596
0.842621452918031
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.8367169
0.8422241
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.8317506
0.83772
NSC (Normalized Strand Cross-correlation coeff.)
1.006992
1.005851
RSC (Relative Strand Cross-correlation coeff.)
1.170987
1.08823
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
0.40150526618671717
0.4096621242562825
Synthetic AUC
0.4975334556035347
0.4980933417620499
X-intercept
0.02876341293874192
0.028301999856182935
Synthetic X-intercept
0.0
0.0
Elbow Point
0.4517993112760569
0.43048442381290997
Synthetic Elbow Point
0.4977071653586341
0.5007708533457143
JS Distance
0.04547766632501714
0.03343913894054221
Synthetic JS Distance
0.1447524267825556
0.1370759689569933
% Genome Enriched
39.23649118321495
37.60776292555869
Diff. Enrichment
6.4593574969461
5.084789162401915
CHANCE Divergence
0.05490182453012092
0.04332201479997304
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
0.21627001488935715
0.1667718477417375
0.21416701807254018
0.18398565813899617
0.2163533686481769
0.17960477683083878
0.21646725133019273
0.19088715815891918
0.18544151129781983
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
0.0922298882673808
0.07627051036788826
0.07003389436193078
0.08930018599152478
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
0.003142945658978439
0.00170993126106635
0.0011733690841868782
0.0026920064558966727
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