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
4175773
2919401
5475015
Distinct Fragments
2566556
2187324
5170728
Positions with Two Read
694601
397869
245223
NRF = Distinct/Total
0.61463
0.749237
0.944423
PBC1 = OneRead/Distinct
0.586634
0.762703
0.948843
PBC2 = OneRead/TwoRead
2.167616
4.193033
20.007136
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
11608
2308
N1
10830
1856
N2
8786
1343
Np
9640
2266
N optimal
11608
2308
N conservative
11608
2308
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.204149377593361
1.0185348631950573
Self Consistency Ratio
1.2326428408832233
1.3819806403574089
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
41214
32489
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
71.0
78.0
79.0
79.0
25 percentile
284.0
310.0
316.0
316.0
50 percentile (median)
284.0
310.0
316.0
316.0
75 percentile
284.0
310.0
316.0
316.0
Max size
289.0
310.0
515.0
515.0
Mean
283.0781045275877
309.01668256948506
285.0589254766031
309.90368711233634
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
4175773
2919401
Estimated Fragment Length
135
160
Cross-correlation at Estimated Fragment Length
0.465455445991436
0.422935943427081
Phantom Peak
40
40
Cross-correlation at Phantom Peak
0.4436572
0.4092652
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.4332746
0.4015266
NSC (Normalized Strand Cross-correlation coeff.)
1.074274
1.05332
RSC (Relative Strand Cross-correlation coeff.)
3.099483
2.76657
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
0.3348069161317203
0.333901078872843
Synthetic AUC
0.4930343203147494
0.4924574975871933
X-intercept
0.04230485347802669
0.044152087613956
Synthetic X-intercept
2.5388599943478146e-176
3.584080605817872e-150
Elbow Point
0.5768577071156417
0.56435995132558
Synthetic Elbow Point
0.5063807469474678
0.49348940632587596
JS Distance
0.10399090792936852
0.09885238391097712
Synthetic JS Distance
0.22551287592377928
0.22265445210529902
% Genome Enriched
30.308603802190348
30.528436633485608
Diff. Enrichment
15.667226828172076
15.26069788538914
CHANCE Divergence
0.134355357907291
0.13067365948371795
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
0.2655542761160961
0.23494294576890282
0.27839356709182034
0.2627652919684868
0.277982152979543
0.26693133181448536
0.21434183154882425
0.21365275938585995
0.2204917930162387
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
0.1151830002581245
0.11011668848759687
0.09882147304310537
0.10322142304018918
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
0.051288525395424
0.047143649258642596
0.037763269250731736
0.05069673792808864
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