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
8668839
8553510
9040200
Distinct Fragments
6990654
7005688
7417625
Positions with Two Read
1177872
1120475
1191439
NRF = Distinct/Total
0.806412
0.819042
0.820516
PBC1 = OneRead/Distinct
0.798609
0.811881
0.812295
PBC2 = OneRead/TwoRead
4.739732
5.076227
5.057164
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
86028
555
N1
39658
89
N2
39372
96
Np
86995
610
N optimal
86995
610
N conservative
86028
555
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0112405263402613
1.0990990990990992
Self Consistency Ratio
1.007264045514579
1.0786516853932584
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
140947
137384
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
64.0
64.0
68.0
68.0
25 percentile
256.0
250.0
264.0
264.0
50 percentile (median)
256.0
250.0
264.0
264.0
75 percentile
256.0
250.0
264.0
264.0
Max size
256.0
250.0
264.0
264.0
Mean
255.9959204523686
249.9975543003552
262.6688524590164
263.99045922179437
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
8188824
8067046
Estimated Fragment Length
175
150
Cross-correlation at Estimated Fragment Length
0.690496519518068
0.692926272334725
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.6907087
0.6928167
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6869524
0.6890554
NSC (Normalized Strand Cross-correlation coeff.)
1.005159
1.005618
RSC (Relative Strand Cross-correlation coeff.)
0.9435211
1.029123
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
0.41809681010600314
0.41593351500662756
Synthetic AUC
0.4982935251097906
0.4982981064716697
X-intercept
0.01894317446883259
0.01884137237210862
Synthetic X-intercept
0.0
0.0
Elbow Point
0.49799589597821836
0.5062119240197057
Synthetic Elbow Point
0.501316259072611
0.49924401257845874
JS Distance
0.03185714548224185
0.03519991604315969
Synthetic JS Distance
0.12778661627079171
0.129987685796542
% Genome Enriched
45.320696565875934
44.39729166500323
Diff. Enrichment
7.822440009207182
8.247834543339394
CHANCE Divergence
0.0665437563562574
0.07012190219401784
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
0.5546074672295542
0.5434322313742055
0.4175957005511559
0.40747755883022146
0.40383329095350623
0.4115936788349822
0.5443887033842395
0.5525195173882186
0.5473365965532275
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
0.3559872537058724
0.18296998924938312
0.18407383536144906
0.3593889767649176
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
0.004313015686078496
0.0009143932835054842
0.0010576131815828024
0.0046182493014217145
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