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
3766927
3061592
4407270
Distinct Fragments
3471241
2758822
4288607
Positions with Two Read
248271
245568
103537
NRF = Distinct/Total
0.921505
0.901107
0.973076
PBC1 = OneRead/Distinct
0.922316
0.901545
0.974429
PBC2 = OneRead/TwoRead
12.895513
10.128368
40.361813
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
6215
1104
N1
7549
611
N2
8318
1104
Np
5983
1251
N optimal
6215
1251
N conservative
6215
1104
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0387765335116161
1.1331521739130435
Self Consistency Ratio
1.1018677970592132
1.806873977086743
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
16774
19266
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
118.0
116.0
121.0
121.0
25 percentile
470.0
464.0
484.0
484.0
50 percentile (median)
470.0
464.0
484.0
484.0
75 percentile
470.0
464.0
484.0
484.0
Max size
470.0
497.0
1279.0
1279.0
Mean
469.2338142363181
463.5543963458943
481.4252597921663
483.27980691874495
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
3766927
3061592
Estimated Fragment Length
145
165
Cross-correlation at Estimated Fragment Length
0.57583365732822
0.517267773718785
Phantom Peak
30
30
Cross-correlation at Phantom Peak
0.5732468
0.512401
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.5647684
0.501563
NSC (Normalized Strand Cross-correlation coeff.)
1.019593
1.031312
RSC (Relative Strand Cross-correlation coeff.)
1.305118
1.449043
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
0.36436313760134353
0.3462932226931325
Synthetic AUC
0.49400216610312014
0.493279795529003
X-intercept
0.038992980545399056
0.04119915184083651
Synthetic X-intercept
2.259709959089654e-238
1.5211313724445012e-189
Elbow Point
0.5336840068538921
0.571536001883025
Synthetic Elbow Point
0.5025195619511055
0.4963247090954577
JS Distance
0.053904131057616975
0.083774032591981
Synthetic JS Distance
0.1876237180392264
0.21233513805214574
% Genome Enriched
33.04489538638916
34.96302768086715
Diff. Enrichment
9.05477791014382
13.735405346285962
CHANCE Divergence
0.07724429136877285
0.11691912134154807
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
0.14095680805733102
0.18912002189681126
0.22259403516645213
0.23495494587021817
0.21182235760786727
0.23822001973594173
0.11936339819074258
0.15534027097494188
0.15234336322305628
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
0.08035904073743728
0.07610964053342516
0.11071755274322387
0.08154354618605056
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
0.025947807978203948
0.013932181261253507
0.03302817053582362
0.030944705778077307
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