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
7662297
4012891
20247817
Distinct Fragments
6533655
3418124
18962354
Positions with Two Read
814211
441681
1099573
NRF = Distinct/Total
0.852702
0.851786
0.936514
PBC1 = OneRead/Distinct
0.856763
0.851234
0.938725
PBC2 = OneRead/TwoRead
6.875111
6.587612
16.188506
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
9897
919
N1
9102
952
N2
6350
263
Np
10681
1276
N optimal
10681
1276
N conservative
9897
919
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.079215924017379
1.3884657236126223
Self Consistency Ratio
1.4333858267716535
3.6197718631178706
Reproducibility Test
pass
borderline
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
24457
15521
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
164.0
181.0
162.0
162.0
25 percentile
656.0
720.0
335.0
650.0
50 percentile (median)
656.0
720.0
650.0
650.0
75 percentile
656.0
720.0
650.0
650.0
Max size
2608.0
3746.0
2791.0
2791.0
Mean
650.7017622766488
720.67862895432
545.0995297805642
634.4243984645633
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
7662297
4012891
Estimated Fragment Length
205
200
Cross-correlation at Estimated Fragment Length
0.705728434207039
0.550017960612779
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.7041365
0.5501076
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6960664
0.5448192
NSC (Normalized Strand Cross-correlation coeff.)
1.013881
1.009542
RSC (Relative Strand Cross-correlation coeff.)
1.197266
0.9830498
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
0.37543278734714575
0.3760583652094162
Synthetic AUC
0.49645401106611053
0.4951029335796735
X-intercept
0.03009501377300491
0.032542217254181806
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5570901033973412
0.5246796279292587
Synthetic Elbow Point
0.5047483742838429
0.5045912169902855
JS Distance
0.08444792168316138
0.07528031501880503
Synthetic JS Distance
0.17941308577187978
0.17197708778155582
% Genome Enriched
28.276178689768056
35.30140923789373
Diff. Enrichment
11.025185369128632
10.95002166790519
CHANCE Divergence
0.09652468919630684
0.0934229060595488
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
0.2220302924168014
0.16144443255913324
0.18890287491951235
0.20579899386174053
0.1902252430688852
0.1988243448293149
0.2625269467216506
0.1840486859038981
0.18367035776563193
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
0.10066937106043218
0.10465398339316058
0.0785371001932707
0.10924959041384326
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
0.021559082571144812
0.02274332506916967
0.012324614340272445
0.027269666028668874
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