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
6127577
7374540
15257624
Distinct Fragments
5716621
6788295
14468674
Positions with Two Read
310115
436920
649964
NRF = Distinct/Total
0.932933
0.920504
0.948291
PBC1 = OneRead/Distinct
0.940517
0.929004
0.952618
PBC2 = OneRead/TwoRead
17.337365
14.433656
21.205981
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
14485
2958
N1
10328
2020
N2
10866
2060
Np
14659
3098
N optimal
14659
3098
N conservative
14485
2958
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0120124266482569
1.0473292765382014
Self Consistency Ratio
1.0520914020139427
1.0198019801980198
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
23823
25895
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
129.0
132.0
130.0
130.0
25 percentile
516.0
530.0
323.25
520.0
50 percentile (median)
516.0
530.0
520.0
520.0
75 percentile
516.0
530.0
520.0
520.0
Max size
1463.0
1054.0
1624.0
1624.0
Mean
510.2320446627209
524.3967947480209
445.5296965784377
503.54744525547443
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
6127577
7374540
Estimated Fragment Length
195
195
Cross-correlation at Estimated Fragment Length
0.696511860211333
0.729167253705243
Phantom Peak
55
55
Cross-correlation at Phantom Peak
0.6889656
0.7223577
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6763522
0.7106477
NSC (Normalized Strand Cross-correlation coeff.)
1.029806
1.02606
RSC (Relative Strand Cross-correlation coeff.)
1.598278
1.58152
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
0.36361012626607814
0.3687960835859042
Synthetic AUC
0.49621111764674297
0.4965221989504624
X-intercept
0.030761155484239223
0.03021231244536517
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5766344545697669
0.5684956112514818
Synthetic Elbow Point
0.5019934710956996
0.5062661555541927
JS Distance
0.09908173486639901
0.09031925244874371
Synthetic JS Distance
0.19840466220852404
0.19182263675873618
% Genome Enriched
28.033704949965472
28.683734687279216
Diff. Enrichment
11.968797658329766
11.148921148478452
CHANCE Divergence
0.1043036024410789
0.09698076413373143
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
0.21914348142600554
0.22495022258837835
0.22104900494699053
0.21365186950385984
0.21964862112887906
0.21716352170735187
0.26414007981602183
0.2232243164750574
0.22585406126050656
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
0.14566040886196963
0.12378456711119892
0.12148570885696004
0.14686231025896548
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
0.05606140926789767
0.04625360172704874
0.04339249071770211
0.05760243537674928
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