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
1729202
963121
1689806
Distinct Fragments
1625610
931706
1664971
Positions with Two Read
93423
28518
23426
NRF = Distinct/Total
0.940093
0.967382
0.985303
PBC1 = OneRead/Distinct
0.93949
0.967953
0.985534
PBC2 = OneRead/TwoRead
16.347623
31.623817
70.045505
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
11004
1504
N1
10317
796
N2
5981
510
Np
11379
1815
N optimal
11379
1815
N conservative
11004
1504
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0340785169029443
1.206781914893617
Self Consistency Ratio
1.7249623808727637
1.5607843137254902
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
25034
29353
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
356.0
107.0
103.0
103.0
25 percentile
400.0
384.0
400.0
400.0
50 percentile (median)
400.0
384.0
400.0
400.0
75 percentile
400.0
384.0
400.0
400.0
Max size
524.0
384.0
550.0
550.0
Mean
400.0053926659743
383.9837154634961
399.09862258953166
399.8562263819316
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
1729202
963121
Estimated Fragment Length
155
145
Cross-correlation at Estimated Fragment Length
0.387217282932301
0.299780682916955
Phantom Peak
40
35
Cross-correlation at Phantom Peak
0.3774921
0.2891926
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.3618698
0.2696316
NSC (Normalized Strand Cross-correlation coeff.)
1.070046
1.111816
RSC (Relative Strand Cross-correlation coeff.)
1.622516
1.541289
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
0.2723556148418878
0.2563454854899657
Synthetic AUC
0.4909120475244262
0.4880138199170543
X-intercept
0.06014611700928838
0.09668534182724046
Synthetic X-intercept
4.840919082586661e-103
8.726545652079315e-59
Elbow Point
0.6545347930407935
0.6429746758440222
Synthetic Elbow Point
0.5151084213507346
0.5014130595846763
JS Distance
0.12717999039480538
0.1487746377244192
Synthetic JS Distance
0.30145447230925454
0.303210789005069
% Genome Enriched
32.195006172974935
34.56686458746776
Diff. Enrichment
18.98305666396567
22.494679481923992
CHANCE Divergence
0.16243437064638191
0.19421351617547794
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
0.29045824745311133
0.33516923821910444
0.31576542699689164
0.2687349076190946
0.32001473332426406
0.2694098463925058
0.2766111911517423
0.30273337640812426
0.30600492015779823
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
0.18626248600403725
0.17062357383217872
0.13925915291969942
0.19081624053391338
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
0.05244502947680182
0.0296546652532258
0.025730165906378492
0.05985656897250571
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