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
836744
1652959
16476896
Distinct Fragments
628598
1247522
14785095
Positions with Two Read
103114
243762
1245534
NRF = Distinct/Total
0.751243
0.75472
0.897323
PBC1 = OneRead/Distinct
0.768227
0.750499
0.904698
PBC2 = OneRead/TwoRead
4.683224
3.840894
10.739205
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
9373
981
N1
3533
294
N2
6446
664
Np
9844
1217
N optimal
9844
1217
N conservative
9373
981
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0502507201536329
1.2405708460754332
Self Consistency Ratio
1.824511746391169
2.258503401360544
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
19265
31878
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
100.0
79.0
90.0
90.0
25 percentile
400.0
316.0
244.0
360.0
50 percentile (median)
400.0
316.0
360.0
360.0
75 percentile
400.0
316.0
360.0
360.0
Max size
543.0
1292.0
2566.0
2566.0
Mean
398.32328056060214
315.2523997741389
323.7444535743632
355.4418935392117
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
836744
1652959
Estimated Fragment Length
155
135
Cross-correlation at Estimated Fragment Length
0.217669746139418
0.344409747446609
Phantom Peak
35
35
Cross-correlation at Phantom Peak
0.2002773
0.3207812
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.1758535
0.2898732
NSC (Normalized Strand Cross-correlation coeff.)
1.23779
1.188139
RSC (Relative Strand Cross-correlation coeff.)
1.71211
1.764479
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
0.23591650643306064
0.2695621074737622
Synthetic AUC
0.4859073991375687
0.49001042996741073
X-intercept
0.14692776688640183
0.06685885176060978
Synthetic X-intercept
2.763155434565413e-42
4.3882543890540236e-85
Elbow Point
0.6969191824414162
0.6697943326692034
Synthetic Elbow Point
0.5141917439799373
0.5035286529489298
JS Distance
0.24966519285662447
0.22339328805603703
Synthetic JS Distance
0.3150579183814409
0.3060410146324402
% Genome Enriched
28.906820840636765
29.618930497937736
Diff. Enrichment
32.30364428757805
26.70798701968925
CHANCE Divergence
0.2768468538665576
0.22840432352479617
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
0.29877867002323416
0.3278446548905427
0.23025890324961906
0.26366120869400894
0.22843622827218524
0.26253255415105126
0.3274642419914842
0.3122174431083582
0.3121388809667163
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
0.17940004922304695
0.11913763977153889
0.1358539224941859
0.18555187380309301
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
0.05573189706256714
0.03500735826467986
0.04198846948765365
0.062068043996531146
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