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
rep3
ctl1
Total Fragments
1026146
1716035
931712
3306738
Distinct Fragments
959405
1630752
875300
3143467
Positions with Two Read
57689
73238
47205
130751
NRF = Distinct/Total
0.93496
0.950302
0.939453
0.950625
PBC1 = OneRead/Distinct
0.93553
0.951978
0.941607
0.9539
PBC2 = OneRead/TwoRead
15.55846
21.197193
17.459782
22.933316
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
2562
136
N1
5181
76
N2
7356
83
N3
4369
130
Np
2282
181
N optimal
2562
181
N conservative
2562
136
Optimal Set
rep2_vs_rep3
pooled-pr1_vs_pooled-pr2
Conservative Set
rep2_vs_rep3
rep1_vs_rep3
Rescue Ratio
1.1226993865030674
1.3308823529411764
Self Consistency Ratio
1.6836804760814832
1.7105263157894737
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
rep3
Number of peaks
23169
23175
21089
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
rep3
idr_opt
overlap_opt
Min size
266.0
170.0
174.0
109.0
109.0
25 percentile
810.0
680.0
696.0
436.0
436.0
50 percentile (median)
810.0
680.0
696.0
436.0
436.0
75 percentile
810.0
680.0
696.0
436.0
436.0
Max size
810.0
680.0
696.0
436.0
436.0
Mean
809.78078466917
679.7534412081985
695.2830859689885
384.3867403314917
432.05542544886805
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
rep3
Number of Subsampled Reads
1026146
1716035
931712
Estimated Fragment Length
135
105
100
Cross-correlation at Estimated Fragment Length
0.282496544229595
0.395941751350523
0.275723705259189
Phantom Peak
35
30
35
Cross-correlation at Phantom Peak
0.2820502
0.3957085
0.2739623
Argmin of Cross-correlation
1500
1500
1500
Minimum of Cross-correlation
0.2710874
0.3861096
0.2579196
NSC (Normalized Strand Cross-correlation coeff.)
1.042087
1.025465
1.06903
RSC (Relative Strand Cross-correlation coeff.)
1.040715
1.0243
1.109797
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
rep3
AUC
0.3315779017023417
0.35809199264193897
0.3181895385744325
Synthetic AUC
0.48859854341408065
0.4912489853669829
0.48806899186066927
X-intercept
0.06308586931585825
0.04717077111822616
0.06959115074259153
Synthetic X-intercept
4.505480305481592e-65
3.131834716966643e-111
2.4250333421077908e-59
Elbow Point
0.5114396002274155
0.5229420389598731
0.563637451749005
Synthetic Elbow Point
0.515005027084349
0.5162416500604342
0.49163140336114475
JS Distance
0.07775087715697312
0.04102270703050951
0.10283797602970775
Synthetic JS Distance
0.2003870909222154
0.1770467319780138
0.21860202130791498
% Genome Enriched
37.720657909173426
41.27312806088353
40.40256540690426
Diff. Enrichment
16.89715141701332
12.459478627239784
19.729826925333043
CHANCE Divergence
0.14401977677028532
0.10636247681992121
0.1692993030404649
Peak enrichment
Fraction of reads in peaks (FRiP)
FRiP for spp raw peaks
rep1
rep2
rep3
rep1-pr1
rep2-pr1
rep3-pr1
rep1-pr2
rep2-pr2
rep3-pr2
pooled
pooled-pr1
pooled-pr2
Fraction of Reads in Peaks
0.23310128375039543
0.19727853827825295
0.21829489657260137
0.2317366916083786
0.2522308962361933
0.20645922097168443
0.23351066139300047
0.2502444901313784
0.2182341472891859
0.061633193301490474
0.14055402318727386
0.14240478061003625
FRiP for overlap peaks
rep1_vs_rep2
rep1_vs_rep3
rep2_vs_rep3
rep1-pr1_vs_rep1-pr2
rep2-pr1_vs_rep2-pr2
rep3-pr1_vs_rep3-pr2
pooled-pr1_vs_pooled-pr2
Fraction of Reads in Peaks
0.02668621558146999
0.027382223371260176
0.028948026169434808
0.06406243215806112
0.06916692883812924
0.06431328341467987
0.027917900283928807
FRiP for IDR peaks
rep1_vs_rep2
rep1_vs_rep3
rep2_vs_rep3
rep1-pr1_vs_rep1-pr2
rep2-pr1_vs_rep2-pr2
rep3-pr1_vs_rep3-pr2
pooled-pr1_vs_pooled-pr2
Fraction of Reads in Peaks
0.0068255144831748495
0.008185177582193195
0.006209099521670007
0.009318510278893688
0.005069664444915947
0.011532722547093833
0.008680771775581436
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