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
1170307
1025050
995541
3288896
Distinct Fragments
1108898
987822
937776
3112596
Positions with Two Read
51345
31690
49519
141053
NRF = Distinct/Total
0.947527
0.963682
0.941976
0.946395
PBC1 = OneRead/Distinct
0.949954
0.965682
0.943328
0.949734
PBC2 = OneRead/TwoRead
20.516155
30.101672
17.864456
20.95764
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
4600
324
N1
5918
316
N2
5452
207
N3
4330
245
Np
4816
351
N optimal
4816
351
N conservative
4600
324
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep3
Rescue Ratio
1.0469565217391303
1.0833333333333333
Self Consistency Ratio
1.366743648960739
1.5265700483091786
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
20534
22289
23694
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
159.0
172.0
152.0
155.0
155.0
25 percentile
636.0
690.0
610.0
351.5
620.0
50 percentile (median)
636.0
690.0
610.0
587.0
620.0
75 percentile
636.0
690.0
610.0
620.0
620.0
Max size
807.0
731.0
610.0
974.0
974.0
Mean
634.02912243109
689.0611063753421
608.9045327931121
507.34472934472933
611.0830564784053
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
rep3
Number of Subsampled Reads
1170307
1025050
995541
Estimated Fragment Length
125
130
165
Cross-correlation at Estimated Fragment Length
0.327949562522753
0.299557191456817
0.288574155255433
Phantom Peak
35
35
40
Cross-correlation at Phantom Peak
0.3246523
0.2991767
0.2839599
Argmin of Cross-correlation
1500
1500
1500
Minimum of Cross-correlation
0.299528
0.2820385
0.2669286
NSC (Normalized Strand Cross-correlation coeff.)
1.094888
1.062115
1.081091
RSC (Relative Strand Cross-correlation coeff.)
1.131236
1.022202
1.270931
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
0.31562362077919087
0.3198706754842162
0.31778831590590406
Synthetic AUC
0.48940662461639894
0.48876010742016424
0.48847932917843745
X-intercept
0.0592968954160358
0.0634960531906617
0.06531934545004797
Synthetic X-intercept
1.5226980044189402e-75
5.4889733830504754e-67
1.0286705988553223e-63
Elbow Point
0.5732139615512746
0.526157461434576
0.5465587852165709
Synthetic Elbow Point
0.5062593827167615
0.500944253568202
0.5199971683931245
JS Distance
0.12595611632983597
0.10695825348197972
0.11215704511727549
Synthetic JS Distance
0.23754339190925827
0.22232265218099062
0.22571087508206053
% Genome Enriched
32.61718243495295
36.69704822149211
34.50411038698081
Diff. Enrichment
19.462548488643293
19.38500242003115
19.455108215797566
CHANCE Divergence
0.16604791943872652
0.16525007418151225
0.16577888626827333
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
0.22457993716133146
0.22977699297088916
0.23541305237920365
0.24818841226701144
0.22922253895742556
0.21512238979852855
0.25117097168775276
0.23913842667647006
0.2260254023730831
0.1252590009248459
0.1820205836092418
0.17974792472737766
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
0.07304585087618784
0.07365664744828387
0.07083216217742612
0.09543656267661657
0.07885199894734093
0.06768689823432823
0.07466669800630907
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
0.021896616395921536
0.023485470974431096
0.021753629277493927
0.027561336451159855
0.017797772943045923
0.020967088351125124
0.02415992619514216
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