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
9602943
9948336
14632581
Distinct Fragments
9027844
9318152
13787306
Positions with Two Read
391528
430449
632101
NRF = Distinct/Total
0.940112
0.936654
0.942233
PBC1 = OneRead/Distinct
0.952674
0.949305
0.951304
PBC2 = OneRead/TwoRead
21.966735
20.550088
20.749712
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
12754
3610
N1
10101
2267
N2
10099
2448
Np
12550
3507
N optimal
12754
3610
N conservative
12754
3610
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0162549800796812
1.0293698317650413
Self Consistency Ratio
1.0001980394098426
1.0798411998235553
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
20401
18609
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
134.0
142.0
139.0
139.0
25 percentile
536.0
570.0
310.0
556.0
50 percentile (median)
536.0
570.0
556.0
556.0
75 percentile
536.0
570.0
556.0
556.0
Max size
573.0
1071.0
1089.0
1089.0
Mean
527.1579334346355
554.7644150679779
453.7883656509695
525.1009095185824
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
9602943
9948336
Estimated Fragment Length
210
210
Cross-correlation at Estimated Fragment Length
0.78619030703137
0.79172700983783
Phantom Peak
55
55
Cross-correlation at Phantom Peak
0.7801939
0.7843782
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7708941
0.7738294
NSC (Normalized Strand Cross-correlation coeff.)
1.019842
1.023129
RSC (Relative Strand Cross-correlation coeff.)
1.644788
1.696652
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
0.3768072950131084
0.3771339215847483
Synthetic AUC
0.49698213085263215
0.4970293598282981
X-intercept
0.029659274636220284
0.029527535479750094
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5273698077805944
0.5470508393381105
Synthetic Elbow Point
0.4990735795251191
0.4997481372961613
JS Distance
0.06691013993456778
0.07408907461265837
Synthetic JS Distance
0.18101447987910235
0.18287053242511964
% Genome Enriched
27.455039022734983
24.865566178965647
Diff. Enrichment
9.468199939664679
9.859318331783463
CHANCE Divergence
0.08318131262506188
0.08827644740050276
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
0.18344697062843118
0.1809964181300121
0.18476788372331562
0.1784742697126241
0.18261299539225637
0.17944422575924662
0.18931642545637473
0.18014065501649282
0.18214916013496446
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
0.1293173945963524
0.10897095497641408
0.11721987994183929
0.12781342888973568
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
0.056675665641911066
0.039538335057997226
0.04508378497962669
0.055501251133547654
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