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
4026728
2960240
3477221
Distinct Fragments
3696228
2743090
3383967
Positions with Two Read
266988
178488
64472
NRF = Distinct/Total
0.917923
0.926644
0.973181
PBC1 = OneRead/Distinct
0.921154
0.929335
0.978975
PBC2 = OneRead/TwoRead
12.752622
14.282467
51.383826
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
3916
317
N1
4781
115
N2
5279
105
Np
3978
364
N optimal
3978
364
N conservative
3916
317
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.015832482124617
1.1482649842271293
Self Consistency Ratio
1.1041623091403472
1.0952380952380953
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
7561
11473
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
154.0
148.0
144.0
144.0
25 percentile
530.0
584.0
576.0
576.0
50 percentile (median)
530.0
584.0
576.0
576.0
75 percentile
530.0
584.0
576.0
576.0
Max size
530.0
584.0
576.0
576.0
Mean
529.9058325618305
583.9008977599582
566.0274725274726
575.0874811463046
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
4026728
2960240
Estimated Fragment Length
145
160
Cross-correlation at Estimated Fragment Length
0.58620110875972
0.51326240669183
Phantom Peak
30
30
Cross-correlation at Phantom Peak
0.5848262
0.5121591
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.5789627
0.5060864
NSC (Normalized Strand Cross-correlation coeff.)
1.012502
1.014179
RSC (Relative Strand Cross-correlation coeff.)
1.23448
1.181686
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
0.3711508397820855
0.3640340900934074
Synthetic AUC
0.49419455738281903
0.49326437341234836
X-intercept
0.03835796780563701
0.0408652983065047
Synthetic X-intercept
1.5510004961982477e-254
1.0931367273096461e-188
Elbow Point
0.5130772146091397
0.5172421359184569
Synthetic Elbow Point
0.49779746204996717
0.4958720097272765
JS Distance
0.03673439450839191
0.03672545118595533
Synthetic JS Distance
0.17687045784227998
0.18186776962232065
% Genome Enriched
36.45921847884627
38.39686434085333
Diff. Enrichment
8.91280009753672
10.494498258369639
CHANCE Divergence
0.07577907496804129
0.08923464633287022
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
0.0780183711158961
0.11383799018641756
0.1882923787019788
0.20937587692272086
0.18747194197802672
0.21639430813459418
0.4892365389469542
0.10382368061292871
0.08774586296435642
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
0.04395896517689718
0.0535641416463036
0.0581333074897183
0.04440258238566757
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
0.01193171471389003
0.005373161611518373
0.00695535575773202
0.012526442407399726
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