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
14301612
10299562
30191669
Distinct Fragments
12148376
9023655
24772227
Positions with Two Read
1572694
988318
3763147
NRF = Distinct/Total
0.849441
0.87612
0.820499
PBC1 = OneRead/Distinct
0.849129
0.875973
0.818365
PBC2 = OneRead/TwoRead
6.559149
7.997914
5.387174
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
7524
389
N1
6780
274
N2
6260
229
Np
7534
406
N optimal
7534
406
N conservative
7524
389
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0013290802764487
1.0437017994858613
Self Consistency Ratio
1.0830670926517572
1.1965065502183405
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
20781
17844
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
145.0
173.0
155.0
155.0
25 percentile
580.0
690.0
438.25
620.0
50 percentile (median)
580.0
690.0
620.0
620.0
75 percentile
580.0
690.0
620.0
620.0
Max size
580.0
3760.0
6086.0
6086.0
Mean
578.9843125932342
690.4574646940148
666.4827586206897
622.3173612954606
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
14301612
10299562
Estimated Fragment Length
240
205
Cross-correlation at Estimated Fragment Length
0.81649577111642
0.769659150566992
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.816478
0.7699528
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.8128435
0.7664125
NSC (Normalized Strand Cross-correlation coeff.)
1.004493
1.004236
RSC (Relative Strand Cross-correlation coeff.)
1.004901
0.9170621
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
0.4145531142710829
0.4111502724393654
Synthetic AUC
0.49743083805906085
0.4970204765823667
X-intercept
0.028813694744621778
0.029143279467870483
Synthetic X-intercept
0.0
0.0
Elbow Point
0.43697141601582007
0.4418712422347842
Synthetic Elbow Point
0.5017037026694106
0.5038492731079774
JS Distance
0.0312045499273433
0.035927143518726896
Synthetic JS Distance
0.12988197824736525
0.13276936507931558
% Genome Enriched
38.226234943970596
39.32704791962128
Diff. Enrichment
5.4855566118162
5.9745627338981695
CHANCE Divergence
0.04675159473537549
0.05082347474958373
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
0.1532188200002071
0.14815541232434565
0.17525582407475432
0.18117846378299182
0.17252521507202814
0.18450254917304726
0.16632927317220153
0.14915718250285384
0.159716630947456
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
0.05985261913013571
0.05402805916878316
0.05510844018735875
0.06033443250200532
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
0.007148666082639031
0.004674939356780018
0.005469273603427525
0.007377151496341405
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