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
3159092
3197727
3350509
Distinct Fragments
2934405
3019808
3278254
Positions with Two Read
187102
144344
53957
NRF = Distinct/Total
0.928876
0.944361
0.978435
PBC1 = OneRead/Distinct
0.93089
0.948239
0.981792
PBC2 = OneRead/TwoRead
14.599561
19.838026
59.650537
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
6188
702
N1
7386
416
N2
9055
524
Np
6117
671
N optimal
6188
702
N conservative
6188
702
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0116069968939023
1.0461997019374067
Self Consistency Ratio
1.2259680476577308
1.2596153846153846
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
15445
20443
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
121.0
115.0
124.0
124.0
25 percentile
484.0
460.0
476.0
476.0
50 percentile (median)
484.0
460.0
476.0
476.0
75 percentile
484.0
460.0
476.0
476.0
Max size
494.0
460.0
512.0
512.0
Mean
483.47219164778244
459.5657193171257
457.7037037037037
473.92436974789916
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
3159092
3197727
Estimated Fragment Length
160
145
Cross-correlation at Estimated Fragment Length
0.535181900169627
0.548006840267521
Phantom Peak
30
35
Cross-correlation at Phantom Peak
0.5321894
0.5432998
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.521744
0.5323619
NSC (Normalized Strand Cross-correlation coeff.)
1.025756
1.029388
RSC (Relative Strand Cross-correlation coeff.)
1.286489
1.430335
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
0.34917035131413215
0.33850100521138443
Synthetic AUC
0.493484314920353
0.49357235547967643
X-intercept
0.04114537620681401
0.04226841139392005
Synthetic X-intercept
9.978647090492089e-202
2.4355938239891475e-207
Elbow Point
0.5547255246150163
0.5572269209287481
Synthetic Elbow Point
0.49433060478003576
0.49530945443328006
JS Distance
0.06255183987530799
0.07115843532155375
Synthetic JS Distance
0.2046714404135569
0.21930774038949433
% Genome Enriched
31.9630176334477
30.366632091279023
Diff. Enrichment
11.462119476430649
11.646367446166622
CHANCE Divergence
0.0978268092988388
0.09948155803891219
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
0.1502614162010672
0.18110263715926164
0.22109136952724023
0.2413701772776058
0.22199207913551666
0.23221424863024348
0.11535729741859477
0.1602758787423835
0.15857595235765684
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
0.07734448255688148
0.08614868238989559
0.09943150840845084
0.07679917639735956
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
0.01934217310348328
0.014483435966657627
0.015532467138866845
0.018417857457704544
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