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
6020343
8257389
11283460
Distinct Fragments
5324043
7313849
10642482
Positions with Two Read
486368
633088
375566
NRF = Distinct/Total
0.884342
0.885734
0.943193
PBC1 = OneRead/Distinct
0.894364
0.899714
0.958627
PBC2 = OneRead/TwoRead
9.790186
10.394086
27.164786
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
5978
626
N1
6511
396
N2
6335
455
Np
6188
696
N optimal
6188
696
N conservative
5978
626
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.035128805620609
1.1118210862619808
Self Consistency Ratio
1.0277821625887924
1.148989898989899
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
15678
14820
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
150.0
141.0
146.0
146.0
25 percentile
600.0
564.0
584.0
584.0
50 percentile (median)
600.0
564.0
584.0
584.0
75 percentile
600.0
564.0
584.0
584.0
Max size
661.0
581.0
684.0
684.0
Mean
598.3708381171068
562.2065452091767
529.610632183908
577.6779250161603
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
6020343
8257389
Estimated Fragment Length
210
190
Cross-correlation at Estimated Fragment Length
0.669410167850384
0.731977587275032
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.6670266
0.7295817
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6590626
0.7235254
NSC (Normalized Strand Cross-correlation coeff.)
1.0157
1.011682
RSC (Relative Strand Cross-correlation coeff.)
1.299295
1.395613
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
0.3838306419571935
0.38978820573934475
Synthetic AUC
0.49607288427988205
0.4966482862203138
X-intercept
0.03079704361151906
0.029799342315305535
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5159931517783027
0.5011892599450866
Synthetic Elbow Point
0.501715650904736
0.5025877429609359
JS Distance
0.05461463611081741
0.043752628624597
Synthetic JS Distance
0.17283844383378816
0.16541538339102524
% Genome Enriched
35.04705159312943
34.395353106442755
Diff. Enrichment
8.419691556943965
7.2218395402842255
CHANCE Divergence
0.07184418381530308
0.0617432719985376
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
0.13944916534637208
0.12642996481242352
0.1892908799572907
0.16327297730167753
0.18580875135997216
0.16874602360717322
0.11229841777837898
0.1336026969654398
0.14192001549936545
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
0.061785309452384723
0.06746211760506933
0.06257206678455046
0.063415524112591
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
0.014596868742593435
0.012514743185517823
0.011028454650477632
0.015276862314023023
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