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
6560313
5273727
6506781
Distinct Fragments
3905551
3818523
5385478
Positions with Two Read
883656
725204
743042
NRF = Distinct/Total
0.59533
0.724065
0.827672
PBC1 = OneRead/Distinct
0.610151
0.735993
0.832899
PBC2 = OneRead/TwoRead
2.696721
3.875332
6.036752
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
18896
6431
N1
18508
5139
N2
15914
4716
Np
19512
7063
N optimal
19512
7063
N conservative
18896
6431
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0325994919559696
1.0982739853832997
Self Consistency Ratio
1.1630011310795525
1.0896946564885497
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
44022
35645
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
68.0
74.0
71.0
71.0
25 percentile
270.0
296.0
284.0
284.0
50 percentile (median)
270.0
296.0
284.0
284.0
75 percentile
270.0
296.0
284.0
284.0
Max size
694.0
653.0
730.0
730.0
Mean
268.21857253191587
293.4132136344508
261.17329746566617
275.7245797457975
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
6560313
5273727
Estimated Fragment Length
125
135
Cross-correlation at Estimated Fragment Length
0.553507252878776
0.574106640031137
Phantom Peak
55
55
Cross-correlation at Phantom Peak
0.5148545
0.5357721
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.4660213
0.4927049
NSC (Normalized Strand Cross-correlation coeff.)
1.187729
1.165214
RSC (Relative Strand Cross-correlation coeff.)
1.791525
1.89011
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
0.29065500260524013
0.30154419615075584
Synthetic AUC
0.495398129408886
0.49535424290664115
X-intercept
0.04038860517076285
0.03547518353016278
Synthetic X-intercept
0.0
0.0
Elbow Point
0.6486574369613789
0.6723467922119375
Synthetic Elbow Point
0.5042150860753811
0.5001201431139736
JS Distance
0.19156460005001935
0.18134786070569142
Synthetic JS Distance
0.3019942179798222
0.2877696355146304
% Genome Enriched
26.94462176827322
24.77976380466007
Diff. Enrichment
21.999342922178894
21.31499942791404
CHANCE Divergence
0.18905953884132154
0.185090736777915
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
0.3511340267805202
0.31941423130063035
0.36236505784652134
0.33681542732117437
0.36515935424598567
0.33362432440377454
0.32252192890647613
0.3241671332022613
0.32244574037183643
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
0.22377534731440615
0.2211680705133457
0.21195768573384344
0.2274528092636937
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
0.132965374781283
0.11882045962903821
0.11406919953133465
0.14042001985062366
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