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
8672937
6763872
9309196
Distinct Fragments
7549363
5934447
7833137
Positions with Two Read
907242
673244
1124693
NRF = Distinct/Total
0.870451
0.877374
0.841441
PBC1 = OneRead/Distinct
0.866291
0.874126
0.835402
PBC2 = OneRead/TwoRead
7.208597
7.705162
5.818313
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
58694
882
N1
31771
561
N2
32069
467
Np
75793
1042
N optimal
75793
1042
N conservative
58694
882
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.2913244965413841
1.18140589569161
Self Consistency Ratio
1.0093796229265684
1.2012847965738758
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
121809
86153
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
80.0
68.0
82.0
82.0
25 percentile
320.0
270.0
330.0
330.0
50 percentile (median)
320.0
270.0
330.0
330.0
75 percentile
320.0
270.0
330.0
330.0
Max size
320.0
270.0
370.0
370.0
Mean
319.89312776560024
269.8467842094878
308.65834932821497
329.711305793411
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
8168185
6402997
Estimated Fragment Length
185
175
Cross-correlation at Estimated Fragment Length
0.716126562040853
0.667642110947015
Phantom Peak
50
55
Cross-correlation at Phantom Peak
0.7164597
0.6677741
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7121385
0.662865
NSC (Normalized Strand Cross-correlation coeff.)
1.0056
1.007207
RSC (Relative Strand Cross-correlation coeff.)
0.9228956
0.973117
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
0.41392885282418634
0.40497164716036754
Synthetic AUC
0.49836618086703866
0.4981410681368679
X-intercept
0.018278492533321623
0.01901098944964932
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5296272049753905
0.5301900500173644
Synthetic Elbow Point
0.5000938245848244
0.49947098750795443
JS Distance
0.02102777620858586
0.0328118374231186
Synthetic JS Distance
0.1341805759864073
0.14264219330257225
% Genome Enriched
41.31442280440536
43.43387369118569
Diff. Enrichment
6.764823418886834
7.857460903724594
CHANCE Divergence
0.05748305841819271
0.06683768465995653
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
0.5389707032556444
0.3922951816543511
0.38299091297406934
0.38817220025497584
0.3782772783269718
0.3946413484136458
0.5234687753964933
0.5338596060831945
0.5335726058865503
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
0.2920511714490936
0.17812707878951314
0.16472983529204996
0.36124986188438235
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
0.00992171702680483
0.009697528390043194
0.0062179288730785836
0.01113359398153728
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