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
5982068
7785207
11398441
Distinct Fragments
5389929
7102390
10702211
Positions with Two Read
312230
380767
540877
NRF = Distinct/Total
0.901014
0.912293
0.938919
PBC1 = OneRead/Distinct
0.929687
0.93599
0.944533
PBC2 = OneRead/TwoRead
16.048893
17.458887
18.689268
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
9849
2950
N1
10035
2650
N2
7682
2051
Np
9647
2955
N optimal
9849
2955
N conservative
9849
2950
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0209391520680005
1.0016949152542374
Self Consistency Ratio
1.3063004425930747
1.2920526572403706
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
21807
16339
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
120.0
115.0
118.0
118.0
25 percentile
480.0
460.0
247.5
470.0
50 percentile (median)
480.0
460.0
470.0
470.0
75 percentile
480.0
460.0
470.0
470.0
Max size
1789.0
1279.0
1818.0
1818.0
Mean
470.87132572109874
453.6180916824775
386.37698815566836
444.60513757741904
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
5982068
7785207
Estimated Fragment Length
150
140
Cross-correlation at Estimated Fragment Length
0.682509866779551
0.735144196954986
Phantom Peak
55
55
Cross-correlation at Phantom Peak
0.660885
0.7210943
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6323795
0.7008666
NSC (Normalized Strand Cross-correlation coeff.)
1.079273
1.048907
RSC (Relative Strand Cross-correlation coeff.)
1.75862
1.694584
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
0.33174928012255656
0.35874501085080707
Synthetic AUC
0.4960964757109589
0.4965990796339628
X-intercept
0.03183824820781377
0.030642792138329634
Synthetic X-intercept
0.0
0.0
Elbow Point
0.6621289895103221
0.6135104497629046
Synthetic Elbow Point
0.5062591556413151
0.5044309245985236
JS Distance
0.13952180905934455
0.09493580886394777
Synthetic JS Distance
0.24766555105561716
0.20938625635202474
% Genome Enriched
25.514105982469307
27.47832612201236
Diff. Enrichment
14.28948295011473
9.781579104746918
CHANCE Divergence
0.12384354976160729
0.08468040268984978
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
0.2461980650151214
0.17516296936548673
0.256213810509717
0.19990812249471338
0.2541698051898731
0.20133529053667057
0.199962022604146
0.20338867052111856
0.2042180021200185
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
0.140949067115253
0.1602708423066057
0.11152147172818208
0.14056369648785044
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
0.0712028200814875
0.07768950393434575
0.05123915793945114
0.07185795014807186
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