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
2137031
1394824
3679914
Distinct Fragments
1999182
1338690
3609440
Positions with Two Read
120913
51106
65022
NRF = Distinct/Total
0.935495
0.959755
0.980849
PBC1 = OneRead/Distinct
0.935512
0.960056
0.981339
PBC2 = OneRead/TwoRead
15.467807
25.148084
54.475162
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
7556
1375
N1
8149
1130
N2
5449
661
Np
7488
1320
N optimal
7556
1375
N conservative
7556
1375
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0090811965811965
1.0416666666666667
Self Consistency Ratio
1.4955037621581941
1.7095310136157338
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
21264
26153
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
109.0
102.0
110.0
110.0
25 percentile
430.0
410.0
440.0
440.0
50 percentile (median)
430.0
410.0
440.0
440.0
75 percentile
430.0
410.0
440.0
440.0
Max size
430.0
410.0
440.0
440.0
Mean
429.59706546275396
409.85925132871944
422.29672727272725
436.81087877183694
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
2137031
1394824
Estimated Fragment Length
150
130
Cross-correlation at Estimated Fragment Length
0.448935305016394
0.360922134656355
Phantom Peak
35
30
Cross-correlation at Phantom Peak
0.4427323
0.3569024
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.4282831
0.3414921
NSC (Normalized Strand Cross-correlation coeff.)
1.048221
1.056898
RSC (Relative Strand Cross-correlation coeff.)
1.429301
1.260848
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
0.3329909381551929
0.3210915241098027
Synthetic AUC
0.49211050852331256
0.49035770863760436
X-intercept
0.04564403912745145
0.05345317312141957
Synthetic X-intercept
3.8585708598090465e-137
2.0968962427181835e-91
Elbow Point
0.5674757049164633
0.5722090573986308
Synthetic Elbow Point
0.49535546871533476
0.5136394150591383
JS Distance
0.09967687733075407
0.11164300128236657
Synthetic JS Distance
0.2245194674916406
0.23256112686311456
% Genome Enriched
33.2587326663156
34.07674693219717
Diff. Enrichment
14.805099832838382
17.12903067734151
CHANCE Divergence
0.12609466301079555
0.1458494964852296
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
0.2073852749212199
0.2332397591012727
0.26184183615723855
0.22998806318514503
0.2616144808455632
0.23116727708409543
0.16672090287083374
0.21685381371043283
0.2194121090905849
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
0.11191767033362844
0.11521404162289994
0.08758311161596602
0.11122939061389736
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
0.04622053896819262
0.04119747744814015
0.02967248525113611
0.04507667513345821
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