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
1684007
2726423
6353474
Distinct Fragments
1640853
2544017
6074768
Positions with Two Read
40040
158786
231759
NRF = Distinct/Total
0.974374
0.933097
0.956133
PBC1 = OneRead/Distinct
0.974761
0.933221
0.958822
PBC2 = OneRead/TwoRead
39.946054
14.951759
25.132224
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
10579
364
N1
6923
98
N2
10489
200
Np
9472
348
N optimal
10579
364
N conservative
10579
364
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.116870777027027
1.0459770114942528
Self Consistency Ratio
1.5150946121623574
2.0408163265306123
Reproducibility Test
pass
borderline
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
32419
39013
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
122.0
169.0
124.0
124.0
25 percentile
470.0
450.0
460.0
460.0
50 percentile (median)
470.0
450.0
460.0
460.0
75 percentile
470.0
450.0
460.0
460.0
Max size
470.0
450.0
731.0
731.0
Mean
469.926740491687
449.99279727270397
452.13461538461536
459.8078268267322
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
1684007
2726423
Estimated Fragment Length
120
145
Cross-correlation at Estimated Fragment Length
0.39823539076035
0.496980988637134
Phantom Peak
30
35
Cross-correlation at Phantom Peak
0.3978463
0.4961103
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.3916021
0.489845
NSC (Normalized Strand Cross-correlation coeff.)
1.016939
1.014568
RSC (Relative Strand Cross-correlation coeff.)
1.06231
1.138964
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
0.3523443559729376
0.36124998241840284
Synthetic AUC
0.4912959637033534
0.49300797862372475
X-intercept
0.04679900249376558
0.04174962593516209
Synthetic X-intercept
1.8878986777211787e-112
5.365406705712532e-175
Elbow Point
0.5364069825436409
0.5176917705735661
Synthetic Elbow Point
0.49599734261850026
0.5075567949532929
JS Distance
0.0596695917652233
0.04892352085791857
Synthetic JS Distance
0.18845168688963226
0.18475342799306804
% Genome Enriched
41.68079800498753
40.10593516209477
Diff. Enrichment
12.97375159356376
11.615340224586973
CHANCE Divergence
0.11096080853006232
0.09891719895992798
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
0.2300935109096061
0.2594119280683744
0.26153312605507095
0.26564806175909833
0.23727871427708297
0.27194738369462446
0.2153148154161696
0.22343802961456505
0.2271964896744814
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
0.08668271046102641
0.06241190114681823
0.08728285866739892
0.07919302542932714
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
0.012717626453914544
0.007783815005851607
0.00986438710522949
0.01188659804321964
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