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
920679
1226527
1768282
Distinct Fragments
887096
1190978
1740953
Positions with Two Read
30197
30632
22512
NRF = Distinct/Total
0.963524
0.971017
0.984545
PBC1 = OneRead/Distinct
0.96427
0.972579
0.985956
PBC2 = OneRead/TwoRead
28.327317
37.814051
76.248356
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
5352
188
N1
3060
51
N2
4706
274
Np
5306
292
N optimal
5352
292
N conservative
5352
188
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0086694308330193
1.553191489361702
Self Consistency Ratio
1.5379084967320262
5.372549019607843
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
31752
31569
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
187.0
94.0
116.0
116.0
25 percentile
510.0
376.0
436.0
436.0
50 percentile (median)
510.0
376.0
436.0
436.0
75 percentile
510.0
376.0
436.0
436.0
Max size
510.0
376.0
436.0
436.0
Mean
509.97011211892163
375.90563527511165
422.5445205479452
435.2658819133034
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
920679
1226527
Estimated Fragment Length
100
110
Cross-correlation at Estimated Fragment Length
0.273409519999476
0.338659014874097
Phantom Peak
40
35
Cross-correlation at Phantom Peak
0.2714308
0.3352687
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.2603844
0.31908
NSC (Normalized Strand Cross-correlation coeff.)
1.050023
1.061361
RSC (Relative Strand Cross-correlation coeff.)
1.179131
1.209423
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
0.3254550245727507
0.3307032738874612
Synthetic AUC
0.48812924171165617
0.48973953849624274
X-intercept
0.06771909529698034
0.055650404882524235
Synthetic X-intercept
5.924355462820801e-60
1.3588306585831626e-80
Elbow Point
0.547433084686266
0.5264410227771351
Synthetic Elbow Point
0.5111573231525989
0.5150403962904235
JS Distance
0.06249513398878315
0.07501517372816592
Synthetic JS Distance
0.20509448799888702
0.20898700605332507
% Genome Enriched
42.998922972595636
38.051577645697876
Diff. Enrichment
17.35461253244321
15.652028254014732
CHANCE Divergence
0.15016423074610055
0.13350761768737
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
0.24278016975706407
0.22488906530136807
0.15321617241974417
0.19229223260970782
0.1834133855708737
0.2316219633720492
0.09165182925514197
0.22663917573206116
0.2112375533428165
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
0.05811967860129739
0.03504517366815565
0.05595011099750371
0.05858505011969777
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
0.007728713806101591
0.0026694040572252096
0.011155856238344425
0.010625903125082374
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