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
6818504
5648628
7805713
Distinct Fragments
6576226
5461732
7580139
Positions with Two Read
201425
156195
191657
NRF = Distinct/Total
0.964468
0.966913
0.971101
PBC1 = OneRead/Distinct
0.967445
0.969548
0.973395
PBC2 = OneRead/TwoRead
31.585637
33.902571
38.498317
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
6923
613
N1
7749
308
N2
6938
392
Np
6957
570
N optimal
6957
613
N conservative
6923
613
Optimal Set
pooled-pr1_vs_pooled-pr2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0049111656796186
1.075438596491228
Self Consistency Ratio
1.1168924762179302
1.2727272727272727
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
16483
15299
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
166.0
153.0
161.0
161.0
25 percentile
660.0
610.0
644.0
644.0
50 percentile (median)
660.0
610.0
644.0
644.0
75 percentile
660.0
610.0
644.0
644.0
Max size
660.0
610.0
644.0
644.0
Mean
659.6302250803858
609.226223936205
599.8760195758564
640.1121172919362
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
6818504
5648628
Estimated Fragment Length
275
255
Cross-correlation at Estimated Fragment Length
0.724654810194208
0.685846872407709
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.7233285
0.6844356
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7188101
0.6794067
NSC (Normalized Strand Cross-correlation coeff.)
1.008131
1.009479
RSC (Relative Strand Cross-correlation coeff.)
1.293533
1.280623
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
0.38844490708454443
0.38325855653572377
Synthetic AUC
0.49646584479928985
0.49612296626821056
X-intercept
0.030081263504845284
0.030607989880469026
Synthetic X-intercept
0.0
0.0
Elbow Point
0.4765217703592713
0.4932134099746812
Synthetic Elbow Point
0.49777281829411774
0.5068964577608277
JS Distance
0.019446053352072303
0.029376531931968465
Synthetic JS Distance
0.15769815011002744
0.16326221887003656
% Genome Enriched
32.88448531450952
31.38171900344966
Diff. Enrichment
5.948690563076687
7.069663303723739
CHANCE Divergence
0.05095903764418065
0.060832029656457495
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
0.14667451370510576
0.13923016183453907
0.18897741359424783
0.17972443895288265
0.1997808701526558
0.1980259622520115
0.11907646837538349
0.14406076823318248
0.1465332431263938
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
0.0688113762930575
0.07334834395847652
0.0700618897390249
0.06885318382164776
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
0.011700467306968875
0.0067793855768902185
0.009088250454211463
0.011056847040437585
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