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
13705547
9790384
12031799
Distinct Fragments
12598921
9106094
11192703
Positions with Two Read
894389
559989
696228
NRF = Distinct/Total
0.919257
0.930106
0.93026
PBC1 = OneRead/Distinct
0.922116
0.932848
0.932348
PBC2 = OneRead/TwoRead
12.989501
15.169228
14.988609
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
15644
409
N1
12796
233
N2
8115
194
Np
15071
407
N optimal
15644
409
N conservative
15644
409
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0380200384845066
1.0049140049140048
Self Consistency Ratio
1.5768330252618608
1.2010309278350515
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
38964
20692
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
129.0
140.0
136.0
136.0
25 percentile
516.0
556.0
544.0
544.0
50 percentile (median)
516.0
556.0
544.0
544.0
75 percentile
516.0
556.0
544.0
544.0
Max size
516.0
556.0
544.0
544.0
Mean
515.8422389898368
555.7182485984922
513.9144254278729
543.2134364612631
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
13705547
9790384
Estimated Fragment Length
150
155
Cross-correlation at Estimated Fragment Length
0.831807736153929
0.780025142996371
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.8317196
0.7800716
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.8272617
0.7759181
NSC (Normalized Strand Cross-correlation coeff.)
1.005495
1.005293
RSC (Relative Strand Cross-correlation coeff.)
1.019768
0.9888166
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
0.4116260961214589
0.40893474610078584
Synthetic AUC
0.49747696296261035
0.49703312987854
X-intercept
0.029230744668537284
0.029552049365173763
Synthetic X-intercept
0.0
0.0
Elbow Point
0.42508611365006127
0.43673690134548837
Synthetic Elbow Point
0.49825841205336535
0.5018311233458782
JS Distance
0.022889240745172616
0.026092298043362303
Synthetic JS Distance
0.13341693367260693
0.13524201105766936
% Genome Enriched
40.73006014983576
40.01181443356576
Diff. Enrichment
6.1966624567107775
6.60468839553372
CHANCE Divergence
0.052662436187898974
0.056151971675216836
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
0.2416588003963538
0.14899184201759416
0.2252016492172497
0.1941801085523806
0.20408987423638308
0.20724296580989518
0.5095378155551836
0.17847844353405395
0.19083334299463034
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
0.0954732503093685
0.08588088314373026
0.06137018455244117
0.09168901263117855
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
0.004881898936033663
0.003252025946126612
0.003489168384356853
0.004795591357354137
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