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
4946568
4094845
3676924
Distinct Fragments
4770810
3870255
3592215
Positions with Two Read
154094
193996
73003
NRF = Distinct/Total
0.964469
0.945153
0.976962
PBC1 = OneRead/Distinct
0.965864
0.946404
0.978488
PBC2 = OneRead/TwoRead
29.903533
18.880936
48.147898
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
4256
559
N1
7217
289
N2
6660
701
Np
4580
647
N optimal
4580
647
N conservative
4256
559
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0761278195488722
1.1574239713774597
Self Consistency Ratio
1.0836336336336336
2.42560553633218
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
12030
13929
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
157.0
148.0
149.0
149.0
25 percentile
604.0
590.0
596.0
596.0
50 percentile (median)
604.0
590.0
596.0
596.0
75 percentile
604.0
590.0
596.0
596.0
Max size
604.0
590.0
596.0
596.0
Mean
603.6532834580216
588.192691506928
559.2287480680062
590.8054585152838
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
4946568
4094845
Estimated Fragment Length
145
145
Cross-correlation at Estimated Fragment Length
0.656104589006173
0.605732748272975
Phantom Peak
50
55
Cross-correlation at Phantom Peak
0.6555315
0.6025033
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.64909
0.5921299
NSC (Normalized Strand Cross-correlation coeff.)
1.010807
1.022973
RSC (Relative Strand Cross-correlation coeff.)
1.088977
1.31132
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
0.38561722154348965
0.36679415167436574
Synthetic AUC
0.49580386572709595
0.49534587184169754
X-intercept
0.03024258297710213
0.031535188594750185
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5158334214353109
0.560992832821012
Synthetic Elbow Point
0.507336256297203
0.503514467858486
JS Distance
0.03096488093102247
0.05631497710968023
Synthetic JS Distance
0.16357103991722022
0.18980490980344483
% Genome Enriched
42.29134293345674
37.850604313073866
Diff. Enrichment
7.033110984936414
9.679534616626457
CHANCE Divergence
0.05993698839387636
0.08227981632936801
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
0.10876853609139023
0.144590857989428
0.2284145256704379
0.2006711468046246
0.21075784467083802
0.20051333271989746
0.08314949791987392
0.1303699179496635
0.12305294621852729
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
0.05322578284615364
0.06974093080242201
0.08324847185074798
0.05722354766566189
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
0.014566471670331852
0.007493087971555972
0.020266258577606746
0.016392322346308004
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