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
8003992
9143236
8189037
Distinct Fragments
6803625
7758417
7158047
Positions with Two Read
930704
1065120
839758
NRF = Distinct/Total
0.850029
0.848542
0.874101
PBC1 = OneRead/Distinct
0.844589
0.843407
0.869977
PBC2 = OneRead/TwoRead
6.174109
6.143445
7.41563
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
91913
523
N1
37993
91
N2
41680
99
Np
91272
589
N optimal
91913
589
N conservative
91913
523
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.007022964326409
1.1261950286806883
Self Consistency Ratio
1.0970441923512226
1.0879120879120878
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
144952
148047
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
70.0
104.0
88.0
88.0
25 percentile
244.0
240.0
260.0
260.0
50 percentile (median)
244.0
240.0
260.0
260.0
75 percentile
244.0
240.0
260.0
260.0
Max size
244.0
240.0
260.0
260.0
Mean
243.99621943815885
239.9971495538579
258.4855687606112
259.9902951704329
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
7534002
8604632
Estimated Fragment Length
145
150
Cross-correlation at Estimated Fragment Length
0.690761451728475
0.718883006466912
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.6905366
0.7188851
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.686818
0.7148214
NSC (Normalized Strand Cross-correlation coeff.)
1.005742
1.005682
RSC (Relative Strand Cross-correlation coeff.)
1.060455
0.999484
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
0.4164627456761732
0.418349709718022
Synthetic AUC
0.4982758117030838
0.4983821177379419
X-intercept
0.019175949215474906
0.019261787838862936
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5007585738811036
0.4971293967341398
Synthetic Elbow Point
0.49955407688502035
0.5023640223535035
JS Distance
0.02996088409440489
0.029748023851879964
Synthetic JS Distance
0.13064361527359608
0.12770054861708707
% Genome Enriched
45.84481175390266
44.32267337405678
Diff. Enrichment
7.827719868937627
7.5506185001343376
CHANCE Divergence
0.06664493528601821
0.06418471490626813
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
0.5583004870471474
0.5575903507431298
0.40896103040081383
0.4080230164538922
0.40646123935937667
0.4083422485356156
0.5544510221408465
0.5575190937989819
0.5563377747045252
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
0.3715390548498989
0.1727532126752128
0.18332503893120997
0.3694321962352279
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
0.004050833183082827
0.0010447765764722643
0.0010631042721546936
0.004423465800314862
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