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
9338532
9875088
28804339
Distinct Fragments
8781846
9247935
26115357
Positions with Two Read
454348
507495
2185778
NRF = Distinct/Total
0.940388
0.936491
0.906647
PBC1 = OneRead/Distinct
0.944292
0.940724
0.909157
PBC2 = OneRead/TwoRead
18.251712
17.142545
10.86247
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
11195
1909
N1
7835
996
N2
8979
1235
Np
10870
1920
N optimal
11195
1920
N conservative
11195
1909
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.029898804047838
1.0057621791513882
Self Consistency Ratio
1.1460114869176772
1.2399598393574298
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
19673
21912
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
135.0
141.0
139.0
139.0
25 percentile
540.0
564.0
312.75
556.0
50 percentile (median)
540.0
564.0
556.0
556.0
75 percentile
540.0
564.0
556.0
556.0
Max size
723.0
1571.0
1684.0
1684.0
Mean
535.4531591521375
559.1979280759401
461.9192708333333
538.125413130862
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
9338532
9875088
Estimated Fragment Length
185
225
Cross-correlation at Estimated Fragment Length
0.777991856490627
0.786819669571088
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.7760872
0.7842125
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7697854
0.7775485
NSC (Normalized Strand Cross-correlation coeff.)
1.010661
1.011924
RSC (Relative Strand Cross-correlation coeff.)
1.302246
1.391239
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
0.39260789175359667
0.3877783491426283
Synthetic AUC
0.4969411531273052
0.49701947614032604
X-intercept
0.02931110609417674
0.029255165056030943
Synthetic X-intercept
0.0
0.0
Elbow Point
0.4857819857869805
0.48822341252320056
Synthetic Elbow Point
0.5015296162592331
0.4980995010350898
JS Distance
0.04470917666289545
0.04764179665537814
Synthetic JS Distance
0.1573557000812117
0.1637153444107878
% Genome Enriched
26.849900205183737
27.255672521162694
Diff. Enrichment
6.574137381492518
6.791554663784227
CHANCE Divergence
0.05830158538081584
0.05987372206596489
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
0.15661525662248357
0.17883084091479554
0.1650159232080501
0.1810909565754686
0.16796137366409364
0.17824819200475978
0.1942850518525426
0.1696828811247741
0.16389525806327498
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
0.09701332215359876
0.07398209421336828
0.08541049291233004
0.09451662071676742
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
0.026709116985214998
0.016181787039160445
0.02040676460789458
0.026453980421456552
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