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
7943334
8169792
17606097
Distinct Fragments
5973279
6480609
16565634
Positions with Two Read
1163767
1085435
869802
NRF = Distinct/Total
0.751986
0.79324
0.940903
PBC1 = OneRead/Distinct
0.74962
0.795021
0.944577
PBC2 = OneRead/TwoRead
3.847585
4.746687
17.989741
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
8998
1762
N1
8346
1351
N2
7081
986
Np
9118
1781
N optimal
9118
1781
N conservative
8998
1762
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.013336296954879
1.010783200908059
Self Consistency Ratio
1.1786470837452336
1.370182555780933
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
19633
16717
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
139.0
128.0
132.0
132.0
25 percentile
556.0
510.0
366.0
530.0
50 percentile (median)
556.0
510.0
530.0
530.0
75 percentile
556.0
510.0
530.0
530.0
Max size
6627.0
2867.0
6108.0
6108.0
Mean
554.8876890948912
507.8803613088473
501.7259966311061
524.0643781531038
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
7943334
8169792
Estimated Fragment Length
215
180
Cross-correlation at Estimated Fragment Length
0.670595092116925
0.693976378375813
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.6642444
0.6890371
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6559396
0.6816995
NSC (Normalized Strand Cross-correlation coeff.)
1.022343
1.018009
RSC (Relative Strand Cross-correlation coeff.)
1.764705
1.673137
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
0.37429943497410384
0.3818274984471681
Synthetic AUC
0.49628940978664265
0.4964386524664657
X-intercept
0.030336177058839967
0.03015253919271197
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5629618392529931
0.5399991217319446
Synthetic Elbow Point
0.5006227815281034
0.5022384609576047
JS Distance
0.0845424012172119
0.07129267500349043
Synthetic JS Distance
0.1843404947981565
0.17385130764451484
% Genome Enriched
29.193430554945646
30.230385679440143
Diff. Enrichment
10.164117772651505
8.844522216207107
CHANCE Divergence
0.08830007669377557
0.07662297883515098
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
0.18784847599441082
0.1522740217497953
0.19574579522378144
0.1832466225368261
0.196583735387008
0.17691223995245972
0.18161477698655867
0.17370250049380376
0.1709076789147685
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
0.1006596175035865
0.10358080825416865
0.08342147371123237
0.10198678548897698
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
0.03800314091337967
0.03530827133134804
0.02504441472834971
0.038215516696630786
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