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
5311606
3910408
5163608
Distinct Fragments
4861761
3561586
5015128
Positions with Two Read
371519
285333
124041
NRF = Distinct/Total
0.915309
0.910797
0.971245
PBC1 = OneRead/Distinct
0.916232
0.911666
0.973598
PBC2 = OneRead/TwoRead
11.989968
11.379606
39.363767
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
6762
1441
N1
8257
868
N2
9244
1734
Np
6874
1625
N optimal
6874
1625
N conservative
6762
1441
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0165631469979297
1.1276891047883415
Self Consistency Ratio
1.1195349400508658
1.9976958525345623
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
19102
22252
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
160.0
90.0
95.0
95.0
25 percentile
390.0
360.0
380.0
380.0
50 percentile (median)
390.0
360.0
380.0
380.0
75 percentile
390.0
360.0
380.0
380.0
Max size
390.0
360.0
380.0
380.0
Mean
389.9651345408858
359.6422793456768
372.4510769230769
378.2154495199302
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
5311606
3910408
Estimated Fragment Length
130
125
Cross-correlation at Estimated Fragment Length
0.660386403445006
0.597348522860344
Phantom Peak
40
40
Cross-correlation at Phantom Peak
0.6523924
0.5833385
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6347019
0.5543744
NSC (Normalized Strand Cross-correlation coeff.)
1.040467
1.077518
RSC (Relative Strand Cross-correlation coeff.)
1.451885
1.483702
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
0.347772298455529
0.3237866661834822
Synthetic AUC
0.49493679597764395
0.4940876874250031
X-intercept
0.03741103060866235
0.04028358494781526
Synthetic X-intercept
0.0
2.3563297577608845e-245
Elbow Point
0.5936951421914398
0.6328436692094093
Synthetic Elbow Point
0.4989256918248603
0.5007309909841935
JS Distance
0.04059095870020298
0.08088381630345161
Synthetic JS Distance
0.21601490137129808
0.24925165688683593
% Genome Enriched
36.5211372123456
29.203703999233987
Diff. Enrichment
6.788327166698699
10.517042655604492
CHANCE Divergence
0.057794359537963635
0.08954626401716753
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
0.1595392273143612
0.2107739568741531
0.22848446451505172
0.26330981255168306
0.2213971336357021
0.2698316512970567
0.1357078394233567
0.1824946854574662
0.18049050099078112
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
0.09692265285656695
0.09048778451436415
0.12829198735501893
0.098620780430393
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
0.04124567130931715
0.025462127369776384
0.05775445290313689
0.0470265060184073
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