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
24373724
11200292
33586218
Distinct Fragments
21440547
10315120
28392245
Positions with Two Read
2242401
734037
3642467
NRF = Distinct/Total
0.879658
0.920969
0.845354
PBC1 = OneRead/Distinct
0.881567
0.92248
0.849169
PBC2 = OneRead/TwoRead
8.429033
12.963232
6.619087
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
18284
604
N1
12113
189
N2
12120
164
Np
17575
515
N optimal
18284
604
N conservative
18284
604
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0403413940256045
1.1728155339805826
Self Consistency Ratio
1.0005778915215058
1.1524390243902438
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
34735
35814
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
144.0
130.0
132.0
132.0
25 percentile
544.0
510.0
530.0
530.0
50 percentile (median)
544.0
510.0
530.0
530.0
75 percentile
544.0
510.0
530.0
530.0
Max size
544.0
510.0
530.0
530.0
Mean
543.9522959550885
509.9363935890992
517.0778145695364
529.5521767665718
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
15000000
11200292
Estimated Fragment Length
130
135
Cross-correlation at Estimated Fragment Length
0.846426289391029
0.801780818875099
Phantom Peak
50
55
Cross-correlation at Phantom Peak
0.845421
0.800763
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.8376543
0.7933322
NSC (Normalized Strand Cross-correlation coeff.)
1.010472
1.01065
RSC (Relative Strand Cross-correlation coeff.)
1.129442
1.13698
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
0.39246644099328104
0.38377615375440244
Synthetic AUC
0.49806526361557407
0.4972113748932053
X-intercept
0.02834937261058712
0.029190286150293822
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5153401804868111
0.5195187817339997
Synthetic Elbow Point
0.5025481185817037
0.5014939344025526
JS Distance
0.04612419387543683
0.05893978712233222
Synthetic JS Distance
0.15814997003973322
0.16614484038858923
% Genome Enriched
38.2851356047986
40.58995777455527
Diff. Enrichment
5.601425862481424
7.23655959530542
CHANCE Divergence
0.047590412383082925
0.061555592022607374
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
0.2487703643470237
0.2540927760497125
0.22542460837928682
0.25105259975863065
0.2219933315957498
0.2489096136152771
0.3250640996140771
0.24443195689116415
0.2501375418094679
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
0.13789687792211422
0.0993924674354619
0.09980203683479066
0.1330625642577895
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
0.008818257267366734
0.00309706393452636
0.002968187923936878
0.007593239622542087
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