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
18087870
14407515
13249543
Distinct Fragments
15853723
12770911
11791033
Positions with Two Read
1679288
1252090
1130628
NRF = Distinct/Total
0.876484
0.886406
0.88992
PBC1 = OneRead/Distinct
0.879309
0.889497
0.891935
PBC2 = OneRead/TwoRead
8.301326
9.072577
9.301762
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
9952
1004
N1
9071
608
N2
8511
591
Np
9809
989
N optimal
9952
1004
N conservative
9952
1004
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0145784483637477
1.0151668351870575
Self Consistency Ratio
1.0657972036188461
1.0287648054145515
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
20282
19887
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
134.0
132.0
134.0
134.0
25 percentile
536.0
530.0
536.0
536.0
50 percentile (median)
536.0
530.0
536.0
536.0
75 percentile
536.0
530.0
536.0
536.0
Max size
544.0
615.0
905.0
905.0
Mean
535.5415146435263
529.4622617790517
518.5697211155378
534.1497186495177
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
15000000
14407515
Estimated Fragment Length
170
180
Cross-correlation at Estimated Fragment Length
0.839761481388705
0.831437234258268
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.8391424
0.8305646
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.8334832
0.8248668
NSC (Normalized Strand Cross-correlation coeff.)
1.007533
1.007966
RSC (Relative Strand Cross-correlation coeff.)
1.109396
1.153145
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
0.39902549103946366
0.39507939880899934
Synthetic AUC
0.4977503108899114
0.4974941937622221
X-intercept
0.028563615968959448
0.02875722024182571
Synthetic X-intercept
0.0
0.0
Elbow Point
0.495986204198618
0.5086602983501722
Synthetic Elbow Point
0.4981736001879007
0.5039050695100434
JS Distance
0.03013544194695608
0.035100420835745036
Synthetic JS Distance
0.15267068209386098
0.1568360275095466
% Genome Enriched
38.91405966205077
39.12842150644084
Diff. Enrichment
5.873926369354376
6.529301360869755
CHANCE Divergence
0.04991954618096211
0.0554811705561386
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
0.15293000141530436
0.15387895321403852
0.1790007144577437
0.18230332571515434
0.16797432136281587
0.1713272364964467
0.14529620017191658
0.15612103334465532
0.15564975274343165
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
0.08329516493181018
0.07593460814910326
0.074515345881695
0.08225720308048486
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
0.014972144336505934
0.009686453999646363
0.010011410065817438
0.014525254757069261
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