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
10276458
8475580
16365590
Distinct Fragments
8940609
7772999
15216901
Positions with Two Read
759016
469713
902277
NRF = Distinct/Total
0.870009
0.917105
0.929811
PBC1 = OneRead/Distinct
0.893866
0.929126
0.935401
PBC2 = OneRead/TwoRead
10.529036
15.375557
15.775546
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
14426
4379
N1
14990
4713
N2
10355
2908
Np
15507
5234
N optimal
15507
5234
N conservative
14426
4379
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0749341466796063
1.19525005709066
Self Consistency Ratio
1.4476098503138581
1.6207015130674003
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
27407
21177
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
119.0
115.0
118.0
118.0
25 percentile
476.0
460.0
260.25
470.0
50 percentile (median)
476.0
460.0
470.0
470.0
75 percentile
476.0
460.0
470.0
470.0
Max size
951.0
733.0
1039.0
1039.0
Mean
461.63169993067464
451.79836615195734
387.3339701948796
441.14361256206877
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
10276458
8475580
Estimated Fragment Length
165
155
Cross-correlation at Estimated Fragment Length
0.779916651592905
0.7572407994229
Phantom Peak
55
55
Cross-correlation at Phantom Peak
0.7551378
0.7397664
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7168491
0.715637
NSC (Normalized Strand Cross-correlation coeff.)
1.087979
1.058135
RSC (Relative Strand Cross-correlation coeff.)
1.647158
1.724192
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
0.32162389684040266
0.34560702579669084
Synthetic AUC
0.4969692309859553
0.4967500091391922
X-intercept
0.03060391540114999
0.030697718976463288
Synthetic X-intercept
0.0
0.0
Elbow Point
0.7049139102718907
0.6444265707608269
Synthetic Elbow Point
0.4974412392106993
0.5052161924988942
JS Distance
0.15089062478296292
0.10824012794902554
Synthetic JS Distance
0.2651662549455002
0.22774345632582924
% Genome Enriched
20.45117523904943
24.520853333120446
Diff. Enrichment
15.898494417446674
11.200921750081827
CHANCE Divergence
0.1408229003112618
0.09774240206244053
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
0.29811434863533975
0.2239639659556222
0.29542817857122894
0.2349171576353198
0.29752443979900395
0.23325755976904444
0.27500291767469937
0.2630840969509821
0.26904308879392896
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
0.19033157938036244
0.2168627626335176
0.14816306731525342
0.2013248754248565
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
0.09495913103037922
0.11082483273619549
0.06896868177390858
0.1084865590857825
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