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
2020696
899846
4776424
Distinct Fragments
1865636
850031
4506839
Positions with Two Read
114922
41313
167099
NRF = Distinct/Total
0.923264
0.944641
0.943559
PBC1 = OneRead/Distinct
0.929807
0.947023
0.957243
PBC2 = OneRead/TwoRead
15.094429
19.485368
25.81788
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
8171
1969
N1
5886
963
N2
3529
520
Np
10401
2455
N optimal
10401
2455
N conservative
8171
1969
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.2729164116999143
1.2468257998984256
Self Consistency Ratio
1.6678945877018985
1.851923076923077
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
39290
23540
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
270.0
290.0
93.0
93.0
25 percentile
270.0
290.0
280.0
280.0
50 percentile (median)
270.0
290.0
280.0
280.0
75 percentile
270.0
290.0
280.0
280.0
Max size
270.0
290.0
280.0
280.0
Mean
270.0
290.0
279.77474541751525
279.9468320353812
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
2020696
899846
Estimated Fragment Length
110
110
Cross-correlation at Estimated Fragment Length
0.447338278948918
0.298143693957737
Phantom Peak
35
35
Cross-correlation at Phantom Peak
0.4096448
0.2687952
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.3890355
0.24058
NSC (Normalized Strand Cross-correlation coeff.)
1.149865
1.23927
RSC (Relative Strand Cross-correlation coeff.)
2.828952
2.040166
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
0.2861394464981682
0.23968743904641582
Synthetic AUC
0.49154653567787226
0.487465285710071
X-intercept
0.05573243960340735
0.1204919504458675
Synthetic X-intercept
2.7304929130003666e-119
1.1188054291277254e-53
Elbow Point
0.6349033455024239
0.6777325592993796
Synthetic Elbow Point
0.5007194993198625
0.4961650647674966
JS Distance
0.07187046401741178
0.13172031567594664
Synthetic JS Distance
0.28668612555273343
0.3238410445598019
% Genome Enriched
34.2328485646458
30.715981407225648
Diff. Enrichment
11.296609512130724
19.8934551638964
CHANCE Divergence
0.09731369371664382
0.1713773290003806
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
0.28306290162034625
0.2981786430069971
0.2376346280637602
0.22734379578298425
0.2420075271046293
0.2248332766845208
0.2765087360868335
0.304196784554588
0.305629015364538
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
0.13548577222867927
0.09143706819217616
0.11991655043893062
0.14904579963572268
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
0.06470088045310433
0.031258198037333096
0.03341029758207241
0.07527835507828513
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