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
6106787
8603730
10867052
Distinct Fragments
1490491
2764791
6869249
Positions with Two Read
208579
516633
1575763
NRF = Distinct/Total
0.244071
0.321348
0.632117
PBC1 = OneRead/Distinct
0.340286
0.36553
0.633798
PBC2 = OneRead/TwoRead
2.431659
1.956153
2.762927
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
11601
1863
N1
6616
845
N2
10528
1441
Np
11514
1880
N optimal
11601
1880
N conservative
11601
1863
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0075560187597707
1.0091250670960816
Self Consistency Ratio
1.5912938331318016
1.7053254437869823
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
33945
30657
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
99.0
102.0
102.0
102.0
25 percentile
396.0
410.0
410.0
410.0
50 percentile (median)
396.0
410.0
410.0
410.0
75 percentile
396.0
410.0
410.0
410.0
Max size
582.0
414.0
850.0
850.0
Mean
395.2629842392105
408.75943503930586
373.72340425531917
404.0787863115249
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
6106787
8603730
Estimated Fragment Length
165
185
Cross-correlation at Estimated Fragment Length
0.261468574675689
0.41246173218877
Phantom Peak
55
55
Cross-correlation at Phantom Peak
0.2520871
0.4027164
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.2436544
0.3921511
NSC (Normalized Strand Cross-correlation coeff.)
1.073112
1.051793
RSC (Relative Strand Cross-correlation coeff.)
2.112511
1.922398
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
0.3078559036805058
0.3320646499301364
Synthetic AUC
0.4924871066385776
0.4945029381417378
X-intercept
0.04973745740665374
0.03711905388906179
Synthetic X-intercept
2.2701573988757745e-151
4.2409540374107636e-284
Elbow Point
0.6047197816667066
0.6016414897097667
Synthetic Elbow Point
0.49846329662484745
0.4951058299645324
JS Distance
0.1519774589893166
0.12498744975523582
Synthetic JS Distance
0.259285890985136
0.23595397698249657
% Genome Enriched
34.48285493125214
31.866606018529602
Diff. Enrichment
19.494558988194356
15.768869832968042
CHANCE Divergence
0.1661257201266062
0.13460828684357573
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
0.3035440444574309
0.2652532941007186
0.2643493636723203
0.293948016785451
0.25798575565640586
0.2915804048359483
0.2639505716839357
0.2785524144821625
0.2770961311309972
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
0.14466230426720839
0.11230209264975677
0.13452881218560317
0.14442315195107436
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
0.053691725736014544
0.03648673523782413
0.04398802759203954
0.05369602617726371
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