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
8400406
7584141
9420046
Distinct Fragments
7049708
6376792
8015385
Positions with Two Read
1022620
913360
1095439
NRF = Distinct/Total
0.83921
0.840806
0.850886
PBC1 = OneRead/Distinct
0.8332
0.835245
0.845113
PBC2 = OneRead/TwoRead
5.743887
5.831415
6.18374
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
48580
1927
N1
29401
959
N2
30571
1141
Np
50838
1984
N optimal
50838
1984
N conservative
48580
1927
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0464800329353643
1.0295796574987026
Self Consistency Ratio
1.0397945648107207
1.1897810218978102
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
85813
82841
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
74.0
71.0
81.0
81.0
25 percentile
296.0
284.0
324.0
324.0
50 percentile (median)
296.0
284.0
324.0
324.0
75 percentile
296.0
284.0
324.0
324.0
Max size
1026.0
964.0
1352.0
1352.0
Mean
295.75981494645333
283.7113506596975
307.484375
323.2889964200008
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
7931185
7156229
Estimated Fragment Length
175
170
Cross-correlation at Estimated Fragment Length
0.700114360223228
0.679652977504919
Phantom Peak
55
50
Cross-correlation at Phantom Peak
0.6994027
0.6784239
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6941541
0.6725622
NSC (Normalized Strand Cross-correlation coeff.)
1.008586
1.010543
RSC (Relative Strand Cross-correlation coeff.)
1.13559
1.209674
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
0.40685744936728147
0.4018635798453371
Synthetic AUC
0.4983094133464806
0.49821864006659217
X-intercept
0.01910179640718563
0.01936926147704591
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5428622754491018
0.5472834331337325
Synthetic Elbow Point
0.49843096393698993
0.4999154269025028
JS Distance
0.06127695466072938
0.06876434659239414
Synthetic JS Distance
0.1457498442090692
0.15039751320338782
% Genome Enriched
40.578842315369265
40.061477045908184
Diff. Enrichment
9.154359521721311
10.004797108310493
CHANCE Divergence
0.07785423979801737
0.08511162366441398
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
0.41457124381335747
0.4025858980159954
0.3688398853525803
0.3723261871580895
0.36196325588618
0.3776890149267322
0.4914400176519358
0.3903768830124113
0.46437059238207296
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
0.2630573288952818
0.16896616787422714
0.1759822963536513
0.272392211090742
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
0.022464952787659455
0.01335820179386036
0.016042331335597484
0.02294666529189609
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