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
4585356
6302413
5580859
Distinct Fragments
4076552
5327292
4943155
Positions with Two Read
418112
735181
527667
NRF = Distinct/Total
0.889037
0.845278
0.885734
PBC1 = OneRead/Distinct
0.886872
0.840974
0.882676
PBC2 = OneRead/TwoRead
8.646918
6.093895
8.268855
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
85221
1003
N1
41983
387
N2
46136
525
Np
85848
1027
N optimal
85848
1027
N conservative
85221
1003
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0073573415003345
1.0239282153539382
Self Consistency Ratio
1.0989209918300265
1.3565891472868217
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
136434
145686
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
61.0
70.0
66.0
66.0
25 percentile
244.0
244.0
256.0
256.0
50 percentile (median)
244.0
244.0
256.0
256.0
75 percentile
244.0
244.0
256.0
256.0
Max size
244.0
244.0
256.0
256.0
Mean
243.99005379890644
243.99047266037917
253.27848101265823
255.96744245643464
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
4321335
5943493
Estimated Fragment Length
150
150
Cross-correlation at Estimated Fragment Length
0.581690766809733
0.636397402222827
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.5820818
0.6362281
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.5776358
0.6322923
NSC (Normalized Strand Cross-correlation coeff.)
1.00702
1.006492
RSC (Relative Strand Cross-correlation coeff.)
0.91204
1.043017
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
0.40378739023522886
0.41158530625484485
Synthetic AUC
0.4977779054952787
0.4980555124205485
X-intercept
0.019987267222677914
0.019604086463141802
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5246602763292082
0.5192737926313542
Synthetic Elbow Point
0.5011194363145958
0.498695478766013
JS Distance
0.04863356909285225
0.042624469448685316
Synthetic JS Distance
0.14519856300162756
0.13746370823118612
% Genome Enriched
46.691174269411995
45.91782768441073
Diff. Enrichment
9.611177721218562
8.208064860662267
CHANCE Divergence
0.08208420382055888
0.06993506385252908
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
0.5524204497195846
0.564809989469381
0.46769444687533424
0.4641717171604452
0.4721030950590196
0.4487641308742794
0.5607193822065428
0.5601045980884728
0.5594559566383784
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
0.3515957300524392
0.2018895797209289
0.2101107705057859
0.3539286613312518
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
0.009960358976698716
0.004906752259938027
0.006044318617620988
0.010160297419893174
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