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
6958157
8552401
13947996
Distinct Fragments
6607463
8005389
13244675
Positions with Two Read
276405
435841
576622
NRF = Distinct/Total
0.9496
0.93604
0.949575
PBC1 = OneRead/Distinct
0.95525
0.9415
0.954107
PBC2 = OneRead/TwoRead
22.835263
17.293178
21.915295
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
10585
676
N1
9717
287
N2
8150
420
Np
10894
754
N optimal
10894
754
N conservative
10585
676
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0291922531884743
1.1153846153846154
Self Consistency Ratio
1.1922699386503068
1.4634146341463414
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
24735
19854
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
144.0
148.0
144.0
144.0
25 percentile
576.0
590.0
576.0
576.0
50 percentile (median)
576.0
590.0
576.0
576.0
75 percentile
576.0
590.0
576.0
576.0
Max size
576.0
590.0
576.0
576.0
Mean
575.6342429755407
589.153974010275
529.6777188328913
572.6838626767028
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
6958157
8552401
Estimated Fragment Length
205
205
Cross-correlation at Estimated Fragment Length
0.724189781140528
0.759210407788236
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.7233275
0.7587194
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7183781
0.7540226
NSC (Normalized Strand Cross-correlation coeff.)
1.00809
1.00688
RSC (Relative Strand Cross-correlation coeff.)
1.17421
1.104538
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
0.3905477761607335
0.39880591565956636
Synthetic AUC
0.4964727062825459
0.49679485526607814
X-intercept
0.030018978891720532
0.029506089809472683
Synthetic X-intercept
0.0
0.0
Elbow Point
0.47510691841471375
0.4688265217538811
Synthetic Elbow Point
0.49686952742900276
0.503859999076575
JS Distance
0.03558169033978909
0.029302942474613573
Synthetic JS Distance
0.15579467579110032
0.14729297330438823
% Genome Enriched
35.8092371922416
33.80078749428738
Diff. Enrichment
7.980974634862692
7.109450841725174
CHANCE Divergence
0.06808323685084186
0.06109213427793141
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
0.19006839781359386
0.1562619033048882
0.20494652600593563
0.1779799006647742
0.21406391461590227
0.1682282137518218
0.18892797177603468
0.17574957251239293
0.17225017408053392
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
0.0845458081858968
0.08161441110826002
0.07093339394522201
0.08740300030143401
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
0.009455011966369106
0.004638881088748917
0.0071088253990456126
0.010894109640155115
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