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
1129304
1825661
9666841
Distinct Fragments
914485
1558229
7400456
Positions with Two Read
142474
198199
1232715
NRF = Distinct/Total
0.809778
0.853515
0.765551
PBC1 = OneRead/Distinct
0.808969
0.852895
0.776737
PBC2 = OneRead/TwoRead
5.192456
6.705412
4.663048
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
9164
1973
N1
4021
583
N2
7163
1174
Np
9116
2014
N optimal
9164
2014
N conservative
9164
1973
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0052654673102237
1.0207805372529144
Self Consistency Ratio
1.7813976622730665
2.013722126929674
Reproducibility Test
pass
borderline
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
28306
27391
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
98.0
96.0
100.0
100.0
25 percentile
390.0
384.0
400.0
400.0
50 percentile (median)
390.0
384.0
400.0
400.0
75 percentile
390.0
384.0
400.0
400.0
Max size
3856.0
2994.0
6280.0
6280.0
Mean
391.9331237193528
384.02530028111426
402.5436941410129
400.51102138804015
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
1129304
1825661
Estimated Fragment Length
130
155
Cross-correlation at Estimated Fragment Length
0.269066198497617
0.380145737932935
Phantom Peak
40
30
Cross-correlation at Phantom Peak
0.2603296
0.3697479
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.2420348
0.3523147
NSC (Normalized Strand Cross-correlation coeff.)
1.111684
1.078995
RSC (Relative Strand Cross-correlation coeff.)
1.477548
1.596442
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
0.282115911914624
0.3104476833675694
Synthetic AUC
0.4883964998321796
0.4910775095292293
X-intercept
0.07927969272210306
0.05182421309921684
Synthetic X-intercept
8.613064090669369e-63
6.020854328209879e-107
Elbow Point
0.6061635157380156
0.5980406045792388
Synthetic Elbow Point
0.4919227139054976
0.5141070021587254
JS Distance
0.18457014962447724
0.14978408126724493
Synthetic JS Distance
0.27827838225317525
0.25330688161732584
% Genome Enriched
30.2022247717863
31.402803411981843
Diff. Enrichment
23.25897194579577
18.77005301102627
CHANCE Divergence
0.19861227032063086
0.16012538370406512
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
0.30531772081162845
0.2694326199778413
0.2260218686638362
0.26433154931077235
0.2312717182552172
0.2622525841283685
0.24871229342750106
0.28011210949785614
0.2762686965280294
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
0.15390293132895141
0.11295847865696344
0.1289959865830686
0.15359956684966738
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
0.07266494945915926
0.0479434163845836
0.05152284199611081
0.07324341217359455
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