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
7991013
7437850
7898363
Distinct Fragments
6935861
6458681
7061811
Positions with Two Read
842002
787468
697822
NRF = Distinct/Total
0.867958
0.868353
0.894085
PBC1 = OneRead/Distinct
0.864081
0.864032
0.891832
PBC2 = OneRead/TwoRead
7.117737
7.08665
9.025154
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
15592
709
N1
20905
325
N2
25612
414
Np
16535
683
N optimal
16535
709
N conservative
15592
709
Optimal Set
pooled-pr1_vs_pooled-pr2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.060479733196511
1.0380673499267936
Self Consistency Ratio
1.2251614446304713
1.2738461538461539
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
34569
49017
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
72.0
66.0
75.0
75.0
25 percentile
270.0
264.0
296.0
296.0
50 percentile (median)
270.0
264.0
296.0
296.0
75 percentile
270.0
264.0
296.0
296.0
Max size
270.0
264.0
297.0
297.0
Mean
269.83956724232695
263.8846930656711
284.07052186177714
295.4867251285153
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
7514064
6991229
Estimated Fragment Length
160
165
Cross-correlation at Estimated Fragment Length
0.697578575447317
0.683044500507318
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.6974979
0.6829278
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6933319
0.6784646
NSC (Normalized Strand Cross-correlation coeff.)
1.006125
1.00675
RSC (Relative Strand Cross-correlation coeff.)
1.019371
1.026142
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
0.41496608641409904
0.412526189338934
Synthetic AUC
0.4982936465295227
0.4982287427601498
X-intercept
0.019193693244187206
0.01928550044905698
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5105737950304361
0.5107234806905498
Synthetic Elbow Point
0.5016647244369051
0.5031317734311621
JS Distance
0.023250289786356196
0.02876585934095733
Synthetic JS Distance
0.12962214176968642
0.13110292780802457
% Genome Enriched
41.801417024249076
41.10468017163956
Diff. Enrichment
6.294911588152435
6.586235067366397
CHANCE Divergence
0.05348184619624776
0.055962591332755655
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
0.1756748714018475
0.2385491816372436
0.34898587155615957
0.3652533973295044
0.3418954051150141
0.36451219263982354
0.5740732539808974
0.2231083604195249
0.2008254848765131
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
0.08601683782286462
0.1100977730304993
0.13158264393741748
0.09054282748929432
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
0.007485879316453108
0.0040653193140743485
0.005091522666030159
0.007263005235739031
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