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
890153
1470147
4660398
Distinct Fragments
639516
1106375
4116163
Positions with Two Read
143812
226604
404001
NRF = Distinct/Total
0.718434
0.752561
0.883221
PBC1 = OneRead/Distinct
0.701921
0.74003
0.888523
PBC2 = OneRead/TwoRead
3.121367
3.613136
9.052715
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
10857
1400
N1
3653
207
N2
7081
626
Np
11524
1401
N optimal
11524
1401
N conservative
10857
1400
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0614350188818273
1.0007142857142857
Self Consistency Ratio
1.9384067889405967
3.024154589371981
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
22280
32976
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
110.0
123.0
118.0
118.0
25 percentile
440.0
436.0
470.0
470.0
50 percentile (median)
440.0
436.0
470.0
470.0
75 percentile
440.0
436.0
470.0
470.0
Max size
1408.0
1004.0
3019.0
3019.0
Mean
440.3329443447038
435.92637069383795
483.3832976445396
471.54824713641096
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
890153
1470147
Estimated Fragment Length
140
145
Cross-correlation at Estimated Fragment Length
0.195041826997507
0.294450348760603
Phantom Peak
35
40
Cross-correlation at Phantom Peak
0.1891336
0.2878662
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.1773786
0.2735482
NSC (Normalized Strand Cross-correlation coeff.)
1.099579
1.076411
RSC (Relative Strand Cross-correlation coeff.)
1.502615
1.459853
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
0.24325930517428904
0.27365986191199837
Synthetic AUC
0.4860915974772859
0.48940584699814627
X-intercept
0.14475526707385672
0.07378690741679
Synthetic X-intercept
1.957813684408964e-43
1.5634409453982237e-75
Elbow Point
0.6665077534997467
0.6360542725035008
Synthetic Elbow Point
0.4875419568820343
0.5070548268483924
JS Distance
0.1729061024666874
0.14943712531238337
Synthetic JS Distance
0.300977828702945
0.2924094644677017
% Genome Enriched
31.445059263307815
27.683604549570934
Diff. Enrichment
28.50095810621907
22.74223972402309
CHANCE Divergence
0.24433501495434454
0.19434053816090371
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
0.3074931143896555
0.33902145987202387
0.2178389762664269
0.2728584377899711
0.2315539256891779
0.2727261349881911
0.3474939613355812
0.3259231191218138
0.3268781373926302
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
0.19009280116548627
0.1088950231162525
0.137974837437402
0.1945572560399369
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
0.06269352427823044
0.024729694569874512
0.03345741190689459
0.06298478273532976
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