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
2926071
3511043
5247712
Distinct Fragments
2812851
3355814
5058092
Positions with Two Read
84952
114525
137771
NRF = Distinct/Total
0.961306
0.955788
0.963866
PBC1 = OneRead/Distinct
0.966529
0.96207
0.970542
PBC2 = OneRead/TwoRead
32.00279
28.190605
35.632259
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
7035
1772
N1
8557
1227
N2
8542
1390
Np
6962
1813
N optimal
7035
1813
N conservative
7035
1772
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0104854926745188
1.02313769751693
Self Consistency Ratio
1.0017560290330134
1.132844335778321
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
27493
23719
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
81.0
81.0
81.0
81.0
25 percentile
324.0
324.0
324.0
324.0
50 percentile (median)
324.0
324.0
324.0
324.0
75 percentile
324.0
324.0
324.0
324.0
Max size
324.0
324.0
324.0
324.0
Mean
323.76634052304223
323.63990893376615
313.82680639823496
321.3782515991471
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
2926071
3511043
Estimated Fragment Length
120
105
Cross-correlation at Estimated Fragment Length
0.53954474152803
0.5830392215793
Phantom Peak
40
40
Cross-correlation at Phantom Peak
0.5289368
0.5710634
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.5105118
0.550788
NSC (Normalized Strand Cross-correlation coeff.)
1.05687
1.058555
RSC (Relative Strand Cross-correlation coeff.)
1.575739
1.590662
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
0.34925017158287863
0.35175584437706886
Synthetic AUC
0.49333653427610247
0.4938972124151928
X-intercept
0.041208813131917675
0.0397245297774373
Synthetic X-intercept
8.082547397512656e-193
3.6075439967741127e-230
Elbow Point
0.573236615514751
0.5621982555680576
Synthetic Elbow Point
0.5047010125459062
0.5012385715977432
JS Distance
0.07649368361457186
0.0745896961000821
Synthetic JS Distance
0.2071633952569319
0.20605142775897325
% Genome Enriched
34.842753744623465
33.34290935497514
Diff. Enrichment
10.79553189863453
9.796054988437103
CHANCE Divergence
0.09179344027418564
0.0833666757625135
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
0.19374265315159223
0.1731292880691437
0.24958799260368852
0.2397481362677834
0.2500801715990783
0.2414369301137545
0.1239356785938708
0.18241072645561468
0.18289688941859694
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
0.08394159581957047
0.09065687948177663
0.09070480263744098
0.08355352012753042
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
0.04326293008290737
0.03510417525753126
0.03698327838664647
0.04394573658558958
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