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
6574754
7275739
7843051
Distinct Fragments
5813131
6343139
6794445
Positions with Two Read
627821
746989
842453
NRF = Distinct/Total
0.884159
0.871821
0.866301
PBC1 = OneRead/Distinct
0.881037
0.868404
0.861593
PBC2 = OneRead/TwoRead
8.157712
7.374145
6.94881
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
87154
813
N1
43710
411
N2
47884
254
Np
88225
844
N optimal
88225
844
N conservative
87154
813
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0122885926061913
1.038130381303813
Self Consistency Ratio
1.095493022191718
1.6181102362204725
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
147881
153438
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
54.0
74.0
58.0
58.0
25 percentile
216.0
216.0
224.0
224.0
50 percentile (median)
216.0
216.0
224.0
224.0
75 percentile
216.0
216.0
224.0
224.0
Max size
216.0
216.0
312.0
312.0
Mean
215.99310256219528
215.9989311643791
222.3791469194313
223.9841994899405
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
6189856
6844991
Estimated Fragment Length
130
120
Cross-correlation at Estimated Fragment Length
0.662674839499644
0.679155290477171
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.6632853
0.6795972
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6585223
0.6751187
NSC (Normalized Strand Cross-correlation coeff.)
1.006306
1.005979
RSC (Relative Strand Cross-correlation coeff.)
0.8718352
0.9013333
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
0.4092826669926271
0.41517191487590205
Synthetic AUC
0.4980985599991123
0.49818465978961574
X-intercept
0.01954791454974118
0.019412165143145754
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5148755397536148
0.4979088602439896
Synthetic Elbow Point
0.5027557515438971
0.5015749085450872
JS Distance
0.04915515906001998
0.04685460980903883
Synthetic JS Distance
0.13763184560729846
0.12836438322368715
% Genome Enriched
45.328124282574365
45.76851132808835
Diff. Enrichment
8.753491253930568
8.066400151758257
CHANCE Divergence
0.07453495931556649
0.06867925095526077
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
0.5368485122325004
0.5499908931619648
0.43064776411209915
0.44892311853226347
0.43961263841977
0.4475113462905121
0.5342241699969775
0.5429409150237808
0.5452959437323162
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
0.3246422189860527
0.18695982094833966
0.19806941308821271
0.3284269172354283
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
0.006829230454780732
0.004395569815627891
0.00255140500234456
0.007076293396386818
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