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
3684253
4323851
4138393
Distinct Fragments
3151715
3681789
3462203
Positions with Two Read
417724
499124
513409
NRF = Distinct/Total
0.855456
0.851507
0.836606
PBC1 = OneRead/Distinct
0.850242
0.84613
0.829615
PBC2 = OneRead/TwoRead
6.415052
6.241481
5.594559
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
67707
240
N1
31354
62
N2
34051
77
Np
77359
282
N optimal
77359
282
N conservative
67707
240
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.142555422629861
1.175
Self Consistency Ratio
1.0860177329846272
1.2419354838709677
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
99014
131444
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
85.0
81.0
81.0
25 percentile
324.0
300.0
324.0
324.0
50 percentile (median)
324.0
300.0
324.0
324.0
75 percentile
324.0
300.0
324.0
324.0
Max size
324.0
300.0
324.0
324.0
Mean
323.9975458016038
299.9983643224491
323.13829787234044
323.99685880117374
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
3465952
4061201
Estimated Fragment Length
220
185
Cross-correlation at Estimated Fragment Length
0.510403684213415
0.547287568143803
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.5110783
0.5479966
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.5069149
0.5444114
NSC (Normalized Strand Cross-correlation coeff.)
1.006882
1.005283
RSC (Relative Strand Cross-correlation coeff.)
0.8379628
0.8022274
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
0.4045193437826104
0.4096085471201171
Synthetic AUC
0.49747188893812067
0.4976600371328821
X-intercept
0.019550141254209695
0.01946235615213956
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5142191914194053
0.5069310328316282
Synthetic Elbow Point
0.5026835673981045
0.5010448002975486
JS Distance
0.033348996112551724
0.028959624482611506
Synthetic JS Distance
0.1379926972077194
0.13198144415426372
% Genome Enriched
45.55647774248639
45.268183486824256
Diff. Enrichment
10.533024286134934
9.7379152172688
CHANCE Divergence
0.08973956875403384
0.08288965196559689
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
0.5013972438760174
0.5850756904723127
0.4481779421598233
0.4334728986607464
0.4467375627440397
0.4432644759347207
0.5866304545233259
0.5785872308321535
0.5789963738298903
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
0.3361423106332577
0.1884520629848403
0.18689773223477493
0.37526691952782537
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
0.0025748897850097117
0.0008756672578184351
0.0009745043473932144
0.002970550158132967
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