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
11959821
16836757
17899879
Distinct Fragments
10531750
14823557
15958347
Positions with Two Read
1084577
1517710
1529901
NRF = Distinct/Total
0.880594
0.880428
0.891534
PBC1 = OneRead/Distinct
0.883952
0.884547
0.893857
PBC2 = OneRead/TwoRead
8.583592
8.63942
9.323792
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
13919
691
N1
9305
331
N2
10956
450
Np
13636
669
N optimal
13919
691
N conservative
13919
691
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0207538867703139
1.0328849028400597
Self Consistency Ratio
1.1774314884470716
1.3595166163141994
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
28927
29219
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
121.0
125.0
125.0
125.0
25 percentile
484.0
496.0
496.0
496.0
50 percentile (median)
484.0
496.0
496.0
496.0
75 percentile
484.0
496.0
496.0
496.0
Max size
484.0
496.0
507.0
507.0
Mean
483.32471393507797
495.2666757931483
450.5904486251809
493.7196637689489
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
11959821
15000000
Estimated Fragment Length
195
190
Cross-correlation at Estimated Fragment Length
0.799837477169528
0.83830590716943
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.7978297
0.8359061
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7919339
0.8301631
NSC (Normalized Strand Cross-correlation coeff.)
1.00998
1.009809
RSC (Relative Strand Cross-correlation coeff.)
1.340552
1.417859
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
0.3886611697148761
0.39165821601389755
Synthetic AUC
0.49724161283404955
0.4976742005904121
X-intercept
0.029451461292422203
0.029076105403128234
Synthetic X-intercept
0.0
0.0
Elbow Point
0.4819789241661309
0.4720060376394108
Synthetic Elbow Point
0.49733361551296934
0.5030157763256746
JS Distance
0.037069193630954664
0.03209881229930568
Synthetic JS Distance
0.16002984527724218
0.15778353630060135
% Genome Enriched
36.305100447631865
35.720503615795295
Diff. Enrichment
5.9836704127177125
5.25157431034311
CHANCE Divergence
0.050896943462637824
0.04470767133272377
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
0.19925464011312988
0.2017372756912178
0.20259805936910447
0.2010087371785543
0.20446002866725327
0.2074739269162674
0.22516060262430115
0.19511388124330198
0.20828495853110196
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
0.10216245489241203
0.0726981305726541
0.08379391387558777
0.10037701429628382
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
0.009045499889500291
0.005576030433080385
0.006331692507080599
0.009053297089218709
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