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
7393013
7670461
8872175
Distinct Fragments
6373785
6581108
7599292
Positions with Two Read
806034
853316
1002570
NRF = Distinct/Total
0.862136
0.857981
0.856531
PBC1 = OneRead/Distinct
0.857732
0.85342
0.851259
PBC2 = OneRead/TwoRead
6.782595
6.581913
6.452383
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
95243
728
N1
68364
577
N2
70227
394
Np
95631
790
N optimal
95631
790
N conservative
95243
728
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0040737901998047
1.085164835164835
Self Consistency Ratio
1.0272511848341233
1.4644670050761421
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
145921
149110
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
69.0
72.0
79.0
79.0
25 percentile
276.0
276.0
316.0
316.0
50 percentile (median)
276.0
276.0
316.0
316.0
75 percentile
276.0
276.0
316.0
316.0
Max size
276.0
276.0
316.0
316.0
Mean
275.9389601222579
275.978874656294
294.9088607594937
315.8257677949619
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
6992749
7253323
Estimated Fragment Length
175
180
Cross-correlation at Estimated Fragment Length
0.681333480899272
0.687328450460396
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.6811694
0.6873637
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.676748
0.682932
NSC (Normalized Strand Cross-correlation coeff.)
1.006776
1.006438
RSC (Relative Strand Cross-correlation coeff.)
1.037102
0.9920449
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
0.41579117580311775
0.4155607158402876
Synthetic AUC
0.4982230296630093
0.49825053360583627
X-intercept
0.018736400838407028
0.018770336360914262
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5260984130152709
0.5265236051502146
Synthetic Elbow Point
0.49891577719715463
0.49887164768643555
JS Distance
0.07813915948777996
0.07936904854868253
Synthetic JS Distance
0.13134169795891673
0.130693548128035
% Genome Enriched
53.25122267691386
54.621219682603055
Diff. Enrichment
4.39255549884111
4.079586284144171
CHANCE Divergence
0.03845557170938969
0.03601614728065009
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
0.5870263332437821
0.595255944942072
0.5623492831620854
0.5707877144627533
0.5671885155689408
0.5703645398030198
0.6037160610378166
0.5908421577790883
0.5915830698702301
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
0.42008326880207764
0.3057450153908789
0.3099133524266701
0.42198502248674946
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
0.00930901537956004
0.008347750465763215
0.00557347082152631
0.009968981882333486
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