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
6013794
7226728
5563125
Distinct Fragments
5191937
6173867
4975738
Positions with Two Read
639313
811897
493306
NRF = Distinct/Total
0.863338
0.85431
0.894414
PBC1 = OneRead/Distinct
0.86037
0.850185
0.891823
PBC2 = OneRead/TwoRead
6.987169
6.465018
8.995388
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
98602
988
N1
45545
566
N2
66803
378
Np
99316
1043
N optimal
99316
1043
N conservative
98602
988
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0072412324293625
1.055668016194332
Self Consistency Ratio
1.4667471731254802
1.4973544973544974
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
151883
160875
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
56.0
56.0
60.0
60.0
25 percentile
224.0
224.0
240.0
240.0
50 percentile (median)
224.0
224.0
240.0
240.0
75 percentile
224.0
224.0
240.0
240.0
Max size
224.0
224.0
240.0
240.0
Mean
223.97180724636726
223.98907226107227
235.00479386385427
239.9475411816827
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
5665535
6803663
Estimated Fragment Length
120
135
Cross-correlation at Estimated Fragment Length
0.63577628450776
0.672364246175633
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.6356843
0.6727146
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6313669
0.6684039
NSC (Normalized Strand Cross-correlation coeff.)
1.006984
1.005925
RSC (Relative Strand Cross-correlation coeff.)
1.021299
0.9187349
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
0.4031682124352488
0.4139155287793446
Synthetic AUC
0.4980197317193603
0.4981826169112354
X-intercept
0.019854965138537635
0.019633400734156647
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5407289269296564
0.5171193433709328
Synthetic Elbow Point
0.502939953509825
0.4998610675374095
JS Distance
0.042591777604940505
0.05282086216702356
Synthetic JS Distance
0.15539378953419278
0.13739013029691055
% Genome Enriched
46.78601868726084
47.97947235734546
Diff. Enrichment
8.143704151835829
6.847400473480636
CHANCE Divergence
0.0696389707022375
0.058600913631178815
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
0.5594159335836478
0.5763232011412827
0.44482822459273835
0.5280532101782772
0.45368490399561767
0.5247794497138282
0.5703500885625294
0.5669611700193254
0.5699441667365918
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
0.37527223979681235
0.19934941535195777
0.2660961377170074
0.3775030806912621
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
0.009327028357853375
0.006788961425279893
0.004116499092154179
0.009664017726258788
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