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
7248083
8187474
14308738
Distinct Fragments
6896350
7765522
13611481
Positions with Two Read
294324
350680
595389
NRF = Distinct/Total
0.951472
0.948464
0.951271
PBC1 = OneRead/Distinct
0.954441
0.951751
0.953977
PBC2 = OneRead/TwoRead
22.363643
21.075759
21.809341
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
9144
1233
N1
8093
731
N2
7693
758
Np
9348
1364
N optimal
9348
1364
N conservative
9144
1233
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0223097112860893
1.1062449310624494
Self Consistency Ratio
1.051995320421162
1.036935704514364
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
18553
17316
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
150.0
155.0
154.0
154.0
25 percentile
600.0
620.0
616.0
616.0
50 percentile (median)
600.0
620.0
616.0
616.0
75 percentile
600.0
620.0
616.0
616.0
Max size
624.0
620.0
823.0
823.0
Mean
597.8674068883738
616.9548394548394
541.6972140762464
604.48973042362
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
7248083
8187474
Estimated Fragment Length
190
225
Cross-correlation at Estimated Fragment Length
0.732491009692921
0.755382871658727
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.7312899
0.7542122
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7260556
0.7487607
NSC (Normalized Strand Cross-correlation coeff.)
1.008863
1.008844
RSC (Relative Strand Cross-correlation coeff.)
1.229478
1.214735
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
0.39182394923173364
0.3942725966163884
Synthetic AUC
0.49654848602709567
0.4967473078819777
X-intercept
0.029903183950494062
0.02964367701367402
Synthetic X-intercept
0.0
0.0
Elbow Point
0.4852280666733207
0.4826629404132149
Synthetic Elbow Point
0.5055327465472379
0.49817632260537636
JS Distance
0.040936113669483666
0.04033155265950525
Synthetic JS Distance
0.15551829808150217
0.15355726991955934
% Genome Enriched
33.159796386864954
31.281764647170377
Diff. Enrichment
7.744836033197677
7.365085023084761
CHANCE Divergence
0.06655965543246402
0.06381765434651065
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
0.15772463440100826
0.15118322481406576
0.1772112207730184
0.16875602848998744
0.1833566280765072
0.16997257904915827
0.1594904737288508
0.15499038155242684
0.16239319384844547
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
0.08547599323784856
0.0782770023650226
0.07601920418517516
0.08723229884865547
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
0.019639408717259672
0.013470283046343836
0.013783175839816374
0.021070419540314096
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