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
6611491
3365487
5299279
Distinct Fragments
5820494
3039596
4717080
Positions with Two Read
645243
277320
487950
NRF = Distinct/Total
0.88036
0.903167
0.890136
PBC1 = OneRead/Distinct
0.877232
0.901087
0.886985
PBC2 = OneRead/TwoRead
7.913175
9.87646
8.574602
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
70210
969
N1
44086
474
N2
34180
449
Np
78606
1037
N optimal
78606
1037
N conservative
70210
969
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.1195841048283721
1.0701754385964912
Self Consistency Ratio
1.2898186073727327
1.0556792873051224
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
128631
106990
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
78.0
75.0
80.0
80.0
25 percentile
310.0
300.0
320.0
320.0
50 percentile (median)
310.0
300.0
320.0
320.0
75 percentile
310.0
300.0
320.0
320.0
Max size
318.0
357.0
369.0
369.0
Mean
309.9837441985214
299.9723712496495
314.2237222757956
319.9237971656108
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
6257349
3183626
Estimated Fragment Length
205
210
Cross-correlation at Estimated Fragment Length
0.663186159585467
0.511843683508936
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.6633137
0.5113104
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6596435
0.5073175
NSC (Normalized Strand Cross-correlation coeff.)
1.005371
1.008922
RSC (Relative Strand Cross-correlation coeff.)
0.9652533
1.133572
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
0.41402927497635234
0.3982027499954999
Synthetic AUC
0.4981449513076553
0.4974290742808691
X-intercept
0.019275978367159594
0.020321698696840886
Synthetic X-intercept
0.0
0.0
Elbow Point
0.524103454469257
0.5315771617873036
Synthetic Elbow Point
0.501278899506791
0.5044926676782259
JS Distance
0.029488110286022454
0.05425190579724528
Synthetic JS Distance
0.13881643508523692
0.15055758448436857
% Genome Enriched
45.34255323394999
45.171925203057334
Diff. Enrichment
7.917362077350276
10.613251498126658
CHANCE Divergence
0.06738027589916581
0.09046223797114067
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
0.5530817108921522
0.5147191654807257
0.44583206477270565
0.4625146868364799
0.4477207865395704
0.4622981804977099
0.5504159439422517
0.5515741598144521
0.5525604032095841
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
0.3349873343256371
0.22767801547247804
0.19919726111317568
0.3699099405567667
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
0.010788984288573758
0.005934910935985532
0.007039884843445997
0.011479570027539614
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