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
5739359
4482231
11696230
Distinct Fragments
5025686
3772662
10265339
Positions with Two Read
544534
516063
927427
NRF = Distinct/Total
0.875653
0.841693
0.877662
PBC1 = OneRead/Distinct
0.87671
0.840086
0.890919
PBC2 = OneRead/TwoRead
8.091451
6.141423
9.861249
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
5375
750
N1
5945
492
N2
6630
572
Np
4830
764
N optimal
5375
764
N conservative
5375
750
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.1128364389233953
1.0186666666666666
Self Consistency Ratio
1.1152228763666947
1.1626016260162602
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
16458
19180
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
130.0
116.0
128.0
128.0
25 percentile
520.0
464.0
307.5
510.0
50 percentile (median)
520.0
464.0
510.0
510.0
75 percentile
520.0
464.0
510.0
510.0
Max size
606.0
478.0
957.0
957.0
Mean
518.2595090533479
462.6666319082378
429.70157068062827
498.424
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
5739359
4482231
Estimated Fragment Length
140
145
Cross-correlation at Estimated Fragment Length
0.655181969097144
0.582646424088761
Phantom Peak
30
35
Cross-correlation at Phantom Peak
0.6538321
0.5795349
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6431714
0.5689761
NSC (Normalized Strand Cross-correlation coeff.)
1.018674
1.024026
RSC (Relative Strand Cross-correlation coeff.)
1.12662
1.29468
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
0.3702922600696325
0.3627655452489792
Synthetic AUC
0.49501702318770724
0.49424966578415747
X-intercept
0.03638406084827637
0.03832747051464441
Synthetic X-intercept
0.0
1.8859394601050617e-259
Elbow Point
0.5142433571903164
0.5257222440595314
Synthetic Elbow Point
0.4955059648546347
0.5086060354528685
JS Distance
0.044289387972376054
0.05708712028478266
Synthetic JS Distance
0.18300979471080797
0.19056975864985498
% Genome Enriched
32.63052669594418
32.23146926958524
Diff. Enrichment
7.26431760951709
8.593541905952495
CHANCE Divergence
0.062007834022412105
0.07336631240511932
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
0.13732264613863082
0.1546172440134039
0.18719391005829378
0.21213747014087597
0.18570843278779983
0.21202510276603106
0.10381887686294955
0.13753898775743686
0.13621797482698758
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
0.059754904356672585
0.061341414900260245
0.06872029913988842
0.055309327012021715
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
0.016335711971210153
0.012817144840571717
0.01639033788289315
0.017607735641734415
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