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
10268390
11370118
16298225
Distinct Fragments
9143163
10078483
14140980
Positions with Two Read
859431
980470
1503142
NRF = Distinct/Total
0.890418
0.886401
0.867639
PBC1 = OneRead/Distinct
0.893828
0.889744
0.873901
PBC2 = OneRead/TwoRead
9.509098
9.145884
8.221326
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
6903
222
N1
5466
54
N2
6811
80
Np
6849
175
N optimal
6903
222
N conservative
6903
222
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0078843626806833
1.2685714285714285
Self Consistency Ratio
1.2460665934870105
1.4814814814814814
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
14937
16348
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
180.0
189.0
181.0
181.0
25 percentile
720.0
716.0
720.0
720.0
50 percentile (median)
720.0
716.0
720.0
720.0
75 percentile
720.0
716.0
720.0
720.0
Max size
720.0
716.0
730.0
730.0
Mean
719.7338823056839
715.7543430389038
673.9009009009009
718.3030566420397
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
10268390
11370118
Estimated Fragment Length
210
205
Cross-correlation at Estimated Fragment Length
0.774720193051242
0.791469406080418
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.7754635
0.7920098
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7712869
0.7877391
NSC (Normalized Strand Cross-correlation coeff.)
1.004451
1.004735
RSC (Relative Strand Cross-correlation coeff.)
0.822041
0.8734693
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
0.40602669481645737
0.40312464354106836
Synthetic AUC
0.4970393467746019
0.497180084030146
X-intercept
0.029152098599869086
0.02899244855277232
Synthetic X-intercept
0.0
0.0
Elbow Point
0.4597482318757284
0.4633623098168814
Synthetic Elbow Point
0.4975810887803287
0.49869339072267516
JS Distance
0.039990695412245716
0.044566867742748796
Synthetic JS Distance
0.13877929930010488
0.1428317131697135
% Genome Enriched
38.85024027332088
37.272897808004856
Diff. Enrichment
7.030467612074465
7.337433434418028
CHANCE Divergence
0.05983298898924803
0.06258032140960719
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
0.13441350024937002
0.14749007526852972
0.15996787110025112
0.17566631116867737
0.15992923784443894
0.17333388787058684
0.13551651991527183
0.14752097437388378
0.1431786559787349
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
0.06466653860530797
0.05176659838547913
0.0645973514904674
0.0639937492212485
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
0.0048556194708643105
0.0021616070561349936
0.0025636455279046118
0.0044396104165801385
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