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
11125729
20177801
13889639
Distinct Fragments
10110073
17655203
12523075
Positions with Two Read
803852
1911219
1081129
NRF = Distinct/Total
0.908711
0.874982
0.901613
PBC1 = OneRead/Distinct
0.911826
0.877252
0.903864
PBC2 = OneRead/TwoRead
11.46807
8.103763
10.469758
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
11157
545
N1
11050
226
N2
9787
280
Np
11456
460
N optimal
11456
545
N conservative
11157
545
Optimal Set
pooled-pr1_vs_pooled-pr2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.026799318813301
1.184782608695652
Self Consistency Ratio
1.1290487381219985
1.238938053097345
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
25609
20918
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
155.0
151.0
151.0
151.0
25 percentile
620.0
604.0
604.0
604.0
50 percentile (median)
620.0
604.0
604.0
604.0
75 percentile
620.0
604.0
604.0
604.0
Max size
620.0
604.0
604.0
604.0
Mean
619.6655863173103
603.6571373936323
575.3266055045872
602.6359113128492
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
11125729
15000000
Estimated Fragment Length
175
200
Cross-correlation at Estimated Fragment Length
0.795368975318919
0.840449118078292
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.795513
0.8406368
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7908631
0.8360476
NSC (Normalized Strand Cross-correlation coeff.)
1.005697
1.005265
RSC (Relative Strand Cross-correlation coeff.)
0.9690174
0.95911
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
0.40383388628003347
0.4117864516614793
Synthetic AUC
0.4971839675492207
0.49786825362597814
X-intercept
0.0290173980587177
0.02857810356567353
Synthetic X-intercept
0.0
0.0
Elbow Point
0.45616939195651784
0.4288073354193166
Synthetic Elbow Point
0.49828554775270967
0.5038808200771392
JS Distance
0.035569546150630245
0.024795426094364248
Synthetic JS Distance
0.14031525673411283
0.1336214960775633
% Genome Enriched
40.18945573409105
38.95344077411677
Diff. Enrichment
6.71262578724482
5.259703381701231
CHANCE Divergence
0.05704072312029162
0.044748646902736375
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
0.1960661405958673
0.15726413449611348
0.22026010466514087
0.1854293093735012
0.23064426590135786
0.19063297118724382
0.16854124569680415
0.1866263434913231
0.17816559755470945
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
0.08546160191891931
0.08948298801420419
0.07599273052096443
0.0879074103657716
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
0.007145406787060885
0.004493957532392615
0.004105251382068479
0.006188911219908835
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