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
23547296
21967767
26175999
Distinct Fragments
14856647
14310584
17257937
Positions with Two Read
3287162
3113305
4003384
NRF = Distinct/Total
0.630928
0.651436
0.659304
PBC1 = OneRead/Distinct
0.653982
0.668002
0.654554
PBC2 = OneRead/TwoRead
2.955735
3.070531
2.821675
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
19647
8829
N1
18960
8237
N2
17660
6512
Np
19940
9348
N optimal
19940
9348
N conservative
19647
8829
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0149132183030487
1.0587835541963981
Self Consistency Ratio
1.0736126840317102
1.2648955773955775
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
24976
24709
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
112.0
122.0
116.0
116.0
25 percentile
450.0
490.0
247.0
464.0
50 percentile (median)
450.0
490.0
464.0
464.0
75 percentile
450.0
490.0
464.0
464.0
Max size
1305.0
1340.0
1495.0
1495.0
Mean
421.1457399103139
466.7382735035817
373.22411210954215
419.51730190571715
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
15000000
15000000
Estimated Fragment Length
195
190
Cross-correlation at Estimated Fragment Length
0.800305627075948
0.796853016246183
Phantom Peak
55
55
Cross-correlation at Phantom Peak
0.7596744
0.7660238
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7161994
0.7317605
NSC (Normalized Strand Cross-correlation coeff.)
1.117434
1.088953
RSC (Relative Strand Cross-correlation coeff.)
1.934589
1.899773
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
0.3260576252460433
0.33902943852170236
Synthetic AUC
0.4976753174086953
0.49763164661328424
X-intercept
0.028961899172346057
0.028967887985243565
Synthetic X-intercept
0.0
0.0
Elbow Point
0.7209492667696743
0.7032163917801547
Synthetic Elbow Point
0.5019782508008543
0.5003449979707879
JS Distance
0.1498325104778064
0.1289907501902526
Synthetic JS Distance
0.2595668009829959
0.2407578712668779
% Genome Enriched
20.640244024162865
21.39523370344197
Diff. Enrichment
16.687877470933955
14.162366617947109
CHANCE Divergence
0.14808231993807391
0.12575168633782638
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
0.2844482287686814
0.2750362949125094
0.3030336312950074
0.2828467561177464
0.30110715719193193
0.28316108850091115
0.2694573606531041
0.28155756840425167
0.27964368960670866
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
0.23824668047277306
0.2460608776241832
0.22788343381724688
0.24079406579870247
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
0.15152246890172766
0.1508688665025412
0.12496451536652274
0.15744568819900784
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