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
11428798
8670044
30557442
Distinct Fragments
3169410
3493562
24613233
Positions with Two Read
505203
759566
3870350
NRF = Distinct/Total
0.277318
0.402946
0.805474
PBC1 = OneRead/Distinct
0.305942
0.407494
0.807656
PBC2 = OneRead/TwoRead
1.919337
1.874235
5.136238
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
23963
4926
N1
12574
2787
N2
15033
4005
Np
24165
5124
N optimal
24165
5124
N conservative
23963
4926
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0084296623961941
1.0401948842874542
Self Consistency Ratio
1.1955622713535867
1.4370290635091496
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
61423
61514
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
54.0
51.0
52.0
52.0
25 percentile
216.0
204.0
190.75
210.0
50 percentile (median)
216.0
204.0
210.0
210.0
75 percentile
216.0
204.0
210.0
210.0
Max size
307.0
301.0
469.0
469.0
Mean
215.23419565960634
202.84379165718374
186.57747853239655
205.05061038692324
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
11428798
8670044
Estimated Fragment Length
120
115
Cross-correlation at Estimated Fragment Length
0.471360114874482
0.521033832759284
Phantom Peak
55
55
Cross-correlation at Phantom Peak
0.4526993
0.4885962
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.4261426
0.4559534
NSC (Normalized Strand Cross-correlation coeff.)
1.106109
1.142735
RSC (Relative Strand Cross-correlation coeff.)
1.702676
1.993713
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
0.3151076916883573
0.30587914221438994
Synthetic AUC
0.4948402391275682
0.495111724543975
X-intercept
0.040606388738494856
0.04103792526826189
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5772760055700178
0.5935545224428963
Synthetic Elbow Point
0.4962652380812526
0.5043782552139547
JS Distance
0.18593818676914967
0.20146480457672203
Synthetic JS Distance
0.2595419064148715
0.2742155984587174
% Genome Enriched
35.741213936232484
34.06521396020674
Diff. Enrichment
19.752465603445156
21.080635356671873
CHANCE Divergence
0.16834306208098557
0.17971800587830805
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
0.3689247901668471
0.3697614574388169
0.3219172052935382
0.3386661149060796
0.3196817816705362
0.3358980141256992
0.36883400244370745
0.3711390276190917
0.37297632328483377
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
0.1855242487436955
0.13148443909377322
0.15383692157025142
0.18675467688246625
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
0.08145737445376401
0.05957368311188998
0.07734346961223212
0.08338922012659507
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