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
5638929
3151114
8130919
Distinct Fragments
5113595
2448192
7604216
Positions with Two Read
431276
454384
417538
NRF = Distinct/Total
0.906838
0.776929
0.935222
PBC1 = OneRead/Distinct
0.907365
0.768861
0.939007
PBC2 = OneRead/TwoRead
10.758537
4.142575
17.101227
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
1238
92
N1
2325
61
N2
8397
110
Np
1180
66
N optimal
1238
92
N conservative
1238
92
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0491525423728814
1.393939393939394
Self Consistency Ratio
3.6116129032258066
1.8032786885245902
Reproducibility Test
borderline
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
3511
35410
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
142.0
102.0
141.0
141.0
25 percentile
556.0
396.0
564.0
564.0
50 percentile (median)
556.0
396.0
564.0
564.0
75 percentile
556.0
396.0
564.0
564.0
Max size
556.0
396.0
564.0
564.0
Mean
555.5061236115067
395.96565941824343
493.6521739130435
558.7722132471729
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
5638929
3151114
Estimated Fragment Length
135
130
Cross-correlation at Estimated Fragment Length
0.659904446155743
0.459660308221872
Phantom Peak
30
30
Cross-correlation at Phantom Peak
0.6595843
0.4569517
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6546808
0.4508296
NSC (Normalized Strand Cross-correlation coeff.)
1.007979
1.019588
RSC (Relative Strand Cross-correlation coeff.)
1.065282
1.442422
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
0.3856684504115476
0.3659592266787073
Synthetic AUC
0.49505908627286377
0.4928623157761035
X-intercept
0.03611758415399103
0.04206701993519863
Synthetic X-intercept
0.0
7.3021595555538735e-168
Elbow Point
0.4624299714299395
0.5075694699375928
Synthetic Elbow Point
0.49982705294761787
0.49696850843163365
JS Distance
0.022529682413521705
0.0376234322543382
Synthetic JS Distance
0.16196150322171746
0.17552584972891108
% Genome Enriched
33.135683845945124
38.21225639634176
Diff. Enrichment
5.187221716604706
9.752559520125375
CHANCE Divergence
0.04435052630300963
0.08291419558489507
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
0.03489365763768699
0.21802391125154832
0.1669243128094286
0.23535376515323864
0.16121577340428475
0.25527012193288856
0.02301988078219143
0.08426611838882997
0.07344823790692298
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
0.016714824439835085
0.024340747479135234
0.06316831192446615
0.015846641564762044
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
0.003529478060673791
0.002561917386345596
0.0048669134790346935
0.0026915775728113666
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