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
12389200
15511057
13370009
Distinct Fragments
11042403
12460288
12053489
Positions with Two Read
1110296
2122215
1124262
NRF = Distinct/Total
0.891293
0.803316
0.901532
PBC1 = OneRead/Distinct
0.889303
0.795596
0.899089
PBC2 = OneRead/TwoRead
8.844524
4.67123
9.639351
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
71717
2171
N1
60451
1358
N2
65792
1200
Np
72079
2228
N optimal
72079
2228
N conservative
71717
2171
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0050476177196481
1.0262551819438046
Self Consistency Ratio
1.0883525499991729
1.1316666666666666
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
115712
109970
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
72.0
75.0
81.0
81.0
25 percentile
290.0
300.0
324.0
324.0
50 percentile (median)
290.0
300.0
324.0
324.0
75 percentile
290.0
300.0
324.0
324.0
Max size
536.0
548.0
637.0
637.0
Mean
289.75878042035396
299.7563153587342
303.5094254937163
323.36318483885736
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
11664446
14621928
Estimated Fragment Length
165
180
Cross-correlation at Estimated Fragment Length
0.790496558594657
0.800203479591718
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.7900537
0.7998321
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.785097
0.7949545
NSC (Normalized Strand Cross-correlation coeff.)
1.006878
1.006603
RSC (Relative Strand Cross-correlation coeff.)
1.089346
1.076133
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
0.42048974612980006
0.42034509807564735
Synthetic AUC
0.4986500201484063
0.49872929767761454
X-intercept
0.01863065020549833
0.018426949238517856
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5323964420231101
0.5315676586770621
Synthetic Elbow Point
0.49930630260193803
0.5001226072113196
JS Distance
0.04947550449068905
0.045322003963153064
Synthetic JS Distance
0.13033820616820602
0.1310075765351543
% Genome Enriched
42.059656424369024
42.096003067496916
Diff. Enrichment
7.467497306686788
7.644665017342772
CHANCE Divergence
0.06347547550241756
0.06498301325810488
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
0.48944436898015603
0.4737644866772818
0.48447121883195315
0.5048092533017392
0.5049149880480738
0.5017559706828688
0.4538066244865915
0.4819076844825423
0.48084833531506593
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
0.34218251556912516
0.287296096966027
0.3137036632942224
0.3437691688569506
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
0.020972820651992075
0.015435558447071401
0.013241944974276502
0.021393753964732178
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