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
15085775
14308583
16667098
Distinct Fragments
12310351
11696109
14324702
Positions with Two Read
1953755
1842046
1837372
NRF = Distinct/Total
0.816024
0.817419
0.85946
PBC1 = OneRead/Distinct
0.810806
0.812372
0.855232
PBC2 = OneRead/TwoRead
5.108783
5.158171
6.667642
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
52236
3024
N1
52365
1532
N2
49005
1621
Np
52864
3146
N optimal
52864
3146
N conservative
52236
3024
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0120223600581975
1.0403439153439153
Self Consistency Ratio
1.0685644322007959
1.0580939947780679
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
81290
74196
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
78.0
81.0
82.0
82.0
25 percentile
310.0
324.0
330.0
330.0
50 percentile (median)
310.0
324.0
330.0
330.0
75 percentile
310.0
324.0
330.0
330.0
Max size
360.0
438.0
585.0
585.0
Mean
309.37216139746585
323.1716130249609
305.251430387794
328.4660260290557
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
14206459
13478066
Estimated Fragment Length
160
175
Cross-correlation at Estimated Fragment Length
0.801168490576195
0.79260349352406
Phantom Peak
55
50
Cross-correlation at Phantom Peak
0.797133
0.7871554
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7897909
0.7796502
NSC (Normalized Strand Cross-correlation coeff.)
1.014406
1.016614
RSC (Relative Strand Cross-correlation coeff.)
1.549633
1.725914
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
0.3859455516342832
0.37872572252691195
Synthetic AUC
0.4987181881748846
0.49868497008598117
X-intercept
0.01860396338356337
0.018534023671595085
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5310722157500235
0.54136534307427
Synthetic Elbow Point
0.49871898616746124
0.49894023091285306
JS Distance
0.08888787091577587
0.09946160650680358
Synthetic JS Distance
0.17103711317041878
0.1804527639959636
% Genome Enriched
42.311727291075094
41.6868659215756
Diff. Enrichment
11.002222477510754
12.194445338433669
CHANCE Divergence
0.0936453881137522
0.10380579014423731
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
0.4119140060009636
0.39848944549819226
0.4512451991402829
0.43794474506595304
0.4524569725547252
0.43667017881349274
0.3767516622691905
0.4065058902007673
0.4072772646779
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
0.3020315341966392
0.29679843891604063
0.296327120919584
0.305016762975212
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
0.029635371486555394
0.017151782514250955
0.018802861226437827
0.030572194800775547
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