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
5594995
5785819
5166179
Distinct Fragments
4773443
4654705
4324200
Positions with Two Read
634051
794163
632297
NRF = Distinct/Total
0.853163
0.804502
0.837021
PBC1 = OneRead/Distinct
0.848831
0.796215
0.831158
PBC2 = OneRead/TwoRead
6.390409
4.666731
5.684185
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
46265
463
N1
30390
258
N2
30978
227
Np
77625
548
N optimal
77625
548
N conservative
46265
463
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.6778342159299686
1.183585313174946
Self Consistency Ratio
1.0193484698914117
1.1365638766519823
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
78120
93409
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
101.0
95.0
76.0
76.0
25 percentile
300.0
276.0
304.0
304.0
50 percentile (median)
300.0
276.0
304.0
304.0
75 percentile
300.0
276.0
304.0
304.0
Max size
300.0
276.0
304.0
304.0
Mean
299.98858166922685
275.99208855677716
299.54379562043795
303.9665185185185
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
5270738
5459117
Estimated Fragment Length
190
170
Cross-correlation at Estimated Fragment Length
0.610853555465971
0.597029688646829
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.6115257
0.5976886
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6073738
0.5935309
NSC (Normalized Strand Cross-correlation coeff.)
1.005729
1.005895
RSC (Relative Strand Cross-correlation coeff.)
0.8381098
0.8415213
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
0.4102116264953807
0.40989127106043516
Synthetic AUC
0.4979399161215049
0.4979098142256689
X-intercept
0.019376503968681534
0.019540119798712622
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5100923032719176
0.5066563708412647
Synthetic Elbow Point
0.5032039112701043
0.4985775609114051
JS Distance
0.02371434804545993
0.02407444128695885
Synthetic JS Distance
0.13014274452718738
0.13014092694965584
% Genome Enriched
44.01984141236377
43.88435952383803
Diff. Enrichment
8.64652135455099
8.673890540695982
CHANCE Divergence
0.07353219916722475
0.07375990668933628
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
0.38845530981897863
0.4300531177601504
0.39072178383953066
0.3923783705269057
0.39205948805088664
0.39090892341521877
0.5746405167793383
0.5572539847517861
0.5315425586592604
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
0.23067518588598993
0.16806880206447128
0.16172509106115976
0.3591656376681561
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
0.005217011872929576
0.0035713882926132414
0.0031154249742166556
0.0058559321711255195
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