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
9049607
9987158
10307341
Distinct Fragments
8630056
9453601
9914070
Positions with Two Read
353798
441991
342121
NRF = Distinct/Total
0.953639
0.946576
0.961846
PBC1 = OneRead/Distinct
0.95653
0.950182
0.963807
PBC2 = OneRead/TwoRead
23.332266
20.32314
27.929452
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
6418
728
N1
5199
372
N2
8492
583
Np
7073
835
N optimal
7073
835
N conservative
6418
728
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.1020567154876908
1.146978021978022
Self Consistency Ratio
1.6333910367378341
1.5672043010752688
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
10618
18348
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
148.0
142.0
146.0
146.0
25 percentile
590.0
570.0
584.0
584.0
50 percentile (median)
590.0
570.0
584.0
584.0
75 percentile
590.0
570.0
584.0
584.0
Max size
590.0
621.0
734.0
734.0
Mean
588.6550197777359
568.8971005014171
535.162874251497
577.9438710589566
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
9049607
9987158
Estimated Fragment Length
220
235
Cross-correlation at Estimated Fragment Length
0.774721899439885
0.790439103820858
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.773558
0.7877734
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7689487
0.7825429
NSC (Normalized Strand Cross-correlation coeff.)
1.007508
1.01009
RSC (Relative Strand Cross-correlation coeff.)
1.252503
1.509637
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
0.395746327805735
0.38587513667836226
Synthetic AUC
0.4969141353842237
0.4970519630350965
X-intercept
0.029362287201243616
0.029336345259309664
Synthetic X-intercept
0.0
0.0
Elbow Point
0.4615789862288199
0.47913968538411034
Synthetic Elbow Point
0.5026489905851812
0.5000375703841742
JS Distance
0.017926329952924473
0.02179601480083191
Synthetic JS Distance
0.1512372266056849
0.16375101934357358
% Genome Enriched
28.441547815987818
30.07748658502272
Diff. Enrichment
4.8930602030398
5.653112183911113
CHANCE Divergence
0.042871200155703074
0.04886303542041739
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
0.09219926800011068
0.15088848602792765
0.1439580319803312
0.18102398009432696
0.1403583842975551
0.17872437417353948
0.11407317846129447
0.1335539586060158
0.12151514408024029
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
0.05809632775940247
0.048902607985497545
0.07593435762635675
0.06373666209026138
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
0.011497727868650444
0.007165207533303008
0.010012885066643324
0.012820087039194714
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