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
20808521
20780388
20714113
Distinct Fragments
17937097
18053420
17853973
Positions with Two Read
2086266
2005095
2103857
NRF = Distinct/Total
0.862007
0.868772
0.861923
PBC1 = OneRead/Distinct
0.865586
0.872528
0.864499
PBC2 = OneRead/TwoRead
7.442053
7.856041
7.336401
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
6031
1009
N1
6779
698
N2
5949
546
Np
6341
904
N optimal
6341
1009
N conservative
6031
1009
Optimal Set
pooled-pr1_vs_pooled-pr2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0514010943458796
1.116150442477876
Self Consistency Ratio
1.1395192469322575
1.2783882783882783
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
15222
12336
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
150.0
151.0
150.0
150.0
25 percentile
600.0
596.0
600.0
600.0
50 percentile (median)
600.0
596.0
600.0
600.0
75 percentile
600.0
596.0
600.0
600.0
Max size
600.0
596.0
600.0
600.0
Mean
599.6141768492971
595.643158236057
575.9365708622398
596.1709509541082
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
15000000
15000000
Estimated Fragment Length
175
160
Cross-correlation at Estimated Fragment Length
0.840230352226322
0.841727412913031
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.839178
0.8407985
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.8315672
0.8332798
NSC (Normalized Strand Cross-correlation coeff.)
1.010418
1.010138
RSC (Relative Strand Cross-correlation coeff.)
1.138274
1.12355
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
0.39290219362068957
0.3938942897608789
Synthetic AUC
0.4978850247163977
0.4978918364529159
X-intercept
0.02851204689384199
0.028478106357661376
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5511763390539774
0.5494633402279206
Synthetic Elbow Point
0.501231548233021
0.4979522224601214
JS Distance
0.018533117574717668
0.016880136001958614
Synthetic JS Distance
0.16108448430450378
0.15978993395694116
% Genome Enriched
43.046782037869654
42.4502272019422
Diff. Enrichment
3.472441399045878
3.159483744800362
CHANCE Divergence
0.029648573004148547
0.02694536169921606
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
0.13276421913809539
0.11078547724742753
0.15909097238444356
0.16052349688285084
0.1695888785178635
0.15788163553667756
0.10726040811989236
0.1291679988958344
0.13609036081366704
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
0.06299132226748917
0.06787674587746172
0.060621321365610915
0.06540865551373141
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
0.01799995952651126
0.013821090120645882
0.011034208342522282
0.01675630193455781
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