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
18601136
17360400
16068007
Distinct Fragments
15610107
14683180
14076272
Positions with Two Read
2248837
2050853
1611923
NRF = Distinct/Total
0.839202
0.845786
0.876043
PBC1 = OneRead/Distinct
0.833845
0.840416
0.872764
PBC2 = OneRead/TwoRead
5.788062
6.017
7.621494
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
18239
4560
N1
16926
3780
N2
22431
3763
Np
17831
4475
N optimal
18239
4560
N conservative
18239
4560
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0228814985138242
1.0189944134078213
Self Consistency Ratio
1.3252392768521801
1.0045176720701567
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
30567
45604
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
95.0
91.0
100.0
100.0
25 percentile
380.0
364.0
227.0
400.0
50 percentile (median)
380.0
364.0
400.0
400.0
75 percentile
380.0
364.0
400.0
400.0
Max size
1658.0
1005.0
2096.0
2096.0
Mean
371.12745771583735
358.6663450574511
328.1467105263158
381.793519381545
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
15000000
15000000
Estimated Fragment Length
160
150
Cross-correlation at Estimated Fragment Length
0.816927629629887
0.815475869519713
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.8092544
0.8082964
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7959642
0.7961069
NSC (Normalized Strand Cross-correlation coeff.)
1.026337
1.02433
RSC (Relative Strand Cross-correlation coeff.)
1.577356
1.58899
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
0.38516586761046745
0.38860200381280524
Synthetic AUC
0.4988673075122305
0.49882959588957604
X-intercept
0.01792422668052114
0.018056110622652066
Synthetic X-intercept
0.0
0.0
Elbow Point
0.6879925665414436
0.6694688673966909
Synthetic Elbow Point
0.49914312664876137
0.5017971444930905
JS Distance
0.09373336832590853
0.09734524233409296
Synthetic JS Distance
0.1956711890426927
0.18684150079758516
% Genome Enriched
29.18971305251379
34.84093997282392
Diff. Enrichment
5.035429674359504
4.616093328480375
CHANCE Divergence
0.04335481446003797
0.03927379344404097
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
0.22975822683776326
0.2917287486784472
0.2824350490284486
0.3269439524614347
0.28193066951111906
0.3275447500200161
0.24081459458280055
0.2479557594404878
0.2518156639628748
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
0.16394494832098905
0.1580453912957966
0.17934452736897769
0.16201426113105233
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
0.078165835084188
0.07119354920567099
0.06722520731189564
0.07744410972681702
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