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
7947474
10128932
9869255
Distinct Fragments
6585177
8120906
8008313
Positions with Two Read
1005717
1398094
1344638
NRF = Distinct/Total
0.828587
0.801753
0.81144
PBC1 = OneRead/Distinct
0.822118
0.793379
0.802138
PBC2 = OneRead/TwoRead
5.383018
4.608383
4.777326
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
82237
864
N1
42594
178
N2
47608
319
Np
81869
896
N optimal
82237
896
N conservative
82237
864
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.004494985892096
1.037037037037037
Self Consistency Ratio
1.11771611025027
1.7921348314606742
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
132768
134982
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
67.0
68.0
71.0
71.0
25 percentile
256.0
250.0
270.0
270.0
50 percentile (median)
256.0
250.0
270.0
270.0
75 percentile
256.0
250.0
270.0
270.0
Max size
256.0
250.0
270.0
270.0
Mean
255.99582730778502
249.9909765746544
267.02566964285717
269.96703430329416
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
7491925
9552072
Estimated Fragment Length
165
150
Cross-correlation at Estimated Fragment Length
0.680318930162185
0.719722758574216
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.6804659
0.7196744
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6763764
0.7158062
NSC (Normalized Strand Cross-correlation coeff.)
1.005829
1.005471
RSC (Relative Strand Cross-correlation coeff.)
0.9640651
1.012498
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
0.4140860302677555
0.41689407919689675
Synthetic AUC
0.49824463435794114
0.4984182801081556
X-intercept
0.01910202517395418
0.01883854896465826
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5096747665640706
0.5085689648977832
Synthetic Elbow Point
0.5009437929728059
0.4996456518099314
JS Distance
0.03318604832548
0.029328161871099413
Synthetic JS Distance
0.13179103713952556
0.1297060650193134
% Genome Enriched
45.016307580529904
44.41849602989257
Diff. Enrichment
8.687758141186958
8.287323548095477
CHANCE Divergence
0.07390112792389025
0.07044992484842275
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
0.5338398167025049
0.5274821237723895
0.43813967525877323
0.4384796226707663
0.4307201470928448
0.4447745769914353
0.5151794916112765
0.5308363900869075
0.5303467943838986
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
0.3476938790672801
0.2000517576821147
0.21434807709104756
0.3463472932388828
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
0.0071301152398433095
0.0019015618179209198
0.0031836050016144056
0.007290019132253522
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