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
10837594
12398045
5078781
Distinct Fragments
10099890
11568351
4981831
Positions with Two Read
606955
681503
87581
NRF = Distinct/Total
0.931931
0.933079
0.980911
PBC1 = OneRead/Distinct
0.935242
0.936612
0.981718
PBC2 = OneRead/TwoRead
15.562664
15.898765
55.842637
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
65237
4457
N1
28734
1545
N2
36124
1600
Np
65209
4541
N optimal
65237
4541
N conservative
65237
4457
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.000429388581331
1.0188467579089073
Self Consistency Ratio
1.2571866081993457
1.035598705501618
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
85017
84425
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
135.0
139.0
138.0
138.0
25 percentile
540.0
556.0
550.0
550.0
50 percentile (median)
540.0
556.0
550.0
550.0
75 percentile
540.0
556.0
550.0
550.0
Max size
540.0
556.0
658.0
658.0
Mean
539.7042238611101
555.7057625111046
541.4554062981722
549.3902693256894
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
10837594
12398045
Estimated Fragment Length
200
205
Cross-correlation at Estimated Fragment Length
0.799986530843701
0.821865741385902
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.7981566
0.8198552
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.79198
0.8136856
NSC (Normalized Strand Cross-correlation coeff.)
1.010109
1.010053
RSC (Relative Strand Cross-correlation coeff.)
1.296269
1.325876
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
0.39437792943222655
0.39263424520472995
Synthetic AUC
0.4971471920708431
0.4973346972117224
X-intercept
0.029210698550539555
0.028975241044633164
Synthetic X-intercept
0.0
0.0
Elbow Point
0.4703582944894962
0.472497366068578
Synthetic Elbow Point
0.5028899957530448
0.501650433567364
JS Distance
0.02986455136829987
0.028529155186080957
Synthetic JS Distance
0.15489233341874964
0.15681484043704547
% Genome Enriched
38.67309718408786
36.27502234850903
Diff. Enrichment
10.536388328166035
10.479744348127241
CHANCE Divergence
0.0897517251863962
0.08963286911464236
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
0.46785699224459953
0.4733735752921368
0.31346263158551224
0.3365997763215438
0.2819323976801313
0.34485035580265055
0.47057175954818675
0.4711754721092207
0.47060971076492825
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
0.37221687092226136
0.18939928957831062
0.23288032103911271
0.37186844553875004
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
0.04936496924457307
0.0221048019493138
0.022369057557363632
0.049832489571117466
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