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
10011485
9761858
18327113
Distinct Fragments
9507222
9258410
17263582
Positions with Two Read
428341
424014
906642
NRF = Distinct/Total
0.949632
0.948427
0.94197
PBC1 = OneRead/Distinct
0.952184
0.95121
0.944733
PBC2 = OneRead/TwoRead
21.134145
20.769824
17.988883
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
7795
1220
N1
7262
541
N2
7646
970
Np
8246
1312
N optimal
8246
1312
N conservative
7795
1220
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.057857601026299
1.0754098360655737
Self Consistency Ratio
1.0528779950426879
1.7929759704251387
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
16890
16976
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
152.0
146.0
146.0
146.0
25 percentile
610.0
584.0
584.0
584.0
50 percentile (median)
610.0
584.0
584.0
584.0
75 percentile
610.0
584.0
584.0
584.0
Max size
632.0
795.0
869.0
869.0
Mean
609.0425103611605
581.5286875589067
533.8544207317074
575.7315061848169
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
10011485
9761858
Estimated Fragment Length
180
195
Cross-correlation at Estimated Fragment Length
0.791946480879676
0.787971831325777
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.7917622
0.7868048
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7868362
0.780748
NSC (Normalized Strand Cross-correlation coeff.)
1.006495
1.009253
RSC (Relative Strand Cross-correlation coeff.)
1.037404
1.192679
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
0.40534861616542633
0.3991123931579422
Synthetic AUC
0.49706569755909036
0.49702654047089156
X-intercept
0.029467830502587892
0.029511743817703853
Synthetic X-intercept
0.0
0.0
Elbow Point
0.45478026375933905
0.48120809522003566
Synthetic Elbow Point
0.497534294465301
0.5000952902730171
JS Distance
0.029782795007352637
0.043662956150561726
Synthetic JS Distance
0.1407184698863496
0.1496028139197642
% Genome Enriched
33.269725561741126
30.760878026775146
Diff. Enrichment
5.397499100064196
6.321311569290977
CHANCE Divergence
0.046485621018829845
0.05494240426548471
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
0.1378976506622687
0.14622026724073392
0.1697934367140832
0.16454077532304767
0.17873259859752885
0.17290863402932083
0.146665409858542
0.1403842256174256
0.155028204732979
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
0.07185601747807789
0.06651883279672027
0.07749368554068103
0.07642081768177873
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
0.018757488688726877
0.01000258238251998
0.017842837870229472
0.02037583317649844
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