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
rep3
ctl1
Total Fragments
282722
576326
216158
636122
Distinct Fragments
275235
550733
212284
630444
Positions with Two Read
6987
23539
2926
5219
NRF = Distinct/Total
0.973518
0.955593
0.982078
0.991074
PBC1 = OneRead/Distinct
0.973728
0.955563
0.984167
0.991374
PBC2 = OneRead/TwoRead
38.357521
22.35694
71.402256
119.755892
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
3145
44
N1
762
31
N2
2037
42
N3
288
288
Np
5986
78
N optimal
5986
78
N conservative
3145
44
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.9033386327503974
1.7727272727272727
Self Consistency Ratio
7.072916666666667
9.290322580645162
Reproducibility Test
borderline
borderline
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
rep3
Number of peaks
12952
11540
7790
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
rep3
idr_opt
overlap_opt
Min size
730.0
616.0
580.0
716.0
716.0
25 percentile
730.0
616.0
580.0
716.0
716.0
50 percentile (median)
730.0
616.0
580.0
716.0
716.0
75 percentile
730.0
616.0
580.0
716.0
716.0
Max size
730.0
616.0
580.0
716.0
716.0
Mean
730.0
616.0
580.0
716.0
716.0
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
rep3
Number of Subsampled Reads
282722
576326
216158
Estimated Fragment Length
150
115
125
Cross-correlation at Estimated Fragment Length
0.103845454475653
0.183899920015075
0.0821184974083244
Phantom Peak
30
30
30
Cross-correlation at Phantom Peak
0.1036581
0.1846144
0.08188801
Argmin of Cross-correlation
1500
1500
1500
Minimum of Cross-correlation
0.09966294
0.178282
0.07813312
NSC (Normalized Strand Cross-correlation coeff.)
1.041967
1.031511
1.051008
RSC (Relative Strand Cross-correlation coeff.)
1.046905
0.8871644
1.061383
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
rep3
AUC
0.2393888010675035
0.2888984411108224
0.20822689447442613
Synthetic AUC
0.47885103617737407
0.4850842946401125
0.4758450703944352
X-intercept
0.2854439026335996
0.12017630458411863
0.3826667065545816
Synthetic X-intercept
1.934743763959526e-18
1.150702587183179e-37
4.826277118737434e-14
Elbow Point
0.6095112733219653
0.5283792542954299
0.7089299069614383
Synthetic Elbow Point
0.503615188158551
0.504451328434004
0.5301676646880601
JS Distance
0.08789557931239579
0.05444575288000329
0.10702293895336144
Synthetic JS Distance
0.21257029119963702
0.23604240917904848
0.20343014607423662
% Genome Enriched
38.50619758478675
40.33106969415941
31.091233633489892
Diff. Enrichment
31.825316509847102
22.120318318229256
35.94640170681349
CHANCE Divergence
0.2807455579101107
0.19166859009888398
0.31068259280303895
Peak enrichment
Fraction of reads in peaks (FRiP)
FRiP for spp raw peaks
rep1
rep2
rep3
rep1-pr1
rep2-pr1
rep3-pr1
rep1-pr2
rep2-pr2
rep3-pr2
pooled
pooled-pr1
pooled-pr2
Fraction of Reads in Peaks
0.1883929489611739
0.14898185686968263
0.1324078275929133
0.1531833107566613
0.16486107232863348
0.09068597942154348
0.1371063829787234
0.1979308419076973
0.06916287727942062
0.4235454587328878
0.19824777446676506
0.2042737838742306
FRiP for overlap peaks
rep1_vs_rep2
rep1_vs_rep3
rep2_vs_rep3
rep1-pr1_vs_rep1-pr2
rep2-pr1_vs_rep2-pr2
rep3-pr1_vs_rep3-pr2
pooled-pr1_vs_pooled-pr2
Fraction of Reads in Peaks
0.05506167106446861
0.025778608351844208
0.02995048830172149
0.02763465377782348
0.04836224051576964
0.009432564342406254
0.0787693800180299
FRiP for IDR peaks
rep1_vs_rep2
rep1_vs_rep3
rep2_vs_rep3
rep1-pr1_vs_rep1-pr2
rep2-pr1_vs_rep2-pr2
rep3-pr1_vs_rep3-pr2
pooled-pr1_vs_pooled-pr2
Fraction of Reads in Peaks
0.02066105214473923
0.0001513458025980716
0.0014673962599726074
0.01869142308006
0.02316227020645631
0.009576113431564129
0.02166783074463075
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