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
2828981
3438908
7297012
Distinct Fragments
2223628
2666983
7037622
Positions with Two Read
400305
495112
232116
NRF = Distinct/Total
0.786017
0.775532
0.964453
PBC1 = OneRead/Distinct
0.778216
0.767905
0.965443
PBC2 = OneRead/TwoRead
4.322859
4.136416
29.271657
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
12654
3014
N1
10156
1264
N2
12134
2552
Np
12060
3226
N optimal
12654
3226
N conservative
12654
3014
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0492537313432835
1.0703384207033841
Self Consistency Ratio
1.1947617172115006
2.018987341772152
Reproducibility Test
pass
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
Number of peaks
29712
28818
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
91.0
106.0
104.0
104.0
25 percentile
364.0
424.0
416.0
416.0
50 percentile (median)
364.0
424.0
416.0
416.0
75 percentile
364.0
424.0
416.0
416.0
Max size
386.0
987.0
1316.0
1316.0
Mean
363.5946755519655
422.0774168922201
390.53223806571606
409.269954164691
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
2828981
3438908
Estimated Fragment Length
135
160
Cross-correlation at Estimated Fragment Length
0.446582313246877
0.499251895269943
Phantom Peak
30
40
Cross-correlation at Phantom Peak
0.4383375
0.4860808
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.4243791
0.4627749
NSC (Normalized Strand Cross-correlation coeff.)
1.052319
1.078822
RSC (Relative Strand Cross-correlation coeff.)
1.590674
1.56514
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
0.3253878240387753
0.30469371774238585
Synthetic AUC
0.49251390735155204
0.4931628698223086
X-intercept
0.04502507710661661
0.04405750378051846
Synthetic X-intercept
1.8324733726072915e-152
4.473218730818947e-183
Elbow Point
0.6055492823997415
0.6584964908010709
Synthetic Elbow Point
0.5085448510194581
0.49487915379087055
JS Distance
0.11541983882911004
0.15977727705884054
Synthetic JS Distance
0.23399455676148515
0.2707165204451565
% Genome Enriched
34.0350401193806
26.51629712680597
Diff. Enrichment
16.46355362140259
19.64304588979896
CHANCE Divergence
0.14016608091905036
0.16917662065432484
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
0.2516604106945828
0.30275395932683896
0.2864731517760225
0.3110708624075949
0.28594561149072156
0.31118965330827936
0.266588358178795
0.265928414834861
0.26557519954234654
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
0.1746332135733899
0.12706299546315356
0.19176716522301937
0.17077369477213591
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
0.07515297294758881
0.03518336048526553
0.07722472243980806
0.07953861419591393
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