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
7892475
9937111
8752386
Distinct Fragments
6916201
8812682
7835374
Positions with Two Read
676534
823916
655892
NRF = Distinct/Total
0.876303
0.886845
0.895227
PBC1 = OneRead/Distinct
0.886893
0.89309
0.90418
PBC2 = OneRead/TwoRead
9.066694
9.552571
10.801454
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
72164
1836
N1
57057
1228
N2
64398
1078
Np
72579
1809
N optimal
72579
1836
N conservative
72164
1836
Optimal Set
pooled-pr1_vs_pooled-pr2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.005750789867524
1.0149253731343284
Self Consistency Ratio
1.1286608128713391
1.1391465677179964
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
109931
114380
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
68.0
68.0
70.0
70.0
25 percentile
270.0
270.0
280.0
280.0
50 percentile (median)
270.0
270.0
280.0
280.0
75 percentile
270.0
270.0
280.0
280.0
Max size
482.0
372.0
620.0
620.0
Mean
269.8759312659759
269.9011890190593
269.80991285403053
279.7345375384064
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
7341147
9282802
Estimated Fragment Length
180
180
Cross-correlation at Estimated Fragment Length
0.693521804731544
0.740506043966811
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.6891615
0.7368163
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.685463
0.7336581
NSC (Normalized Strand Cross-correlation coeff.)
1.011757
1.009334
RSC (Relative Strand Cross-correlation coeff.)
2.178964
2.168315
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
0.40425353477137876
0.4138025486788334
Synthetic AUC
0.4982870675465028
0.49848215487771486
X-intercept
0.018785489746020657
0.01847811985429869
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5563434958335413
0.5380769422683499
Synthetic Elbow Point
0.4987360968473683
0.5002190140242989
JS Distance
0.047011229304952516
0.04671335038723433
Synthetic JS Distance
0.14924994477960754
0.13655327276227908
% Genome Enriched
27.19385260216556
26.809041464996756
Diff. Enrichment
6.575098630802245
4.962319957181238
CHANCE Divergence
0.058362490733434066
0.04432972314900132
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
0.4312358169372979
0.4334254378736145
0.4574128955429436
0.4601315069157557
0.4550812889567384
0.45761290000974525
0.4110909214361009
0.43343732731207446
0.4343414072370823
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
0.2906087325071799
0.24822255546244432
0.2647699965015918
0.29188813706823075
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
0.01950975862879559
0.01614845282793375
0.012721137346428189
0.01921234162285578
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