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
8168015
5698950
15465171
Distinct Fragments
6816595
4763774
14686997
Positions with Two Read
963964
676288
660911
NRF = Distinct/Total
0.834547
0.835904
0.949682
PBC1 = OneRead/Distinct
0.834571
0.834592
0.952793
PBC2 = OneRead/TwoRead
5.901605
5.878868
21.173303
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
9488
642
N1
8500
500
N2
6878
215
Np
9785
742
N optimal
9785
742
N conservative
9488
642
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0313026981450253
1.1557632398753894
Self Consistency Ratio
1.235824367548706
2.3255813953488373
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
20472
15741
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
166.0
184.0
170.0
170.0
25 percentile
664.0
736.0
535.0
680.0
50 percentile (median)
664.0
736.0
680.0
680.0
75 percentile
664.0
736.0
680.0
680.0
Max size
2618.0
3560.0
3536.0
3536.0
Mean
662.4298065650645
736.9496220062258
637.8800539083558
675.2073582013286
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
8168015
5698950
Estimated Fragment Length
220
190
Cross-correlation at Estimated Fragment Length
0.709976988332487
0.62876355452212
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.7094878
0.6288103
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7037815
0.6240229
NSC (Normalized Strand Cross-correlation coeff.)
1.008803
1.007597
RSC (Relative Strand Cross-correlation coeff.)
1.085732
0.9902414
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
0.38324323178934894
0.38100308933343796
Synthetic AUC
0.4965265966191016
0.4958460125802684
X-intercept
0.029933784352985094
0.03101575241696095
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5260979879785762
0.5154539774303858
Synthetic Elbow Point
0.5062244329153205
0.5051087973697146
JS Distance
0.06055389864764837
0.05933248783750997
Synthetic JS Distance
0.1678230602773408
0.16778464254248995
% Genome Enriched
31.730210664372308
33.352364259919874
Diff. Enrichment
9.446561097644167
9.680343625167042
CHANCE Divergence
0.08147811016172635
0.08298682775523644
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
0.1883550684230735
0.16007375269785398
0.18352718868623533
0.18936703510862482
0.18725508974799343
0.18808996405446213
0.21410673464092128
0.17724586242515086
0.1754751427041808
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
0.09492230488503543
0.0910342351496279
0.07920196981338555
0.09804467588843203
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
0.015152771642523512
0.012590355914966662
0.00897673896932806
0.01661251870311708
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