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Genes Fold Enrichment Color Codes
  • Gene Name, Canonical Transcript - gene identifiers from gnomAD database (Build 37)
  • GeVIR % - gene rank measured in percentiles based on Gene Variation Intolerance Ranking (GeVIR) (low values indicate more variation intolerant genes, which is also true for "LOEUF %" and "VIRLoF %"). GeVIR is a method which we developed and applied on a list of 19,361 genes to sort them based on number, length and evolutionary conservation of regions without functional variants (i.e. between two missense, loss-of-function, insertion or delition variants) in gnomAD database (version 2.0.1). Only canonical transcripts were analysed.
  • LOEUF % - gene rank measured in percentiles based gnomAD loss-of-function observed/expected upper bound fraction (LOEUF) (see Figure 1). For more information about this metric, please read "Constraint" section of MacArthur Lab blog post. If you use this metric please cite gnomAD flagship paper and use most up-to-date values from gnomAD website.

    LoF observed/expected (o/e) upper Confidence Interval (CI)

    Figure 1. Screenshot of ELN gene constraint metrics from gnomAD browser

  • VIRLoF % - gene rank measured in percentiles based on both GeVIR and gnomAD LOEUF (shows the best overall performance, see Figure 2). If you use this metric please cite both GeVIR and gnomAD flagship paper.
  • GeVIR AD, LOEUF AD, VIRLoF AD, GeVIR AR, LOEUF AR, VIRLoF AR - to help users interpret gene ranks, we calculated fold enrichment of Autosomal Dominant (AD) and Autosomal Recessive (AR) genes with known molecular basis of disorder in OMIM in a range of +-5% of gene X (see Figure 2). Statistical significant fold enrichements (Fisher Exact Test p-value < 1e-5) are shown in bold in the table. For example CDK19 gene's GeVIR % is 2.37, so examined range is from 0 (2.37-5, rounded to minimal percentile) to 7.37% (2.37+5). Genes in this range are ~4 times more often (4.05 fold enrichement) associated with AD diseases and ~4 times less often (0.25 fold enrichement) associated with AR diseases. Both enrichment of AD genes and deficiency of AR genes is statistical significant. Thus GeVIR metric adds supportive evidence that CDK19 is more likely to be associated with AD than AR disease.

    Gene Percentiles AD AR Fold Enrichment

    Figure 2. Fold Enrichment of known Autosomal Dominant (AD) and Autosomal Recessive (AR) genes of each gene in the ranked lists (GeVIR, LOEUF, VIRLoF. AD genes are enriched among top ranked genes (lowest percentiles), whereas AR genes are enriched among middle ranked genes (approximetly 35-65 percentiles). Combined metric (VIRLoF, purple) shows the best perfornance, i.e. high ranked genes are more often associated with AD than AR diseases, low ranked genes are less often associated with both AD and AR diseases.
Gene Name Canonical Transcript GeVIR % LOEUF % VIRLoF % GeVIR AD LOEUF AD VIRLoF AD GeVIR AR LOEUF AR VIRLoF AR
STAG2 ENST00000218089 4.70 0.90 1.04 3.63 4.07 4.44 0.31 0.29 0.21
PAFAH1B1 ENST00000397195 4.19 1.44 1.04 3.70 3.93 4.44 0.30 0.26 0.21
YY1 ENST00000262238 0.16 5.49 1.05 4.54 3.04 4.44 0.16 0.33 0.21
MAU2 ENST00000392313 3.87 1.77 1.05 3.77 3.81 4.43 0.30 0.26 0.21
SMARCE1 ENST00000348513 0.28 5.40 1.06 4.46 3.06 4.43 0.17 0.33 0.21
CELF1 ENST00000532048 1.75 3.97 1.06 4.29 3.27 4.43 0.22 0.32 0.21
AP2M1 ENST00000292807 0.50 5.23 1.07 4.40 3.15 4.42 0.18 0.32 0.21
MYT1L ENST00000428368 4.99 0.73 1.07 3.56 4.11 4.42 0.30 0.28 0.21
CHD6 ENST00000373233 5.30 0.45 1.08 3.39 4.11 4.41 0.32 0.28 0.21
GNB1 ENST00000378609 2.78 3.05 1.08 3.99 3.46 4.41 0.28 0.28 0.21
HOMER1 ENST00000334082 3.23 2.60 1.09 3.86 3.55 4.43 0.30 0.29 0.21
CNOT7 ENST00000361272 1.52 4.27 1.09 4.29 3.25 4.42 0.20 0.32 0.21
DPF2 ENST00000528416 2.00 3.84 1.10 4.25 3.31 4.42 0.23 0.31 0.21
CDK19 ENST00000368911 2.27 3.58 1.11 4.15 3.38 4.42 0.28 0.30 0.21
MED13L ENST00000281928 5.84 0.02 1.11 3.15 4.11 4.41 0.33 0.26 0.21
EEF1A2 ENST00000217182 1.08 4.81 1.12 4.39 3.29 4.41 0.18 0.32 0.21
UPF1 ENST00000262803 2.14 3.79 1.12 4.18 3.31 4.41 0.26 0.31 0.21
SPTAN1 ENST00000372739 4.74 1.17 1.13 3.61 4.02 4.40 0.30 0.28 0.21
MAPKAPK2 ENST00000367103 3.33 2.57 1.13 3.86 3.54 4.40 0.30 0.29 0.21
SET ENST00000372692 1.07 4.87 1.14 4.40 3.27 4.39 0.18 0.31 0.21
NAV1 ENST00000367296 5.33 0.61 1.14 3.37 4.15 4.41 0.32 0.28 0.21
ZFR ENST00000265069 3.79 2.16 1.15 3.77 3.66 4.43 0.30 0.29 0.21
DAZAP1 ENST00000233078 4.19 1.77 1.15 3.71 3.82 4.42 0.30 0.26 0.21
ZRANB2 ENST00000370920 1.29 4.67 1.16 4.39 3.27 4.42 0.17 0.31 0.20
DCAF5 ENST00000341516 5.29 0.70 1.16 3.40 4.08 4.44 0.32 0.28 0.20

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