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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
ZNF462 ENST00000277225 13.38 0.39 4.18 1.67 4.13 3.78 0.67 0.28 0.23
TJP1 ENST00000346128 26.05 0.40 10.84 1.35 4.13 2.19 1.22 0.28 0.44
JMJD1C ENST00000399262 14.11 0.40 4.58 1.63 4.15 3.70 0.71 0.28 0.25
SIN3A ENST00000394947 4.93 0.41 0.95 3.57 4.14 4.47 0.30 0.28 0.21
CHD2 ENST00000394196 1.76 0.41 0.20 4.29 4.14 4.87 0.22 0.28 0.18
EHMT1 ENST00000460843 25.05 0.42 10.30 1.38 4.14 2.19 1.13 0.28 0.42
CASK ENST00000378166 1.19 0.42 0.09 4.39 4.13 4.87 0.17 0.28 0.16
PTCH1 ENST00000331920 24.37 0.43 9.95 1.34 4.13 2.28 1.12 0.28 0.42
TSC2 ENST00000219476 47.11 0.43 21.90 0.56 4.12 1.18 1.81 0.28 0.96
MAP3K12 ENST00000547035 2.55 0.44 0.35 4.06 4.12 4.81 0.28 0.28 0.18
HDAC6 ENST00000334136 39.09 0.44 17.67 0.90 4.12 1.66 1.77 0.28 0.78
CHD6 ENST00000373233 5.30 0.45 1.08 3.39 4.11 4.41 0.32 0.28 0.21
EIF4G1 ENST00000424196 4.44 0.45 0.83 3.70 4.11 4.54 0.29 0.28 0.21
GGNBP2 ENST00000304718 4.66 0.46 0.90 3.64 4.10 4.49 0.30 0.28 0.21
SMARCA5 ENST00000283131 0.99 0.46 0.08 4.38 4.10 4.88 0.18 0.28 0.15
RBM25 ENST00000261973 2.29 0.47 0.29 4.13 4.10 4.85 0.28 0.28 0.18
CNOT3 ENST00000406403 0.87 0.48 0.06 4.35 4.09 4.85 0.18 0.28 0.15
AHDC1 ENST00000374011 24.24 0.48 9.90 1.35 4.11 2.30 1.12 0.28 0.41
FUBP1 ENST00000370768 4.31 0.49 0.80 3.71 4.13 4.54 0.30 0.28 0.21
FXR1 ENST00000357559 2.62 0.49 0.40 4.02 4.15 4.78 0.28 0.28 0.18
SUPT5H ENST00000599117 5.96 0.50 1.28 3.06 4.15 4.37 0.34 0.28 0.21
KMT2D ENST00000301067 11.45 0.50 3.43 1.73 4.14 3.86 0.58 0.28 0.23
RAD54L2 ENST00000409535 7.53 0.51 1.85 2.75 4.14 4.19 0.39 0.28 0.24
SPTBN1 ENST00000356805 5.57 0.51 1.20 3.23 4.16 4.43 0.33 0.27 0.21
TLE3 ENST00000558939 6.74 0.52 1.60 2.97 4.15 4.28 0.37 0.27 0.23

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