Overview
mantis-ml Gene Prioritisation Atlas is a repository for disease-associated gene predictions extracted by mantis-ml.

This atlas currently contains gene prediction results for 10 disease areas across 6 specialties: Cardiology, Immunology, Nephrology, Neurology, Psychiatry and Pulmonology.
It also integrates gene disease-likelihood rankings for the disease-agnostic scenario (GMS or Generic Mantis-ml Score).


You can browse results from each disease area from the Browse Diseases or Select Disease drop-down menus.
Disease-associated results include:
  • Gene rankings
  • Interactive Visualisation of gene predictions on PCA/t-SNE/UMAP 2D plots
  • Exploratory & Data Analysis Plots
  • Feature importance scores by Boruta



mantis-ml's predictions may also be overlapped with ranked results from independent studies (e.g. cohort-level rare-variant association studies) providing refined prioritisation of novel gene candidates based on the overlapping hypergeometric enrichment of top hits in both studies.

Validation with WES contains such results by overlapping mantis-ml's predictions against WES collapsing analysis studies in CKD, Epilepsy and ALS.