RetiGene, a comprehensive gene atlas for inherited retinal diseases

Abstract

Inherited retinal diseases (IRDs) are rare disorders, typically presenting as Mendelian traits, that result in stationary or progressive visual impairment. They are characterized by extensive genetic heterogeneity, possibly the highest among all human genetic diseases, as well as diverse inheritance patterns. Despite advances in gene discovery, limited understanding of gene function and challenges in accurately interpreting variants continue to hinder both molecular diagnosis and genetic research in IRDs. One key problem is the absence of a comprehensive and widely accepted catalog of disease-associated genes, which would ensure consistent genetic testing and reliable molecular diagnoses. With the rapid pace of IRD gene discovery, gene catalogs require frequent validation and updates to remain clinically and scientifically useful. To address these gaps, we developed RetiGene, an expert-curated gene atlas that integrates variant data, bulk and single-cell RNA sequencing, and functional annotations. Through the integration of diverse data sources, RetiGene supports candidate gene prioritization, functional studies, and therapeutic development in IRDs.

Keywords: IRD; database; inherited retinal diseases.

Figure 1

Venn diagram of genes and loci associated with IRDs (total = 470) Underlined genes are linked to both non-syndromic and syndromic phenotypes. Asterisks point to genes that can also be involved in non-retinal ocular diseases. n, number of genes.

Figure 2

Inheritance mode of diseases associated with all curated genes and loci n, number of genes.

Figure 3

Discovery of IRD genes through time (A) Cumulative number of genes identified, per year. (B) Annual count of new gene discoveries. (C) Cumulative percentage of genes discovered, stratified by inheritance mode. (D) Cumulative percentage of genes discovered, stratified by broad phenotypic categories. ^∗As of June 1, 2025.

Figure 4

Functional categorization of IRD-associated genes The bar graph shows the number of genes assigned to each functional category relevant to IRDs. Bar segments indicate whether each gene is annotated in a unique category (blue) or appears in multiple categories (light blue). The "others" group includes genes with roles that could not be confidently assigned to the main categories.

Figure 5

Inheritance and expression features of IRD genes Co-occurrence matrices between (A) inheritance mode and broad phenotypic categories, (B) inheritance mode and type of pathogenic variants, (C) expression in retina/other tissues and broad phenotypic categories, and (D) expression in retinal cell types and broad phenotypic categories. n, number of genes.

Figure 6

Co-occurrence matrix between phenotypes and retinal single-cell gene expression data n, number of genes.