# Exploring rare coding variants in UK biobank: preliminary associations with motor neuron disease

**Authors:** Zhen Hu, Jing-jin Wan, Qin-qin Yan, Yu Fan, Jun Liu

PMC · DOI: 10.3389/fnagi.2025.1735522 · 2026-01-09

## TL;DR

This study finds new genes linked to motor neuron disease using genetic data from over 400,000 people, suggesting new biological pathways involved in the disease.

## Contribution

Identifies 13 novel candidate genes and highlights new biological pathways associated with motor neuron disease through large-scale population genetics.

## Key findings

- Significant associations found between 14 genes and increased motor neuron disease risk, including 13 novel candidates.
- Functional enrichment shows these genes are involved in collagen-containing extracellular matrix organization and ciliary function.
- Genes are highly expressed in brain regions, particularly the hypothalamus.

## Abstract

Previous studies have illuminated a significant genetic component in motor neuron disease (MND) pathogenesis, with several causative genes identified. However, a substantial proportion of MND cases remain genetically unexplained, particularly regarding the comprehensive contribution of rare, high-impact variants across the exome.

Leveraging whole-exome sequencing data from nearly half a million UK Biobank participants, we systematically investigated the association between high-confidence protein-truncating variants (HC PTVs) and MND risk in a Caucasian subset. Our large-scale gene-based association analysis utilized REGENIE software and LOFTEE-defined HC PTVs.

We identified significant preliminary associations between HC PTVs in 14 genes and an increased risk of MND. Notably, while NEK1 has been previously implicated in ALS, the remaining 13 genes (BLVRB, KLHL32, RIMS2, DYDC2, DCBLD1, ANXA4, COMP, TRIM42, ANO4, NFX1, CFAP206, CKAP2L, and ANGPTL4) show preliminary associations as novel candidate loci for the disease. Functional enrichment analyses further indicated that these genes are significantly involved in critical biological pathways, including collagen-containing extracellular matrix organization and ciliary function. Furthermore, tissue specificity analysis highlighted a strong enrichment of these genes’ expression in brain regions, with the hypothalamus showing the highest specificity.

These findings suggest a potential expansion of the known genetic landscape of MND, and highlight novel biological pathways implicated in its pathogenesis. This study underscores the power of large-scale population genetics in uncovering critical disease mechanisms and offers new avenues for mechanistic research and therapeutic development for MND, pending independent validation.

## Linked entities

- **Genes:** NEK1 (NIMA related kinase 1) [NCBI Gene 4750], BLVRB (biliverdin reductase B) [NCBI Gene 645], KLHL32 (kelch like family member 32) [NCBI Gene 114792], RIMS2 (regulating synaptic membrane exocytosis 2) [NCBI Gene 9699], DYDC2 (DPY30 domain containing 2) [NCBI Gene 84332], DCBLD1 (discoidin, CUB and LCCL domain containing 1) [NCBI Gene 285761], ANXA4 (annexin A4) [NCBI Gene 307], COMP (cartilage oligomeric matrix protein) [NCBI Gene 1311], TRIM42 (tripartite motif containing 42) [NCBI Gene 287015], ANO4 (anoctamin 4) [NCBI Gene 121601], NFX1 (nuclear transcription factor, X-box binding 1) [NCBI Gene 4799], CFAP206 (cilia and flagella associated protein 206) [NCBI Gene 154313], CKAP2L (cytoskeleton associated protein 2L) [NCBI Gene 150468], ANGPTL4 (angiopoietin like 4) [NCBI Gene 51129]
- **Diseases:** motor neuron disease (MONDO:0020128), ALS (MONDO:0004976)

## Full-text entities

- **Genes:** ANO4 (anoctamin 4) [NCBI Gene 121601] {aka TMEM16D}, NEK1 (NIMA related kinase 1) [NCBI Gene 4750] {aka ALS24, NY-REN-55, OFD2, SRPS2, SRPS2A, SRTD6}, DCBLD1 (discoidin, CUB and LCCL domain containing 1) [NCBI Gene 285761] {aka dJ94G16.1}, TRIM42 (tripartite motif containing 42) [NCBI Gene 287015] {aka PPP1R40, T4A1}, ANGPTL4 (angiopoietin like 4) [NCBI Gene 51129] {aka ARP4, FIAF, HARP, HFARP, NL2, PGAR}, ANXA4 (annexin A4) [NCBI Gene 307] {aka ANX4, HEL-S-274, P32.5, PAP-II, PIG28, PP4-X}, CKAP2L (cytoskeleton associated protein 2L) [NCBI Gene 150468], DYDC2 (DPY30 domain containing 2) [NCBI Gene 84332], NFX1 (nuclear transcription factor, X-box binding 1) [NCBI Gene 4799] {aka NFX2, TEG-42, Tex42}, CFAP206 (cilia and flagella associated protein 206) [NCBI Gene 154313] {aka C6orf165, SPGF102, dJ382I10.1}, RIMS2 (regulating synaptic membrane exocytosis 2) [NCBI Gene 9699] {aka CRSDS, OBOE, RAB3IP3, RIM2}, BLVRB (biliverdin reductase B) [NCBI Gene 645] {aka BVRB, FLR, HEL-S-10, SDR43U1}, KLHL32 (kelch like family member 32) [NCBI Gene 114792] {aka BKLHD5, KIAA1900, UG0030H05, dJ21F7.1}
- **Diseases:** MND (MESH:D016472), ALS (MESH:D008113)

## Figures

1 figure with captions in the complete paper: https://tomesphere.com/paper/PMC12827591/full.md

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Source: https://tomesphere.com/paper/PMC12827591