# Functional characterization of a human epilepsy-associated gene network reveals metabolic regulation as a critical factor underlying seizure susceptibilities

**Authors:** Jingyi Long, Spencer G. Jones, Ana Serna, Boyd van Reijmersdal, Franziska Kampshoff, Sara Aibar, Patrik Verstreken, Martijn A. Huynen, Kevin Lüthy, Mireia Coll-Tané, Annette Schenck

PMC · DOI: 10.1242/dmm.052307 · Disease Models & Mechanisms · 2026-01-28

## TL;DR

This study uses fruit flies to show that metabolism plays a key role in epilepsy by analyzing a network of genes linked to seizures.

## Contribution

The study reveals that metabolic regulation is a critical factor in seizure susceptibility through functional validation of a human epilepsy gene network in Drosophila.

## Key findings

- A conserved module of 26 genes, including 13 epilepsy-associated genes, was identified with synaptic and metabolic functions.
- Over one-third of Drosophila knockdown models targeting the module showed altered seizure-like behaviors.
- Enhancing AMPK activity increased seizure resistance, highlighting metabolism's role in modifying seizure susceptibility.

## Abstract

Epilepsy is a mechanistically complex, incompletely understood neurological disorder. To uncover novel converging mechanisms in epilepsy, we used Drosophila whole-brain single-cell RNA sequencing to refine and characterize a previously proposed human epilepsy-associated gene co-expression network (GCN). We identified a conserved co-expressed module of 26 genes, which comprises fly orthologs of 13 epilepsy-associated genes and integrates synaptic and metabolic functions. Over one-third of the Drosophila pan-neuronal knockdown models targeting this module exhibited altered seizure-like behaviors in response to mechanical or heat stress. These knockdown models recapitulated seizures associated with four epilepsy-associated genes and identified two novel epilepsy candidate genes and three genes for which knockdown conferred seizure protection. Most knockdown models with altered seizure susceptibility showed changes in metabolic rate and levels of phosphorylated adenosine monophosphate-activated protein kinase (AMPK), a key regulator of cellular energy homeostasis. Enhancing AMPK activity increased seizure resistance in a dose-dependent manner. Our findings show that Drosophila single-cell expression data and behavior can aid functional validation of human GCNs and highlight a role for metabolism in modifying seizure susceptibility.

Summary: Integrating Drosophila single-cell RNA-sequencing data with seizure-like behavior and metabolic rate assays, we functionally characterized a human epilepsy-associated gene network, revealing metabolic regulation as a critical factor underlying seizure susceptibilities.

## Linked entities

- **Genes:** PRKAA1 (protein kinase AMP-activated catalytic subunit alpha 1) [NCBI Gene 5562]
- **Diseases:** epilepsy (MONDO:0005027)
- **Species:** Drosophila (taxon 7215)

## Full-text entities

- **Genes:** AMPKalpha (AMP-activated protein kinase alpha subunit) [NCBI Gene 43904] {aka AK, AMPK, AMPK alpha, AMPK-alpha, Ampk, CG3051}
- **Diseases:** neurological disorder (MESH:D009461), seizure (MESH:D012640), Epilepsy (MESH:D004827)
- **Species:** Drosophila melanogaster (fruit fly, species) [taxon 7227], Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12869506/full.md

## References

83 references — full list in the complete paper: https://tomesphere.com/paper/PMC12869506/full.md

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Source: https://tomesphere.com/paper/PMC12869506