# NEK4: prediction of available drug targets and common genetic linkages in bipolar disorder and major depressive disorder

**Authors:** Bin Gong, Chenxu Xiao, Yu Feng, Jing Shen

PMC · DOI: 10.3389/fpsyt.2025.1414015 · Frontiers in Psychiatry · 2025-01-30

## TL;DR

This study identifies NEK4 as a potential drug target and biomarker for bipolar disorder and major depressive disorder, using genetic data to uncover new treatment possibilities.

## Contribution

The study identifies NEK4 as a common genetic link and potential drug target for BD and MDD, offering new insights into their genetic basis.

## Key findings

- NEK4 is significantly associated with both bipolar disorder and major depressive disorder risk.
- SMR analysis identified 41 druggable genes for BD and 45 for MDD, with NEK4 showing strong associations.
- TSMR analysis found proteins like BMP1 and PSMB4 linked to BD and MDD risk.

## Abstract

Bipolar disorder (BD) is a mental illness characterized by alternating episodes of elevated mood and depression, while major depressive disorder (MDD) is a debilitating condition that ranks second globally in terms of disease burden. Pharmacotherapy plays a crucial role in managing both BD and MDD. We investigated the genetic differences in populations of individuals with MDD and BD, and from a genetic perspective, we offered new insights into potential drug targets. This will provide clues to potential drug targets.

This study employed genome-wide association studies (GWAS) and summary-data-based Mendelian randomization (SMR) methods to investigate the genetic underpinnings of patients with bipolar disorder (BD) and major depressive disorder (MDD) and to predict potential drug target genes. Genetic variants associated with BD and MDD were identified through large-scale GWAS datasets. For BD, the study utilized a comprehensive meta-analysis comprising 57 BD cohorts from Europe, North America, and Australia, including 41,917 BD cases and 371,549 controls of European ancestry. This dataset included both type 1 and type 2 BD cases diagnosed based on DSM-IV, ICD-9, or ICD-10 criteria through standardized assessments. For MDD, we used data from a meta-analysis by Howard DM et al., which integrated the largest GWAS studies of MDD, totaling 246,363 cases and 561,190 controls. The SMR approach, combined with expression quantitative trait loci (eQTL) data, was then applied to assess causal associations between these genetic variants and gene expression, aiming to identify genetic markers and potential drug targets associated with BD and MDD. Furthermore, two-sample Mendelian randomization (TSMR) analyses were performed to explore causal links between protein quantitative trait loci (pQTL) and these disorders.

The SMR analysis revealed 41 druggable genes associated with BD, of which five genes appeared in both brain tissue and blood eQTL datasets and were significantly associated with BD risk. Furthermore, 45 druggable genes were found to be associated with MDD by SMR analysis, of which three genes appeared simultaneously in both datasets and were significantly associated with MDD risk. NEK4, a common drug candidate gene for BD and MDD, was also significantly associated with a high risk of both diseases and may help differentiate between type 1 and type 2 BD. Specifically, NEK4 showed a strong association with BD (β brain=0.126, P FDR=0.001; βblood=1.158, P FDR=0.003) and MDD (β brain=0.0316, P FDR=0.022; βblood=0.254, P FDR=0.045). Additionally, NEK4 was notably linked to BD type 1 (βbrain=0.123, P FDR=2.97E-05; βblood=1.018, P FDR=0.002), but showed no significant association with BD type 2.Moreover, TSMR analysis identified four proteins (BMP1, F9, ITIH3, and SIGIRR) affecting the risk of BD, and PSMB4 affecting the risk of MDD.

Our study identified NEK4 as a key gene linked to both bipolar disorder (BD) and major depressive disorder (MDD), suggesting its potential as a drug target and a biomarker for differentiating BD subtypes. Using GWAS, SMR, and TSMR approaches, we revealed multiple druggable genes and protein associations with BD and MDD risk, providing new insights into the genetic basis of these disorders. These findings offer promising directions for precision medicine and novel therapeutic strategies in mental health treatment.

## Linked entities

- **Genes:** NEK4 (NIMA related kinase 4) [NCBI Gene 6787], BMP1 (bone morphogenetic protein 1) [NCBI Gene 649], F9 (coagulation factor IX) [NCBI Gene 2158], ITIH3 (inter-alpha-trypsin inhibitor heavy chain 3) [NCBI Gene 3699], SIGIRR (single Ig and TIR domain containing) [NCBI Gene 59307], PSMB4 (proteasome 20S subunit beta 4) [NCBI Gene 5692]
- **Proteins:** BMP1 (bone morphogenetic protein 1), F9 (coagulation factor IX), ITIH3 (inter-alpha-trypsin inhibitor heavy chain 3), SIGIRR (single Ig and TIR domain containing), PSMB4 (proteasome 20S subunit beta 4)
- **Diseases:** bipolar disorder (MONDO:0004985), major depressive disorder (MONDO:0002009)

## Full-text entities

- **Genes:** ITIH3 (inter-alpha-trypsin inhibitor heavy chain 3) [NCBI Gene 3699] {aka H3P, ITI-HC3, SHAP}, BMP1 (bone morphogenetic protein 1) [NCBI Gene 649] {aka OI13, PCOLC, PCP, TLD}, PSMB4 (proteasome 20S subunit beta 4) [NCBI Gene 5692] {aka HN3, HsN3, PRAAS3, PROS-26, PROS26}, NEK4 (NIMA related kinase 4) [NCBI Gene 6787] {aka NRK2, STK2, pp12301}, SIGIRR (single Ig and TIR domain containing) [NCBI Gene 59307] {aka IL-1R8, TIR8}
- **Diseases:** depression (MESH:D003866), MDD (MESH:D003865), mental illness (MESH:D001523), BD type 1 (MESH:D001714), elevated mood (MESH:D019964)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

4 figures with captions in the complete paper: https://tomesphere.com/paper/PMC11821612/full.md

## References

37 references — full list in the complete paper: https://tomesphere.com/paper/PMC11821612/full.md

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Source: https://tomesphere.com/paper/PMC11821612