Uncovering potential drug targets for lactylation-related genes mediated intervertebral disc degeneration: A Mendelian randomization analysis integrating eQTL data

Intervertebral disc degeneration (IVDD) is a common cause of neck, back, and low back pain, it is also a major global public health problem. Lactate is a metabolic product of intervertebral disc cells and is closely related to disc degeneration. Lactylation (Lac), driven by lactic acid, is associated with intervertebral disc degeneration, and targeting-related genes may provide new therapeutic directions for intervertebral disc degeneration. In this study, data from genome-wide association studies were combined with drugs associated with Lac accumulation and expression quantitative trait loci (eQTLs) associated with Lac to explore the relationship between Lac-related genes and disc degeneration. Lac-related genes from MSigDB, intervertebral disc degeneration genome-wide association studies data from FinnGen, and Cis-eQTL data from the eQTLGen consortium. The inverse variance weighting (IVW) method was primarily used for evaluation, and sensitivity analyses were conducted using weighted median, simple mode, and weighted mode, which supported the robustness of results consistent with the IVW direction. The Cochran Q test assessed instrumental variable heterogeneity (P > .05), and a posterior probability PP.H4 > 0.80 was considered strong evidence of co-localization. A total of 36 potential genes reached statistical significance (P < .05) in the IVW method, but 23 genes in all sensitivity analysis methods had the same effect direction as IVW, demonstrating high robustness. Bayesian co-localization analysis identified NFU1 (PP.H4 = 1.00, OR = 1.18 [1.13-1.24]) and NDUFA13 (PP.H4 = 0.90, OR = 0.81 [0.74-0.89]), indicating that these 2 genes share causal variants associated with the risk of IVDD. NFU1 is a strong risk factor for IVDD, so the main type of drug selected is an "inhibitor." NDUFA13 has a protective effect against IVDD, so the type of drug selected is an "agonist." There is a causal association between Lac and IVDD, and IVDD progression can be delayed by regulating the expression of Lac-related druggable genes.

Authors

Institutions

Publication Details

Journal
Medicine
Published
2025-09-12
DOI
https://doi.org/10.1097/md.0000000000044382
Primary Topic
Spine and Intervertebral Disc Pathology
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Uncovering potential drug targets for lactylation-related genes mediated intervertebral disc degeneration: A Mendelian randomization analysis integrating eQTL data

D. Liu, Zhen Ai, Yang Yang, Gao Xi
Medicine
Spine and Intervertebral Disc Pathology
article

Uncovering potential drug targets for lactylation-related genes mediated intervertebral disc degeneration: A Mendelian randomization analysis integrating eQTL data

D. Liu, Zhen Ai, Yang Yang, Gao Xi
article en

Abstract

Intervertebral disc degeneration (IVDD) is a common cause of neck, back, and low back pain, it is also a major global public health problem. Lactate is a metabolic product of intervertebral disc cells and is closely related to disc degeneration. Lactylation (Lac), driven by lactic acid, is associated with intervertebral disc degeneration, and targeting-related genes may provide new therapeutic directions for intervertebral disc degeneration. In this study, data from genome-wide association studies were combined with drugs associated with Lac accumulation and expression quantitative trait loci (eQTLs) associated with Lac to explore the relationship between Lac-related genes and disc degeneration. Lac-related genes from MSigDB, intervertebral disc degeneration genome-wide association studies data from FinnGen, and Cis-eQTL data from the eQTLGen consortium. The inverse variance weighting (IVW) method was primarily used for evaluation, and sensitivity analyses were conducted using weighted median, simple mode, and weighted mode, which supported the robustness of results consistent with the IVW direction. The Cochran Q test assessed instrumental variable heterogeneity (P > .05), and a posterior probability PP.H4 > 0.80 was considered strong evidence of co-localization. A total of 36 potential genes reached statistical significance (P < .05) in the IVW method, but 23 genes in all sensitivity analysis methods had the same effect direction as IVW, demonstrating high robustness. Bayesian co-localization analysis identified NFU1 (PP.H4 = 1.00, OR = 1.18 [1.13-1.24]) and NDUFA13 (PP.H4 = 0.90, OR = 0.81 [0.74-0.89]), indicating that these 2 genes share causal variants associated with the risk of IVDD. NFU1 is a strong risk factor for IVDD, so the main type of drug selected is an "inhibitor." NDUFA13 has a protective effect against IVDD, so the type of drug selected is an "agonist." There is a causal association between Lac and IVDD, and IVDD progression can be delayed by regulating the expression of Lac-related druggable genes.

MedicineVol. 104(37)
Heilongjiang University of Chinese Medicine (CN), Weatherford College (US), First Affiliated Hospital of Heilongjiang University of Chinese Medicine (CN)
Openalex Percentile: Top 65%
Spine and Intervertebral Disc Pathology
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.