LPA genetic variation is associated with type 2 diabetes after adjustment for lipoprotein(a) concentration: results of the Aragon Workers’ health study

Abstract Background Epidemiological and Mendelian randomization studies have reported an inverse relationship between lipoprotein(a) [Lp(a)] concentration and type 2 diabetes (T2D), although findings have not been uniform across studies. We hypothesized that genetic variation at the LPA locus may contribute to T2D development beyond circulating Lp(a) concentration alone, and therefore aimed to investigate the association between common LPA variation and incident T2D. Methods We analysed 5058 male participants from the Aragon Workers’ Health Study with approximately 15 years of follow-up. T2D was defined as the presence of antidiabetic treatment or HbA1c ≥ 6.5%. Common LPA single-nucleotide variants (SNVs) with a minor allele frequency ≥ 1% were selected. Several weighted LPA genetic scores were constructed, with the 15-SNV score defined as the primary LPA genetic score and alternative and more restricted scores evaluated in sensitivity analyses. Associations of single LPA variants and LPA genetic scores with incident T2D were assessed using multivariable logistic regression models adjusted for age, body mass index, ln-transformed Lp(a), and a T2D polygenic risk score. False discovery rate correction was applied to account for multiple testing. Robustness was assessed using leave-one-out analyses and Cox proportional hazards models. Results Among 4744 participants free of T2D at baseline, 578 (12.2%) developed incident T2D. Baseline Lp(a) concentrations were lower in participants who developed incident T2D than in those who remained free of T2D (12.6 [5.0–32.5] versus 17.0 [6.1–40.0] mg/dL; p < 0.001). No individual LPA SNV remained significantly associated with incident T2D. In contrast, the primary 15-SNV LPA genetic score was associated with incident T2D after adjustment for measured baseline Lp(a) concentration (odds ratio per one-standard-deviation increase 1.17, 95% confidence interval 1.07–1.29; p = 0.001). The 13-SNV, 12-SNV, 10-coding/splice, and 2-SNV raising-Lp(a) scores were also significantly associated with incident T2D after false discovery rate correction. The association with the 15-SNV LPA genetic score was supported by leave-one-out and Cox analyses. Conclusions A 15-SNV LPA genetic score was associated with incident T2D after adjustment for measured baseline Lp(a) concentration and a T2D polygenic risk score. These findings suggest that common LPA variation represented by the 15-SNV genetic score may contribute to T2D risk through mechanisms not fully captured by circulating Lp(a) concentration alone.

Authors

Institutions

Publication Details

Journal
Cardiovascular Diabetology
Published
2026-08-03
DOI
https://doi.org/10.1186/s12933-026-03301-1
Primary Topic
Lipoproteins and Cardiovascular Health
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

LPA genetic variation is associated with type 2 diabetes after adjustment for lipoprotein(a) concentration: results of the Aragon Workers’ health study

Martin Laclaustra, F Civeira, V. Marco Benedí, Ana Cenarro et al.
Cardiovascular Diabetology
Lipoproteins and Cardiovascular Health
article

LPA genetic variation is associated with type 2 diabetes after adjustment for lipoprotein(a) concentration: results of the Aragon Workers’ health study

Martin Laclaustra, F Civeira, V. Marco Benedí, Ana Cenarro, Estíbaliz Jarauta, Pablo M. Corredoira, Itziar Lamiquiz Moneo, Daniel Bello Álvarez
article en

Abstract

Abstract Background Epidemiological and Mendelian randomization studies have reported an inverse relationship between lipoprotein(a) [Lp(a)] concentration and type 2 diabetes (T2D), although findings have not been uniform across studies. We hypothesized that genetic variation at the LPA locus may contribute to T2D development beyond circulating Lp(a) concentration alone, and therefore aimed to investigate the association between common LPA variation and incident T2D. Methods We analysed 5058 male participants from the Aragon Workers’ Health Study with approximately 15 years of follow-up. T2D was defined as the presence of antidiabetic treatment or HbA1c ≥ 6.5%. Common LPA single-nucleotide variants (SNVs) with a minor allele frequency ≥ 1% were selected. Several weighted LPA genetic scores were constructed, with the 15-SNV score defined as the primary LPA genetic score and alternative and more restricted scores evaluated in sensitivity analyses. Associations of single LPA variants and LPA genetic scores with incident T2D were assessed using multivariable logistic regression models adjusted for age, body mass index, ln-transformed Lp(a), and a T2D polygenic risk score. False discovery rate correction was applied to account for multiple testing. Robustness was assessed using leave-one-out analyses and Cox proportional hazards models. Results Among 4744 participants free of T2D at baseline, 578 (12.2%) developed incident T2D. Baseline Lp(a) concentrations were lower in participants who developed incident T2D than in those who remained free of T2D (12.6 [5.0–32.5] versus 17.0 [6.1–40.0] mg/dL; p < 0.001). No individual LPA SNV remained significantly associated with incident T2D. In contrast, the primary 15-SNV LPA genetic score was associated with incident T2D after adjustment for measured baseline Lp(a) concentration (odds ratio per one-standard-deviation increase 1.17, 95% confidence interval 1.07–1.29; p = 0.001). The 13-SNV, 12-SNV, 10-coding/splice, and 2-SNV raising-Lp(a) scores were also significantly associated with incident T2D after false discovery rate correction. The association with the 15-SNV LPA genetic score was supported by leave-one-out and Cox analyses. Conclusions A 15-SNV LPA genetic score was associated with incident T2D after adjustment for measured baseline Lp(a) concentration and a T2D polygenic risk score. These findings suggest that common LPA variation represented by the 15-SNV genetic score may contribute to T2D risk through mechanisms not fully captured by circulating Lp(a) concentration alone.

Cardiovascular Diabetology
Universidad de Zaragoza (ES), Instituto de Salud Carlos III (ES), Centro de Investigación en Red en Enfermedades Cardiovasculares (ES), Hospital Universitario Miguel Servet (ES), Centro de Investigación Biomédica en Red (ES), Instituto de Investigación Sanitaria Aragón (ES), Hospital Universitario De Cabueñes (ES), Instituto Aragonés de Ciencias de la Salud (ES)
Gobierno de Aragón, Centro de Investigación Biomédica en Red Enfermedades Cardiovasculares
Good health and well-being
Openalex Percentile: Top 8%
Lipoproteins and Cardiovascular Health
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.