# Causal Association Between Cholesterol-Lowering Drugs and Diabetic Microvascular Complications: A Drug-Target Mendelian Randomization Study

**Authors:** Bo Yang, Bo Yao, Qu Zou, Sicheng Li, Shun Yang, Mengxue Yang

PMC · DOI: 10.1155/jdr/3661739 · Journal of Diabetes Research · 2025-02-28

## TL;DR

This study finds that some cholesterol-lowering drugs may increase diabetes-related complications, while others may help prevent them.

## Contribution

The study uses Mendelian randomization to establish causal links between cholesterol drugs and diabetic microvascular complications.

## Key findings

- HMGCR inhibitors increase risks of diabetic nephropathy, retinopathy, and neuropathy.
- NPC1L1 inhibitors significantly reduce the incidence of diabetic retinopathy.
- PCSK9 inhibitors increase risks of diabetic nephropathy and neuropathy.

## Abstract

Background: It remains unclear whether cholesterol-lowering therapy can reduce the incidence of microvascular complications in patients with diabetes. We aim to explore the potential causal relationship between three common types of cholesterol-lowering drugs and diabetic microvascular complications through drug-target Mendelian randomization (MR) study, laying the groundwork for the development of new medications.

Methods: In this study, we collected single nucleotide polymorphisms (SNPs) associated with HMGCR (3-hydroxy-3-methylglutaryl-CoA reductase) inhibitors, PCSK9 (proprotein convertase subtilisin/kexin type 9) inhibitors, and NPC1L1 (Niemann–Pick C1-Like 1) inhibitors from published genome-wide association study statistics. Subsequently, drug-target MR analyses were performed to investigate the effects of these inhibitors on low-density lipoprotein cholesterol (LDL-C) level–mediated microvascular complications in diabetes mellitus. Coronary atherosclerosis as a positive control. Primary outcomes included diabetic nephropathy, diabetic retinopathy, and diabetic neuropathy from the FinnGen Consortium.

Results: The MR analysis revealed significant associations between HMGCR inhibition and increased risks of diabetic nephropathy (OR [95%confidence interval (CI)] = 1.88 [1.50, 2.36], p = 5.55 × 10–8), retinopathy (OR [95%CI] = 1.86 [1.54, 2.24], p = 6.28 × 10–11), and neuropathy (OR [95%CI] = 2.63 [1.84, 3.75], p = 1.14 × 10–7) using the inverse variance weighted method. PCSK9 inhibitors have been associated with an increased risk of diabetic nephropathy (OR [95%CI] = 1.30 [1.07, 1.58], p = 0.009) and diabetic neuropathy (OR [95%CI] = 1.40 [1.15, 1.72], p = 0.001); NPC1L1 inhibitors significantly reduce the incidence of diabetic retinopathy (OR [95%CI] = 0.48 [0.28, 0.85], p = 0.01). The coronary heart disease as positive control.

Conclusions: The findings show that HMGCR inhibitors and PCSK9 inhibitors may significantly increase the risk of diabetic microvascular complications. However, NPC1L1 inhibitors may provide protection against diabetic retinopathy.

## Linked entities

- **Genes:** HMGCR (3-hydroxy-3-methylglutaryl-CoA reductase) [NCBI Gene 3156], PCSK9 (proprotein convertase subtilisin/kexin type 9) [NCBI Gene 255738], NPC1L1 (NPC1 like intracellular cholesterol transporter 1) [NCBI Gene 29881]
- **Diseases:** diabetic nephropathy (MONDO:0005016), diabetic retinopathy (MONDO:0005266), diabetic neuropathy (MONDO:0006626), coronary atherosclerosis (MONDO:0021661)

## Full-text entities

- **Genes:** NPC1L1 (NPC1 like intracellular cholesterol transporter 1) [NCBI Gene 29881] {aka LDLCQ7, NPC11L1, SLC65A2}, HMGCR (3-hydroxy-3-methylglutaryl-CoA reductase) [NCBI Gene 3156] {aka LDLCQ3, LGMDR28, MYPLG}, PCSK9 (proprotein convertase subtilisin/kexin type 9) [NCBI Gene 255738] {aka FH3, FHCL3, HCHOLA3, LDLCQ1, NARC-1, NARC1}
- **Diseases:** Diabetic Microvascular Complications (OMIM:603933), retinopathy (MESH:D058437), diabetes (MESH:D003920), diabetic nephropathy (MESH:D003928), diabetic neuropathy (MESH:D003929), neuropathy (MESH:D009422), Coronary atherosclerosis (MESH:D003324), coronary heart disease (MESH:D003327), diabetic retinopathy (MESH:D003930)
- **Chemicals:** Cholesterol (MESH:D002784)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

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## References

83 references — full list in the complete paper: https://tomesphere.com/paper/PMC11986941/full.md

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Source: https://tomesphere.com/paper/PMC11986941