Evidence map›Paper›PMID 39043809›Full record

ArticleScientific reports2024

Effects of genetically proxied statins on diabetic nephropathy and retinopathy: a Mendelian randomization study.

Ran Zhao, WeiLi Wang, Wen Zhang, JiaPeng Lu, Yi Liu, Jing Guo, Lu Yang, ZeDan Zhang, Chang He, XinYi Gu and 1 more

Abstract read
In one paragraph

Article in Scientific reports, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

6 citing papers in PubMed.

  1. Current perspectives on lipid management in diabetic kidney disease: Can fibrates offer advantages over statins for renal outcomes?Journal of research in medical sciences : the official journal of Isfahan University of Medical Sciences · 2026
    Review
  2. Fenofibrate and Diabetic Retinopathy.Diabetes therapy : research, treatment and education of diabetes and related disorders · 2025
    Review
  3. Article
  4. Article
  5. Article
  6. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

11 authors.

Ran Zhao *Institute of Information on Traditional Chinese Medicine, China Academy of Chinese Medical Sciences, Beijing, China.
WeiLi Wang *Institute of Basic Research in Clinical Medicine, China Academy of Chinese Medical Sciences, Beijing, China. wangweili1998@gmail.com.
Wen Zhang *Science and Technology Collaborating Center for Chinese Medicine, China Academy of Chinese Medical Sciences, Beijing, China.
JiaPeng LuNational Clinical Research Center for Cardiovascular Diseases, State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China.
Yi LiuScience and Technology Collaborating Center for Chinese Medicine, China Academy of Chinese Medical Sciences, Beijing, China.
Jing GuoScience and Technology Collaborating Center for Chinese Medicine, China Academy of Chinese Medical Sciences, Beijing, China.
Lu YangThe Second Clinical College, Guangzhou University of Chinese Medicine, Guangdong, China.
ZeDan ZhangThe Second Clinical College, Guangzhou University of Chinese Medicine, Guangdong, China.
Chang HeInstitute of Information on Traditional Chinese Medicine, China Academy of Chinese Medical Sciences, Beijing, China.
XinYi GuExperimental Research Center, China Academy of Chinese Medical Sciences, Beijing, China.
Bin WangInstitute of Information on Traditional Chinese Medicine, China Academy of Chinese Medical Sciences, Beijing, China. Wangbin135@139.com.

Funding

Institute of Chinese Materia Medica, China Academy of Chinese Medical Sciences and Peking Union Medical College CI2021A01009National Natural Science Foundation of China 8227153721
6 · The paper itself

Abstract

There is no reliable causal evidence for the effect of statins on diabetic nephropathy (DN) and diabetic retinopathy (DR), and the results of previous observational studies are contradictory. Genetic variants linked to low-density lipoprotein cholesterol (LDL-C) from a UK biobank genome-wide association study and located within a 100kb window around HMGCR were used to proxy statins, comparing with PCSK9 inhibitors (control). DN and DR genome-wide association study summary statistics were obtained from the FinnGen study. Secondary MR analyses and NHANES cross-sectional data were used for validation. Drug-target Mendelian randomization (MR) was applied to investigate the association between the genetically proxied inhibition of HMGCR and PCSK9 with DN and DR, p < 0.0125 was considered significant after Bonferroni Correction. To triangulate the findings, genetic variants of whole blood-derived targets gene expression (cis-eQTL) and plasma-derived protein (cis-pQTL) levels were used to perform secondary MR analyses and data from the National Health and Nutrition Examination Survey were used for cross-sectional analysis. Genetically proxied inhibition of HMGCR was associated with higher risks of DN and DR (DN: OR = 1.79, p = 0.01; DR: OR = 1.41, p = 0.004), while no such association was found for PCSK9. Secondary MR analyses confirmed these associations. Cross-sectional analysis revealed a positive link between statin use and DR incidence (OR = 1.26, p = 0.03) and a significant negative association with glomerular filtration rate (Beta = - 1.9, p = 0.03). This study provides genetic evidence that genetically proxied inhibition of HMGCR is associated with increased risks of DN/DR, and this effect may not be attributed to their LDL-C-lowering properties. For patients with diabetic dyslipidemia, PCSK9 inhibitors may be a preferable alternative.

Indexed as

Diabetic NephropathiesDiabetic RetinopathyGenome-Wide Association StudyHydroxymethylglutaryl-CoA Reductase InhibitorsHydroxymethylglutaryl CoA ReductasesMendelian Randomization AnalysisProprotein Convertase 9Cholesterol, LDLCross-Sectional StudiesFemaleHumansMaleMiddle AgedPolymorphism, Single NucleotideCholesterol, LDLHMGCR protein, humanHydroxymethylglutaryl-CoA Reductase InhibitorsHydroxymethylglutaryl CoA ReductasesPCSK9 protein, humanProprotein Convertase 9Diabetic nephropathyDiabetic retinopathyHMGCRMendelian randomizationStatins

Identifiers

PMID39043809
PMCPMC11266622

What OpenQuestion holds

Texttitle and abstract
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.