Evidence map›Paper›PMID 40379620›Full record

Observational studyNutrition & diabetes2025

Association between Apolipoprotein B and diabetic nephropathy: insights from the National Health and Nutrition Examination Survey 2007-2016 and Mendelian randomization analysis.

Hui Wang, Sensen Wu, Dikang Pan, Yachan Ning, Yanhong Fu, Chunjing Feng, Jianming Guo, Zichuan Liu, Yongquan Gu

Abstract readObservational Study
In one paragraph

Observational study in Nutrition & diabetes, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

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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

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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

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4 · The record

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5 · Who and what money

Authors and funding

9 authors.

Hui WangDepartment of Vascular Surgery, Xuanwu Hospital, Capital Medical University, Beijing, 100053, China.ORCID 0000-0002-6356-4490
Sensen WuDepartment of Vascular Surgery, Xuanwu Hospital, Capital Medical University, Beijing, 100053, China.
Dikang PanDepartment of Vascular Surgery, Xuanwu Hospital, Capital Medical University, Beijing, 100053, China.
Yachan NingDepartment of Vascular Surgery, Xuanwu Hospital, Capital Medical University, Beijing, 100053, China.
Yanhong FuSchool of Pharmaceutical Science and Technology, Tianjin University, Tianjin, 300072, China.
Chunjing FengTianjin University and Health-Biotech United Group Joint Laboratory of Innovative Drug Development and Translational Medicine, Tianjin University, Tianjin, 300072, China.
Jianming GuoDepartment of Vascular Surgery, Xuanwu Hospital, Capital Medical University, Beijing, 100053, China. Jianmingguoxuanwu@163.com.
Zichuan LiuSchool of Pharmaceutical Science and Technology, Tianjin University, Tianjin, 300072, China. zichuan.liu@tju.edu.cn.
Yongquan GuDepartment of Vascular Surgery, Xuanwu Hospital, Capital Medical University, Beijing, 100053, China. gu15901598209@aliyun.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundThis study aimed to investigate the role of Apolipoprotein B (Apo B) in diabetic nephropathy (DN) from epidemiological and genetic perspectives.

methodsWe employed weighted multivariable-adjusted logistic regression to assess the relationship between ApoB and DN risk, utilizing data from the National Health and Nutrition Examination Survey spanning 2007-2016. Then, we used restricted cubic splines (RCS) to flexibly model and visualize the relation of predicted ApoB levels with DN risk. Subsequently, a bidirectional two-sample Mendelian randomization study using genome-wide association study summary statistics was performed. The primary Inverse Variance Weighted method, along with supplementary MR approaches, was employed to verify the causal link between ApoB and DN. Sensitivity analyses were conducted to confirm the robustness of the results.

resultsOur observational study enrolled 2242 participants with diabetes mellitus from NHANES. The multivariable logistic regression model indicated that elevated ApoB levels (>1.2 g/L), compared to low levels (<0.8 g/L), were significantly associated with DN risk (P < 0.05). The RCS model revealed a positive linear association with the risk of DN when ApoB levels exceeded 1.12 g/L (OR = 1.29, 95% CI: 1.07-1.57, P = 0.008). However, the MR IVW method did not reveal a direct causal effect of DN on ApoB (OR: 0.976; 95% CI: 0.950-1.004; P = 0.095), nor a direct causal effect of ApoB on DN (OR: 0.837; 95% CI: 0.950-1.078; P = 0.428).

conclusionThe evidence from observational studies indicates a positive correlation between ApoB levels exceeding 1.12 g/L and the onset of DN. However, the causal effects of ApoB on DN and vice versa were not supported by the MR analysis.

Indexed as

Apolipoproteins BDiabetic NephropathiesAdultAgedApolipoprotein B-100FemaleGenome-Wide Association StudyHumansLogistic ModelsMaleMendelian Randomization AnalysisMiddle AgedNutrition SurveysRisk FactorsAPOB protein, humanApolipoprotein B-100Apolipoproteins B

Identifiers

PMID40379620
PMCPMC12084323

What Socratic holds

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LicenceCC BY
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Registered trials

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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 Socratic graph.