Evidence map›Paper›PMID 41535885›Full record

ArticleLipids in health and disease2026

Association of apolipoprotein B and excess apolipoprotein B with cardiovascular risk in type 2 diabetes: a prospective cohort study of the UK Biobank.

Lijuan Lyu, Chunyu Kao, Jin Su, Yang Yu, Xuehai Zhang, Jiayan Lyu, Junchao Che, Jie Zhang

Abstract read
In one paragraph

Article in Lipids in health and disease, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. Is the Commitment to LDL-C Eternal?Methodist DeBakey cardiovascular journal · 2026
    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

8 authors.

Lijuan LyuDepartment of Cardiology, State Key Laboratory for Innovation and Transformation of Luobing Theory; Key Laboratory of Cardiovascular Remodeling and Function Research of MOE, NHC, CAMS and Shandong Province, Qilu Hospital of Shandong University, Jinan, 250012, China.
Chunyu KaoShandong Center for Disease Control and Prevention, 250014, Jinan, China.
Jin SuSchool of Mathematics, Shandong University, Jinan, 250100, China.
Yang YuSchool of Mathematics, Shandong University, Jinan, 250100, China.
Xuehai ZhangDepartment of Critical Care Medicine, Qilu Hospital of Shandong University, Jinan, 250012, China.
Jiayan LyuDepartment of Cardiology, State Key Laboratory for Innovation and Transformation of Luobing Theory; Key Laboratory of Cardiovascular Remodeling and Function Research of MOE, NHC, CAMS and Shandong Province, Qilu Hospital of Shandong University, Jinan, 250012, China.
Junchao CheDepartment of Pediatrics, Qilu Hospital of Shandong University, Jinan, 250012, China. junchaoche@foxmail.com.
Jie ZhangDepartment of Cardiology, State Key Laboratory for Innovation and Transformation of Luobing Theory; Key Laboratory of Cardiovascular Remodeling and Function Research of MOE, NHC, CAMS and Shandong Province, Qilu Hospital of Shandong University, Jinan, 250012, China. medjackie@163.com.

Funding

the Natural Science Foundation of Shandong Province ZR202211100007the Natural Science Foundation of Shandong Province ZR2022QH089
6 · The paper itself

Abstract

backgroundResidual cardiovascular risk persists in type 2 diabetes mellitus (T2DM) despite intensive risk-factor management. Apolipoprotein B (apoB) and excess apoB are potentially promising biomarkers for identifying residual cardiovascular risk. We assessed apoB and excess apoB in T2DM for incremental prediction of atherosclerotic cardiovascular disease (ASCVD) risk.

methodsThis prospective cohort included 11,918 UK Biobank participants (mean age 59.7 ± 6.6 years; 61% male) with T2DM and no ASCVD at baseline. Excess apoB was defined as the observed minus predicted apoB, where the predicted value was derived using a linear regression model of apoB on low-density lipoprotein cholesterol (LDL-C) fitted in a statin-naïve reference subset with triglycerides ≤ 1.0 mmol/L. The primary endpoint was incident ASCVD. Secondary endpoints included major adverse cardiovascular events (MACE) and all-cause mortality. Hazard ratios (HRs) and 95% confidence intervals (CIs) were estimated using multivariable Cox models. Nonlinearity was assessed using restricted cubic splines. Incremental improvements were quantified using the C-index, net reclassification improvement (NRI).

resultsDuring a median 185.3-month follow-up, 2,548 ASCVD and 1,205 MACE events occurred. ApoB was linearly related to ASCVD and MACE, while excess apoB showed J-shaped associations with a nadir near - 7.5 mg/dL for ASCVD. Both apoB and excess apoB showed positive associations with ASCVD across ascending percentile categories. Versus < 50th percentile, HRs (95% CIs) for ASCVD in higher apoB categories (50-<75th, 75-<90th, ≥ 90th) were 1.31 (1.16-1.49), 1.51 (1.25-1.81), and 1.47 (1.10-1.95); corresponding HRs (95% CIs) for excess apoB were 1.50 (1.36-1.66), 1.45 (1.29-1.63), and 1.53 (1.33-1.76), respectively. Similar but weaker risk gradients were observed for MACE. Neither apoB nor excess apoB was associated with all-cause mortality. Excess apoB yielded greater prediction improvement than apoB (ΔC-index: 0.009 vs. 0.002; NRI: 0.270 vs. 0.101) and better stratified risk in statin users and those with LDL-C ≤ 100 mg/dL (P for interaction < 0.05).

conclusionsIn T2DM, apoB is independently associated with ASCVD but adds limited discrimination over conventional lipids. Excess apoB yielded improved discrimination and reclassification, and may serve as a complementary ASCVD risk marker, particularly in statin-treated settings. However, its clinical application requires external validation and standardization.

Indexed as

Apolipoprotein B-100Apolipoproteins BCardiovascular DiseasesDiabetes Mellitus, Type 2AgedBiological Specimen BanksBiomarkersCholesterol, LDLFemaleHeart Disease Risk FactorsHumansMaleMiddle AgedProportional Hazards ModelsProspective StudiesRisk FactorsAPOB protein, humanApolipoprotein B-100Apolipoproteins BBiomarkersCholesterol, LDLTriglyceridesApolipoprotein bAtherosclerotic cardiovascular diseaseExcess apolipoprotein bRisk stratificationType 2 diabetes mellitusUK Biobank

Identifiers

PMID41535885
PMCPMC12905867

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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 OpenQuestion graph.