Evidence map›Paper›PMID 41601872›Full record

ArticleFrontiers in nutrition2025

Potential causes and significance of elevated blood ketone levels in patients with heart failure with preserved ejection fraction.

Weijie Lu, Ai Liu, Mengyang Liu, Yujie Hu, Kang Yang, Yaoting Deng, Qianrong Li, Bowen Wang, Yanling Li, Bing Jiang and 4 more

Abstract read
In one paragraph

Article in Frontiers in nutrition, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

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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

1 citing paper in PubMed.

  1. 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

14 authors.

Weijie Lu *Department of Integrative Chinese and Western Medicine, Gansu University of Traditional Chinese Medicine, Lanzhou, China.
Ai Liu *Department of Integrative Chinese and Western Medicine, Gansu University of Traditional Chinese Medicine, Lanzhou, China.
Mengyang LiuDepartment of Integrative Chinese and Western Medicine, Gansu University of Traditional Chinese Medicine, Lanzhou, China.
Yujie HuDepartment of Clinical Medicine, Lanzhou University, Lanzhou, China.
Kang YangDepartment of Integrative Chinese and Western Medicine, Gansu University of Traditional Chinese Medicine, Lanzhou, China.
Yaoting DengDepartment of Integrative Chinese and Western Medicine, Gansu University of Traditional Chinese Medicine, Lanzhou, China.
Qianrong LiDepartment of Integrative Chinese and Western Medicine, Gansu University of Traditional Chinese Medicine, Lanzhou, China.
Bowen WangDepartment of Integrative Chinese and Western Medicine, Gansu University of Traditional Chinese Medicine, Lanzhou, China.
Yanling LiDepartment of Integrative Chinese and Western Medicine, Gansu University of Traditional Chinese Medicine, Lanzhou, China.
Bing JiangDepartment of Integrative Chinese and Western Medicine, Gansu University of Traditional Chinese Medicine, Lanzhou, China.
Gang WangDepartment of Clinical Medicine, Lanzhou University, Lanzhou, China.
Xuehan WangDepartment of Clinical Medicine, Lanzhou University, Lanzhou, China.
HuGang JiangDepartment of Integrative Chinese and Western Medicine, Gansu University of Traditional Chinese Medicine, Lanzhou, China.
Ping XieDepartment of Cardiology, Gansu Provincial People's Hospital, Lanzhou, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: The diagnosis of heart failure with preserved ejection fraction (HFpEF) remains challenging. Given the critical role of metabolic disturbance and energy expenditure in HFpEF pathophysiology, we investigated the clinical significance and diagnostic value of blood ketone bodies in these patients. Methods: This case-control study enrolled 160 participants, comprising 80 HFpEF patients and 80 matched healthy controls. Baseline characteristics, levels of blood ketones (acetoacetate, β-hydroxybutyrate, acetone), and NT-proBNP were compared. Multivariate linear regression and correlation analyses were employed to assess the associations between ketone levels, clinical parameters, and NT-proBNP. The diagnostic performance was evaluated using receiver operating characteristic (ROC) curve analysis. Results: Compared to controls, HFpEF patients showed significant differences in age, heart rate, BMI, and blood pressure. Multivariate regression revealed a significant linear association between BMI, systolic blood pressure, and acetoacetate levels in the HFpEF group. A weak inverse correlation was found between acetoacetate and NT-proBNP levels. However, no correlation was observed between ketone levels and NYHA functional class. ROC analysis demonstrated that the combination of acetoacetate and NT-proBNP yielded the highest diagnostic efficacy (AUC = 0.9117), superior to NT-proBNP alone (AUC = 0.8328) or any ketone body alone. Conclusion: Unlike nutritional ketosis, elevated blood ketone levels in patients with HFpEF likely reflect impaired metabolic efficiency rather than a marker of cardiac function. Nevertheless, this phenomenon has diagnostic significance: combining acetoacetate with NT-proBNP can markedly improve diagnostic performance.

Indexed as

assessment valueblood ketonesclinical researchdiagnostic valueheart failure with preserved ejection fraction

Identifiers

PMID41601872
PMCPMC12832392

What Socratic holds

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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.