Evidence map›Paper›PMID 42724268›Full record

ArticleJournal of thoracic disease2026

Development of a multivariable clinical prediction model for acute kidney injury after valve replacement surgery: incremental value of the triglyceride-glucose body mass index.

Qi Sun, Pengfei Li, Yuming Zhang, Yi Hu, Qingxiang Mao, Mingzhu Jiang, Xue Bai, Manrong Yan

Abstract read
In one paragraph

Article in Journal of thoracic disease, 2026. 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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0citing papers in PubMed
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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

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No citing paper in PubMed yet.

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.

Qi Sun *Department of Anesthesiology, Daping Hospital, Army Medical University, Chongqing, China.
Pengfei Li *Department of Intensive Care Unit, Daping Hospital, Army Medical University, Chongqing, China.
Yuming Zhang *Department of Geriatrics, Chongqing Key Laboratory of Aging and Regeneration Medicine, The First Affiliated Hospital (Southwest Hospital) of Army Medical, Chongqing, China.
Yi HuDepartment of Anesthesiology, Daping Hospital, Army Medical University, Chongqing, China.
Qingxiang MaoDepartment of Anesthesiology, Daping Hospital, Army Medical University, Chongqing, China.
Mingzhu JiangDepartment of Geriatrics, Chongqing Key Laboratory of Aging and Regeneration Medicine, The First Affiliated Hospital (Southwest Hospital) of Army Medical, Chongqing, China.
Xue BaiDepartment of Cardiovascular Surgery, Daping Hospital, Army Medical University, Chongqing, China.
Manrong YanDepartment of Geriatrics, Chongqing Key Laboratory of Aging and Regeneration Medicine, The First Affiliated Hospital (Southwest Hospital) of Army Medical, Chongqing, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Acute kidney injury (AKI) complicates cardiac valve replacement (CVR) in up to one-third of patients. The triglyceride-glucose-body mass index (TyG-BMI) is a composite marker derived from routine laboratory tests and anthropometric measurements. It reflects the combined burden of insulin resistance and obesity-two interrelated conditions that contribute to chronic low-grade inflammation, oxidative stress, endothelial dysfunction, and increased renal microvascular vulnerability. However, its association with AKI after CVR remains unclear. This study aimed to develop a multivariable clinical prediction model for AKI and evaluate the incremental value of incorporating TyG-BMI into that model. Methods: This single-center retrospective study enrolled consecutive patients aged 18-80 years undergoing first-time elective CVR with cardiopulmonary bypass (CPB) (November 2021-December 2022). Exclusion criteria were pre-existing chronic kidney disease (CKD) [estimated glomerular filtration rate (eGFR) <60 mL/min/1.73 m Results: Among 187 included patients, 64 (34.2%) developed postoperative AKI. Patients who developed AKI had higher preoperative TyG-BMI levels compared to those without [AKI (207.99±27.05) Conclusions: In this limited single-center retrospective cohort, the model with TyG-BMI, age, sex, and CPB time had a modest apparent AUC of 0.786 (optimism-corrected: 0.723). The gain over baseline was small (ΔAUC =0.051). These modest metrics and the retrospective design limit our findings to being preliminary. External validation in larger prospective cohorts is mandatory before clinical application. The weaker association observed in the highest TyG index group also needs independent confirmation.

Indexed as

Acute kidney injury (AKI)cardiac valve replacement (CVR)insulin resistance (IR)predictiontriglyceride-glucose index multiplied by body mass index (TyG-BMI index)

Identifiers

PMID42724268
PMCPMC13559376

What Socratic holds

Textmetadata
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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.