Evidence map›Paper›PMID 42016246›Full record

ArticleFood science & nutrition2026

Relevance of Kidney-Metabolic Multimorbidity Pattern to Metabolic Health and Mortality Among Elderly Inpatients in China.

Lan Xu, Mengjing Wang, Guoyou Qin, Qiang Shao, Hong Huang, Huaizhou You, Jing Chen

Abstract read
In one paragraph

Article in Food science & nutrition, 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

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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

0 citing papers in PubMed.

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

7 authors.

Lan XuDivision of Geriatrics Huashan Hospital, Fudan University Shanghai China.ORCID https://orcid.org/0009-0002-8163-3207
Mengjing WangDivision of Nephrology Huashan Hospital, Fudan University Shanghai China.
Guoyou QinDepartment of Biostatistics, School of Public Health Fudan University Shanghai China.
Qiang ShaoInformation Center of Huashan Hospital Fudan University Shanghai China.
Hong HuangNational Clinical Research Center for Aging and Medicine Huashan Hospital, Fudan University Shanghai China.
Huaizhou YouDivision of Nephrology Huashan Hospital, Fudan University Shanghai China.
Jing ChenDivision of Nephrology Huashan Hospital, Fudan University Shanghai China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

As populations age globally, multimorbidity has emerged as a significant challenge. Chronic kidney disease (CKD) is a common aging related condition whose contribution to mortality is rising, yet CKD associated multimorbidity are seldom reported. This study aims to investigate the prevalence and patterns of multimorbidity, with a specific focus on the CKD associated multimorbidity pattern and its impact on metabolic health and mortality. We conducted a cross-sectional analysis using a large dataset from Huashan hospital at Fudan University, Shanghai, China. Data were collected for patients aged over 60 years between January 1, 2013, and January 1, 2019. In total, 48 chronic diseases were included and multimorbidity was defined as the co-occurrence of two or more of these 48 diseases in a single patient. Our database included 163,626 elderly inpatients with a mean age of 69.82 ± 7.75 years. The number of morbidities was positively associated with mortality. 80.7% of patients with CKD had other comorbidities. Factor analysis revealed four multimorbidity patterns in the elderly inpatients, named as "Kidney-metabolic", "Cerebro-vascular", "Cardio-pulmonary" and "Thyroid-digestive" pattern. The "Kidney-metabolic" pattern, characterized by CKD, Hypertension, Diabetes, and Lipid disorders, exhibited the highest prevalence at 13.3%. All four multimorbidity patterns were significantly positively associated with increased mortality. However, the impact of the "Kidney-metabolic" pattern on mortality was the only one that significantly increased with age. Our results suggest that, "Kidney-metabolic" pattern, the most prevalent among the elderly, significantly highlighted intertwined nutrition and metabolic-related conditions and represented predominant combined risk factors for metabolic health.

Indexed as

aging“kidney‐metabolic” multimorbidity patternmetabolic healthmortalitynutrition

Identifiers

PMID42016246
PMCPMC13093273

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.