ArticleFood science & nutrition2026
Relevance of Kidney-Metabolic Multimorbidity Pattern to Metabolic Health and Mortality Among Elderly Inpatients in China.
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.
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.
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.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
7 authors.
Funding
No grant is acknowledged in the PubMed record.
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
Identifiers
What Socratic holds
Registered trials
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.