Evidence map›Paper›PMID 42092790›Full record

ArticleBMC geriatrics2026

Non-linear relationship between BMI and eGFR at admission in elderly patients with hip fractures: a retrospective cross-sectional study.

Daxue Zhang, Jian Kang, Yongli Zhang, Ruiting Yan, Lijun Guo, Xuchun Li

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Article in BMC geriatrics, 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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5 · Who and what money

Authors and funding

6 authors.

Daxue ZhangDepartment of Orthopedics, Shenzhen Second People's Hospital, the First Affiliated Hospital of Shenzhen University, Shenzhen, China.
Jian KangDepartment of Orthopedics, Shenzhen Second People's Hospital, the First Affiliated Hospital of Shenzhen University, Shenzhen, China.
Yongli ZhangDepartment of Orthopedics, Shenzhen Second People's Hospital, the First Affiliated Hospital of Shenzhen University, Shenzhen, China.
Ruiting YanDepartment of Orthopedics, Shenzhen Second People's Hospital, the First Affiliated Hospital of Shenzhen University, Shenzhen, China.
Lijun GuoDepartment of Orthopedics, Shenzhen Second People's Hospital, the First Affiliated Hospital of Shenzhen University, Shenzhen, China.
Xuchun LiDepartment of Orthopedics, Shenzhen Second People's Hospital, the First Affiliated Hospital of Shenzhen University, Shenzhen, China. lxc9009@163.com.

Funding

Sanming Project of Medicine in Shenzhen SZSM202311008Science and Technology Planning Project of Shenzen Municipality JCYJ20240813141024032
6 · The paper itself

Abstract

objectivePrevious studies have found that the relationship between changes in BMI and renal function outcomes remains unclear, with both increases and decreases in BMI being associated with a decline in eGFR, especially in the elderly hip fracture population. Therefore, this study aimed to investigate the association between BMI and eGFR upon hospital admission in elderly patients with hip fractures, to better understand the underlying pathophysiological connections and provide a basis for clinical patient management.

methodsWe conducted a retrospective cross-sectional study involving 1,417 elderly patients with hip fractures, collecting clinical data such as BMI and eGFR at admission. Generalized additive models, smooth curve fitting, and two-piecewise linear regression models were used to explore the linear and non-linear relationships between BMI and eGFR.

resultsA total of 1,417 patients with hip fractures were included, with females accounting for 73.04%. The mean age of the patients was 77.57 ± 8.73 years. The mean eGFR was 80.23 ± 21.76 mL/min/1.73 m², and the mean BMI was 22.04 ± 3.25 kg/m². After adjusting for age, sex, fracture classification, number of comorbidities, smoking, hypertension, coronary heart disease, diabetes mellitus, white blood cell, lymphocyte, neutrophil, hemoglobin, red cell distribution width, albumin and globulin, a significant correlation between BMI and eGFR was still observed (β: -0.72, 95% CI: -1.04 to -0.40). Trend analysis after categorizing BMI into four groups showed that the decrease in eGFR increased progressively with increasing BMI. Non-linear analysis revealed an inflection point at a BMI of 27.5 kg/m². To the left of the inflection point, for every 1 kg/m² increase in BMI, eGFR decreased by 0.91 mL/min/1.73 m², while no correlation was found to the right of the inflection point.

conclusionThere is a non-linear relationship between BMI and eGFR at admission in elderly patients with hip fractures, with a clear inflection point. This suggests that BMI should be considered an indicator for renal function risk assessment when managing these patients, and that targeted renal protective measures should be considered for patients in different BMI ranges.

Indexed as

Body Mass IndexGlomerular Filtration RateHip FracturesNonlinear DynamicsPatient AdmissionAgedAged, 80 and overCross-Sectional StudiesFemaleHumansMaleRetrospective StudiesBody mass indexElderlyEstimated glomerular filtration rateHip fracturesNon-linear relationship

Identifiers

PMID42092790
PMCPMC13321592

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