Multi-feature integrated machine learning prediction model for early nephropathy in elderly living with type 2 diabetes mellitus

This study is the first to incorporate TCM symptoms and ultrasound imaging features into a predictive model for early DN in elderly living with T2DM. The models demonstrated strong predictive performance across different age groups. These findings underscore the potential of early screening, prevention, and intervention in improving outcomes for elderly living with T2DM, offering a novel approach to managing diabetic nephropathy.

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Publication Details

Journal
Frontiers in Endocrinology
Published
2026-01-21
DOI
https://doi.org/10.3389/fendo.2025.1660903
Primary Topic
Chronic Kidney Disease and Diabetes
Type
article
Field-Weighted Citation Impact
0.00

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article

Multi-feature integrated machine learning prediction model for early nephropathy in elderly living with type 2 diabetes mellitus

Tingting Fang, Linghua Kong, Xinran Xie, Yuanyuan Yang et al.
Frontiers in Endocrinology
Chronic Kidney Disease and Diabetes
article

Multi-feature integrated machine learning prediction model for early nephropathy in elderly living with type 2 diabetes mellitus

Tingting Fang, Linghua Kong, Xinran Xie, Yuanyuan Yang, Jialun Song, Feng Zhuo
article en

Abstract

This study is the first to incorporate TCM symptoms and ultrasound imaging features into a predictive model for early DN in elderly living with T2DM. The models demonstrated strong predictive performance across different age groups. These findings underscore the potential of early screening, prevention, and intervention in improving outcomes for elderly living with T2DM, offering a novel approach to managing diabetic nephropathy.

Frontiers in EndocrinologyVol. 16
Shandong University (CN), Shandong Provincial Hospital (CN), Dalian Maritime University (CN)
Hangzhou Normal University, Young Scientists Fund
Openalex Percentile: Top 85%
Chronic Kidney Disease and Diabetes
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