An integrative analysis of cardiac autonomic neuropathy and nephropathy risk assessed with SUDOSCAN in individuals with type 2 diabetes

When used together, the highly sensitive CAN model can be employed for initial screening to prevent missing cases, while the highly-specific Nephro model can confirm risk and minimize false positives, thereby creating an optimal two-step risk stratification strategy. Thus, ANN-based systems can assist clinicians in guiding decisions by prioritizing individuals for further testing, tailoring treatments, and optimizing follow-up care in diabetic nephropathy.

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Publication Details

Journal
Frontiers in Endocrinology
Published
2026-02-13
DOI
https://doi.org/10.3389/fendo.2026.1712085
Primary Topic
Heart Rate Variability and Autonomic Control
Type
article
Field-Weighted Citation Impact
0.00

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article

An integrative analysis of cardiac autonomic neuropathy and nephropathy risk assessed with SUDOSCAN in individuals with type 2 diabetes

Claudiu Cobuz, Maricela Cobuz, Mădălina Ungureanu-Iuga
Frontiers in Endocrinology
Heart Rate Variability and Autonomic Control
article

An integrative analysis of cardiac autonomic neuropathy and nephropathy risk assessed with SUDOSCAN in individuals with type 2 diabetes

Claudiu Cobuz, Maricela Cobuz, Mădălina Ungureanu-Iuga
article en

Abstract

When used together, the highly sensitive CAN model can be employed for initial screening to prevent missing cases, while the highly-specific Nephro model can confirm risk and minimize false positives, thereby creating an optimal two-step risk stratification strategy. Thus, ANN-based systems can assist clinicians in guiding decisions by prioritizing individuals for further testing, tailoring treatments, and optimizing follow-up care in diabetic nephropathy.

Frontiers in EndocrinologyVol. 17
Ştefan cel Mare University of Suceava (RO), Spitalul Clinic de Urgenta Sfantul Ioan (RO)
National Council for Higher Education, Council for Higher Education
Good health and well-being
Openalex Percentile: Top 59%
Heart Rate Variability and Autonomic Control
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