β‐cell function assessment from modelling of oral tests: an effective approach
Abstract
The quantitative study of beta-cell function has relied on mathematical models for almost 40 years. During the last decades, the initial elaborate models have been simplified with the aim of obtaining mathematical methods suitable for the assessment of beta-cell function in an individual from an intravenous test. In more recent times, modelling methods have been proposed for analysing oral glucose tolerance tests or meal tests. In this review, we describe these methods with particular emphasis on an approach we have developed. We discuss the relevance of potentiation of insulin secretion in an oral glucose test, which our model has reintroduced after the historical models. We provide evidence on the validity of the method and illustrate significant applications. We emphasize the importance of quantifying beta-cell function through multiple indices and highlight how our approach has provided new insight on the relationships between beta-cell function and insulin sensitivity and on the role of beta-cell function in glucose intolerance and diabetes.
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Rate sensitivity is a marker of early ISR, modestly correlated with first-phase ISR.
“Rate sensitivity is a marker of early ISR, modestly correlated with first-phase ISR (16).”
From Effects of Tirzepatide vs Semaglutide on β-Cell Function, Insulin Sensitivity, and Glucose Control During a Meal Test (2024) · cites this paper as [16]
Cites
Ferrannini, E., Gastaldelli, A., Miyazaki, Y., Matsuda, M., Mari, A., & DeFronzo, R. A. (2005) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2004-1133 · Cited by 540 · see citing works
Self-citationMuscelli, E., Mari, A., Casolaro, A., Camastra, S., Seghieri, G., Gastaldelli, A., Holst, J. J., & Ferrannini, E. (2008) · Diabetes · doi:10.2337/db07-1315 · Cited by 409 · see citing works
Self-citationToffolo, G., Bergman, R. N., Finegood, D. T., Bowden, C. R., & Cobelli, C. (1980) · Diabetes · doi:10.2337/diab.29.12.979 · Cited by 292 · see citing works
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Patterns of Glycemia in Normal Pregnancy
Hernandez, T. L., Friedman, J. E., Van Pelt, R. E., & Barbour, L. A. (2011) · Diabetes Care · doi:10.2337/dc11-0241 · Cited by 170 · see citing works
Mather, K. J., Mari, A., Heise, T., DeVries, J. H., Hua, M., Urva, S., Coskun, T., Haupt, A., Heine, R. J., Pratt, E., et al. (2024) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/clinem/dgae319 · Cited by 32 · see citing works
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- Authors
- Mari, A., & Ferrannini, E.
- Affiliations
- National Research Council (IT)
- University of Pisa (IT)
- Corresponding author
- Mari, A.
- Venue
- Diabetes, Obesity and Metabolism
- Publisher
- Wiley
- Published
- 2008-10-02
- Volume
- 10
- Issue
- s4
- Pages
- 77-87
- ISSN
- 1462-8902 (ISSN-L)
- 1463-1326
- OpenAlex
- W2057659922
- Cited by
- 112
- References
- 3
- Citations by year
- 2026: 6 · 2025: 7 · 2024: 9 · 2023: 7 · 2022: 8 · 2021: 8 · 2020: 8 · 2019: 7 · 2018: 7 · 2017: 3 · 2016: 6 · 2015: 8 · 2014: 5 · 2013: 2 · 2012: 2
- FWCI
- 6.68
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Diabetes Obesity and Metabolism (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Health Sciences › Medicine › Surgery › Pancreatic function and diabetes
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Research
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Treatment and Management
- Keywords
- beta-cell function, mathematical modeling, oral glucose tolerance test, test meal, insulin sensitivity, impaired glucose tolerance, diabetes mellitus
- MeSH terms
- Insulin Secretion, Blood Glucose, Diabetes Mellitus, Evaluation Studies as Topic, Female, Glucose Tolerance Test, Humans, Insulin, Islets of Langerhans, Male, Models, Theoretical, Glucose Intolerance, Insulin-Secreting Cells
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