1. C‐peptide index at 2 h post‐meal is a useful predictor of endogenous insulin secretory capacity and withdrawal from insulin therapy in subjects with type 2 diabetes.
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Iwamoto, Yuichiro, Kimura, Tomohiko, Shimoda, Masashi, Morimoto, Yuichi, Watanabe, Yuki, Itoh, Takashi, Sasaki, Taku, Mori, Shigehito, Kubo, Masato, Takenouchi, Haruka, Dan, Kazunori, Iwamoto, Hideyuki, Sanada, Junpei, Fushimi, Yoshiro, Katakura, Yukino, Nakanishi, Shuhei, Mune, Tomoatsu, Kaku, Kohei, and Kaneto, Hideaki
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INSULIN therapy , *TYPE 2 diabetes , *INSULIN , *MACHINE learning , *C-peptide , *ALANINE aminotransferase - Abstract
Aims: To evaluate the correlation between C‐peptide index (CPI) at 2 h post‐meal and endogenous insulin secretory capacity and to develop clinical models to predict the possibility of withdrawal from insulin therapy in patients with type 2 diabetes. Method: This was a single‐centre retrospective study of patients with type 2 diabetes admitted to our hospital. Patients were divided into a withdrawal group (n = 72) and a non‐withdrawal group (n = 75) based on whether they were able to withdraw from insulin therapy at discharge, and the correlation between CPI at 2 h after meal and diabetes‐related parameters was evaluated. In addition, we created two clinical models to predict the possibility of withdrawal from insulin therapy using machine learning. Results: The glycated haemoglobin values of the study participants were 87.8 ± 22.6 mmol/mo. The CPI at 2 h post‐meal was 1.93 ± 1.28 in the non‐withdrawal group and 2.97 ± 2.07 in the withdrawal group (p < 0.001). CPI at 2 h post‐meal was an independent predictor of withdrawal from insulin therapy. In addition, CPI at 2 h post‐meal was a better predictor than fasting CPI. Six factors associated with insulin therapy withdrawal (age, duration of diabetes, creatinine, alanine aminotransferase, insulin therapy until hospitalization, and CPI at 2 h post‐meal) were used to generate two clinical models by machine learning. The accuracy of the generated clinical models ranged from 78.3% to 82.6%. Conclusion: The CPI at 2 h post‐meal is a clinically useful measure of endogenous insulin secretory capacity under non‐fasting conditions. [ABSTRACT FROM AUTHOR]
- Published
- 2024
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