Needle-free injection of basal insulin improves fasting glucose variability as assessed by continuous glucose monitoring in T2DM: a prospective randomized multicenter open-label crossover study

Sun, Fengrui; Gao, Bin; Yang, Aili; Ren, Lei; Xing, Ying; Ma, Kaiyan; Tian, Li; Li, Simin; Heng, Chun-Ni; Líu, Hao; Zhou, Jie; Ji, Qiuhe

doi:10.1080/17425247.2022.2147504

Cited by 1 publication

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“…There are different types of insulin, such as needle-free insulin injector (NFII), continuous insulin infusion (CSII), multiple subcutaneous insulin (MSI), and visfatin gene variation. NFII injects basal insulin to improve fasting glucose variation in T2DM patients [8]. CSII treatment reduces glucose levels faster with a lower dosage of insulin [9].…”

Section: Introductionmentioning

confidence: 99%

Diabetic Drug ontology mapping for individual Diabetic Person and predict Insulin Dosage on Daily Basis

K. Pushpavathi

2024

jes

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Managing diabetes requires a personalized treatment plan based on the patient's health records and drug usage effectively. In this paper, we have proposed accurate prediction of insulin dosage for diabetic patients daily by using ontology mapping with deep learning recurrent neural network models such as long short-term memory (LSTM), Gated recurrent unit( GRU), and Bidirectional long short-term memory(BiLSTM). The patient's information is arranged in a structured format. The structured ontology data provides a meaningful connection between patients' personal information, physical activity, insulin intake, carbohydrate intake and glucose level. The structured data is beneficial to take decisions effectively to recommend the insulin dosage level daily to avoid a sudden decrease in sugar level. The proposed LSTM model outperforms well on insulin prediction compared to GRU and BiLSTM models. The proposed model is very effective for diabetic personal care and improves patient outcomes and quality of life.

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Section: Introductionmentioning

confidence: 99%

Diabetic Drug ontology mapping for individual Diabetic Person and predict Insulin Dosage on Daily Basis

K. Pushpavathi

2024

jes

View full text Add to dashboard Cite

show abstract

Needle-free injection of basal insulin improves fasting glucose variability as assessed by continuous glucose monitoring in T2DM: a prospective randomized multicenter open-label crossover study

Cited by 1 publication

References 36 publications

Diabetic Drug ontology mapping for individual Diabetic Person and predict Insulin Dosage on Daily Basis

Diabetic Drug ontology mapping for individual Diabetic Person and predict Insulin Dosage on Daily Basis

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