The Use of Machine Learning Detection of Lipohypertrophy to Improve Glycemic Variability
试验速览
- 阶段
- 不适用
- 状态
- 招募中
- 入组人数
- 100
- 试验地点
- 2
- 主要终点
- Assessment of lipohypertrophy by US machine
研究概览
简要总结
Lipohypertrophy is swelling of the fatty tissue located below the skin ("subcutaneous tissue") where many patients with diabetes inject their insulin. Lipohypertrophy can sometimes be felt as firm swelling, lumps or small bumps near insulin injection sites. Previous studies have shown that injecting insulin into areas of lipohypertrophy can affect how insulin is absorbed, and can increase insulin requirements in patients. New data suggest that lipohypertrophy can be detected using ultrasound technology. The ultrasonographic presence of changes to the subcutaneous tissue without swelling that can be felt ("subclinical lipohypertrophy") and the effect of injecting insulin into these sites is unknown.
100 people will participate in the Phase 1 of this study. In the second phase of the study, 40 patients identified with subclinical lipohypertrophy in Phase 1 will be asked to participate in the randomized study using crossover design by checking your glucose levels.
详细描述
Purpose:
In Phase 1: to use computer based technology to detect lipohypertrophy on portable ultrasound images.
In Phase 2: to demonstrate that injecting insulin into areas to be free of lipohypertrophy will have better glucose control as compared to injecting into areas demonstrated to have lipohypertrophy.
Eligibility:
You can participate in this study if:
研究设计
- 研究类型
- Interventional
- 分配方式
- Randomized
- 干预模型
- Crossover
- 主要目的
- Diagnostic
- 盲法
- Double (Participant, Investigator)
盲法说明
The subject and the investigators will be blinded to the order of the two crossover protocols
入排标准
- 年龄范围
- 19 Years 至 80 Years（Adult, Older Adult）
- 性别
- All
- 接受健康志愿者
- 否
入选标准
- •Subjects with a diagnosis of Type 1 or Type 2 diabetes mellitus
- •Current treatment with a minimum of one insulin injection daily or insulin pump for at least 2 years
排除标准
- •Subjects taking a glucagon-like peptide-1 agonist or a systemic glucocorticoid
- •Past history of a non-lipohypertrophic dermatological condition in the insulin injection site area
研究组 & 干预措施
LH Protocol
Patients will be randomized and data interpreters will be blinded to two, randomized, alternating 14-day protocols where the patients will be advised by the nurse educator verbally and by written instruction to inject insulin in sites of subclinical lipohypertrophy.
干预措施: LH Protocol (Procedure)
Normal Protocol
Patients will be randomized and data interpreters will be blinded to two, randomized, alternating 14-day protocols where the patients will be advised by the nurse educator verbally and by written instruction to inject insulin in sites of normal subcutaneous tissue.
Outcomes measured will consist of mean glucose, glucose standard deviation around the mean value, percentage of time with glucose below 3 mmol/liter, and percentage of time spent with glicose above 10 mmol/liter. The device will be calibrated and placed by a trained research nurse. There will be a member of the rsearch team available 24 hours per day to answer subject questions.
干预措施: LH Protocol (Procedure)
结局指标
主要结局
Assessment of lipohypertrophy by US machine
时间窗: First 12 months of the study
Validation of machine algorithm, such as a web-based convolutional network to detect lipohypertrophy on portable ultrasound images. Each image will be evaluated by an experience ultrasonographer (Dr.Areshnikoff0 and labelled as either having the presence or absence of lipohypertrophy.
次要结局
未报告次要终点
研究者
Kenneth Madden
Professor
University of British Columbia