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Changing Outpatient Diabetes Care With Remote-Patient-Monitoring: A Real World Evidence Study With Pre-Post Comparison

2026年7月15日 更新者:Steno Diabetes Center Copenhagen

The goal of this observational pre-post study is to evaluate a remote-patient-monitoring-system (RPM-system) integrated within an electronic health record (EHR) system in a real world cohort of approximately 12.000 people with diabetes in an outpatient care setting. The main question it aims to answer is:

Whether glycemic outcomes following integration of the RPM system into the EHR over a two-year period are non-inferior compared with outcomes observed prior to an ambulatory care restructuring (including a prototype of the RPM-system) in October 2024.

Participants are included in the RPM-system as part of their regular medical care for diabetes.

研究概览

详细说明

This study is a prospective observational pre-post cohort study evaluating the RPM-system Steno Detektor within the Steno Care outpatient structure using real world EHR data on approximately 12.000 people with diabetes.

Growing populations, increasing life expectancy and the rising prevalence of diabetes expand the demand for high-quality, personalized treatment for both current and future healthcare systems. Advancements in medical treatments and health technologies have generated new possibilities for managing chronic conditions. Modern health technology generates vast amounts of data, creating new opportunities for precision care, however the potential has yet to be fully realized. This highlights a critical opportunity: rethinking how outpatient care is organized, and how technology can support more efficient and meaningful clinical workflows.

Steno Diabetes Center Copenhagen (SDCC) provides care for more than 12.000 individuals - adults and children - with type 1, complicated type 2, rare hereditary forms and other types of diabetes. Previously, individuals were seen in fixed 3-4-month intervals for routine consultations regardless of individual health status and need. With the rapid evolving health technology and increasing availability of data, this one-size-fits-all is no longer optimal nor necessary. Therefore, SDCC developed a new patient-centred and needs-based structure for outpatient care named Steno Care including remote-patient-monitoring (RPM) within the structure. With the Steno Care structure up to two years may pass between in-patient visits depending on the patient.

All patients under active care at SDCC (children, adolescents and adults) are included in the study as inclusion in the RPM-system is part of their regular medical care for diabetes. The study population is a dynamic cohort; some will be referred to other care facilities, while others will begin their care at SDCC within the study period. Participants will contribute data until termination of their care at SDCC.

To the investigators knowledge, no RPM system has been applied to a population at this scale, across all ages and including both type 1 and type 2 diabetes, whilst also incorporating parameters beyond glycaemic data.

Steno Detektor was implemented in the daily clinical practice outside the EHR system in October 2024, followed by an iterative improvement process, and is planned for integration within the EHR system "Sundhedsplatformen" (EPIC) in 2026.

The RPM-system will be evaluated by comparing parameters prior to the implementation of Steno Care, and up to two years after the integration of the RPM-system within the EHR system. The primary endpoint will be to evaluate non-inferiority in glyceamic endpoints, and secondary to evaluate non-inferiority in cardiometabolic complications, renal markers, diabetes related admissions and diabetes related prehospital contacts.

By integrating the RPM within the EHR-system and developing this system iteratively in real-world practice, the investigators aim to demonstrate how a RPM-system can enable personalized diabetes care, supporting both HCPs and patients, and establishing a foundation for a scalable system for future chronic disease management.

研究类型

观察性的

注册 (估计的)

12000

联系人和位置

本节提供了进行研究的人员的详细联系信息,以及有关进行该研究的地点的信息。

学习联系方式

研究联系人备份

学习地点

参与标准

研究人员寻找符合特定描述的人,称为资格标准。这些标准的一些例子是一个人的一般健康状况或先前的治疗。

资格标准

适合学习的年龄

  • 孩子
  • 成人
  • 年长者

接受健康志愿者

不

取样方法

非概率样本

研究人群

The study population is a dynamic cohort: Participants contribute data until termination of their care at SDCC (e.g., transfer to GP/other hospital). This marks the end of the observation window for that specific participant within the population.

描述

Inclusion Criteria:

  • All people with active clinical care at SDCC during each period and thereby included in the RPM.

Exclusion Criteria:

  • All people without active clinical care at SDCC during each period.

学习计划

本节提供研究计划的详细信息,包括研究的设计方式和研究的衡量标准。

研究是如何设计的?

设计细节

研究衡量的是什么?

主要结果指标

结果测量
措施说明
大体时间
Children: Composite Continuous-Glucose-Monitoring (CGM) endpoint consisting of Time-Above-Range (TAR) and Time-Below-Range (TBR)
大体时间:From PRE-period (defined as 1. July 2023 to 30. June 2024) to POST-period (defined as 1. July 2027 - 30. June 2028).
Children are defined as age below 18 years of age. Change from PRE to POST period in a CGM endpoint consisting of Time-Above-Range (TAR) and Time-Below-Range (TBR) TAR is defined as percentage of time spent with a blood glucose >10 mmol/L, and TBR is defined as level 2 TBR (percentage of time spent with a blood glucose <3.0 mmol/L)
From PRE-period (defined as 1. July 2023 to 30. June 2024) to POST-period (defined as 1. July 2027 - 30. June 2028).
Adults with Type 1 diabetes: Composite Continuous-Glucose-Monitoring (CGM) endpoint consisting of Time-Above-Range (TAR) and Time-Below-Range (TBR)
大体时间:From PRE-period (defined as 1. July 2023 to 30. June 2024) to POST-period (defined as 1. July 2027 - 30. June 2028).
Adults are defined as age equal to or above 18 years of age. Change from PRE to POST period in a CGM endpoint consisting of Time-Above-Range (TAR) and Time-Below-Range (TBR). TAR is defined as percentage of time spent with a blood glucose >10 mmol/L, and TBR is defined as level 2 TBR (percentage of time spent with a blood glucose <3.0 mmol/L)
From PRE-period (defined as 1. July 2023 to 30. June 2024) to POST-period (defined as 1. July 2027 - 30. June 2028).
Adults with Type 2-diabetes: HbA1c (mmol/L)
大体时间:From PRE-period (defined as 1. July 2023 to 30. June 2024) to POST-period (defined as 1. July 2027 - 30. June 2028).
Adults are defined as age equal to or above 18 years of age. Change in HbA1c (mmol/L) from PRE to POST period. If more than one measurement within the time period exists the last measured value will be used.
From PRE-period (defined as 1. July 2023 to 30. June 2024) to POST-period (defined as 1. July 2027 - 30. June 2028).

次要结果测量

结果测量
措施说明
大体时间
Children: Rate of diabetes related hospitalisations or prehospital contacts.
大体时间:From PRE-period (defined as 1. July 2023 to 30. June 2024) to POST-period (defined as 1. July 2027 - 30. June 2028).
Children are defined as age below 18 years of age. Diagnoses are based on ICD-10 diagnoses of Hypoglycemia, Diabetic Ketoacidosis and Hyperglycemia.
From PRE-period (defined as 1. July 2023 to 30. June 2024) to POST-period (defined as 1. July 2027 - 30. June 2028).
Children: HbA1c (mmol/L).
大体时间:From PRE-period (defined as 1. July 2023 to 30. June 2024) to POST-period (defined as 1. July 2027 - 30. June 2028).
Children are defined as age below 18 years of age. Change in HbA1c (mmol/L) from PRE to POST period. If more than one measurement within the time period exists the last measured value will be used.
From PRE-period (defined as 1. July 2023 to 30. June 2024) to POST-period (defined as 1. July 2027 - 30. June 2028).
Adults with Type 1 diabetes: Rate of diabetes related hospitalisations or prehospital contacts.
大体时间:From PRE-period (defined as 1. July 2023 to 30. June 2024) to POST-period (defined as 1. July 2027 - 30. June 2028).
Adults are defined as age equal to or above 18 years of age. Diagnoses are based on ICD-10 diagnoses of Hypoglycemia, Diabetic Ketoacidosis, Hyperglycemia and Hyperosmolar hyperglycaemic state.
From PRE-period (defined as 1. July 2023 to 30. June 2024) to POST-period (defined as 1. July 2027 - 30. June 2028).
Adults with Type 1 diabetes: HbA1c (mmol/L).
大体时间:From PRE-period (defined as 1. July 2023 to 30. June 2024) to POST-period (defined as 1. July 2027 - 30. June 2028).
Adults are defined as age equal to or above 18 years of age. Change in HbA1c (mmol/L) from PRE to POST period. If more than one measurement within the time period exists the last measured value will be used.
From PRE-period (defined as 1. July 2023 to 30. June 2024) to POST-period (defined as 1. July 2027 - 30. June 2028).
Adults with Type 1 diabetes: eGFR.
大体时间:From PRE-period (defined as 1. July 2023 to 30. June 2024) to POST-period (defined as 1. July 2027 - 30. June 2028).
Adults are defined as age equal to or above 18 years of age. Change in eGFR from PRE to POST period. If more than one measurement within the time period exists the last measured value will be used.
From PRE-period (defined as 1. July 2023 to 30. June 2024) to POST-period (defined as 1. July 2027 - 30. June 2028).
Adults with Type 1 diabetes: UACR.
大体时间:From PRE-period (defined as 1. July 2023 to 30. June 2024) to POST-period (defined as 1. July 2027 - 30. June 2028).
Adults are defined as age equal to or above 18 years of age. Change in UACR from PRE to POST period. If more than one measurement within the time period exists the last measured value will be used.
From PRE-period (defined as 1. July 2023 to 30. June 2024) to POST-period (defined as 1. July 2027 - 30. June 2028).
Adults with Type 1 diabetes: Blood pressure.
大体时间:From PRE-period (defined as 1. July 2023 to 30. June 2024) to POST-period (defined as 1. July 2027 - 30. June 2028).
Adults are defined as age equal to or above 18 years of age. Change in blood pressure from PRE to POST period.
From PRE-period (defined as 1. July 2023 to 30. June 2024) to POST-period (defined as 1. July 2027 - 30. June 2028).
Adults with Type 1 diabetes: Incident diagnoses of stroke, ischemic heart disease, and chronic kidney disease
大体时间:From PRE-period (defined as 1. July 2023 to 30. June 2024) to POST-period (defined as 1. July 2027 - 30. June 2028).

Adults are defined as age equal to or above 18 years of age. The outcome measure is the incidence of newly diagnosed stroke, ischemic heart disease, and chronic kidney disease, comparing the PRE- and POST-period.

The incident diagnoses are defined as ICD-10 diagnoses.

From PRE-period (defined as 1. July 2023 to 30. June 2024) to POST-period (defined as 1. July 2027 - 30. June 2028).
Adults with Type 2 diabetes: Incident diagnoses of stroke, ischemic heart disease, and chronic kidney disease
大体时间:From PRE-period (defined as 1. July 2023 to 30. June 2024) to POST-period (defined as 1. July 2027 - 30. June 2028).
Adults are defines as equal to or above 18 years of age. The outcome measure is the incidence of newly diagnosed stroke, ischemic heart disease, and chronic kidney disease, comparing the PRE- and POST-period. The incident diagnoses are defined as ICD-10 diagnoses.
From PRE-period (defined as 1. July 2023 to 30. June 2024) to POST-period (defined as 1. July 2027 - 30. June 2028).
Adults with Type 2-diabetes: eGFR
大体时间:From PRE-period (defined as 1. July 2023 to 30. June 2024) to POST-period (defined as 1. July 2027 - 30. June 2028).
Adults are defined as age equal to or above 18 years of age. Change in eGFR from PRE to POST period. If more than one measurement within the time period exists the last measured value will be used.
From PRE-period (defined as 1. July 2023 to 30. June 2024) to POST-period (defined as 1. July 2027 - 30. June 2028).
Adults with Type 2-diabetes: UACR
大体时间:From PRE-period (defined as 1. July 2023 to 30. June 2024) to POST-period (defined as 1. July 2027 - 30. June 2028).
Adults are defined as age equal to or above 18 years of age. Change in UACR from PRE to POST period. If more than one measurement within the time period exists the last measured value will be used.
From PRE-period (defined as 1. July 2023 to 30. June 2024) to POST-period (defined as 1. July 2027 - 30. June 2028).
Adults with Type 2 diabetes: Blood pressure.
大体时间:From PRE-period (defined as 1. July 2023 to 30. June 2024) to POST-period (defined as 1. July 2027 - 30. June 2028).
Adults are defined as age equal to or above 18 years of age. Change in blood pressure from PRE to POST period.
From PRE-period (defined as 1. July 2023 to 30. June 2024) to POST-period (defined as 1. July 2027 - 30. June 2028).
Adults with Type 2 diabetes: Composite Continuous-Glucose-Monitoring (CGM) endpoint consisting of Time-Above-Range (TAR) and Time-Below-Range (TBR)
大体时间:From PRE-period (defined as 1. July 2023 to 30. June 2024) to POST-period (defined as 1. July 2027 - 30. June 2028).
Adults are defined as age equal to or above 18 years of age. Change from PRE to POST period in a CGM endpoint consisting of Time-Above-Range (TAR) and Time-Below-Range (TBR). TAR is defined as percentage of time spent with a blood glucose >10 mmol/L, and TBR is defined as level 2 TBR (percentage of time spent with a blood glucose <3.0 mmol/L)
From PRE-period (defined as 1. July 2023 to 30. June 2024) to POST-period (defined as 1. July 2027 - 30. June 2028).

合作者和调查者

在这里您可以找到参与这项研究的人员和组织。

研究记录日期

这些日期跟踪向 ClinicalTrials.gov 提交研究记录和摘要结果的进度。研究记录和报告的结果由国家医学图书馆 (NLM) 审查,以确保它们在发布到公共网站之前符合特定的质量控制标准。

研究主要日期

学习开始 (实际的)

2026年6月10日

初级完成 (估计的)

2028年7月1日

研究完成 (估计的)

2028年7月1日

研究注册日期

首次提交

2026年5月22日

首先提交符合 QC 标准的

2026年5月22日

首次发布 (实际的)

2026年6月1日

研究记录更新

最后更新发布 (实际的)

2026年7月17日

上次提交的符合 QC 标准的更新

2026年7月15日

最后验证

2026年6月1日

更多信息

与本研究相关的术语

计划个人参与者数据 (IPD)

计划共享个人参与者数据 (IPD)?

是的

IPD 计划说明

Data will be shared upon request for it.

IPD 共享支持信息类型

  • 研究方案
  • 树液

药物和器械信息、研究文件

研究美国 FDA 监管的药品

不

研究美国 FDA 监管的设备产品

不

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