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通过连续血糖监测和基于算法的患者优先级管理实现 1 型糖尿病的人群管理:精准医疗与人群健康的结合。

Population-level management of type 1 diabetes via continuous glucose monitoring and algorithm-enabled patient prioritization: Precision health meets population health.

机构信息

Department of Management Science and Engineering, Stanford University School of Engineering, Stanford, California, USA.

Department of Computer Science, Stanford University School of Engineering, Stanford, California, USA.

出版信息

Pediatr Diabetes. 2021 Nov;22(7):982-991. doi: 10.1111/pedi.13256. Epub 2021 Sep 1.

DOI:10.1111/pedi.13256
PMID:34374183
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC8635792/
Abstract

OBJECTIVE

To develop and scale algorithm-enabled patient prioritization to improve population-level management of type 1 diabetes (T1D) in a pediatric clinic with fixed resources, using telemedicine and remote monitoring of patients via continuous glucose monitor (CGM) data review.

RESEARCH DESIGN AND METHODS

We adapted consensus glucose targets for T1D patients using CGM to identify interpretable clinical criteria to prioritize patients for weekly provider review. The criteria were constructed to manage the number of patients reviewed weekly and identify patients who most needed provider contact. We developed an interactive dashboard to display CGM data relevant for the patients prioritized for review.

RESULTS

The introduction of the new criteria and interactive dashboard was associated with a 60% reduction in the mean time spent by diabetes team members who remotely and asynchronously reviewed patient data and contacted patients, from 3.2 ± 0.20 to 1.3 ± 0.24 min per patient per week. Given fixed resources for review, this corresponded to an estimated 147% increase in weekly clinic capacity. Patients who qualified for and received remote review (n = 58) have associated 8.8 percentage points (pp) (95% CI = 0.6-16.9 pp) greater time-in-range (70-180 mg/dl) glucoses compared to 25 control patients who did not qualify at 12 months after T1D onset.

CONCLUSIONS

An algorithm-enabled prioritization of T1D patients with CGM for asynchronous remote review reduced provider time spent per patient and was associated with improved time-in-range.

摘要

目的

利用远程医疗和通过连续血糖监测 (CGM) 数据审查对患者进行远程监测,开发并扩展算法驱动的患者优先级排序,以改善资源固定的儿科诊所中 1 型糖尿病 (T1D) 的人群管理。

研究设计和方法

我们使用 CGM 为 T1D 患者调整了共识血糖目标,以确定可解释的临床标准,以便将患者优先进行每周的医生审查。这些标准的构建旨在管理每周审查的患者数量,并确定最需要医生联系的患者。我们开发了一个交互式仪表板,以显示为审查而优先的患者的 CGM 数据。

结果

新的标准和交互式仪表板的引入与远程和异步审查患者数据并与患者联系的糖尿病团队成员的平均时间减少了 60%,从每次患者 3.2 ± 0.20 分钟减少到每次患者 1.3 ± 0.24 分钟。鉴于审查的固定资源,这相当于每周诊所容量估计增加了 147%。符合远程审查条件并接受远程审查的患者(n=58)与 12 个月 T1D 发病后未符合条件的 25 名对照患者相比,时间在范围内(70-180mg/dl)的葡萄糖水平高 8.8 个百分点(95%CI=0.6-16.9 个百分点)。

结论

使用 CGM 对 T1D 患者进行算法驱动的优先级排序,以进行异步远程审查,减少了每位患者的医生花费时间,并与改善时间在范围内相关。

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本文引用的文献

1
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Diabetes Care. 2021 Jan;44(1):14-16. doi: 10.2337/dci20-0048.
2
Implications of the 21st Century Cures Act in Pediatrics.《21世纪治愈法案》对儿科的影响。
Pediatrics. 2021 Mar;147(3). doi: 10.1542/peds.2020-034199. Epub 2020 Dec 8.
3
A Decade of Disparities in Diabetes Technology Use and HbA in Pediatric Type 1 Diabetes: A Transatlantic Comparison.糖尿病技术使用和儿童 1 型糖尿病 HbA1c 方面的十年差异:跨大西洋比较。
评估针对1型糖尿病患者的人群健康管理系统CloudCare:一项观察性研究。
BMC Endocr Disord. 2025 Mar 31;25(1):88. doi: 10.1186/s12902-025-01905-4.
4
Addressing Disparities Using Continuous Glucose Monitors and Remote Patient Monitoring for Youth With Type 1 Diabetes.使用连续血糖监测仪和远程患者监测来解决1型糖尿病青少年的差异问题。
J Diabetes Sci Technol. 2024 Dec 23:19322968241305612. doi: 10.1177/19322968241305612.
5
The adaptation of a single institution diabetes care platform into a nationally available turnkey solution.将单一机构的糖尿病护理平台改编为全国可用的交钥匙解决方案。
NPJ Digit Med. 2024 Nov 6;7(1):311. doi: 10.1038/s41746-024-01319-x.
6
Sustaining telehealth in pediatric diabetology beyond COVID-19: How to set the tone.后新冠疫情时代儿科糖尿病领域远程医疗的持续发展:如何奠定基调。
Digit Health. 2024 Aug 16;10:20552076241249272. doi: 10.1177/20552076241249272. eCollection 2024 Jan-Dec.
7
Stenopool: A Comprehensive Platform for Consolidating Diabetes Device Data.Stenopool:一个整合糖尿病设备数据的综合平台。
J Diabetes Sci Technol. 2024 Jul 23:19322968241264761. doi: 10.1177/19322968241264761.
8
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Diabetes Spectr. 2024 Spring;37(2):153-159. doi: 10.2337/ds23-0010. Epub 2024 Jan 19.
9
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J Diabetes Sci Technol. 2024 Mar 6:19322968241236208. doi: 10.1177/19322968241236208.
Diabetes Care. 2021 Jan;44(1):133-140. doi: 10.2337/dc20-0257. Epub 2020 Sep 16.
4
The Digital/Virtual Diabetes Clinic: The Future Is Now-Recommendations from an International Panel on Diabetes Digital Technologies Introduction.数字/虚拟糖尿病诊所:未来已来——国际糖尿病数字技术专家组的建议 引言。
Diabetes Technol Ther. 2021 Feb;23(2):146-154. doi: 10.1089/dia.2020.0375. Epub 2020 Sep 28.
5
Improving Clinical Outcomes in Newly Diagnosed Pediatric Type 1 Diabetes: Teamwork, Targets, Technology, and Tight Control-The 4T Study.改善新诊断的儿童 1 型糖尿病的临床结局:团队合作、目标、技术和严格控制——4T 研究。
Front Endocrinol (Lausanne). 2020 Jul 9;11:360. doi: 10.3389/fendo.2020.00360. eCollection 2020.
6
Precision Medicine in Diabetes: A Consensus Report From the American Diabetes Association (ADA) and the European Association for the Study of Diabetes (EASD).精准医学与糖尿病:美国糖尿病协会(ADA)与欧洲糖尿病研究协会(EASD)的共识报告。
Diabetes Care. 2020 Jul;43(7):1617-1635. doi: 10.2337/dci20-0022.
7
7. Diabetes Technology: .7. 糖尿病技术:。
Diabetes Care. 2020 Jan;43(Suppl 1):S77-S88. doi: 10.2337/dc20-S007.
8
Clinical Targets for Continuous Glucose Monitoring Data Interpretation: Recommendations From the International Consensus on Time in Range.临床连续血糖监测数据解读目标:时间范围国际共识推荐意见。
Diabetes Care. 2019 Aug;42(8):1593-1603. doi: 10.2337/dci19-0028. Epub 2019 Jun 8.
9
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Diabetes Technol Ther. 2019 Jun;21(S2):S217-S225. doi: 10.1089/dia.2019.0034.
10
State of Type 1 Diabetes Management and Outcomes from the T1D Exchange in 2016-2018.2016-2018 年 T1D 交换计划中 1 型糖尿病管理状况和结果。
Diabetes Technol Ther. 2019 Feb;21(2):66-72. doi: 10.1089/dia.2018.0384. Epub 2019 Jan 18.