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数字行为改变干预措施在 2 型糖尿病预防和管理中的应用:系统市场分析。

Digital Behavior Change Interventions for the Prevention and Management of Type 2 Diabetes: Systematic Market Analysis.

机构信息

Future Health Technologies Programme, Campus for Research Excellence and Technological Enterprise, Singapore-ETH Centre, Singapore, Singapore.

Saw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore.

出版信息

J Med Internet Res. 2022 Jan 7;24(1):e33348. doi: 10.2196/33348.

Abstract

BACKGROUND

Advancements in technology offer new opportunities for the prevention and management of type 2 diabetes. Venture capital companies have been investing in digital diabetes companies that offer digital behavior change interventions (DBCIs). However, little is known about the scientific evidence underpinning such interventions or the degree to which these interventions leverage novel technology-driven automated developments such as conversational agents (CAs) or just-in-time adaptive intervention (JITAI) approaches.

OBJECTIVE

Our objectives were to identify the top-funded companies offering DBCIs for type 2 diabetes management and prevention, review the level of scientific evidence underpinning the DBCIs, identify which DBCIs are recognized as evidence-based programs by quality assurance authorities, and examine the degree to which these DBCIs include novel automated approaches such as CAs and JITAI mechanisms.

METHODS

A systematic search was conducted using 2 venture capital databases (Crunchbase Pro and Pitchbook) to identify the top-funded companies offering interventions for type 2 diabetes prevention and management. Scientific publications relating to the identified DBCIs were identified via PubMed, Google Scholar, and the DBCIs' websites, and data regarding intervention effectiveness were extracted. The Diabetes Prevention Recognition Program (DPRP) of the Center for Disease Control and Prevention in the United States was used to identify the recognition status. The DBCIs' publications, websites, and mobile apps were reviewed with regard to the intervention characteristics.

RESULTS

The 16 top-funded companies offering DBCIs for type 2 diabetes received a total funding of US $2.4 billion as of June 15, 2021. Only 4 out of the 50 identified publications associated with these DBCIs were fully powered randomized controlled trials (RCTs). Further, 1 of those 4 RCTs showed a significant difference in glycated hemoglobin A (HbA) outcomes between the intervention and control groups. However, all the studies reported HbA improvements ranging from 0.2% to 1.9% over the course of 12 months. In addition, 6 interventions were fully recognized by the DPRP to deliver evidence-based programs, and 2 interventions had a pending recognition status. Health professionals were included in the majority of DBCIs (13/16, 81%,), whereas only 10% (1/10) of accessible apps involved a CA as part of the intervention delivery. Self-reports represented most of the data sources (74/119, 62%) that could be used to tailor JITAIs.

CONCLUSIONS

Our findings suggest that the level of funding received by companies offering DBCIs for type 2 diabetes prevention and management does not coincide with the level of evidence on the intervention effectiveness. There is considerable variation in the level of evidence underpinning the different DBCIs and an overall need for more rigorous effectiveness trials and transparent reporting by quality assurance authorities. Currently, very few DBCIs use automated approaches such as CAs and JITAIs, limiting the scalability and reach of these solutions.

摘要

背景

技术的进步为 2 型糖尿病的预防和管理提供了新的机会。风险投资公司一直在投资提供数字行为改变干预(DBCI)的数字糖尿病公司。然而,人们对这些干预措施的基础科学证据知之甚少,也不知道这些干预措施在多大程度上利用了新颖的基于技术驱动的自动化开发,例如对话代理(CA)或即时自适应干预(JITAI)方法。

目的

我们的目标是确定提供 2 型糖尿病管理和预防 DBCI 的顶级资助公司,审查 DBCI 基础的科学证据水平,确定哪些 DBCI 被质量保证机构认可为循证计划,并检查这些 DBCI 包括新颖的自动化方法,如 CA 和 JITAI 机制的程度。

方法

使用 2 个风险投资数据库(Crunchbase Pro 和 Pitchbook)进行系统搜索,以确定提供 2 型糖尿病预防和管理干预措施的顶级资助公司。通过 PubMed、Google Scholar 和 DBCIs 的网站确定与确定的 DBCI 相关的科学出版物,并提取干预效果数据。美国疾病控制与预防中心的糖尿病预防认可计划(DPRP)用于确定认可状态。审查了 DBCIs 的出版物、网站和移动应用程序,以了解干预措施的特征。

结果

截至 2021 年 6 月 15 日,提供 2 型糖尿病 DBCI 的 16 家顶级资助公司共获得 24 亿美元的资金。与这些 DBCI 相关的 50 项确定出版物中,只有 4 项是完全有能力的随机对照试验(RCT)。此外,这 4 项 RCT 中有 1 项显示干预组和对照组之间糖化血红蛋白 A(HbA)结果有显著差异。然而,所有研究报告在 12 个月的时间内 HbA 改善 0.2%至 1.9%。此外,6 项干预措施被 DPRP 完全认可为提供循证计划,2 项干预措施具有待定认可状态。大多数 DBCI 都包括健康专业人员(16/16,81%),而只有 10%(10/10)可访问的应用程序将 CA 作为干预交付的一部分。自我报告是大多数数据来源(119/74,62%),可用于定制 JITAI。

结论

我们的研究结果表明,提供 2 型糖尿病预防和管理 DBCI 的公司所获得的资金与其干预效果的证据水平并不相符。不同 DBCI 的证据基础存在相当大的差异,总体上需要更多严格的有效性试验和质量保证机构的透明报告。目前,很少有 DBCI 使用 CA 和 JITAI 等自动化方法,限制了这些解决方案的可扩展性和覆盖范围。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1866/8783286/bb30ead17028/jmir_v24i1e33348_fig1.jpg

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