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联盟网络在糖尿病数字健康产品研发中的意义:观察性研究

The Significance of Alliance Networks in Research and Development of Digital Health Products for Diabetes: Observational Study.

作者信息

Kikuchi Satoru, Kodama Kota, Sengoku Shintaro

机构信息

Department of Innovation Science, School of Environment and Society, Tokyo Institute of Technology, Tokyo, Japan.

Graduate School of Technology Management, Ritsumeikan University, Ibaraki, Japan.

出版信息

JMIR Diabetes. 2021 Oct 21;6(4):e32446. doi: 10.2196/32446.

Abstract

BACKGROUND

Digital health has been advancing owing to technological progress by means of smart devices and artificial intelligence, among other developments. In the field of diabetes especially, there are many active use cases of digital technology supporting the treatment of diabetes and improving lifestyle. In the innovation ecosystem, new alliance networks are formed not only by medical device companies and pharmaceutical companies, but also by information and communications technology companies and start-ups. While understanding and utilizing the network structure is important to increase the competitive advantage of companies, there is a lack of previous research describing the structure of alliance networks and the factors that lead to their formation in digital health.

OBJECTIVE

The aim of this study was to explore the significance of alliance networks, focusing on digital health for diabetes, in effectively implementing processes, from the research and development of products or services to their launch and market penetration.

METHODS

First, we listed the companies and contracts related to digital health for diabetes, visualized the change in the number of companies and the connections between companies in each industry, and analyzed the overview of the network. Second, we calculated the degree, betweenness centrality, and eigenvector centrality of each company in each year. Next, we analyzed the relationship between network centrality and market competitiveness by using annual sales as a parameter of company competitiveness. We also compared the network centrality of each company by industry or headquarters location (or both) and analyzed the characteristics of companies with higher centrality. Finally, we analyzed the relationship between network centrality and the number of products certified or approved by the US Food and Drug Administration.

RESULTS

We found the degree centrality of companies was correlated with an increase in their sales. The betweenness and eigenvector centralities of medical devices companies located in the United States were significantly higher than those outside the United States (P=.04 and .005, respectively). Finally, the degree, betweenness, and eigenvector centralities were correlated with an increase in the number of Class III, but not of Class I nor II, medical device products.

CONCLUSIONS

These findings give rise to new insights into industry ecosystem for digital health and its requirement and expect a contribution to research and development practices in the field of digital health.

摘要

背景

借助智能设备和人工智能等技术进步,数字健康一直在发展。特别是在糖尿病领域,有许多数字技术的实际应用案例,可支持糖尿病治疗并改善生活方式。在创新生态系统中,新的联盟网络不仅由医疗设备公司和制药公司形成,信息通信技术公司和初创企业也参与其中。虽然理解和利用网络结构对于提高公司的竞争优势很重要,但此前缺乏关于数字健康领域联盟网络结构及其形成因素的研究。

目的

本研究旨在探讨以糖尿病数字健康为重点的联盟网络在有效实施从产品或服务的研发到推出及市场渗透的过程中的意义。

方法

首先,我们列出了与糖尿病数字健康相关的公司和合同,可视化了各行业公司数量的变化以及公司之间的联系,并分析了网络概况。其次,我们计算了每年每家公司的度中心性、介数中心性和特征向量中心性。接下来,我们以年销售额作为公司竞争力的参数,分析了网络中心性与市场竞争力之间的关系。我们还按行业或总部所在地(或两者)比较了每家公司的网络中心性,并分析了中心性较高的公司的特征。最后,我们分析了网络中心性与美国食品药品监督管理局认证或批准的产品数量之间的关系。

结果

我们发现公司的度中心性与销售额的增长相关。位于美国的医疗设备公司的介数中心性和特征向量中心性显著高于美国以外的公司(分别为P = 0.04和0.005)。最后,度中心性、介数中心性和特征向量中心性与III类医疗器械产品数量的增加相关,但与I类和II类医疗器械产品数量无关。

结论

这些发现为数字健康行业生态系统及其要求带来了新的见解,并有望为数字健康领域的研发实践做出贡献。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e19b/8569533/db05f5acccc1/diabetes_v6i4e32446_fig1.jpg

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