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由人工智能系统支持的数字守护天使,用于改善癌症患者的生活质量、幸福感和健康结局(ONCORELIEF):单臂前瞻性多中心试点研究方案。

Digital Guardian Angel Supported by an Artificial Intelligence System to Improve Quality of Life, Well-being, and Health Outcomes of Patients With Cancer (ONCORELIEF): Protocol for a Single Arm Prospective Multicenter Pilot Study.

作者信息

Reis Joaquim, Travado Luzia, Scherrer Alexander, Kosmidis Thanos, Venios Stefanos, Laras Paris Emmanouil, Oestreicher Gabrielle, Moehler Markus, Parolini Margherita, Passardi Alessandro, Meggiolaro Elena, Martinelli Giovanni, Petracci Elisabetta, Zingaretti Chiara, Diamantopoulos Sotiris, Plakia Maria, Vassiliou Charalampos, Mousa Suheib, Zifrid Robert, Sullo Francesco Giulio, Gallio Chiara

机构信息

Institute of Biophysics and Biomedical Engineering, Faculty of Sciences, University of Lisbon, Lisboa, Portugal.

Institute for Industrial Mathematics, Fraunhofer-Institut für Techno- und Wirtschaftsmathematik (ITWM), Kaiserslautern, Germany.

出版信息

JMIR Res Protoc. 2023 Apr 21;12:e45475. doi: 10.2196/45475.

Abstract

BACKGROUND

According to Europe's Beating Cancer Plan, the number of cancer survivors is growing every year and is now estimated at over 12 million in Europe. A main objective of the European Commission is to ensure that cancer survivors can enjoy a high quality of life, underlining the role of digital technology and eHealth apps and tools to achieve this.

OBJECTIVE

The main objective of this study is the development of a user-centered artificial intelligence system to facilitate the input and integration of patient-related biopsychosocial data to improve posttreatment quality of life, well-being, and health outcomes and examine the feasibility of this digitally assisted workflow in a real-life setting in patients with colorectal cancer and acute myeloid leukemia.

METHODS

A total of 60 patients with colorectal cancer and 30 patients with acute myeloid leukemia will be recruited from 2 clinical centers: Universitätsmedizin der Johannes Gutenberg-Universität Mainz (Mainz, Germany) and IRCCS Istituto Romagnolo per lo Studio dei Tumori "Dino Amadori" (IRST, Italy). Psychosocial data (eg, emotional distress, fatigue, quality of life, subjective well-being, sleep problems, and appetite loss) will be collected by questionnaires via a smartphone app, and physiological data (eg, heart rate, skin temperature, and movement through step count) will be collected by a customizable smart wrist-worn sensor device. Each patient will be assessed every 2 weeks over their 3-month participation in the ONCORELIEF study. Inclusion criteria include patients with the diagnosis of acute myeloid leukemia or colorectal cancer, adult patients aged 18 years and older, life expectancy greater than 12 months, Eastern Cooperative Oncology Group performance status ≤2, and patients who have a smartphone and agree to use it for the purpose of the study. Exclusion criteria include patients with a reduced cognitive function (such as dementia) or technological illiteracy and other known active malignant neoplastic diseases (patients with a medical history of treated neoplastic disease are included).

RESULTS

The pilot study started on September 1, 2022. As of January 2023, we enrolled 33 patients with colorectal cancer and 7 patients with acute myeloid leukemia. As of January 2023, we have not yet started the data analysis. We expect to get all data in June 2023 and expect the results to be published in the second semester of 2023.

CONCLUSIONS

Web-based and mobile apps use methods from mathematical decision support and artificial intelligence through a closed-loop workflow that connects health professionals and patients. The ONCORELIEF system has the potential of continuously identifying, collecting, and processing data from diverse patient dimensions to offer health care recommendations, support patients with cancer to address their unmet needs, and optimize survivorship care.

TRIAL REGISTRATION

German Clinical Trials Register (DRKS) 00027808; https://drks.de/search/en/trial/DRKS00027808.

INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID): DERR1-10.2196/45475.

摘要

背景

根据欧洲的《战胜癌症计划》,癌症幸存者的数量每年都在增加,目前欧洲估计超过1200万。欧盟委员会的一个主要目标是确保癌症幸存者能够享受高质量的生活,强调数字技术以及电子健康应用程序和工具在实现这一目标方面的作用。

目的

本研究的主要目的是开发一个以用户为中心的人工智能系统,以促进患者相关的生物心理社会数据的输入和整合,从而改善治疗后的生活质量、幸福感和健康结局,并在结直肠癌和急性髓细胞白血病患者的现实生活环境中检验这种数字辅助工作流程的可行性。

方法

将从2个临床中心招募总共60例结直肠癌患者和30例急性髓细胞白血病患者:美因茨约翰内斯·古腾堡大学医学中心(德国美因茨)和IRCCS罗马涅肿瘤研究所“迪诺·阿马多里”(IRST,意大利)。心理社会数据(如情绪困扰、疲劳、生活质量、主观幸福感、睡眠问题和食欲减退)将通过智能手机应用程序通过问卷收集,生理数据(如心率、皮肤温度和通过步数计算的活动量)将通过可定制的智能腕戴传感器设备收集。在为期3个月的ONCORELIEF研究参与期间,每位患者将每2周接受一次评估。纳入标准包括诊断为急性髓细胞白血病或结直肠癌的患者、18岁及以上的成年患者、预期寿命大于12个月、东部肿瘤协作组体能状态≤2,以及拥有智能手机并同意为研究目的使用它的患者。排除标准包括认知功能减退(如痴呆)或技术文盲患者以及其他已知的活动性恶性肿瘤疾病(有已治疗肿瘤疾病病史的患者包括在内)。

结果

试点研究于2022年9月1日开始。截至2023年1月,我们招募了33例结直肠癌患者和7例急性髓细胞白血病患者。截至2023年1月,我们尚未开始数据分析。我们预计在2023年6月获得所有数据,并预计结果将在2023年下半年发表。

结论

基于网络和移动应用程序通过连接医疗专业人员和患者的闭环工作流程,运用数学决策支持和人工智能方法。ONCORELIEF系统有潜力持续识别、收集和处理来自不同患者维度的数据,以提供医疗保健建议,支持癌症患者满足其未满足的需求,并优化生存护理。

试验注册

德国临床试验注册中心(DRKS)00027808;https://drks.de/search/en/trial/DRKS00027808。

国际注册报告识别码(IRRID):DERR1-10.2196/45475。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9b6f/10163393/58414387ddae/resprot_v12i1e45475_fig1.jpg

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