对话代理在支持癌症患者护理中的有效性和可行性:系统评价与荟萃分析
The Effectiveness and Feasibility of Conversational Agents in Supporting Care for Patients With Cancer: Systematic Review and Meta-Analysis.
作者信息
Jiang Xiao-Han, Yuan Xiu-Hong, Zhao Hui, Peng Jun-Sheng
机构信息
School of Nursing, Sun Yat-sen University, Guangzhou, China.
Department of Gastric Surgery, Collaborative Innovation Center for Cancer Medicine, Sun Yat-sen University Cancer Center, Guangzhou, China.
出版信息
J Med Internet Res. 2025 Aug 8;27:e76968. doi: 10.2196/76968.
BACKGROUND
Patients with cancer experience complex physical, psychosocial, and behavioral challenges that require continuous support. This need has intensified with the rising cancer burden worldwide and the limited scalability of traditional care models. In response, conversational agents (CAs) have emerged as promising digital interventions for enhancing cancer care, but evidence regarding their feasibility and effectiveness remains limited.
OBJECTIVE
This study aimed to evaluate the feasibility and effectiveness of CAs in supporting care for patients with cancer and to summarize the key characteristics of CA interventions to inform future design and implementation.
METHODS
We systematically searched PubMed, Cochrane Library, Web of Science, and Embase databases from the index date through February 3, 2025, and screened reference lists and trial registries for gray literature. Eligible studies included randomized controlled trials (RCTs) and nonrandomized interventions (NRIs) evaluating CA-delivered interventions targeting health outcomes in patients with cancer. Two reviewers independently selected studies and extracted data. Study quality was then appraised using the Cochrane Risk of Bias 2.0 tool for RCTs and the Joanna Briggs Institute (JBI) Critical Appraisal Checklist for NRIs. Extracted data included study characteristics, CA features, and implementation outcomes, including feasibility, acceptability, and usability. Meta-analyses were conducted on physical activity, pain, anxiety, depression, psychological distress, and quality of life. Narrative synthesis was used for outcomes with inconsistent reporting across studies, including health information acquisition and treatment-related side effects.
RESULTS
In total, 17 studies involving 1817 patients with cancer were included, with 10 (58.8%) studies being included in the meta-analysis. The meta-analysis showed significant improvements in physical activity (mean difference [MD]=1.44, 95% CI 0.36-2.52, P<.01), pain (MD=-0.91, 95% CI -1.44 to -0.38, P<.01), anxiety (SMD=-0.19, 95% CI -0.35 to -0.02, P=.02), and quality of life (SMD=0.35, 95% CI 0.03-0.67, P=.03). No significant effects were observed on depression (SMD=-0.07, 95% CI -0.42 to 0.27, P=.68) or psychological distress (SMD=-0.33, 95% CI -0.66 to 0.01, P=.06). Narrative synthesis suggested that CAs have the potential to improve patients' acquisition of health information and help manage treatment-related side effects. Notably, CAs were generally found to be safe, feasible, acceptable, and usable among patients with cancer, particularly during the initial phase of use. However, user engagement tended to decline over time, underscoring the need for strategies to sustain long-term use.
CONCLUSIONS
This systematic review is the first comprehensive analysis to suggest that CAs are feasible, acceptable, usable, and effective interventions for patients with cancer. Nevertheless, the limited psychological benefits and suboptimal long-term user engagement indicate the need for further refinement. Future research should adopt theory-based designs and leverage emerging technologies to enhance personalization, empathy, and sustained engagement in CA interventions. Robust evidence from large-scale RCTs is needed to strengthen the evidence base.
TRIAL REGISTRATION
PROSPERO CRD42025645982; https://www.crd.york.ac.uk/PROSPERO/view/CRD42025645982.
背景
癌症患者面临复杂的身体、心理社会和行为挑战,需要持续的支持。随着全球癌症负担的增加以及传统护理模式可扩展性的限制,这种需求变得更加迫切。作为回应,对话代理(CAs)已成为增强癌症护理的有前景的数字干预措施,但关于其可行性和有效性的证据仍然有限。
目的
本研究旨在评估对话代理在支持癌症患者护理方面的可行性和有效性,并总结对话代理干预措施的关键特征,以为未来的设计和实施提供参考。
方法
我们从索引日期到2025年2月3日系统地检索了PubMed、Cochrane图书馆、科学网和Embase数据库,并筛选了参考文献列表和试验注册库以获取灰色文献。符合条件的研究包括评估针对癌症患者健康结局的对话代理提供的干预措施的随机对照试验(RCT)和非随机干预(NRI)。两名评审员独立选择研究并提取数据。然后使用Cochrane偏倚风险2.0工具对RCT进行研究质量评估,并使用乔安娜·布里格斯研究所(JBI)非随机干预关键评估清单对NRI进行评估。提取的数据包括研究特征、对话代理特征和实施结果,包括可行性、可接受性和可用性。对身体活动、疼痛、焦虑、抑郁、心理困扰和生活质量进行了荟萃分析。对于研究报告不一致的结果,包括健康信息获取和治疗相关副作用,采用叙述性综合分析。
结果
总共纳入了17项涉及1817名癌症患者的研究,其中10项(58.8%)研究纳入了荟萃分析。荟萃分析显示,身体活动(平均差[MD]=1.44,95%可信区间0.36 - 2.52,P<.01)、疼痛(MD=-0.91,95%可信区间 - 1.44至 - 0.38,P<.01)、焦虑(标准化平均差[SMD]= - 0.19,95%可信区间 - 0.35至 - 0.02,P=.02)和生活质量(SMD=0.35,95%可信区间0.03 - 0.67,P=.03)有显著改善。在抑郁(SMD=-0.07,95%可信区间 - 0.42至0.27,P=.68)或心理困扰(SMD=-0.33,95%可信区间 - 0.66至0.01,P=.06)方面未观察到显著影响。叙述性综合分析表明,对话代理有可能改善患者的健康信息获取,并有助于管理治疗相关副作用。值得注意的是,一般发现对话代理在癌症患者中是安全、可行、可接受和可用的,特别是在使用的初始阶段。然而,随着时间的推移,用户参与度往往会下降,这突出了维持长期使用策略的必要性。
结论
本系统评价是首次全面分析表明对话代理对癌症患者是可行、可接受、可用且有效的干预措施。尽管如此,有限的心理益处和不理想的长期用户参与度表明需要进一步改进。未来的研究应采用基于理论的设计,并利用新兴技术来增强对话代理干预措施的个性化、同理心和持续参与度。需要来自大规模RCT的有力证据来加强证据基础。
试验注册
PROSPERO CRD42025645982;https://www.crd.york.ac.uk/PROSPERO/view/CRD42025645982