MU Institute of Data Science and Informatics, University of Missouri, Columbia, Missouri, USA.
Department of Health Management and Informatics, University of Missouri, Columbia, Missouri, USA.
Stud Health Technol Inform. 2022 Jun 6;290:719-723. doi: 10.3233/SHTI220172.
In this study, we used social network analysis to compare the Twitter social networks of top five cancers in the United States (as ranked by the CDC) to determine the key influencers in cancer-related conversations. We find that organizations and groups geared toward patients that provide patient support, promote cancer awareness, cancer prevention and cancer management comprised up to 40% of influencers. Researchers (24%) and physicians (14%) were also found to be influential participants; the extent of influence varying by each cancer, being as high as 40% research influence for colorectal cancer. Notably, scientific organizations (JAMA, CDC_cancer, AACR) played a key role in conversations about colorectal cancer whereas patient-focused organizations played a greater influencing role in conversations about prostate cancer and skin cancer. This study shows that Twitter data can be a valuable source of cancer surveillance data, and has potential to influence policies, strategies, and research directions around each cancer.
在这项研究中,我们使用社会网络分析比较了美国排名前五的癌症(由疾病预防控制中心 (CDC) 排名)的 Twitter 社交网络,以确定癌症相关对话中的关键影响者。我们发现,面向患者的组织和团体,提供患者支持、提高癌症意识、癌症预防和癌症管理,占影响者的 40%。研究人员(24%)和医生(14%)也被发现是有影响力的参与者;每个癌症的影响程度不同,在结直肠癌中,研究的影响高达 40%。值得注意的是,科学组织(JAMA、CDC_cancer、AACR)在结直肠癌的讨论中发挥了关键作用,而以患者为中心的组织在前列腺癌和皮肤癌的讨论中发挥了更大的影响作用。本研究表明,Twitter 数据可以成为癌症监测数据的有价值来源,并且有可能影响每种癌症的政策、战略和研究方向。