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当前揭示子宫内膜癌的关键研究趋势:一项全面的主题建模分析

Current Unveiling Key Research Trends in Endometrial Cancer: A Comprehensive Topic Modeling Analysis.

作者信息

Kang Sujin, Kim Youngji

机构信息

College of Nursing, The Catholic University of Korea, Seoul 06591, Republic of Korea.

Department of Nursing, College of Nursing and Health, Kongju National University, Gongju-si 32588, Republic of Korea.

出版信息

Healthcare (Basel). 2025 Jun 30;13(13):1567. doi: 10.3390/healthcare13131567.

Abstract

Endometrial cancer (EC) is the sixth most common cancer among women worldwide, and its global incidence has significantly increased over the past three decades. Despite its substantial burden, comprehensive reviews of EC-related research remain limited. This study employs topic modeling to analyze and classify recent research trends in EC. We identified studies related to endometrial carcinoma published between 2019 and 2023 in PubMed, Web of Science, and the Cochrane Library. The search was conducted using the following terms: endometr* AND (neoplasm* OR cancer* OR carcinoma*) NOT endometriosis. Word clouds were constructed and topic modeling was performed to analyze research activity. A total of 2188 studies were selected, and 11,552 terms were extracted. High-frequency and TF-IDF-weighted keywords included 'cancer', 'risk', 'survival', 'stage', 'tumor', 'surgery', and 'OS.' Topic modeling analysis identified ten clusters, categorized as follows: 'Gynecologic cancer', 'Surgical staging', 'Therapeutic efficacy', 'Diagnosis', 'Surgical management', 'Multimodal treatment', 'Molecular treatment', 'Risk factors', 'Survival', and 'Hormonal regulation.' This study highlights that recent research on EC has primarily focused on surgical decision making, outcome prediction, and patient survival. Future studies should place greater emphasis on multimodal treatment and prevention-particularly through the identification of risk factors-as well as on improving patients' quality of life.

摘要

子宫内膜癌(EC)是全球女性中第六大常见癌症,在过去三十年中其全球发病率显著上升。尽管负担沉重,但对与EC相关研究的全面综述仍然有限。本研究采用主题建模来分析和分类EC的近期研究趋势。我们在PubMed、科学网和考科蓝图书馆中识别了2019年至2023年间发表的与子宫内膜癌相关的研究。搜索使用了以下术语:endometr* AND(neoplasm* OR cancer* OR carcinoma*)NOT endometriosis。构建了词云并进行了主题建模以分析研究活动。总共选择了2188项研究,并提取了11552个术语。高频和TF-IDF加权关键词包括“癌症”、“风险”、“生存”、“分期”、“肿瘤”、“手术”和“总生存期”。主题建模分析确定了十个聚类,分类如下:“妇科癌症”、“手术分期”、“治疗效果”、“诊断”、“手术管理”、“多模式治疗”、“分子治疗”、“危险因素”、“生存”和“激素调节”。本研究强调,最近对EC的研究主要集中在手术决策、结果预测和患者生存方面。未来的研究应更加强调多模式治疗和预防——特别是通过识别危险因素——以及提高患者的生活质量。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5760/12248965/f4a442d5d3de/healthcare-13-01567-g001.jpg

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