Radiomics in precision medicine for colorectal cancer: a bibliometric analysis (2013-2023)

被引:0
|
作者
Li, Hao [1 ,2 ]
Zhuang, Yupei [1 ,2 ]
Yuan, Weichen [1 ,2 ]
Gu, Yutian [1 ,2 ]
Dai, Xinyan [1 ,2 ]
Li, Muhan [1 ,2 ]
Chen, Haibin [3 ]
Zhou, Hongguang [1 ,2 ]
机构
[1] Nanjing Univ Chinese Med, Dept Oncol, Affiliated Hosp, Nanjing, Peoples R China
[2] Nanjing Univ Chinese Med, Jiangsu Collaborat Innovat Ctr Tradit Chinese Med, Clin Coll 1, Nanjing, Peoples R China
[3] Nanjing Univ Chinese Med, Jiangsu Collaborat Innovat Ctr Tradit Chinese Med, Sci & Technol Dept, Nanjing, Peoples R China
来源
FRONTIERS IN ONCOLOGY | 2024年 / 14卷
基金
中国国家自然科学基金;
关键词
colorectal cancer; radiomics; bibliometric analysis; imaging biomarkers; precision medicine; CT TEXTURE ANALYSIS; TUMOR HETEROGENEITY; MICROSATELLITE INSTABILITY; MULTICENTER; PREDICTION; BIOMARKER; SURVIVAL; SCIENCE; IMAGES;
D O I
10.3389/fonc.2024.1464104
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background The incidence and mortality of colorectal cancer (CRC) have been rising steadily. Early diagnosis and precise treatment are essential for improving patient survival outcomes. Over the past decade, the integration of artificial intelligence (AI) and medical imaging technologies has positioned radiomics as a critical area of research in the diagnosis, treatment, and prognosis of CRC. Methods We conducted a comprehensive review of CRC-related radiomics literature published between 1 January 2013 and 31 December 2023 using the Web of Science Core Collection database. Bibliometric tools such as Bibliometrix, VOSviewer, and CiteSpace were employed to perform an in-depth bibliometric analysis. Results Our search yielded 1,226 publications, revealing a consistent annual growth in CRC radiomics research, with a significant rise after 2019. China led in publication volume (406 papers), followed by the United States (263 papers), whereas the United States dominated in citation numbers. Notable institutions included General Electric, Harvard University, University of London, Maastricht University, and the Chinese Academy of Sciences. Prominent researchers in this field are Tian J from the Chinese Academy of Sciences, with the highest publication count, and Ganeshan B from the University of London, with the most citations. Journals leading in publication and citation counts are Frontiers in Oncology and Radiology. Keyword and citation analysis identified deep learning, texture analysis, rectal cancer, image analysis, and management as prevailing research themes. Additionally, recent trends indicate the growing importance of AI and multi-omics integration, with a focus on improving precision medicine applications in CRC. Emerging keywords such as deep learning and AI have shown rapid growth in citation bursts over the past 3 years, reflecting a shift toward more advanced technological applications. Conclusions Radiomics plays a crucial role in the clinical management of CRC, providing valuable insights for precision medicine. It significantly contributes to predicting molecular biomarkers, assessing tumor aggressiveness, and monitoring treatment efficacy. Future research should prioritize advancing AI algorithms, enhancing multi-omics data integration, and further expanding radiomics applications in CRC precision medicine.
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页数:18
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