整合人工智能在膀癌连续性:进展,承诺和陷
Sri Saran Manivasagam1, Jay D Raman1, Alireza Aminsharifi1
1Department of Urology, Penn State Health Milton S. Hershey Medical Center, Pennsylvania State University, Hershey, PA, USA.
Expert review of anticancer therapy
|December 14, 2025
概括
人工智能 (AI) 在改善膀癌的诊断和治疗方面表现有前途. 临床整合仍然面临挑战,但预计人工智能将提高膀癌症护理的精确瘤学.
科学领域:
- 泌尿器科 泌尿器科 泌尿器科 泌尿器科
- 在瘤学瘤学.
- 医疗成像医学成像
- 病理学 病理学 病理学
- 计算生物学 计算生物学
背景情况:
- 膀癌在早期检测,分期和个性化治疗方面存在重大挑战.
- 人工智能 (AI) 在膀癌护理连续链中为这些局限性提供了潜在的解决方案.
研究的目的:
- 审查和综合人工智能在膀癌症管理中的当前应用.
- 确定AI在临床实践中采用的潜在好处和挑战.
主要方法:
- 从2005年到2025年,对主要数据库 (PubMed,MEDLINE,Embase,Scopus,Google Scholar) 进行全面的文献搜索.
- 包括49项研究,重点关注AI在囊镜,放射学,病理学,生物标志物分析,治疗反应和生存预测中的应用.
主要成果:
- 人工智能在提高诊断准确度,减少变异性和个性化膀癌治疗策略方面显示出潜力.
- 研究探索人工智能用于病变检测,分期 (CT/MRI),分级,生物标志物分析以及预测治疗结果和生存率.
结论:
- 人工智能在膀癌精确瘤学方面显示出重大前景,但面临临临床采用障碍,包括数据质量,验证,电子健康记录集成和监管问题.
- 未来的研究应该集中在可解释的人工智能,前性验证以及证明广泛整合的临床和经济益处.
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