Suppr超能文献

PET 影像组学在放射肿瘤学中的当前及未来应用

Current and Future Applications of PET Radiomics in Radiation Oncology.

作者信息

Fan Yong, Feigenberg Steven J, Simone Charles B

机构信息

Department of Radiology, Perelman School of Medicine, University of Pennsylvania, 3700 Hamilton Walk, Philadelphia, PA 19104-6116, USA.

Department of Radiation Oncology, Perelman School of Medicine, University of Pennsylvania, 3400 Civic Center Boulevard, 2 West, Philadelphia, PA 19104, USA.

出版信息

PET Clin. 2025 Apr;20(2):185-193. doi: 10.1016/j.cpet.2025.01.002. Epub 2025 Feb 5.

Abstract

This review delves into the principles of PET imaging and radiomics, emphasizing their importance in detecting, staging, and monitoring various cancers. It highlights the clinical applications of PET radiomics in oncology, showcasing its impact on personalized cancer care. Additionally, the review addresses challenges such as standardizing PET radiomics, integrating multiomics data, and ethical concerns in clinical decision-making. Future directions are also discussed, including broader applications of PET radiomics in clinical trials, artificial intelligence integration for automated analysis, and incorporating multiomics data for a comprehensive understanding of tumor biology.

摘要

本综述深入探讨了正电子发射断层扫描(PET)成像和放射组学的原理,强调了它们在检测、分期和监测各种癌症中的重要性。它突出了PET放射组学在肿瘤学中的临床应用,展示了其对个性化癌症治疗的影响。此外,该综述还讨论了一些挑战,如PET放射组学的标准化、多组学数据的整合以及临床决策中的伦理问题。还讨论了未来的发展方向,包括PET放射组学在临床试验中的更广泛应用、用于自动分析的人工智能整合,以及纳入多组学数据以全面了解肿瘤生物学。

相似文献

1
Current and Future Applications of PET Radiomics in Radiation Oncology.
PET Clin. 2025 Apr;20(2):185-193. doi: 10.1016/j.cpet.2025.01.002. Epub 2025 Feb 5.
2
Challenges and limitations in applying radiomics to PET imaging: Possible opportunities and avenues for research.
Comput Biol Med. 2024 Sep;179:108827. doi: 10.1016/j.compbiomed.2024.108827. Epub 2024 Jul 3.
3
Artificial Intelligence-Driven Radiomics in Head and Neck Cancer: Current Status and Future Prospects.
Int J Med Inform. 2024 Aug;188:105464. doi: 10.1016/j.ijmedinf.2024.105464. Epub 2024 Apr 23.
4
Radiomics-driven personalized radiotherapy for primary and recurrent tumors: A general review with a focus on reirradiation.
Cancer Radiother. 2024 Nov;28(6-7):597-602. doi: 10.1016/j.canrad.2024.09.002. Epub 2024 Oct 15.
6
PET-Derived Radiomics and Artificial Intelligence in Breast Cancer: A Systematic Review.
Int J Mol Sci. 2022 Nov 2;23(21):13409. doi: 10.3390/ijms232113409.
7
Positron emission tomography-adapted therapy for first-line treatment in individuals with Hodgkin lymphoma.
Cochrane Database Syst Rev. 2015 Jan 9;1(1):CD010533. doi: 10.1002/14651858.CD010533.pub2.
8
Applications of artificial intelligence multiomics in precision oncology.
J Cancer Res Clin Oncol. 2023 Jan;149(1):503-510. doi: 10.1007/s00432-022-04161-4. Epub 2022 Jul 7.
10
Advancements in AI for Computational Biology and Bioinformatics: A Comprehensive Review.
Methods Mol Biol. 2025;2952:87-105. doi: 10.1007/978-1-0716-4690-8_6.

引用本文的文献

1
Benchmarking feature projection methods in radiomics.
Sci Rep. 2025 Sep 5;15(1):32368. doi: 10.1038/s41598-025-16070-w.

本文引用的文献

1
Cancer statistics, 2024.
CA Cancer J Clin. 2024 Jan-Feb;74(1):12-49. doi: 10.3322/caac.21820. Epub 2024 Jan 17.
3
FDG PET Scans in Cancer Care.
JAMA Oncol. 2023 Sep 1;9(9):1304. doi: 10.1001/jamaoncol.2023.0265.
6
The Role of PET/CT in Breast Cancer.
Diagnostics (Basel). 2023 Feb 6;13(4):597. doi: 10.3390/diagnostics13040597.
8
[Ga]Ga-PSMA-11: The First FDA-Approved Ga-Radiopharmaceutical for PET Imaging of Prostate Cancer.
Pharmaceuticals (Basel). 2021 Jul 23;14(8):713. doi: 10.3390/ph14080713.

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验