The emerging role of Artificial Intelligence in proton therapy: A review

IF 5.5 2区医学 Q1 HEMATOLOGY

Critical reviews in oncology/hematology Pub Date : 2024-09-02 DOI:10.1016/j.critrevonc.2024.104485

Lars Johannes Isaksson , Federico Mastroleo , Maria Giulia Vincini , Giulia Marvaso , Mattia Zaffaroni , Michał Gola , Giovanni Carlo Mazzola , Luca Bergamaschi , Simona Gaito , Filippo Alongi , Jerome Doyen , Piero Fossati , Karin Haustermans , Morten Høyer , Johannes Albertus Langendijk , Raùl Matute , Ester Orlandi , Marco Schwarz , Esther G.C. Troost , Vladimir Vondracek , Barbara Alicja Jereczek-Fossa

{"title":"The emerging role of Artificial Intelligence in proton therapy: A review","authors":"Lars Johannes Isaksson , Federico Mastroleo , Maria Giulia Vincini , Giulia Marvaso , Mattia Zaffaroni , Michał Gola , Giovanni Carlo Mazzola , Luca Bergamaschi , Simona Gaito , Filippo Alongi , Jerome Doyen , Piero Fossati , Karin Haustermans , Morten Høyer , Johannes Albertus Langendijk , Raùl Matute , Ester Orlandi , Marco Schwarz , Esther G.C. Troost , Vladimir Vondracek , Barbara Alicja Jereczek-Fossa","doi":"10.1016/j.critrevonc.2024.104485","DOIUrl":null,"url":null,"abstract":"<div><p>Artificial intelligence (AI) has made a tremendous impact in the space of healthcare, and proton therapy is not an exception. Proton therapy has witnessed growing popularity in oncology over recent decades, and researchers are increasingly looking to develop AI and machine learning tools to aid in various steps of the treatment planning and delivery processes. This review delves into the emergent role of AI in proton therapy, evaluating its development, advantages, intended clinical contexts, and areas of application. Through the analysis of 76 studies, we aim to underscore the importance of AI applications in advancing proton therapy and to highlight their prospective influence on clinical practices.</p></div>","PeriodicalId":11358,"journal":{"name":"Critical reviews in oncology/hematology","volume":"204 ","pages":"Article 104485"},"PeriodicalIF":5.5000,"publicationDate":"2024-09-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Critical reviews in oncology/hematology","FirstCategoryId":"3","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1040842824002282","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"HEMATOLOGY","Score":null,"Total":0}

引用次数: 0

Abstract

Artificial intelligence (AI) has made a tremendous impact in the space of healthcare, and proton therapy is not an exception. Proton therapy has witnessed growing popularity in oncology over recent decades, and researchers are increasingly looking to develop AI and machine learning tools to aid in various steps of the treatment planning and delivery processes. This review delves into the emergent role of AI in proton therapy, evaluating its development, advantages, intended clinical contexts, and areas of application. Through the analysis of 76 studies, we aim to underscore the importance of AI applications in advancing proton therapy and to highlight their prospective influence on clinical practices.

查看原文本刊更多论文

人工智能在质子治疗中的新兴作用：综述。

人工智能（AI）在医疗保健领域产生了巨大影响，质子治疗也不例外。近几十年来，质子疗法在肿瘤学领域越来越受欢迎，研究人员越来越希望开发人工智能和机器学习工具，以帮助治疗规划和实施过程的各个步骤。本综述深入探讨了人工智能在质子治疗中的新兴作用，评估了其发展、优势、预期临床环境和应用领域。通过对 76 项研究的分析，我们旨在强调人工智能应用在推进质子治疗中的重要性，并突出其对临床实践的预期影响。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

求助全文

约1分钟内获得全文求助全文

来源期刊

Critical reviews in oncology/hematology 医学-血液学

CiteScore

11.00

自引率

3.20%

发文量

213

审稿时长

55 days

期刊介绍： Critical Reviews in Oncology/Hematology publishes scholarly, critical reviews in all fields of oncology and hematology written by experts from around the world. Critical Reviews in Oncology/Hematology is the Official Journal of the European School of Oncology (ESO) and the International Society of Liquid Biopsy.