Muscle atrophy and organ enlargement associated with quality of life during systemic therapy for melanoma: findings from an AI-based body composition analysis.

IF 4.7 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING European Radiology Pub Date : 2024-12-19 DOI:10.1007/s00330-024-11289-z
Itske Fraterman, Laura Estacio Cerquin, Kelly M de Ligt, Iris van der Loo, Sofie Wilgenhof, Lonneke V van de Poll-Franse, Regina G H Beets-Tan, Renaud L M Tissier, Stefano Trebeschi
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Abstract

Introduction: Health-related quality of life (HRQoL) is emerging as an endpoint, adjunct to survival, in cancer treatment. For this reason, the European Organization for Research and Treatment of Cancer (EORTC) has developed standardized quality-of-life questionnaires to collect patient-reported outcome measurement (PROM), which so far have been widely used in clinical trials to evaluate the impact of new drugs on cancer patients. However, while these questionnaires comprehensively describe patient functions, little is known about their association with patient characteristics. This study aims to bridge this gap and investigate the association between patient body composition and HRQoL.

Materials and methods: A retrospective cohort of melanoma patients treated with systemic therapy who completed HRQoL questionnaires and had regular imaging follow-ups was included. The primary endpoint was the association between n = 116 AI-measured longitudinal volumes of thoracic and abdominal organs, subcutaneous and visceral fat, skeleton and muscles (estimated by TotalSegmentator), and physical functioning (PF), role functioning (RF) and fatigue (FA) (estimated by the EORTC-QLQ-C30).

Results: The n = 358 patients were included. Our findings show larger liver, spleen, and gallbladder volumes associated with decreased PF and RF and an increase in FA (p < 0.05). Furthermore, larger muscle volumes were associated with an increase in PF and RF and a decrease in FA (p < 0.01).

Discussion: Our findings show significant associations between AI-measured body and organ analysis and HRQoL in patients with melanoma on systemic treatment. Future research is needed to understand the underlying cause and determine the possible predictive ability of these imaging features.

Key points: Question Are changes in body composition associated with changes in HRQoL in melanoma patients undergoing systemic therapy? Findings AI-based body composition analysis shows that larger muscle volumes are linked to improved HRQoL, while organ enlargement is associated with a decline in it. Clinical relevance Our findings indicate new imaging biomarkers that can help monitor patients and evaluate treatment responses. These biomarkers link patient function to physical changes during treatment, offering insights for creating response evaluation criteria that also consider improvements in quality of life.

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简介与健康相关的生活质量(HRQoL)正在成为癌症治疗的终点,是生存率的辅助指标。为此,欧洲癌症研究和治疗组织(EORTC)开发了标准化的生活质量问卷,以收集患者报告的结果测量(PROM),迄今为止,这些问卷已被广泛用于临床试验,以评估新药对癌症患者的影响。然而,尽管这些问卷全面描述了患者的功能,但对其与患者特征的关联却知之甚少。本研究旨在填补这一空白,调查患者身体成分与 HRQoL 之间的关系:研究对象是接受系统治疗的黑色素瘤患者,他们填写了 HRQoL 问卷并接受了定期的影像学随访。主要终点是n = 116个AI测量的胸腹器官、皮下和内脏脂肪、骨骼和肌肉纵向体积(通过TotalSegmentator估算)与身体功能(PF)、角色功能(RF)和疲劳(FA)(通过EORTC-QQLQ-C30估算)之间的关联:结果:共纳入 358 名患者。我们的研究结果表明,肝脏、脾脏和胆囊体积增大与 PF 和 RF 下降以及 FA 增加有关(P 讨论):我们的研究结果表明,在接受系统治疗的黑色素瘤患者中,AI测量的身体和器官分析与HRQoL之间存在明显关联。未来的研究需要了解其根本原因,并确定这些成像特征可能具有的预测能力:问题 接受系统治疗的黑色素瘤患者的身体成分变化与 HRQoL 的变化相关吗?研究结果 基于人工智能的身体成分分析表明,肌肉体积增大与 HRQoL 改善有关,而器官增大则与 HRQoL 下降有关。临床意义 我们的研究结果表明,新的成像生物标志物有助于监测患者和评估治疗反应。这些生物标志物将患者的功能与治疗期间的身体变化联系起来,为制定同时考虑生活质量改善的反应评估标准提供了启示。
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来源期刊
European Radiology
European Radiology 医学-核医学
CiteScore
11.60
自引率
8.50%
发文量
874
审稿时长
2-4 weeks
期刊介绍: European Radiology (ER) continuously updates scientific knowledge in radiology by publication of strong original articles and state-of-the-art reviews written by leading radiologists. A well balanced combination of review articles, original papers, short communications from European radiological congresses and information on society matters makes ER an indispensable source for current information in this field. This is the Journal of the European Society of Radiology, and the official journal of a number of societies. From 2004-2008 supplements to European Radiology were published under its companion, European Radiology Supplements, ISSN 1613-3749.
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