Suppr超能文献

黑色素瘤全身治疗期间肌肉萎缩和器官增大与生活质量的关系:基于人工智能的身体成分分析结果

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

作者信息

Fraterman Itske, Cerquin Laura Estacio, de Ligt Kelly M, van der Loo Iris, Wilgenhof Sofie, van de Poll-Franse Lonneke V, Beets-Tan Regina G H, Tissier Renaud L M, Trebeschi Stefano

机构信息

Department of Psychosocial Research and Epidemiology, The Netherlands Cancer Institute-Antoni van Leeuwenhoek Hospital, Amsterdam, The Netherlands.

Department of Radiology, The Netherlands Cancer Institute-Antoni van Leeuwenhoek Hospital, Amsterdam, The Netherlands.

出版信息

Eur Radiol. 2025 Jun;35(6):3476-3485. doi: 10.1007/s00330-024-11289-z. Epub 2024 Dec 19.

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.

摘要

引言

与健康相关的生活质量(HRQoL)正在成为癌症治疗中除生存之外的一个终点指标。因此,欧洲癌症研究与治疗组织(EORTC)开发了标准化的生活质量问卷,以收集患者报告的结局测量(PROM)数据,这些问卷目前已广泛应用于临床试验,以评估新药对癌症患者的影响。然而,虽然这些问卷全面描述了患者的功能,但对于它们与患者特征之间的关联却知之甚少。本研究旨在填补这一空白,探讨患者身体成分与HRQoL之间的关联。

材料与方法

纳入一组接受全身治疗的黑色素瘤患者的回顾性队列,这些患者完成了HRQoL问卷并进行了定期影像学随访。主要终点是通过人工智能(AI)测量的n = 116例患者胸部和腹部器官、皮下和内脏脂肪、骨骼和肌肉的纵向体积(通过TotalSegmentator估计)与身体功能(PF)、角色功能(RF)和疲劳(FA)(通过EORTC-QLQ-C30估计)之间的关联。

结果

共纳入n = 358例患者。我们的研究结果显示,肝脏、脾脏和胆囊体积较大与PF和RF降低以及FA增加相关(p < 0.05)。此外,肌肉体积较大与PF和RF增加以及FA降低相关(p < 0.01)。

讨论

我们的研究结果表明,在接受全身治疗的黑色素瘤患者中,基于AI的身体和器官分析与HRQoL之间存在显著关联。未来需要进一步研究以了解其潜在原因,并确定这些影像学特征的可能预测能力。

关键点

问题:接受全身治疗的黑色素瘤患者的身体成分变化与HRQoL变化是否相关?研究结果:基于AI的身体成分分析表明,较大的肌肉体积与改善的HRQoL相关,而器官肿大则与之下降相关。临床意义:我们的研究结果表明了新的影像学生物标志物,可帮助监测患者并评估治疗反应。这些生物标志物将患者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见解。

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