Chiara Giraudo, Celeste Cavallin, Marta Pillon, Elisa Carraro, Giulia Fichera, Diego Cecchin, Pietro Zucchetta
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The paired samples t-test and Spearman's correlation coefficient were applied to evaluate potential differences between the two time points and the relationship between metabolic and body composition metrics, respectively. By logistic regression analysis, the prognostic role of the investigated variables was assessed. The applied significance level was p < 0.05 for all analyses.</p><p><strong>Results: </strong>Thirty-seven patients (mean age ± SD 14 ± 3-years-old; 20 females) matched the inclusion criteria. After chemotherapy (interval between the two PET/MR scans, 56-80 days; median 65 days), muscle volume significantly decreased (629 ± 259 cm<sup>3</sup> vs 567 ± 243 cm<sup>3</sup>, p < 0.001) while subcutaneous, intramuscular and intermuscular fat increased (476 ± 255 cm<sup>3</sup> vs 607 ± 254 cm<sup>3</sup>, p < 0.001; 63 ± 20 cm<sup>3</sup> vs 76 ± 26 cm<sup>3</sup>, p < 0.001; 58 ± 19 cm<sup>3</sup> vs 71 ± 23 cm<sup>3</sup>, p < 0.001); the metabolic activity of the main nodal lesion, muscles, and subcutaneous fat significantly decreased (p < 0.05, each). None of the examined variables acted as predictors of the response to treatment (p = 0.283). A strong correlation between BMI and subcutaneous fat volume at diagnosis (r = 0.675, p < 0.001) and restaging (r = 0.600, p < 0.001) emerged.</p><p><strong>Conclusions: </strong>The proposed method demonstrated that pediatric patients with lymphoma undergo muscle loss and an increase of subcutaneous fat during treatment.</p><p><strong>Clinical relevance statement: </strong>The proposed automatic and volumetric MR-based assessment of body composition in children with lymphoma can be used to monitor the effect of chemotherapy and may guide tailored exercise programs during chemotherapy.</p><p><strong>Key points: </strong>T1w Dixon images can be used for the automatic segmentation and quantification of body composition. Muscle and subcutaneous fat volume do not act as predictors of the response to treatment in children with lymphoma. Chemotherapy induces changes in body composition in children with lymphoma.</p>","PeriodicalId":12076,"journal":{"name":"European Radiology","volume":" ","pages":"341-350"},"PeriodicalIF":4.7000,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11631997/pdf/","citationCount":"0","resultStr":"{\"title\":\"Automatic assessment of body composition in children with lymphoma: results of a [<sup>18</sup>F]FDG-PET/MR study.\",\"authors\":\"Chiara Giraudo, Celeste Cavallin, Marta Pillon, Elisa Carraro, Giulia Fichera, Diego Cecchin, Pietro Zucchetta\",\"doi\":\"10.1007/s00330-024-10957-4\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Objectives: </strong>To use Dixon-MR images extracted from [<sup>18</sup>F]FDG-PET/MR scans to perform an automatic, volumetric segmentation and quantification of body composition in pediatric patients with lymphoma.</p><p><strong>Materials and methods: </strong>Pediatric patients with lymphoma examined by [<sup>18</sup>F]FDG-PET/MR at diagnosis and restaging were included. At each time point, axial fat and water Dixon T1w images of the thighs were automatically segmented and muscle volume, subcutaneous, intramuscular, and intermuscular fat volume were quantified. The metabolic activity of the largest nodal lesion and of muscles and subcutaneous fat was recorded. The paired samples t-test and Spearman's correlation coefficient were applied to evaluate potential differences between the two time points and the relationship between metabolic and body composition metrics, respectively. By logistic regression analysis, the prognostic role of the investigated variables was assessed. The applied significance level was p < 0.05 for all analyses.</p><p><strong>Results: </strong>Thirty-seven patients (mean age ± SD 14 ± 3-years-old; 20 females) matched the inclusion criteria. After chemotherapy (interval between the two PET/MR scans, 56-80 days; median 65 days), muscle volume significantly decreased (629 ± 259 cm<sup>3</sup> vs 567 ± 243 cm<sup>3</sup>, p < 0.001) while subcutaneous, intramuscular and intermuscular fat increased (476 ± 255 cm<sup>3</sup> vs 607 ± 254 cm<sup>3</sup>, p < 0.001; 63 ± 20 cm<sup>3</sup> vs 76 ± 26 cm<sup>3</sup>, p < 0.001; 58 ± 19 cm<sup>3</sup> vs 71 ± 23 cm<sup>3</sup>, p < 0.001); the metabolic activity of the main nodal lesion, muscles, and subcutaneous fat significantly decreased (p < 0.05, each). None of the examined variables acted as predictors of the response to treatment (p = 0.283). 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引用次数: 0
摘要
目的:利用从[18F]FDG-PET/MR扫描中提取的Dixon-MR图像,对儿科淋巴瘤患者的身体成分进行自动、体积分割和量化:纳入在诊断和重新分期时接受[18F]FDG-PET/MR检查的儿科淋巴瘤患者。在每个时间点,对大腿的轴向脂肪和水Dixon T1w图像进行自动分割,并量化肌肉体积、皮下脂肪体积、肌肉内脂肪体积和肌肉间脂肪体积。记录最大结节病变、肌肉和皮下脂肪的代谢活动。采用配对样本 t 检验和斯皮尔曼相关系数分别评估两个时间点之间的潜在差异以及代谢指标和身体成分指标之间的关系。通过逻辑回归分析,评估了所研究变量的预后作用。应用的显著性水平为 p 结果:37 名患者(平均年龄 ± SD 14 ± 3 岁;20 名女性)符合纳入标准。化疗后(两次 PET/MR 扫描之间的间隔时间为 56-80 天;中位数为 65 天),肌肉体积显著减少(629 ± 259 cm3 vs 567 ± 243 cm3,p 3 vs 607 ± 254 cm3,p 3 vs 76 ± 26 cm3,p 3 vs 71 ± 23 cm3,p 结论:所提出的方法表明,儿科淋巴瘤患者在治疗期间肌肉减少,皮下脂肪增加:基于磁共振成像的淋巴瘤儿童身体成分自动和容积评估可用于监测化疗效果,并可指导化疗期间量身定制的运动计划:要点:T1w Dixon图像可用于自动分割和量化身体成分。肌肉和皮下脂肪量不能预测淋巴瘤患儿的治疗反应。化疗会引起淋巴瘤患儿身体成分的变化。
Automatic assessment of body composition in children with lymphoma: results of a [18F]FDG-PET/MR study.
Objectives: To use Dixon-MR images extracted from [18F]FDG-PET/MR scans to perform an automatic, volumetric segmentation and quantification of body composition in pediatric patients with lymphoma.
Materials and methods: Pediatric patients with lymphoma examined by [18F]FDG-PET/MR at diagnosis and restaging were included. At each time point, axial fat and water Dixon T1w images of the thighs were automatically segmented and muscle volume, subcutaneous, intramuscular, and intermuscular fat volume were quantified. The metabolic activity of the largest nodal lesion and of muscles and subcutaneous fat was recorded. The paired samples t-test and Spearman's correlation coefficient were applied to evaluate potential differences between the two time points and the relationship between metabolic and body composition metrics, respectively. By logistic regression analysis, the prognostic role of the investigated variables was assessed. The applied significance level was p < 0.05 for all analyses.
Results: Thirty-seven patients (mean age ± SD 14 ± 3-years-old; 20 females) matched the inclusion criteria. After chemotherapy (interval between the two PET/MR scans, 56-80 days; median 65 days), muscle volume significantly decreased (629 ± 259 cm3 vs 567 ± 243 cm3, p < 0.001) while subcutaneous, intramuscular and intermuscular fat increased (476 ± 255 cm3 vs 607 ± 254 cm3, p < 0.001; 63 ± 20 cm3 vs 76 ± 26 cm3, p < 0.001; 58 ± 19 cm3 vs 71 ± 23 cm3, p < 0.001); the metabolic activity of the main nodal lesion, muscles, and subcutaneous fat significantly decreased (p < 0.05, each). None of the examined variables acted as predictors of the response to treatment (p = 0.283). A strong correlation between BMI and subcutaneous fat volume at diagnosis (r = 0.675, p < 0.001) and restaging (r = 0.600, p < 0.001) emerged.
Conclusions: The proposed method demonstrated that pediatric patients with lymphoma undergo muscle loss and an increase of subcutaneous fat during treatment.
Clinical relevance statement: The proposed automatic and volumetric MR-based assessment of body composition in children with lymphoma can be used to monitor the effect of chemotherapy and may guide tailored exercise programs during chemotherapy.
Key points: T1w Dixon images can be used for the automatic segmentation and quantification of body composition. Muscle and subcutaneous fat volume do not act as predictors of the response to treatment in children with lymphoma. Chemotherapy induces changes in body composition in children with lymphoma.
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.