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利用时间信息评估代谢异质性:一项关于¹⁸F-氟代脱氧葡萄糖动态正电子发射断层扫描作为小细胞肺癌治疗反应生物标志物的研究

Utilizing temporal information to assess metabolic heterogeneity: a study of F-FDG dynamic positron emission tomography as a treatment response biomarker in small cell lung cancer.

作者信息

Wang Yubo, Yao Zhiheng, He Xinghua, Zhao Jiuhui, Huang Dehua, Wu Rongliang, Yang Xinyu, Zhang Maoqun, Sun Tao, Liang Ying

机构信息

Department of Nuclear Medicine, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital & Shenzhen Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Shenzhen, China.

Lauterbur Research Center for Biomedical Imaging, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China.

出版信息

Quant Imaging Med Surg. 2025 May 1;15(5):4274-4285. doi: 10.21037/qims-24-1687. Epub 2025 Apr 17.

DOI:10.21037/qims-24-1687
PMID:40384702
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12084744/
Abstract

BACKGROUND

Extensive-stage small cell lung cancer (ES-SCLC) comprises most SCLC cases, with up to 40% of patients failing to achieve an objective response (OR) to first-line treatment. The prognostic value of conventional fluorine-18 fluorodeoxyglucose (F-FDG) positron emission tomography/computed tomography (PET/CT) metabolic parameters, such as maximum standardized uptake value (SUVmax), remains limited and controversial. Dynamic PET imaging with F-FDG provides detailed temporal and metabolic data, reflecting tumor heterogeneity more effectively, but its potential for predicting treatment response in ES-SCLC remains inadequately explored. This study aimed to evaluate the relationship between time-activity curve (TAC) features from dynamic PET imaging and treatment outcomes in ES-SCLC, assisting in developing personalized treatment strategies.

METHODS

This prospective pilot cohort study enrolled 15 patients with SCLC who planned to undergo dynamic PET imaging (November 2022 to January 2024). All participants underwent dynamic PET imaging before receiving first-line treatment. Tumor regions of interest (ROIs) were delineated on the PET images to facilitate the calculation of TAC. From these curves, 6 dynamic features were derived. The Mann-Whitney U test was applied to evaluate the significance of variations in continuous variables, encompassing both TAC features and conventional metabolic parameters. Statistically significant features were used to distinguish between the OR group and the non-objective response (non-OR) group and the area under the receiver operating characteristic curve (AUC) was calculated.

RESULTS

A total of 10 patients were included for analysis. Clinical characteristics such as age, gender, smoking history, and treatment regimens were similar between the OR and non-OR groups. Analyses of conventional metabolic features [SUXmax, minimum standardized uptake value (SUVmin), mean standardized uptake value (SUVmean), metabolic tumor volume (MTV), and total lesion glycolysis (TLG)] did not reveal significant differences between the groups (all P>0.05), with MTV showing a trend towards significance (P=0.095). Among the TAC features, the slope of the TAC between 10 to 30 minutes ( ) demonstrated a statistically significant difference between the OR and non-OR groups (P=0.011), suggesting its potential as a predictive marker for treatment response (AUC: 0.960). We identified two optimal cutoff values for : a threshold of 0.070 and a threshold of -0.018. After excluding an outlier patient with extensive metastatic dissemination affecting typical uptake patterns, the optimal cutoff value was determined to be -0.018.

CONCLUSIONS

The TAC feature ( ) in dynamic PET imaging may serve as an indicative predictor of treatment response in ES-SCLC, suggesting its utility in guiding treatment personalization by assessing metabolic heterogeneity between tumors.

摘要

背景

广泛期小细胞肺癌(ES-SCLC)占大多数小细胞肺癌病例,高达40%的患者对一线治疗未能达到客观缓解(OR)。传统的氟-18氟脱氧葡萄糖(F-FDG)正电子发射断层扫描/计算机断层扫描(PET/CT)代谢参数,如最大标准化摄取值(SUVmax),其预后价值仍然有限且存在争议。F-FDG动态PET成像可提供详细的时间和代谢数据,能更有效地反映肿瘤异质性,但其在预测ES-SCLC治疗反应方面的潜力仍未得到充分探索。本研究旨在评估动态PET成像的时间-活性曲线(TAC)特征与ES-SCLC治疗结果之间的关系,以协助制定个性化治疗策略。

方法

这项前瞻性试点队列研究纳入了15例计划接受动态PET成像的小细胞肺癌患者(2022年11月至2024年1月)。所有参与者在接受一线治疗前均接受了动态PET成像。在PET图像上勾勒出肿瘤感兴趣区域(ROI),以便计算TAC。从这些曲线中得出6个动态特征。采用曼-惠特尼U检验评估连续变量(包括TAC特征和传统代谢参数)变化的显著性。具有统计学意义的特征用于区分OR组和非客观缓解(non-OR)组,并计算受试者工作特征曲线(ROC)下的面积(AUC)。

结果

共纳入10例患者进行分析。OR组和non-OR组之间的年龄、性别、吸烟史和治疗方案等临床特征相似。对传统代谢特征[SUXmax、最小标准化摄取值(SUVmin)、平均标准化摄取值(SUVmean)、代谢肿瘤体积(MTV)和总病变糖酵解(TLG)]的分析未发现两组之间存在显著差异(所有P>0.05),MTV显示出有显著差异的趋势(P=0.095)。在TAC特征中,10至30分钟之间的TAC斜率( )在OR组和non-OR组之间显示出统计学显著差异(P=0.011),表明其作为治疗反应预测标志物的潜力(AUC:0.960)。我们确定了 的两个最佳截断值:阈值为0.070和阈值为-0.018。在排除一名因广泛转移播散影响典型摄取模式的异常值患者后,最佳截断值确定为-0.018。

结论

动态PET成像中的TAC特征( )可能作为ES-SCLC治疗反应的指示性预测指标,表明其在通过评估肿瘤间代谢异质性来指导治疗个性化方面的效用。

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