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[F]FDG-PET 影像组学与液体活检相结合可改善新诊断弥漫性大 B 细胞淋巴瘤的预后预测。

Integration of [F]FDG-PET radiomics with liquid biopsy improves outcome prediction in newly diagnosed diffuse large B-cell lymphoma.

作者信息

Dondolin Riccardo, Garrou Federico, Almasri Mohammad, Terzi Di Bergamo Lodovico, Cosentino Chiara, Bruscaggin Alessio, Salehi Matin, Talotta Donatella, Bruna Riccardo, Rivolta Giulia Maria, Bellia Matteo, Nabki Jana, Al Deeban Bashar, Cividini Luca, Mouhssine Samir, Maher Nawar, Ghanej Joseph, Maiellaro Francesca, Andorno Annalisa, Mercalli Francesca, Leutner Monica, Lorenzi Angela, Mahmoud Abdurraouf Mokhtar, Al Essa Wael, Diop Ndeye Marie, Secomandi Eleonora, Deambrogi Clara, Rasi Silvia, Boldorini Renzo Luciano, Gentile Massimo, Palumbo Giuseppe Alberto, Gattei Valter, Foà Robin, Rossi Davide, Sacchetti Gian Mauro, Gaidano Gianluca, Moia Riccardo

机构信息

Division of Hematology, Department of Translational Medicine, Università del Piemonte Orientale, Novara, Italy.

Division of Nuclear Medicine, AOU Maggiore della Carità, Novara, Italy.

出版信息

Leukemia. 2025 Jul 8. doi: 10.1038/s41375-025-02688-2.

Abstract

Early identification of relapsing/refractory diffuse large B-cell lymphoma (DLBCL) represents an unmet clinical need. A real-life cohort of newly diagnosed DLBCL (n = 120) treated with R-CHOP was investigated. Using the standardized uptake value (SUV) threshold of 4.0, PET/CT radiomics variables (SUVmax, tMTV, tTLG and Dmax) were collected. Circulating tumor DNA (ctDNA) analysis by CAPP-seq yielded baseline ctDNA levels and LymphGen molecular clustering. The best cut-off for both PET/CT parameters and ctDNA levels were identified by max-stat statistics. tMTV, tTLG and Dmax retained independent prognostic value when adjusted for ctDNA levels and were grouped together in a variable named high-risk PET. By multivariate analysis, ctDNA-high and high-risk PET independently predicted PFS and were combined into a 2-factor prognostic model (C-indices: 0.712 for PFS and 0.696 for OS). Molecular clustering, by capturing high-risk biological features of DLBCL, further improved outcome prediction. Consistently, BN2/EZB/ST2 clusters maintained an independent association with better PFS when adjusted for the 2-factor model variables and were therefore included in a 3-factor prognostic score (C-indices: 0.745 for PFS and 0.746 for OS), that identified a very high-risk group of patients (n = 22, 40-month PFS 12.1%) which should be prioritized for early response evaluation and for access to novel agents.

摘要

复发/难治性弥漫性大B细胞淋巴瘤(DLBCL)的早期识别是一项尚未满足的临床需求。我们对一组接受R-CHOP治疗的新诊断DLBCL患者(n = 120)进行了真实世界队列研究。使用标准化摄取值(SUV)阈值4.0,收集PET/CT影像组学变量(SUVmax、tMTV、tTLG和Dmax)。通过CAPP-seq分析循环肿瘤DNA(ctDNA),得出基线ctDNA水平和LymphGen分子聚类结果。通过最大统计量确定PET/CT参数和ctDNA水平的最佳截断值。在根据ctDNA水平进行调整后,tMTV、tTLG和Dmax保留了独立的预后价值,并被归为一个名为高风险PET的变量。多因素分析显示,ctDNA高和高风险PET独立预测无进展生存期(PFS),并被合并为一个双因素预后模型(C指数:PFS为0.712,总生存期(OS)为0.696)。分子聚类通过捕捉DLBCL的高风险生物学特征,进一步改善了预后预测。一致地,在根据双因素模型变量进行调整后,BN2/EZB/ST2聚类与更好的PFS保持独立关联,因此被纳入一个三因素预后评分(C指数:PFS为0.745,OS为0.746),该评分识别出一组非常高风险的患者(n = 22,40个月PFS为12.1%),这些患者应优先进行早期反应评估并获得新型药物治疗。

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