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复发/难治性弥漫性大B细胞淋巴瘤患者中含PD-1单克隆抗体方案的多组学分析及反应预测

Multi-omics analysis and response prediction of PD-1 monoclonal antibody containing regimens in patients with relapsed/refractory diffuse large B-cell lymphoma.

作者信息

Chen Xinrui, Qin Yan, Xue Xuemin, Xie Zucheng, Xie Tongji, Huang Liling, Zhu Haohua, Gao Lina, Li Jiangtao, Yang Jianliang, Gui Lin, Yang Sheng, Chen Haizhu, Feng Xiaoli, Shi Yuankai

机构信息

Department of Medical Oncology, Beijing Key Laboratory of Clinical Study on Anticancer Molecular Targeted Drugs, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, 100021, China.

Department of Medical Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital & Shenzhen Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Shenzhen, 518116, China.

出版信息

Cancer Immunol Immunother. 2024 Oct 3;73(12):250. doi: 10.1007/s00262-024-03840-0.

Abstract

Patients with relapsed/refractory (r/r) diffuse large B-cell lymphoma (DLBCL) show varied responses to PD-1 monoclonal antibody (mAb) containing regimens. The mechanisms and predictive biomarkers for the efficacy of this regimen are unclear. This study retrospectively collected r/r DLBCL patients who received PD-1 mAb and rituximab regimens as salvage therapy. Clinical and genomic features were collected, and mechanisms were explored by multiplex immunofluorescence and digital spatial profiling. An artificial neural network (ANN) model was constructed to predict the response. Between October 16th, 2018 and May 4th, 2023, 50 r/r DLBCL patients were collected, 29 were response patients and 21 were non-response patients. CREBBP (p = 0.029) and TP53 (p = 0.015) alterations were statistically higher in non-response patients. Patients with PD-L1 CPS ≥ 5 were correlated with a longer overall survival (OS) than those with PD-L1 CPS < 5 (median OS: not reached vs. 9.7 months, hazard ratio [HR]: 3.8, 95% confidence interval [CI] 0.64-22.44, p = 0.016). Immune-related pathways were activated in response patients. The proportion and spatial organization of tumor-infiltrating immune cells affect the response. PD-L1 CPS level, age, and alterations of TP53, MYD88, CREBBP, EP300, GNA13 were used to build an ANN predictive model that showed high prediction efficiency (training set area under curve [AUC] of 0.97 and test set AUC of 0.94). The proportion and spatial distribution of tumor-infiltrating immune cells may be related to the function of immune-related pathways, thereby influencing the efficacy of PD-1 mAb containing regimens. The ANN predictive model showed potential value in predicting the responses of r/r DLBCL patients received PD-1 mAb and rituximab regimens.

摘要

复发/难治性(r/r)弥漫性大B细胞淋巴瘤(DLBCL)患者对含PD-1单克隆抗体(mAb)方案的反应各不相同。该方案疗效的机制和预测生物标志物尚不清楚。本研究回顾性收集了接受PD-1 mAb和利妥昔单抗方案作为挽救治疗的r/r DLBCL患者。收集临床和基因组特征,并通过多重免疫荧光和数字空间分析探索机制。构建人工神经网络(ANN)模型来预测反应。在2018年10月16日至2023年5月4日期间,收集了50例r/r DLBCL患者,其中29例为反应患者,21例为无反应患者。无反应患者中CREBBP(p = 0.029)和TP53(p = 0.015)改变在统计学上更高。PD-L1综合阳性评分(CPS)≥5的患者与PD-L1 CPS<5的患者相比,总生存期(OS)更长(中位OS:未达到 vs. 9.7个月,风险比[HR]:3.8,95%置信区间[CI] 0.64 - 22.44,p = 0.016)。反应患者中免疫相关途径被激活。肿瘤浸润免疫细胞的比例和空间组织影响反应。使用PD-L1 CPS水平、年龄以及TP53、MYD88、CREBBP、EP300、GNA13的改变构建的ANN预测模型显示出高预测效率(训练集曲线下面积[AUC]为0.97,测试集AUC为0.94)。肿瘤浸润免疫细胞的比例和空间分布可能与免疫相关途径的功能有关,从而影响含PD-1 mAb方案的疗效。ANN预测模型在预测接受PD-1 mAb和利妥昔单抗方案的r/r DLBCL患者的反应方面显示出潜在价值。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e252/11448501/481daf68077c/262_2024_3840_Fig1_HTML.jpg

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