Single-cell RNA seq-derived signatures define response patterns to atezolizumab + bevacizumab in advanced hepatocellular carcinoma

IF 26.8 1区 医学 Q1 GASTROENTEROLOGY & HEPATOLOGY
Sarah Cappuyns, Marta Piqué-Gili, Roger Esteban-Fabró, Gino Philips, Ugne Balaseviciute, Roser Pinyol, Albert Gris-Oliver, Vincent Vandecaveye, Jordi Abril-Fornaguera, Carla Montironi, Laia Bassaganyas, Judit Peix, Marcus Zeitlhoefler, Agavni Mesropian, Júlia Huguet-Pradell, Philipp K. Haber, Igor Figueiredo, Giorgio Ioannou, Edgar Gonzalez-Kozlova, Antonio D’Alessio, Josep M. Llovet
{"title":"Single-cell RNA seq-derived signatures define response patterns to atezolizumab + bevacizumab in advanced hepatocellular carcinoma","authors":"Sarah Cappuyns, Marta Piqué-Gili, Roger Esteban-Fabró, Gino Philips, Ugne Balaseviciute, Roser Pinyol, Albert Gris-Oliver, Vincent Vandecaveye, Jordi Abril-Fornaguera, Carla Montironi, Laia Bassaganyas, Judit Peix, Marcus Zeitlhoefler, Agavni Mesropian, Júlia Huguet-Pradell, Philipp K. Haber, Igor Figueiredo, Giorgio Ioannou, Edgar Gonzalez-Kozlova, Antonio D’Alessio, Josep M. Llovet","doi":"10.1016/j.jhep.2024.12.016","DOIUrl":null,"url":null,"abstract":"<h3>Background &amp; Aims</h3>The combination of atezolizumab and bevacizumab (atezo+bev) is the current standard of care for advanced hepatocellular carcinoma (HCC), providing a median overall survival (OS) of 19.2 months. Here, we aim to uncover the underlying cellular processes driving clinical benefit versus resistance to atezo+bev.<h3>Methods</h3>We harnessed the power of single-cell RNA sequencing in advanced HCC to derive gene expression signatures recapitulating 21 cell phenotypes. These signatures were applied to 422 RNA-sequencing samples of advanced HCC patients treated with atezo+bev (n=317) versus atezolizumab (n=47) or sorafenib (n=58) as comparators.<h3>Results</h3>We unveiled two distinct patterns of response to atezo+bev. First, an immune-mediated response characterized by the combined presence of CD8+ T effector cells and pro-inflammatory CXCL10+ macrophages, representing an immune rich microenvironment. Second, a non-immune, angiogenesis-related response distinguishable by a reduced expression of the VEGF co-receptor neuropilin-1 (<em>NRP1</em>), a biomarker that specifically predicts improved OS upon atezo+bev vs sorafenib (p = 0.039). Primary resistance was associated with an enrichment of immunosuppressive myeloid populations, namely CD14+ monocytes and TREM2+ macrophages, and Notch pathway activation. Based on these mechanistic insights we define \"<em>Immune-competent</em>\" and \"<em>Angiogenesis-driven</em>\" molecular subgroups, each associated with a significantly longer OS with atezo+bev versus sorafenib (p of interaction = 0.027), and a “<em>Resistant”</em> subset.<h3>Conclusion</h3>Our study unveils two distinct molecular subsets of clinical benefit to atezolizumab plus bevacizumab in advanced HCC (“<em>Immune-competent”</em> and “<em>Angiogenesis-driven”</em>) as well as the main traits of primary resistance to this therapy, thus providing a molecular framework to stratify patients based on clinical outcome and guiding potential strategies to overcome resistance.","PeriodicalId":15888,"journal":{"name":"Journal of Hepatology","volume":"28 1","pages":""},"PeriodicalIF":26.8000,"publicationDate":"2024-12-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Hepatology","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1016/j.jhep.2024.12.016","RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"GASTROENTEROLOGY & HEPATOLOGY","Score":null,"Total":0}
引用次数: 0

Abstract

Background & Aims

The combination of atezolizumab and bevacizumab (atezo+bev) is the current standard of care for advanced hepatocellular carcinoma (HCC), providing a median overall survival (OS) of 19.2 months. Here, we aim to uncover the underlying cellular processes driving clinical benefit versus resistance to atezo+bev.

Methods

We harnessed the power of single-cell RNA sequencing in advanced HCC to derive gene expression signatures recapitulating 21 cell phenotypes. These signatures were applied to 422 RNA-sequencing samples of advanced HCC patients treated with atezo+bev (n=317) versus atezolizumab (n=47) or sorafenib (n=58) as comparators.

Results

We unveiled two distinct patterns of response to atezo+bev. First, an immune-mediated response characterized by the combined presence of CD8+ T effector cells and pro-inflammatory CXCL10+ macrophages, representing an immune rich microenvironment. Second, a non-immune, angiogenesis-related response distinguishable by a reduced expression of the VEGF co-receptor neuropilin-1 (NRP1), a biomarker that specifically predicts improved OS upon atezo+bev vs sorafenib (p = 0.039). Primary resistance was associated with an enrichment of immunosuppressive myeloid populations, namely CD14+ monocytes and TREM2+ macrophages, and Notch pathway activation. Based on these mechanistic insights we define "Immune-competent" and "Angiogenesis-driven" molecular subgroups, each associated with a significantly longer OS with atezo+bev versus sorafenib (p of interaction = 0.027), and a “Resistant” subset.

Conclusion

Our study unveils two distinct molecular subsets of clinical benefit to atezolizumab plus bevacizumab in advanced HCC (“Immune-competent” and “Angiogenesis-driven”) as well as the main traits of primary resistance to this therapy, thus providing a molecular framework to stratify patients based on clinical outcome and guiding potential strategies to overcome resistance.

Abstract Image

单细胞RNA序列衍生的特征定义了晚期肝细胞癌对atezolizumab +贝伐单抗的反应模式
背景,atezolizumab和bevacizumab联合(atezo+bev)是目前晚期肝细胞癌(HCC)的标准治疗方案,提供19.2个月的中位总生存期(OS)。在这里,我们的目标是揭示驱动atezo+bev临床获益与耐药的潜在细胞过程。方法利用单细胞RNA测序技术在晚期HCC中获得21种细胞表型的基因表达特征。这些特征被应用于422例晚期HCC患者的rna测序样本,这些患者使用atezo+bev (n=317)与atezolizumab (n=47)或索拉非尼(n=58)作为比较。结果揭示了两种不同的atezo+bev反应模式。首先,以CD8+ T效应细胞和促炎CXCL10+巨噬细胞的联合存在为特征的免疫介导反应,代表了一个免疫丰富的微环境。其次,非免疫性血管新生相关反应,可通过VEGF共受体neuropilin-1 (NRP1)的表达降低来区分,NRP1是一种生物标志物,可特异性预测atezo+bev与索拉非尼相比改善OS (p = 0.039)。原发性耐药与免疫抑制髓细胞群(CD14+单核细胞和TREM2+巨噬细胞)的富集以及Notch通路的激活有关。基于这些机制的见解,我们定义了“免疫能力”和“血管生成驱动”分子亚群,与索拉非尼相比,atezo+bev的每个亚群与更长的生存期相关(相互作用p = 0.027),以及一个“耐药”亚群。我们的研究揭示了atezolizumab联合贝伐单抗治疗晚期HCC的两种不同的临床获益分子亚群(“免疫能力”和“血管生成驱动”)以及对该疗法的原发性耐药的主要特征,从而提供了基于临床结果对患者进行分层的分子框架,并指导了克服耐药的潜在策略。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Journal of Hepatology
Journal of Hepatology 医学-胃肠肝病学
CiteScore
46.10
自引率
4.30%
发文量
2325
审稿时长
30 days
期刊介绍: The Journal of Hepatology is the official publication of the European Association for the Study of the Liver (EASL). It is dedicated to presenting clinical and basic research in the field of hepatology through original papers, reviews, case reports, and letters to the Editor. The Journal is published in English and may consider supplements that pass an editorial review.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信