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肉瘤微环境中的细胞状态和生态系统与预后相关,并可预测对免疫治疗的反应。

Sarcoma microenvironment cell states and ecosystems are associated with prognosis and predict response to immunotherapy.

机构信息

Department of Radiation Oncology, Stanford University, Stanford, CA, USA.

Department of Medicine, Stanford University, Stanford, CA, USA.

出版信息

Nat Cancer. 2024 Apr;5(4):642-658. doi: 10.1038/s43018-024-00743-y. Epub 2024 Mar 1.

Abstract

Characterization of the diverse malignant and stromal cell states that make up soft tissue sarcomas and their correlation with patient outcomes has proven difficult using fixed clinical specimens. Here, we employed EcoTyper, a machine-learning framework, to identify the fundamental cell states and cellular ecosystems that make up sarcomas on a large scale using bulk transcriptomes with clinical annotations. We identified and validated 23 sarcoma-specific, transcriptionally defined cell states, many of which were highly prognostic of patient outcomes across independent datasets. We discovered three conserved cellular communities or ecotypes associated with underlying genomic alterations and distinct clinical outcomes. We show that one ecotype defined by tumor-associated macrophages and epithelial-like malignant cells predicts response to immune-checkpoint inhibition but not chemotherapy and validate our findings in an independent cohort. Our results may enable identification of patients with soft tissue sarcomas who could benefit from immunotherapy and help develop new therapeutic strategies.

摘要

利用固定的临床标本来描述构成软组织肉瘤的多种恶性和基质细胞状态及其与患者预后的相关性一直很困难。在这里,我们采用了 EcoTyper 这一机器学习框架,利用带有临床注释的批量转录组数据,在大规模上识别构成肉瘤的基本细胞状态和细胞生态系统。我们鉴定并验证了 23 种肉瘤特异性的、转录定义的细胞状态,其中许多状态在多个独立数据集的患者预后中具有高度预测性。我们发现了三种与潜在基因组改变和不同临床结局相关的保守细胞群落或生态型。我们表明,一种由肿瘤相关巨噬细胞和上皮样恶性细胞定义的生态型可以预测对免疫检查点抑制剂的反应,但不能预测对化疗的反应,并在一个独立的队列中验证了我们的发现。我们的研究结果可能有助于识别软组织肉瘤患者,这些患者可能从免疫治疗中获益,并有助于开发新的治疗策略。

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