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转化生长因子β-富含亮氨酸重复序列15轴的关键调控元件可预测多种癌症类型的疾病进展和免疫治疗耐药性。

Key Regulatory Elements of the TGFβ-LRRC15 Axis Predict Disease Progression and Immunotherapy Resistance Across Cancer Types.

作者信息

Storey Claire M, Cheng Michael, Altai Mohamed, Park Julie E, Tran Julie, Lueong Smiths S, Thorek Daniel, Mao Liqun, Zedan Wahed, Yuen Constance, Ridley Alexander, Trajovic-Arsic Marija, Herrmann Ken, Subuhdi Sumit K, Siddiqui Bilal A, Lückerath Katharina, Siveke Jens, Damoiseaux Robert, Yang Xia, Ulmert David

出版信息

bioRxiv. 2024 Nov 25:2024.11.22.624939. doi: 10.1101/2024.11.22.624939.

Abstract

Transforming growth factor-beta (TGFβ) has dual roles in cancer, initially suppressing tumors but later promoting metastasis and immune evasion. Efforts to inhibit TGFβ have been largely unsuccessful due to significant toxicity and indiscriminate immunosuppression. Leucine-rich repeat-containing protein 15 (LRRC15) is a TGFβ-regulated antigen expressed by mesenchymal-derived cancer cells and cancer-associated fibroblasts (CAFs). In preclinical studies, ablation of TGFβ-driven LRRC15+ CAFs increased tumor infiltration of CD8+ T cells. However, the underlying pathobiological mechanisms prompting TGFβ's upregulation of LRRC15 expression are unclear. Using an integrated approach combining functional compound screening with single-cell RNA sequencing, we reveal key genomic features regulating TGFβ's ability to increase LRRC15 expression on cancer cells. Construction of gene regulatory networks converged our analyses on four key genes- β and -central to TGFβ-induced LRRC15 pathobiology. Validation of these genes in cell models and their use in predicting immunotherapy responses highlight their potential in refining immunotherapy strategies and personalizing co-treatment options.

摘要

转化生长因子-β(TGFβ)在癌症中具有双重作用,最初抑制肿瘤,但后来促进转移和免疫逃逸。由于显著的毒性和不加区分的免疫抑制作用,抑制TGFβ的努力在很大程度上并不成功。富含亮氨酸重复序列的蛋白15(LRRC15)是一种由间充质来源的癌细胞和癌症相关成纤维细胞(CAFs)表达的TGFβ调节抗原。在临床前研究中,去除TGFβ驱动的LRRC15+ CAFs可增加CD8+ T细胞的肿瘤浸润。然而,促使TGFβ上调LRRC15表达的潜在病理生物学机制尚不清楚。通过将功能化合物筛选与单细胞RNA测序相结合的综合方法,我们揭示了调节TGFβ增加癌细胞上LRRC15表达能力的关键基因组特征。基因调控网络的构建使我们的分析集中在四个关键基因上——β和——它们是TGFβ诱导的LRRC15病理生物学的核心。在细胞模型中对这些基因的验证以及它们在预测免疫治疗反应中的应用突出了它们在优化免疫治疗策略和个性化联合治疗方案方面的潜力。

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