Single-cell and bulk RNA-sequencing reveal PRRX2-driven cancer-associated fibroblast-mediated perineural invasion for predicting the immunotherapy outcome in colorectal cancer.

IF 4.6 2区 生物学 Q2 CELL BIOLOGY
Frontiers in Cell and Developmental Biology Pub Date : 2025-09-29 eCollection Date: 2025-01-01 DOI:10.3389/fcell.2025.1620388
Mingxiao Chen, Yue Cai, Feng Han, Bo Li, Zhou Xu, Kaili Cui, Wenqi Bai, Feng Li
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引用次数: 0

Abstract

Background: Perineural invasion (PNI) is common in a variety of solid tumors and has been identified as an important pathway promoting tumor local invasion and distant metastasis. Its presence is usually associated with increased aggressiveness, malignant biology, and a worse patient prognosis. However, its specific role and regulatory mechanisms in colorectal cancer (CRC) remain unclear.

Methods: In this study, we integrated 20 CRC single-cell transcriptome datasets, which contained 575,768 high-quality cells, and used the Scissor algorithm to map PNI phenotypes in TCGA bulk samples to the single-cell level. Nine cancer-associated fibroblast (CAF) subpopulations were identified and functionally annotated. We evaluated the clinical relevance of CAF subsets in TCGA and three independent cohorts (silu_2022, GSE39582, and GSE17536) using BayesPrism-based deconvolution. We analyzed transcriptional regulatory networks using pySCENIC and validated PRRX2 function by in vitro experiments. Immune infiltration characteristics were quantified using the ssGSEA score, and the association between the PRRX2 score and immune checkpoint inhibitor efficacy was analyzed in conjunction with two immunotherapy cohorts. In addition, we performed a drug sensitivity analysis based on the GDSC pharmacogenomics database to screen potential therapeutic agents.

Results: In this study, we systematically revealed the characteristics of the perineural invasion-associated fibroblast subsets and their regulatory mechanisms. In PNI-positive tumors, the proportion of fibroblasts was significantly increased, with the enrichment of MMP2+ myofibroblastic cancer-associated fibroblasts (myCAFs), and facilitated perineural infiltration through extracellular matrix remodeling. Further analysis revealed that PRRX2 was a core regulator of MMP2+myCAFs, promoting perineural invasion through the activation of TGF-β signaling pathways. PRRX2 knockdown significantly inhibited fibroblast proliferation, clonogenic formation, and invasive migration capacity, and it reduced TGFB1 and NGF expressions. The clinical cohort validation demonstrated a significant correlation between the PRRX2-score and advanced tumor stage, along with vascular and lympho-vascular invasion (LVI). Furthermore, patients with high PRRX2 scores had a significantly worse prognosis. In addition, patients with high PRRX2 scores responded poorly to immune checkpoint inhibitors but may be sensitive to targeted agents or antibody-coupled drugs, which may serve as potential targets for combination therapy.

Conclusion: This analysis established PRRX2-driven MMP2+myCAFs as pivotal mediators of CRC perineural invasion through TGF-β/ECM remodeling. The PRRX2 score serves as a biomarker for prognosis prediction and immunotherapy outcome.

单细胞和大量rna测序揭示了prrx2驱动的癌症相关成纤维细胞介导的神经周围侵袭,以预测结直肠癌的免疫治疗结果。
背景:围神经浸润(PNI)在多种实体肿瘤中都很常见,是促进肿瘤局部浸润和远处转移的重要途径。它的存在通常与侵袭性增加、恶性生物学和较差的患者预后有关。然而,其在结直肠癌(CRC)中的具体作用和调控机制尚不清楚。方法:在本研究中,我们整合了20个CRC单细胞转录组数据集,其中包含575,768个高质量细胞,并使用Scissor算法将TCGA大样本中的PNI表型映射到单细胞水平。鉴定了9个癌症相关成纤维细胞(CAF)亚群并进行了功能注释。我们使用基于bayesprism的反卷积评估了TCGA和三个独立队列(silu_2022, GSE39582和GSE17536)中CAF亚群的临床相关性。我们使用pySCENIC分析了转录调控网络,并通过体外实验验证了PRRX2的功能。使用ssGSEA评分量化免疫浸润特征,并结合两个免疫治疗队列分析PRRX2评分与免疫检查点抑制剂疗效之间的关系。此外,我们还基于GDSC药物基因组学数据库进行了药物敏感性分析,以筛选潜在的治疗药物。结果:在本研究中,我们系统地揭示了神经浸润相关成纤维细胞亚群的特征及其调控机制。在pni阳性肿瘤中,成纤维细胞比例显著增加,MMP2+肌成纤维细胞癌相关成纤维细胞(myCAFs)富集,并通过细胞外基质重塑促进神经周围浸润。进一步分析发现PRRX2是MMP2+myCAFs的核心调控因子,通过激活TGF-β信号通路促进神经周围侵袭。PRRX2敲低可显著抑制成纤维细胞增殖、成克隆形成和侵袭性迁移能力,降低TGFB1和NGF的表达。临床队列验证表明,prrx2评分与肿瘤分期、血管和淋巴血管侵袭(LVI)之间存在显著相关性。此外,PRRX2评分高的患者预后明显较差。此外,PRRX2评分高的患者对免疫检查点抑制剂反应较差,但可能对靶向药物或抗体偶联药物敏感,这可能是联合治疗的潜在靶点。结论:本分析证实prrx2驱动的MMP2+myCAFs是通过TGF-β/ECM重塑介导结直肠癌神经周侵袭的关键介质。PRRX2评分可作为预测预后和免疫治疗结果的生物标志物。
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来源期刊
Frontiers in Cell and Developmental Biology
Frontiers in Cell and Developmental Biology Biochemistry, Genetics and Molecular Biology-Cell Biology
CiteScore
9.70
自引率
3.60%
发文量
2531
审稿时长
12 weeks
期刊介绍: Frontiers in Cell and Developmental Biology is a broad-scope, interdisciplinary open-access journal, focusing on the fundamental processes of life, led by Prof Amanda Fisher and supported by a geographically diverse, high-quality editorial board. The journal welcomes submissions on a wide spectrum of cell and developmental biology, covering intracellular and extracellular dynamics, with sections focusing on signaling, adhesion, migration, cell death and survival and membrane trafficking. Additionally, the journal offers sections dedicated to the cutting edge of fundamental and translational research in molecular medicine and stem cell biology. With a collaborative, rigorous and transparent peer-review, the journal produces the highest scientific quality in both fundamental and applied research, and advanced article level metrics measure the real-time impact and influence of each publication.
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