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使用单细胞和空间转录组学分析唾液腺腺样囊性癌中的基因表达程序

Gene-Expression Programs in Salivary Gland Adenoid Cystic Carcinoma Analyzed Using Single-Cell and Spatial Transcriptomics.

作者信息

Ebinumoliseh Ifeoma, Bijukumar Gopikrishnan, Hoff Kendall, Brayer Kathryn J, Bearer Elaine L, Ness Scott A, Edwards Jeremy S

出版信息

bioRxiv. 2025 Sep 5:2025.09.01.673548. doi: 10.1101/2025.09.01.673548.

DOI:10.1101/2025.09.01.673548
PMID:40950184
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12424767/
Abstract

Adenoid cystic carcinoma of the salivary gland (SGACC) is a highly aggressive malignancy characterized by poor patient survival outcomes. While several studies have analyzed the transcriptome of the salivary gland at the bulk and single-cell level, no spatial transcriptomic analyses of this tissue have been published. Most of the existing publications on SGACC have predominantly relied on bulk and single cell RNA sequencing approaches, which do not resolve the spatially localized transcriptional heterogeneity nor have the resolution for defining molecular markers within tumor subpopulations. SGACC is clinically notable for the presence of multiple tumor clones, distinct spatial phenotypes, and its indolent yet invasive nature coupled with a high propensity for distant metastasis. These features may reflect co-expression of tumor-associated markers across diverse cellular niches, and a resultant biological complexity which causes standard treatment such as surgical resection, radiation therapy, and chemotherapy to be largely ineffective in significantly improving long-term survival, and highlights the need for more precise, targeted therapeutic strategies. Herein, we analyzed single cell (n = 4) and high-resolution spatial transcriptomics samples (n = 5) to characterize cancer cell populations in MYB- and non-MYB-expressing cell states, delineated gene expression signatures, and identified critical molecular interactions specific to SGACC. We used Visum HD to obtain spatial transcriptomics data at 2µm squared high resolution. This allowed a multi-omics approach comprising single cell and spatial transcriptomic methods to enable the discovery of novel transcriptional signatures and microenvironmental features not captured by conventional methods. Spatial mapping revealed marked cellular heterogeneity and demonstrated how tissue environments influence cellular transcriptomics. To tumor heterogeneity, we focused on tumorigenic cell populations, profiled plasma and T cell enrichment within the tumor microenvironment and identified key pathways and transcriptional drivers including the MYB-NFIB fusion underlying the tumor cluster formation. Our findings indicate an upregulation of genes involved in extracellular matrix remodeling, autophagy, and reactive stromal cell populations. We further found evidence of partial epithelial-mesenchymal transition (P-EMT) programming within MYB-expressing tumor clusters. Pathway analysis revealed that mutations in the spatial query sample prominently affect the PI3K-AKT and IL-17 signaling pathways, together with a downregulation of canonical Wnt signaling in some regions of the tissue architecture adjacent to immune cells. Collectively, these results underscore the complex regulatory landscape of SGACC and offer insights into its cellular dynamics and possible therapeutic vulnerabilities.

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4357/12424767/66c20aef67ef/nihpp-2025.09.01.673548v1-f0025.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4357/12424767/d638d3b5d2ce/nihpp-2025.09.01.673548v1-f0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4357/12424767/10dc7d78d469/nihpp-2025.09.01.673548v1-f0004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4357/12424767/0319ec3e6bd6/nihpp-2025.09.01.673548v1-f0015.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4357/12424767/433666768e86/nihpp-2025.09.01.673548v1-f0017.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4357/12424767/2834023a2dbf/nihpp-2025.09.01.673548v1-f0019.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4357/12424767/e222023744b4/nihpp-2025.09.01.673548v1-f0022.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4357/12424767/e6c797bed358/nihpp-2025.09.01.673548v1-f0023.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4357/12424767/66c20aef67ef/nihpp-2025.09.01.673548v1-f0025.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4357/12424767/d638d3b5d2ce/nihpp-2025.09.01.673548v1-f0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4357/12424767/10dc7d78d469/nihpp-2025.09.01.673548v1-f0004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4357/12424767/0319ec3e6bd6/nihpp-2025.09.01.673548v1-f0015.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4357/12424767/433666768e86/nihpp-2025.09.01.673548v1-f0017.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4357/12424767/2834023a2dbf/nihpp-2025.09.01.673548v1-f0019.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4357/12424767/e222023744b4/nihpp-2025.09.01.673548v1-f0022.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4357/12424767/e6c797bed358/nihpp-2025.09.01.673548v1-f0023.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4357/12424767/66c20aef67ef/nihpp-2025.09.01.673548v1-f0025.jpg
摘要

涎腺腺样囊性癌(SGACC)是一种侵袭性很强的恶性肿瘤,患者生存预后较差。虽然有几项研究在整体和单细胞水平上分析了涎腺的转录组,但尚未发表关于该组织的空间转录组学分析。现有的大多数关于SGACC的出版物主要依赖于整体和单细胞RNA测序方法,这些方法无法解析空间定位的转录异质性,也没有分辨率来定义肿瘤亚群内的分子标记。SGACC在临床上的显著特点是存在多个肿瘤克隆、不同的空间表型,以及其惰性但具有侵袭性的性质,同时远处转移倾向较高。这些特征可能反映了肿瘤相关标志物在不同细胞微环境中的共表达,以及由此产生的生物学复杂性,这使得手术切除、放射治疗和化疗等标准治疗在显著提高长期生存率方面大多无效,并凸显了对更精确、有针对性的治疗策略的需求。在此,我们分析了单细胞(n = 4)和高分辨率空间转录组学样本(n = 5),以表征MYB表达和非MYB表达细胞状态下的癌细胞群体,描绘基因表达特征,并确定SGACC特有的关键分子相互作用。我们使用Visum HD以2微米平方的高分辨率获得空间转录组学数据。这允许采用包括单细胞和空间转录组学方法的多组学方法,以发现传统方法未捕获的新型转录特征和微环境特征。空间映射揭示了显著的细胞异质性,并展示了组织环境如何影响细胞转录组学。针对肿瘤异质性,我们聚焦于致瘤细胞群体,分析肿瘤微环境中的血浆和T细胞富集情况,并确定关键途径和转录驱动因素,包括肿瘤簇形成背后的MYB-NFIB融合。我们的研究结果表明,参与细胞外基质重塑、自噬和反应性基质细胞群体的基因上调。我们还在表达MYB的肿瘤簇中发现了部分上皮-间质转化(P-EMT)编程的证据。通路分析表明,空间查询样本中的突变显著影响PI3K-AKT和IL-17信号通路,同时在组织结构中与免疫细胞相邻的一些区域,经典Wnt信号下调。总的来说,这些结果强调了SGACC复杂的调控格局,并为其细胞动态和可能的治疗脆弱性提供了见解。

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