Single-cell transcriptomics reveals long noncoding RNAs associated with tumor biology and the microenvironment in pancreatic cancer.

IF 3.4 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY NAR cancer Pub Date : 2023-11-22 eCollection Date: 2023-12-01 DOI:10.1093/narcan/zcad055
Ha X Dang, Debanjan Saha, Reyka Jayasinghe, Sidi Zhao, Emily Coonrod, Jacqueline Mudd, S Peter Goedegebuure, Ryan Fields, Li Ding, Christopher A Maher
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引用次数: 0

Abstract

Pancreatic ductal adenocarcinoma (PDAC) is highly heterogeneous and lethal. Long noncoding RNAs (lncRNAs) are an important class of genes regulating tumorigenesis and progression. Prior bulk transcriptomic studies in PDAC have revealed the dysregulation of lncRNAs but lack single-cell resolution to distinguish lncRNAs in tumor-intrinsic biology and the tumor microenvironment (TME). We analyzed single-cell transcriptome data from 73 multiregion samples in 21 PDAC patients to evaluate lncRNAs associated with intratumoral heterogeneity and the TME in PDAC. We found 111 cell-specific lncRNAs that reflected tumor, immune and stromal cell contributions, associated with outcomes, and validated across orthogonal datasets. Single-cell analysis of tumor cells revealed lncRNAs associated with TP53 mutations and FOLFIRINOX treatment that were obscured in bulk tumor analysis. Lastly, tumor subcluster analysis revealed widespread intratumor heterogeneity and intratumoral lncRNAs associated with cancer hallmarks and tumor processes such as angiogenesis, epithelial-mesenchymal transition, metabolism and immune signaling. Intratumoral subclusters and lncRNAs were validated across six datasets and showed clinically relevant associations with patient outcomes. Our study provides the first comprehensive assessment of the lncRNA landscape in PDAC using single-cell transcriptomic data and can serve as a resource, PDACLncDB (accessible at https://www.maherlab.com/pdaclncdb-overview), to guide future functional studies.

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单细胞转录组学揭示了胰腺癌中与肿瘤生物学和微环境相关的长链非编码rna。
胰腺导管腺癌(PDAC)是高度异质性和致死性的。长链非编码rna (lncRNAs)是一类重要的调控肿瘤发生和发展的基因。先前的PDAC大量转录组学研究已经揭示了lncrna的失调,但缺乏单细胞分辨率来区分肿瘤内在生物学和肿瘤微环境(TME)中的lncrna。我们分析了来自21名PDAC患者的73个多区域样本的单细胞转录组数据,以评估与PDAC肿瘤内异质性和TME相关的lncrna。我们发现111个细胞特异性lncrna反映了肿瘤、免疫和基质细胞的作用,与结果相关,并通过正交数据集进行了验证。肿瘤细胞的单细胞分析揭示了与TP53突变和FOLFIRINOX治疗相关的lncRNAs,这些lncRNAs在整体肿瘤分析中被掩盖了。最后,肿瘤亚群分析揭示了广泛的肿瘤内异质性和肿瘤内lncrna与肿瘤标志物和肿瘤过程相关,如血管生成、上皮-间质转化、代谢和免疫信号。肿瘤内亚群和lncrna在6个数据集中得到验证,并显示出与患者预后的临床相关性。我们的研究首次使用单细胞转录组学数据对PDAC中的lncRNA格局进行了全面评估,并可作为PDACLncDB(可访问https://www.maherlab.com/pdaclncdb-overview)的资源,指导未来的功能研究。
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6.90
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13 weeks
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