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

被引:1
作者
Dang, Ha X. [1 ,2 ]
Saha, Debanjan [1 ,3 ]
Jayasinghe, Reyka [1 ]
Zhao, Sidi [1 ]
Coonrod, Emily [1 ]
Mudd, Jacqueline [4 ]
Goedegebuure, S. Peter [4 ]
Fields, Ryan [2 ,4 ]
Ding, Li [1 ,2 ]
Maher, Christopher A. [1 ,2 ,5 ,6 ]
机构
[1] Washington Univ St Louis, Dept Internal Med, St Louis, MO 63110 USA
[2] Washington Univ St Louis, Siteman Canc Ctr, St Louis, MO 63110 USA
[3] Washington Univ St Louis, MD PhD Program, St Louis, MO 63110 USA
[4] Washington Univ St Louis, Dept Surg, St Louis, MO 63110 USA
[5] Washington Univ St Louis, McDonnell Genome Inst, St Louis, MO 63108 USA
[6] Washington Univ St Louis, Dept Biomed Engn, St Louis, MO 63130 USA
来源
NAR CANCER | 2023年 / 5卷 / 04期
关键词
DUCTAL ADENOCARCINOMA; ANGIOGENESIS; RESISTANCE; EXPRESSION; PROGNOSIS; SUBTYPES; PROMOTES; PACKAGE;
D O I
10.1093/narcan/zcad055
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
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. Graphical Abstract
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页数:15
相关论文
共 59 条
[21]   Emerging roles of long non-coding RNAs in the p53 network [J].
Jain, Abhinav K. .
RNA BIOLOGY, 2020, 17 (11) :1648-1656
[22]   Tumor Reduction in Primary and Metastatic Pancreatic Cancer Lesions With nab-Paclitaxel and Gemcitabine An Exploratory Analysis From a Phase 3 Study [J].
Kunzmann, Volker ;
Ramanathan, Ramesh K. ;
Goldstein, David ;
Liu, Helen ;
Ferrara, Stefano ;
Lu, Brian ;
Renschler, Markus F. ;
Von Hoff, Daniel D. .
PANCREAS, 2017, 46 (02) :203-208
[23]   Inferring Pathway Activity toward Precise Disease Classification [J].
Lee, Eunjung ;
Chuang, Han-Yu ;
Kim, Jong-Won ;
Ideker, Trey ;
Lee, Doheon .
PLOS COMPUTATIONAL BIOLOGY, 2008, 4 (11)
[24]   Elucidation of Tumor-Stromal Heterogeneity and the Ligand-Receptor Interactome by Single-Cell Transcriptomics in Real-world Pancreatic Cancer Biopsies [J].
Lee, Jaewon J. ;
Bernard, Vincent ;
Semaan, Alexander ;
Monberg, Maria E. ;
Huang, Jonathan ;
Stephens, Bret M. ;
Lin, Daniel ;
Rajapakshe, Kimal I. ;
Weston, Brian R. ;
Bhutani, Manoop S. ;
Haymaker, Cara L. ;
Bernatchez, Chantale ;
Taniguchi, Cullen M. ;
Maitra, Anirban ;
Guerrero, Paola A. .
CLINICAL CANCER RESEARCH, 2021, 27 (21) :5912-5921
[25]  
Li J, 2021, J THORAC ONCOL, V16, pS703, DOI 10.1016/s1556-0864(21)01853-0
[26]   lncRNA Ftx promotes aerobic glycolysis and tumor progression through the PPAR pathway in hepatocellular carcinoma [J].
Li, Xiao ;
Zhao, Qi ;
Qi, Jianni ;
Wang, Wenwen ;
Zhang, Di ;
Li, Zhen ;
Qin, Chengyong .
INTERNATIONAL JOURNAL OF ONCOLOGY, 2018, 53 (02) :551-566
[27]   Molecular signatures database (MSigDB) 3.0 [J].
Liberzon, Arthur ;
Subramanian, Aravind ;
Pinchback, Reid ;
Thorvaldsdottir, Helga ;
Tamayo, Pablo ;
Mesirov, Jill P. .
BIOINFORMATICS, 2011, 27 (12) :1739-1740
[28]   Single-cell transcriptome analysis of tumor and stromal compartments of pancreatic ductal adenocarcinoma primary tumors and metastatic lesions [J].
Lin, Wei ;
Noel, Pawan ;
Borazanci, Erkut H. ;
Lee, Jeeyun ;
Amini, Albert ;
Han, In Woong ;
Heo, Jin Seok ;
Jameson, Gayle S. ;
Fraser, Cory ;
Steinbach, Margaux ;
Woo, Yanghee ;
Fong, Yuman ;
Cridebring, Derek ;
Von Hoff, Daniel D. ;
Park, Joon Oh ;
Han, Haiyong .
GENOME MEDICINE, 2020, 12 (01)
[29]   Long noncoding RNAs in cancer metastasis [J].
Liu, S. John ;
Dang, Ha X. ;
Lim, Daniel A. ;
Feng, Felix Y. ;
Maher, Christopher A. .
NATURE REVIEWS CANCER, 2021, 21 (07) :446-460
[30]   CRNDE: an oncogenic long non-coding RNA in cancers [J].
Lu, Ya ;
Sha, Huanhuan ;
Sun, Xun ;
Zhang, Yuan ;
Wu, Yang ;
Zhang, Junying ;
Zhang, Hui ;
Wu, Jianzhong ;
Feng, Jifeng .
CANCER CELL INTERNATIONAL, 2020, 20 (01)