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Qian D, Qian C, Ye B, Xu M, Wu D, Li J, Li D, Yu B, Tao Y. Development and Validation of a Novel Stemness-Index-Related Long Noncoding RNA Signature for Breast Cancer Based on Weighted Gene Co-Expression Network Analysis. Front Genet 2022; 13:760514. [PMID: 35273635 PMCID: PMC8902307 DOI: 10.3389/fgene.2022.760514] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2021] [Accepted: 01/13/2022] [Indexed: 12/24/2022] Open
Abstract
Background: Breast cancer (BC) is a major leading cause of woman deaths worldwide. Increasing evidence has revealed that stemness features are related to the prognosis and progression of tumors. Nevertheless, the roles of stemness-index-related long noncoding RNAs (lncRNAs) in BC remain unclear. Methods: Differentially expressed stemness-index-related lncRNAs between BC and normal samples in The Cancer Genome Atlas database were screened based on weighted gene co-expression network analysis and differential analysis. Univariate Cox and least absolute shrinkage and selection operator regression analyses were performed to identify prognostic lncRNAs and construct a stemness-index-related lncRNA signature. Time-dependent receiver operating characteristic curves were plotted to evaluate the predictive capability of the stemness-index-related lncRNA signature. Moreover, correlation analysis and functional enrichment analyses were conducted to investigate the stemness-index-related lncRNA signature-related biological function. Finally, a quantitative real-time polymerase chain reaction was used to detect the expression levels of lncRNAs. Results: A total of 73 differentially expressed stemness-index-related lncRNAs were identified. Next, FAM83H-AS1, HID1-AS1, HOXB-AS1, RP11-1070N10.3, RP11-1100L3.8, and RP11-696F12.1 were used to construct a stemness-index-related lncRNA signature, and receiver operating characteristic curves indicated that stemness-index-related lncRNA signature could predict the prognosis of BC well. Moreover, functional enrichment analysis suggested that differentially expressed genes between the high-risk group and low-risk group were mainly involved in immune-related biological processes and pathways. Furthermore, functional enrichment analysis of lncRNA-related protein-coding genes revealed that FAM83H-AS1, HID1-AS1, HOXB-AS1, RP11-1070N10.3, RP11-1100L3.8, and RP11-696F12.1 were associated with neuroactive ligand–receptor interaction, AMPK signaling pathway, PPAR signaling pathway, and cGMP-PKG signaling pathway. Finally, quantitative real-time polymerase chain reaction revealed that FAM83H-AS1, HID1-AS1, RP11-1100L3.8, and RP11-696F12.1 might be used as the potential diagnostic biomarkers of BC. Conclusion: The stemness-index-related lncRNA signature based on FAM83H-AS1, HID1-AS1, HOXB-AS1, RP11-1070N10.3, RP11-1100L3.8, and RP11-696F12.1 could be used as an independent predictor for the survival of BC, and FAM83H-AS1, HID1-AS1, RP11-1100L3.8, and RP11-696F12.1 might be used as the diagnostic markers of BC.
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Affiliation(s)
- Da Qian
- Department of Burn and Plastic Surgery-Hand Surgery, Changshu Hospital Affiliated to Soochow University, Changshu, China
| | - Cheng Qian
- School of Computer Science and Engineering, Changshu Institute of Technology, Changshu, China
| | - Buyun Ye
- Second Clinical College, Zhejiang Chinese Medical University, Hangzhou, China
| | - Ming Xu
- Department of Burn and Plastic Surgery-Hand Surgery, Changshu Hospital Affiliated to Soochow University, Changshu, China
| | - Danping Wu
- Department of Breast Surgery, Changshu Hospital Affiliated to Soochow University, Changshu, China
| | - Jialu Li
- Department of Breast Surgery, Changshu Hospital Affiliated to Nanjing University of Chinese Medicine, Changshu, China
| | - Dong Li
- Department of Burn and Plastic Surgery-Hand Surgery, Changshu Hospital Affiliated to Soochow University, Changshu, China
| | - Bin Yu
- Department of Burn and Plastic Surgery-Hand Surgery, Changshu Hospital Affiliated to Soochow University, Changshu, China
| | - Yijing Tao
- Department of Cardiology, Changshu Hospital Affiliated to Soochow University, Changshu, China
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Song H, Weinstein HNW, Allegakoen P, Wadsworth MH, Xie J, Yang H, Castro EA, Lu KL, Stohr BA, Feng FY, Carroll PR, Wang B, Cooperberg MR, Shalek AK, Huang FW. Single-cell analysis of human primary prostate cancer reveals the heterogeneity of tumor-associated epithelial cell states. Nat Commun 2022; 13:141. [PMID: 35013146 PMCID: PMC8748675 DOI: 10.1038/s41467-021-27322-4] [Citation(s) in RCA: 68] [Impact Index Per Article: 34.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2020] [Accepted: 10/29/2021] [Indexed: 12/31/2022] Open
Abstract
Prostate cancer is the second most common malignancy in men worldwide and consists of a mixture of tumor and non-tumor cell types. To characterize the prostate cancer tumor microenvironment, we perform single-cell RNA-sequencing on prostate biopsies, prostatectomy specimens, and patient-derived organoids from localized prostate cancer patients. We uncover heterogeneous cellular states in prostate epithelial cells marked by high androgen signaling states that are enriched in prostate cancer and identify a population of tumor-associated club cells that may be associated with prostate carcinogenesis. ERG-negative tumor cells, compared to ERG-positive cells, demonstrate shared heterogeneity with surrounding luminal epithelial cells and appear to give rise to common tumor microenvironment responses. Finally, we show that prostate epithelial organoids harbor tumor-associated epithelial cell states and are enriched with distinct cell types and states from their parent tissues. Our results provide diagnostically relevant insights and advance our understanding of the cellular states associated with prostate carcinogenesis.
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Affiliation(s)
- Hanbing Song
- grid.266102.10000 0001 2297 6811Division of Hematology/Oncology, Department of Medicine, University of California, San Francisco, San Francisco, CA 94143 USA ,grid.266102.10000 0001 2297 6811Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA 94143 USA ,grid.266102.10000 0001 2297 6811Bakar Computational Health Sciences Institute, University of California, San Francisco, San Francisco, CA 94143 USA ,grid.266102.10000 0001 2297 6811Institute for Human Genetics, University of California, San Francisco, San Francisco, CA 94143 USA
| | - Hannah N. W. Weinstein
- grid.266102.10000 0001 2297 6811Division of Hematology/Oncology, Department of Medicine, University of California, San Francisco, San Francisco, CA 94143 USA ,grid.266102.10000 0001 2297 6811Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA 94143 USA ,grid.266102.10000 0001 2297 6811Bakar Computational Health Sciences Institute, University of California, San Francisco, San Francisco, CA 94143 USA ,grid.266102.10000 0001 2297 6811Institute for Human Genetics, University of California, San Francisco, San Francisco, CA 94143 USA
| | - Paul Allegakoen
- grid.266102.10000 0001 2297 6811Division of Hematology/Oncology, Department of Medicine, University of California, San Francisco, San Francisco, CA 94143 USA ,grid.266102.10000 0001 2297 6811Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA 94143 USA ,grid.266102.10000 0001 2297 6811Bakar Computational Health Sciences Institute, University of California, San Francisco, San Francisco, CA 94143 USA ,grid.266102.10000 0001 2297 6811Institute for Human Genetics, University of California, San Francisco, San Francisco, CA 94143 USA
| | - Marc H. Wadsworth
- grid.116068.80000 0001 2341 2786The Ragon Institute of Massachusetts General Hospital, Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02139 USA ,grid.116068.80000 0001 2341 2786Institute for Medical Engineering and Science (IMES), Massachusetts Institute of Technology, Cambridge, MA 02139 USA ,grid.116068.80000 0001 2341 2786Department of Chemistry, Massachusetts Institute of Technology, Cambridge, MA 02139 USA ,grid.116068.80000 0001 2341 2786Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139 USA ,grid.66859.340000 0004 0546 1623Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA 02142 USA
| | - Jamie Xie
- grid.266102.10000 0001 2297 6811Division of Hematology/Oncology, Department of Medicine, University of California, San Francisco, San Francisco, CA 94143 USA ,grid.266102.10000 0001 2297 6811Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA 94143 USA ,grid.266102.10000 0001 2297 6811Bakar Computational Health Sciences Institute, University of California, San Francisco, San Francisco, CA 94143 USA ,grid.266102.10000 0001 2297 6811Institute for Human Genetics, University of California, San Francisco, San Francisco, CA 94143 USA
| | - Heiko Yang
- grid.266102.10000 0001 2297 6811Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA 94143 USA ,grid.266102.10000 0001 2297 6811Department of Urology, University of California, San Francisco, San Francisco, CA 94143 USA
| | - Ethan A. Castro
- grid.266102.10000 0001 2297 6811Division of Hematology/Oncology, Department of Medicine, University of California, San Francisco, San Francisco, CA 94143 USA ,grid.266102.10000 0001 2297 6811Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA 94143 USA ,grid.266102.10000 0001 2297 6811Bakar Computational Health Sciences Institute, University of California, San Francisco, San Francisco, CA 94143 USA ,grid.266102.10000 0001 2297 6811Institute for Human Genetics, University of California, San Francisco, San Francisco, CA 94143 USA
| | - Kevin L. Lu
- grid.266102.10000 0001 2297 6811Department of Pathology, University of California, San Francisco, San Francisco, CA 94143 USA
| | - Bradley A. Stohr
- grid.266102.10000 0001 2297 6811Department of Pathology, University of California, San Francisco, San Francisco, CA 94143 USA
| | - Felix Y. Feng
- grid.266102.10000 0001 2297 6811Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA 94143 USA ,grid.266102.10000 0001 2297 6811Department of Urology, University of California, San Francisco, San Francisco, CA 94143 USA ,grid.266102.10000 0001 2297 6811Departments of Radiation Oncology, University of California, San Francisco, San Francisco, CA 94143 USA
| | - Peter R. Carroll
- grid.266102.10000 0001 2297 6811Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA 94143 USA ,grid.266102.10000 0001 2297 6811Department of Urology, University of California, San Francisco, San Francisco, CA 94143 USA
| | - Bruce Wang
- grid.266102.10000 0001 2297 6811Division of Gastroenterology, Department of Medicine, University of California, San Francisco, CA 94143 USA
| | - Matthew R. Cooperberg
- grid.266102.10000 0001 2297 6811Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA 94143 USA ,grid.266102.10000 0001 2297 6811Department of Urology, University of California, San Francisco, San Francisco, CA 94143 USA ,grid.410372.30000 0004 0419 2775Division of Hematology and Oncology, Department of Medicine, San Francisco Veterans Affairs Medical Center, San Francisco, CA 94121 USA
| | - Alex K. Shalek
- grid.116068.80000 0001 2341 2786The Ragon Institute of Massachusetts General Hospital, Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02139 USA ,grid.116068.80000 0001 2341 2786Institute for Medical Engineering and Science (IMES), Massachusetts Institute of Technology, Cambridge, MA 02139 USA ,grid.116068.80000 0001 2341 2786Department of Chemistry, Massachusetts Institute of Technology, Cambridge, MA 02139 USA ,grid.116068.80000 0001 2341 2786Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139 USA ,grid.66859.340000 0004 0546 1623Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA 02142 USA
| | - Franklin W. Huang
- grid.266102.10000 0001 2297 6811Division of Hematology/Oncology, Department of Medicine, University of California, San Francisco, San Francisco, CA 94143 USA ,grid.266102.10000 0001 2297 6811Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA 94143 USA ,grid.266102.10000 0001 2297 6811Bakar Computational Health Sciences Institute, University of California, San Francisco, San Francisco, CA 94143 USA ,grid.266102.10000 0001 2297 6811Institute for Human Genetics, University of California, San Francisco, San Francisco, CA 94143 USA ,grid.410372.30000 0004 0419 2775Division of Hematology and Oncology, Department of Medicine, San Francisco Veterans Affairs Medical Center, San Francisco, CA 94121 USA
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