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Alchahin AM, Tsea I, Baryawno N. Recent Advances in Single-Cell RNA-Sequencing of Primary and Metastatic Clear Cell Renal Cell Carcinoma. Cancers (Basel) 2023; 15:4734. [PMID: 37835428 PMCID: PMC10571653 DOI: 10.3390/cancers15194734] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2023] [Revised: 09/22/2023] [Accepted: 09/22/2023] [Indexed: 10/15/2023] Open
Abstract
Over the past two decades, significant progress has been made in the treatment of clear cell renal cell carcinoma (ccRCC), with a shift towards adopting new treatment approaches ranging from monotherapy to triple-combination therapy. This progress has been spearheaded by fundamental technological advancements that have allowed a deeper understanding of the various biological components of this cancer. In particular, the rapid commercialization of transcriptomics technologies, such as single-cell RNA-sequencing (scRNA-seq) methodologies, has played a crucial role in accelerating this understanding. Through precise measurements facilitated by these technologies, the research community has successfully identified and characterized diverse tumor, immune, and stromal cell populations, uncovering their interactions and pathways involved in disease progression. In localized ccRCC, patients have shown impressive response rates to treatment. However, despite the emerging findings and new knowledge provided in the field, there are still patients that do not respond to treatment, especially in advanced disease stages. One of the key challenges lies in the limited study of ccRCC metastases compared to localized cases. This knowledge gap may contribute to the relatively low survival rates and response rates observed in patients with metastatic ccRCC. To bridge this gap, we here delve into recent research utilizing scRNA-seq technologies in both primary and metastatic ccRCC. The goal of this review is to shed light on the current state of knowledge in the field, present existing treatment options, and emphasize the crucial steps needed to improve survival rates, particularly in cases of metastatic ccRCC.
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Affiliation(s)
| | | | - Ninib Baryawno
- Childhood Cancer Research Unit, Department of Women’s and Children’s Health, Karolinska Institutet, 10000-19999 Stockholm, Sweden; (A.M.A.); (I.T.)
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Lei Y, Meng Y, Guo X, Ning K, Bian Y, Li L, Hu Z, Anashkina AA, Jiang Q, Dong Y, Zhu X. Overview of structural variation calling: Simulation, identification, and visualization. Comput Biol Med 2022; 145:105534. [DOI: 10.1016/j.compbiomed.2022.105534] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2022] [Revised: 04/09/2022] [Accepted: 04/14/2022] [Indexed: 12/11/2022]
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Chen J, Zhang Q, Liu T, Tang H. Roles of M6A Regulators in Hepatocellular Carcinoma: Promotion or Suppression. Curr Gene Ther 2021; 22:40-50. [PMID: 34825870 DOI: 10.2174/1566523221666211126105940] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2021] [Revised: 06/15/2021] [Accepted: 10/14/2021] [Indexed: 11/22/2022]
Abstract
Hepatocellular carcinoma (HCC) is the sixth globally diagnosed cancer with a poor prognosis. Although the pathological factors of hepatocellular carcinoma are well elucidated, the underlying molecular mechanisms remain unclear. N6-methyladenosine (m6A) is an adenosine methylation occurring at the N6 site, which is the most prevalent modification of eukaryotic mRNA. Recent studies have shown that m6A can regulate gene expression, thus modulating the processes of cell self-renewal, differentiation, and apoptosis. The methyls in m6A are installed by methyltransferases ("writers"), removed by demethylases ("erasers") and recognized by m6A-binding proteins ("readers"). In this review, we discuss the roles of above regulators in the progression and prognosis of HCC, and summarize the clinical association between m6A modification and hepatocellular carcinoma, so as to provide more valuable information for clinical treatment.
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Affiliation(s)
- Jiamao Chen
- School of Basic Medical Sciences, Southwest Medical University, Luzhou, China
| | - Qian Zhang
- School of Basic Medical Sciences, Southwest Medical University, Luzhou, China
| | - Ting Liu
- School of Basic Medical Sciences, Southwest Medical University, Luzhou, China
| | - Hua Tang
- School of Basic Medical Sciences, Southwest Medical University, Luzhou, China
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4
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Improved SNV Discovery in Barcode-Stratified scRNA-seq Alignments. Genes (Basel) 2021; 12:genes12101558. [PMID: 34680953 PMCID: PMC8535975 DOI: 10.3390/genes12101558] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2021] [Revised: 09/25/2021] [Accepted: 09/28/2021] [Indexed: 11/17/2022] Open
Abstract
Currently, the detection of single nucleotide variants (SNVs) from 10 x Genomics single-cell RNA sequencing data (scRNA-seq) is typically performed on the pooled sequencing reads across all cells in a sample. Here, we assess the gaining of information regarding SNV assessments from individual cell scRNA-seq data, wherein the alignments are split by cellular barcode prior to the variant call. We also reanalyze publicly available data on the MCF7 cell line during anticancer treatment. We assessed SNV calls by three variant callers—GATK, Strelka2, and Mutect2, in combination with a method for the cell-level tabulation of the sequencing read counts bearing variant alleles–SCReadCounts (single-cell read counts). Our analysis shows that variant calls on individual cell alignments identify at least a two-fold higher number of SNVs as compared to the pooled scRNA-seq; these SNVs are enriched in novel variants and in stop-codon and missense substitutions. Our study indicates an immense potential of SNV calls from individual cell scRNA-seq data and emphasizes the need for cell-level variant detection approaches and tools, which can contribute to the understanding of the cellular heterogeneity and the relationships to phenotypes, and help elucidate somatic mutation evolution and functionality.
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Fernandes FG, Silveira HCS, Júnior JNA, da Silveira RA, Zucca LE, Cárcano FM, Sanches AON, Neder L, Scapulatempo-Neto C, Serrano SV, Jonasch E, Reis RM, Evangelista AF. Somatic Copy Number Alterations and Associated Genes in Clear-Cell Renal-Cell Carcinoma in Brazilian Patients. Int J Mol Sci 2021; 22:2265. [PMID: 33668731 PMCID: PMC7956176 DOI: 10.3390/ijms22052265] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2020] [Revised: 01/13/2021] [Accepted: 01/22/2021] [Indexed: 12/24/2022] Open
Abstract
Somatic copy number aberrations (CNAs) have been associated with clear-cell renal carcinoma (ccRCC) pathogenesis and are a potential source of new diagnostic, prognostic and therapeutic biomarkers. Recurrent CNAs include loss of chromosome arms 3p, 14q, 9p, and gains of 5q and 8q. Some of these regional CNAs are suspected of altering gene expression and could influence clinical outcomes. Despite many studies of CNAs in RCC, there are currently no descriptions of genomic copy number alterations in a Brazilian ccRCC cohort. This study was designed to evaluate the chromosomal profile of CNAs in Brazilian ccRCC tumors and explore clinical associations. A total of 92 ccRCC Brazilian patients that underwent nephrectomy at Barretos Cancer Hospital were analyzed for CNAs by array comparative genomic hybridization. Most patients in the cohort had early-stage localized disease. The most significant alterations were loss of 3p (87.3%), 14q (35.8%), 6q (29.3%), 9p (28.6%) and 10q (25.0%), and gains of 5q (59.7%), 7p (29.3%) and 16q (20.6%). Bioinformatics analysis revealed 19 genes mapping to CNA significant regions, including SETD2, BAP1, FLT4, PTEN, FGFR4 and NSD1. Moreover, gain of 5q34-q35.3 (FLT4 and NSD1) and loss of 6q23.2-q23.3 (MYB) and 9p21.3 (MLLT3) had gene expression levels that correlated with TCGA data and was also associated with advanced disease features, such as larger tumors, Fuhrman 3, metastasis at diagnosis and death. The loss of region 14q22.1 which encompasses the NIN gene was associated with poor overall survival. Overall, this study provides the first CNA landscape of Brazilian patients and pinpoints genomic regions and specific genes worthy of more detailed investigations. Our results highlight important genes that are associated with copy number changes involving large chromosomal regions that are potentially related to ccRCC tumorigenesis and disease biology for future clinical investigations.
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Affiliation(s)
- Flávia Gonçalves Fernandes
- Molecular Oncology Research Center, Barretos Cancer Hospital, Barretos 14784-400, Brazil; (F.G.F.); (H.C.S.S.); (R.A.d.S.)
| | | | - João Neif Antonio Júnior
- Department of Medical Oncology, Barretos Cancer Hospital, Barretos 14784-400, Brazil; (J.N.A.J.); (L.E.Z.); (F.M.C.); (A.O.N.S.); (S.V.S.)
| | - Rosana Antunes da Silveira
- Molecular Oncology Research Center, Barretos Cancer Hospital, Barretos 14784-400, Brazil; (F.G.F.); (H.C.S.S.); (R.A.d.S.)
| | - Luis Eduardo Zucca
- Department of Medical Oncology, Barretos Cancer Hospital, Barretos 14784-400, Brazil; (J.N.A.J.); (L.E.Z.); (F.M.C.); (A.O.N.S.); (S.V.S.)
| | - Flavio Mavignier Cárcano
- Department of Medical Oncology, Barretos Cancer Hospital, Barretos 14784-400, Brazil; (J.N.A.J.); (L.E.Z.); (F.M.C.); (A.O.N.S.); (S.V.S.)
- Barretos School of Health Sciences Dr Paulo Prata-FACISB, Barretos 14785-002, Brazil
| | - André Octavio Nicolau Sanches
- Department of Medical Oncology, Barretos Cancer Hospital, Barretos 14784-400, Brazil; (J.N.A.J.); (L.E.Z.); (F.M.C.); (A.O.N.S.); (S.V.S.)
| | - Luciano Neder
- Department of Pathology, Barretos Cancer Hospital, Barretos 14784-400, Brazil; (L.N.); (C.S.-N.)
| | | | - Sergio Vicente Serrano
- Department of Medical Oncology, Barretos Cancer Hospital, Barretos 14784-400, Brazil; (J.N.A.J.); (L.E.Z.); (F.M.C.); (A.O.N.S.); (S.V.S.)
- Barretos School of Health Sciences Dr Paulo Prata-FACISB, Barretos 14785-002, Brazil
| | - Eric Jonasch
- Department of Genitourinary Medical Oncology, Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA;
| | - Rui Manuel Reis
- Molecular Oncology Research Center, Barretos Cancer Hospital, Barretos 14784-400, Brazil; (F.G.F.); (H.C.S.S.); (R.A.d.S.)
- Life and Health Sci Research Institute (ICVS), Medical School, University of Minho, 4710-057 Braga, Portugal
- ICVS/3B’s-PT Government Associate Laboratory, 4710-057 Braga/Guimarães, Portugal
| | - Adriane Feijó Evangelista
- Molecular Oncology Research Center, Barretos Cancer Hospital, Barretos 14784-400, Brazil; (F.G.F.); (H.C.S.S.); (R.A.d.S.)
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Borcherding N, Vishwakarma A, Voigt AP, Bellizzi A, Kaplan J, Nepple K, Salem AK, Jenkins RW, Zakharia Y, Zhang W. Mapping the immune environment in clear cell renal carcinoma by single-cell genomics. Commun Biol 2021; 4:122. [PMID: 33504936 PMCID: PMC7840906 DOI: 10.1038/s42003-020-01625-6] [Citation(s) in RCA: 195] [Impact Index Per Article: 48.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2019] [Accepted: 12/17/2020] [Indexed: 01/30/2023] Open
Abstract
Clear cell renal cell carcinoma (ccRCC) is one of the most immunologically distinct tumor types due to high response rate to immunotherapies, despite low tumor mutational burden. To characterize the tumor immune microenvironment of ccRCC, we applied single-cell-RNA sequencing (SCRS) along with T-cell-receptor (TCR) sequencing to map the transcriptomic heterogeneity of 25,688 individual CD45+ lymphoid and myeloid cells in matched tumor and blood from three patients with ccRCC. We also included 11,367 immune cells from four other individuals derived from the kidney and peripheral blood to facilitate the identification and assessment of ccRCC-specific differences. There is an overall increase in CD8+ T-cell and macrophage populations in tumor-infiltrated immune cells compared to normal renal tissue. We further demonstrate the divergent cell transcriptional states for tumor-infiltrating CD8+ T cells and identify a MKI67 + proliferative subpopulation being a potential culprit for the progression of ccRCC. Using the SCRS gene expression, we found preferential prediction of clinical outcomes and pathological diseases by subcluster assignment. With further characterization and functional validation, our findings may reveal certain subpopulations of immune cells amenable to therapeutic intervention.
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Affiliation(s)
- Nicholas Borcherding
- Department of Pathology and Immunology, Washington University School of Medicine, St Louis, MO, USA
- Medical Science Training Program, University of Iowa, Iowa City, IA, USA
- Holden Comprehensive Cancer Center, University of Iowa, Iowa City, IA, USA
| | - Ajaykumar Vishwakarma
- Department of Pharmaceutical Sciences and Experimental Therapeutics, College of Pharmacy, University of Iowa, Iowa City, IA, USA
- Laboratory of Systems Pharmacology, Harvard Program in Therapeutic Science, Harvard Medical School, Boston, MA, USA
- Department of Medicine, Massachusetts General Hospital Cancer Center, Harvard Medical School, Boston, MA, USA
| | - Andrew P Voigt
- Medical Science Training Program, University of Iowa, Iowa City, IA, USA
| | - Andrew Bellizzi
- Department of Pathology, University of Iowa Hospitals and Clinics, Iowa City, IA, USA
| | - Jacob Kaplan
- Department of Pathology, University of Iowa Hospitals and Clinics, Iowa City, IA, USA
| | - Kenneth Nepple
- Holden Comprehensive Cancer Center, University of Iowa, Iowa City, IA, USA
- Department of Urology, University of Iowa Hospitals and Clinics, Iowa City, IA, USA
| | - Aliasger K Salem
- Holden Comprehensive Cancer Center, University of Iowa, Iowa City, IA, USA
- Department of Pharmaceutical Sciences and Experimental Therapeutics, College of Pharmacy, University of Iowa, Iowa City, IA, USA
| | - Russell W Jenkins
- Laboratory of Systems Pharmacology, Harvard Program in Therapeutic Science, Harvard Medical School, Boston, MA, USA.
- Department of Medicine, Massachusetts General Hospital Cancer Center, Harvard Medical School, Boston, MA, USA.
| | - Yousef Zakharia
- Holden Comprehensive Cancer Center, University of Iowa, Iowa City, IA, USA.
- Department of Urology, University of Iowa Hospitals and Clinics, Iowa City, IA, USA.
- Department of Internal Medicine, University of Iowa Hospitals and Clinics, Iowa City, IA, USA.
| | - Weizhou Zhang
- Holden Comprehensive Cancer Center, University of Iowa, Iowa City, IA, USA.
- Department of Pathology, University of Iowa Hospitals and Clinics, Iowa City, IA, USA.
- Department of Pathology, Immunology, and Laboratory Medicine, University of Florida, Gainesville, FL, USA.
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7
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Zhu Y, Yang Z, Chen H, Pan Y, Gong L, Chen F, Jin X, Wen S, Li Y, Chen G. lncRNAHIF1A-AS2 Promotes Renal Carcinoma Cell Proliferation and Migration via miR-130a-5p/ERBB2 Pathway. Onco Targets Ther 2020; 13:9807-9820. [PMID: 33061459 PMCID: PMC7535142 DOI: 10.2147/ott.s260191] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2020] [Accepted: 08/04/2020] [Indexed: 12/14/2022] Open
Abstract
Background Long non-coding RNAs (lncRNAs) are essential for tumorigenesis and progression of diverse cancers. This study aims to investigate the roles of lncRNAs on renal carcinoma. Methods The expression of lncRNA HIF1A-AS2 in clear cell renal cell carcinoma (ccRCC) and adjacent non-cancer tissues was identified by quantitative real-time PCR (qRT-PCR). Investigations were performed on biological function of lncRNA HIF1A-AS2 on cell proliferation, cell cycle, apoptosis and invasion of ccRCC by overexpression and knockdown experiments. Further, luciferase reporter assay and Western blot were constructed to explore molecular mechanisms underlying the function of lncRNA HIF1A-AS2. Results HIF1A-AS2 was highly expressed in kidney cancer tissues and ccRCC cells. Interference of HIF1A-AS2 in vivo hindered cell proliferation, invasion and migration while accelerated cell apoptosis. Overexpression of HIF1A-AS2 presented an opposite effect that repressed the expression of miR-130a-5p, and miR-130a-5p inhibited the expression of HIF1A-AS2. Additionally, rescue experiments exhibited that oncogenic function of HIF1A-AS2 was partially dependent on the suppression of miR-130a-5p. Conclusion Our results indicated a critical role for the HIF1A-AS2-miR-130a-5p axis in renal carcinoma progression, which may act as a promising diagnostic biomarker and a pivotal therapeutic target for renal carcinoma cures.
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Affiliation(s)
- Yunxiao Zhu
- Department of Urology, The First Affiliated Hospital of Chongqing Medical University, Chongqing 400010, People's Republic of China
| | - Ziyi Yang
- Department of Urology, The First Affiliated Hospital of Chongqing Medical University, Chongqing 400010, People's Republic of China
| | - Han Chen
- Department of Urology, The First Affiliated Hospital of Chongqing Medical University, Chongqing 400010, People's Republic of China
| | - Yang Pan
- Department of Urology, The First Affiliated Hospital of Chongqing Medical University, Chongqing 400010, People's Republic of China
| | - Lifeng Gong
- Department of Urology, The First Affiliated Hospital of Chongqing Medical University, Chongqing 400010, People's Republic of China
| | - Falin Chen
- Department of Urology, The First Affiliated Hospital of Chongqing Medical University, Chongqing 400010, People's Republic of China
| | - Xiaoxiang Jin
- Department of Urology, The First Affiliated Hospital of Chongqing Medical University, Chongqing 400010, People's Republic of China
| | - Shuang Wen
- Department of Urology, The First Affiliated Hospital of Chongqing Medical University, Chongqing 400010, People's Republic of China
| | - Yi Li
- Department of Urology, The First Affiliated Hospital of Chongqing Medical University, Chongqing 400010, People's Republic of China
| | - Gang Chen
- Department of Urology, The First Affiliated Hospital of Chongqing Medical University, Chongqing 400010, People's Republic of China
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