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Murakami M, Hara K, Ikeda K, Horino M, Okazaki R, Niitsu Y, Takeuchi A, Aoki J, Shiba K, Tsujimoto K, Komiya C, Nakamura Y, Kurata M, Akashi T, Fujii Y, Yamada T. Single-Nucleus Analysis Reveals Tumor Heterogeneity of Aldosterone-Producing Adenoma. Hypertension 2024; 81:361-371. [PMID: 38095094 DOI: 10.1161/hypertensionaha.123.21446] [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: 04/28/2023] [Accepted: 12/03/2023] [Indexed: 01/19/2024]
Abstract
BACKGROUND Recent advances in omics techniques have allowed detailed genetic characterization of aldosterone-producing adenoma (APA). The pathogenesis of APA is characterized by tumorigenesis-associated aldosterone synthesis. The pathophysiological intricacies of APAs have not yet been elucidated at the level of individual cells. Therefore, a single-cell level analysis is speculated to be valuable in studying the differentiation process of APA. METHODS We conducted single-nucleus RNA sequencing of APAs with KCNJ5 mutation and nonfunctional adenomas obtained from 3 and 2 patients, respectively. RESULTS The single-nucleus RNA sequencing revealed the intratumoral heterogeneity of APA and identified cell populations consisting of a shared cluster of nonfunctional adenoma and APA. In addition, we extracted 2 cell fates in APA and obtained a cell population specialized in aldosterone synthesis. Genes related to ribosomes and neurodegenerative diseases were upregulated in 1 of these fates, whereas those related to the regulation of glycolysis were upregulated in the other fate. Furthermore, the total RNA reads in the nucleus were higher in hormonally activated clusters, indicating a marked activation of transcription per cell. CONCLUSIONS The single-nucleus RNA sequencing revealed intratumoral heterogeneity of APA with KCNJ5 mutation. The observation of 2 cell fates in KCNJ5-mutated APAs provides the postulation that a heterogeneous process of cellular differentiation was implicated in the pathophysiological mechanisms underlying APA tumors.
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Affiliation(s)
- Masanori Murakami
- Department of Molecular Endocrinology and Metabolism, Graduate School of Medical and Dental Sciences (M.M., K.H., K.I., M.H., R.O., Y.N., A.T., J.A., K.S., K.T., C.K., T.Y.), Tokyo Medical and Dental University, Japan
| | - Kazunari Hara
- Department of Molecular Endocrinology and Metabolism, Graduate School of Medical and Dental Sciences (M.M., K.H., K.I., M.H., R.O., Y.N., A.T., J.A., K.S., K.T., C.K., T.Y.), Tokyo Medical and Dental University, Japan
| | - Kenji Ikeda
- Department of Molecular Endocrinology and Metabolism, Graduate School of Medical and Dental Sciences (M.M., K.H., K.I., M.H., R.O., Y.N., A.T., J.A., K.S., K.T., C.K., T.Y.), Tokyo Medical and Dental University, Japan
| | - Masato Horino
- Department of Molecular Endocrinology and Metabolism, Graduate School of Medical and Dental Sciences (M.M., K.H., K.I., M.H., R.O., Y.N., A.T., J.A., K.S., K.T., C.K., T.Y.), Tokyo Medical and Dental University, Japan
| | - Rei Okazaki
- Department of Molecular Endocrinology and Metabolism, Graduate School of Medical and Dental Sciences (M.M., K.H., K.I., M.H., R.O., Y.N., A.T., J.A., K.S., K.T., C.K., T.Y.), Tokyo Medical and Dental University, Japan
| | - Yoshihiro Niitsu
- Department of Molecular Endocrinology and Metabolism, Graduate School of Medical and Dental Sciences (M.M., K.H., K.I., M.H., R.O., Y.N., A.T., J.A., K.S., K.T., C.K., T.Y.), Tokyo Medical and Dental University, Japan
| | - Akira Takeuchi
- Department of Molecular Endocrinology and Metabolism, Graduate School of Medical and Dental Sciences (M.M., K.H., K.I., M.H., R.O., Y.N., A.T., J.A., K.S., K.T., C.K., T.Y.), Tokyo Medical and Dental University, Japan
| | - Jun Aoki
- Department of Molecular Endocrinology and Metabolism, Graduate School of Medical and Dental Sciences (M.M., K.H., K.I., M.H., R.O., Y.N., A.T., J.A., K.S., K.T., C.K., T.Y.), Tokyo Medical and Dental University, Japan
| | - Kumiko Shiba
- Department of Molecular Endocrinology and Metabolism, Graduate School of Medical and Dental Sciences (M.M., K.H., K.I., M.H., R.O., Y.N., A.T., J.A., K.S., K.T., C.K., T.Y.), Tokyo Medical and Dental University, Japan
- Center for Personalized Medicine for Healthy Aging (K.S.), Tokyo Medical and Dental University, Japan
| | - Kazutaka Tsujimoto
- Department of Molecular Endocrinology and Metabolism, Graduate School of Medical and Dental Sciences (M.M., K.H., K.I., M.H., R.O., Y.N., A.T., J.A., K.S., K.T., C.K., T.Y.), Tokyo Medical and Dental University, Japan
| | - Chikara Komiya
- Department of Molecular Endocrinology and Metabolism, Graduate School of Medical and Dental Sciences (M.M., K.H., K.I., M.H., R.O., Y.N., A.T., J.A., K.S., K.T., C.K., T.Y.), Tokyo Medical and Dental University, Japan
| | - Yuki Nakamura
- Department of Urology, Graduate School of Medical and Dental Sciences (Y.N., Y.F.), Tokyo Medical and Dental University, Japan
| | - Morito Kurata
- Department of Comprehensive Pathology, Graduate School of Medical and Dental Sciences (M.K.), Tokyo Medical and Dental University, Japan
| | - Takumi Akashi
- Department of Diagnostic Pathology, Graduate School of Medical and Dental Sciences (T.A.), Tokyo Medical and Dental University, Japan
- Division of Surgical Pathology, Tokyo Medical and Dental University Hospital, Japan (T.A.)
| | - Yasuhisa Fujii
- Department of Urology, Graduate School of Medical and Dental Sciences (Y.N., Y.F.), Tokyo Medical and Dental University, Japan
| | - Tetsuya Yamada
- Department of Molecular Endocrinology and Metabolism, Graduate School of Medical and Dental Sciences (M.M., K.H., K.I., M.H., R.O., Y.N., A.T., J.A., K.S., K.T., C.K., T.Y.), Tokyo Medical and Dental University, Japan
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Zhong B, Cui C, Cui Q. Identification and Analysis of Sex-Biased MicroRNAs in Human Diseases. Genes (Basel) 2023; 14:1688. [PMID: 37761827 PMCID: PMC10531062 DOI: 10.3390/genes14091688] [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: 07/23/2023] [Revised: 08/11/2023] [Accepted: 08/24/2023] [Indexed: 09/29/2023] Open
Abstract
It is well known that significant differences exist between males and females in both physiology and disease. Thus, it is important to identify and analyze sex-biased miRNAs. However, previous studies investigating sex differences in miRNA expression have predominantly focused on healthy individuals or restricted their analysis to a single disease. Therefore, it is necessary to comprehensively identify and analyze the sex-biased miRNAs in diseases. For this purpose, in this study, we first identified the miRNAs showing sex-biased expression between males and females in diseases based on a number of miRNA expression datasets. Then, we performed a bioinformatics analysis for these sex-biased miRNAs. Notably, our findings revealed that women exhibit a greater number of conserved miRNAs that are highly expressed compared to men, and these miRNAs are implicated in a broader spectrum of diseases. Additionally, we explored the enriched transcription factors, functions, and diseases associated with these sex-biased miRNAs using the miRNA set enrichment analysis tool TAM 2.0. The insights gained from this study could carry implications for endeavors such as precision medicine and possibly pave the way for more targeted and tailored approaches to disease management.
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Affiliation(s)
| | | | - Qinghua Cui
- Department of Biomedical Informatics, Center for Noncoding RNA Medicine, State Key Laboratory of Vascular Homeostasis and Remodeling, School of Basic Medical Sciences, Peking University, 38 Xueyuan Rd, Beijing 100191, China; (B.Z.); (C.C.)
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