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Liu Y, Dong K, Yao Y, Lu B, Wang L, Ji G, Zhang H, Zhao Z, Yang X, Huang R, Zhou W, Pan X, Cui X. Construction and validation of renal cell carcinoma tumor cell differentiation-related prognostic classification (RCC-TCDC): an integrated bioinformatic analysis and clinical study. Ann Med 2025; 57:2490830. [PMID: 40248945 PMCID: PMC12010653 DOI: 10.1080/07853890.2025.2490830] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/16/2024] [Revised: 02/28/2025] [Accepted: 03/08/2025] [Indexed: 04/19/2025] Open
Abstract
BACKGROUND Renal cell carcinoma (RCC) is a heterogeneous malignancy with diverse gene expression patterns, molecular landscapes, and differentiation characteristics of tumor cells. It is imperative to develop molecular RCC classification based on tumor cell differentiation for precise risk stratification and personalized therapy. METHODS We obtained scRNA-seq profiles from GSE159115 and bulk RNA-seq profiles from TCGA-KIRC cohort. We then performed scRNA-seq cluster analysis, monocle2 pseudotime analysis, and prognostic analysis to obtain tumor cell differentiation-related prognostic genes (TCDGs). Subsequently, we conducted consensus clustering to construct the RCC tumor cell differentiation-related prognostic classification (RCC-TCDC) and implemented prognostic and multi-omics analyses. Moreover, we utilized Lasso regression to help develop a multivariable prognostic model. In addition, we performed correlation analysis and Cmap algorithm for regulatory network establishment and candidate inhibitor prediction. We eventually included 370 kidney neoplasm patients in Xinhua cohort to undergo immunohistochemical staining and scoring for classification and comprehensive statistical analyses, including Chi-square tests, Kaplan-Meier survival analyses, and multivariable Cox regression analysis . RESULTS 32 TCDGs were identifiedand RCC-TCDC was constructed to classify TCGA-KIRC patients into RCC-low differentiation (RCC-LD) (S100A11+ SH3BGRL3+, high risk), RCC-moderate differentiation (TSPAN7+, medium risk), and RCC-high differentiation (RCC-HD) (AQP1+ NPR3+, low risk). Notably, RCC-LD was validated as anindependent risk factor for both OS (p = 0.015, HR = 14.0, 95%CI = 1.67-117.8) and PFS (p = 0.010, HR = 4.0, 95%CI = 1.39-11.7) of RCC patients in Xinhua cohort, taking RCC-HD as reference. CONCLUSIONS We constructed and validated a robust molecular classification system, RCC-TCDC, elucidating three distinct RCC subtypes.
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Affiliation(s)
- Yifan Liu
- Department of Urology, Xinhua Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Keqin Dong
- Department of Urology, Xinhua Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Yuntao Yao
- Department of Urology, Xinhua Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Bingnan Lu
- Department of Urology, Xinhua Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Lei Wang
- Department of Urology, Xinhua Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Guo Ji
- Department of Pathology, Shanghai Tenth People’s Hospital Affiliated to Tongji University School of Medicine, Shanghai, China
| | - Haoyu Zhang
- Department of Urology, Xinhua Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Zihui Zhao
- Department of Urology, Xinhua Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Xinyue Yang
- Department of Urology, Xinhua Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Runzhi Huang
- Department of Burn Surgery, The First Affiliated Hospital of Naval Medical University, Shanghai, China
| | - Wang Zhou
- Department of Urology, Xinhua Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Xiuwu Pan
- Department of Urology, Xinhua Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Xingang Cui
- Department of Urology, Xinhua Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
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Liu S, Wan X, Gou Y, Yang W, Xu W, Du Y, Peng X, Wang X, Zhang X. The emerging functions and clinical implications of circRNAs in acute myeloid leukaemia. Cancer Cell Int 2025; 25:167. [PMID: 40296024 PMCID: PMC12038945 DOI: 10.1186/s12935-025-03772-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2024] [Accepted: 03/28/2025] [Indexed: 04/30/2025] Open
Abstract
Acute myeloid leukaemia (AML) is a prevalent haematologic malignancy characterized by significant heterogeneity. Despite the application of aggressive therapeutic approaches, AML remains associated with poor prognosis. Circular RNAs (circRNAs) constitute a unique class of single-stranded RNAs featuring covalently closed loop structures that are ubiquitous across species. These molecules perform crucial regulatory functions in the pathogenesis of various diseases through diverse mechanisms, including acting as miRNA sponges, interacting with DNA or proteins, and encoding functional proteins/polypeptides. Recently, numerous circRNAs have been confirmed to have aberrant expression patterns in AML patients. In particular, certain circRNAs are closely associated with specific clinicopathological characteristics and thus have great potential as diagnostic/prognostic biomarkers and therapeutic targets in AML. Herein, we systematically summarize the biogenesis, degradation, and functional mechanisms of circRNAs while highlighting their clinical relevance. We also outline a series of online databases and analytical tools available to facilitate circRNA research. Finally, we discuss the current challenges and future research priorities in this evolving field.
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Affiliation(s)
- Shuiqing Liu
- Medical Center of Hematology, Xinqiao Hospital of Army Medical University, Chongqing, 400037, China
- Chongqing Key Laboratory of Hematology and Microenvironment, Chongqing, 400037, China
| | - Xingyu Wan
- Medical Center of Hematology, Xinqiao Hospital of Army Medical University, Chongqing, 400037, China
- Chongqing Key Laboratory of Hematology and Microenvironment, Chongqing, 400037, China
| | - Yang Gou
- Medical Center of Hematology, Xinqiao Hospital of Army Medical University, Chongqing, 400037, China
- Chongqing Key Laboratory of Hematology and Microenvironment, Chongqing, 400037, China
| | - Wuchen Yang
- Medical Center of Hematology, Xinqiao Hospital of Army Medical University, Chongqing, 400037, China
- Chongqing Key Laboratory of Hematology and Microenvironment, Chongqing, 400037, China
| | - Wei Xu
- Medical Center of Hematology, Xinqiao Hospital of Army Medical University, Chongqing, 400037, China
- Chongqing Key Laboratory of Hematology and Microenvironment, Chongqing, 400037, China
| | - Yuxuan Du
- Medical Center of Hematology, Xinqiao Hospital of Army Medical University, Chongqing, 400037, China
- Chongqing Key Laboratory of Hematology and Microenvironment, Chongqing, 400037, China
| | - Xiangui Peng
- Medical Center of Hematology, Xinqiao Hospital of Army Medical University, Chongqing, 400037, China
- Chongqing Key Laboratory of Hematology and Microenvironment, Chongqing, 400037, China
| | - Xiaoqi Wang
- Medical Center of Hematology, Xinqiao Hospital of Army Medical University, Chongqing, 400037, China
- Chongqing Key Laboratory of Hematology and Microenvironment, Chongqing, 400037, China
| | - Xi Zhang
- Medical Center of Hematology, Xinqiao Hospital of Army Medical University, Chongqing, 400037, China.
- Chongqing Key Laboratory of Hematology and Microenvironment, Chongqing, 400037, China.
- State Key Laboratory of Trauma and Chemical Poisoning, Chongqing, 400037, China.
- Jinfeng Laboratory, Chongqing, 401329, China.
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Sun S, Zhang B, Jia W, Yang J, Wang S, Zhao L, Ma Y, Wu Q, Wang Y. Bio-characteristics, tissue expression of miR-375 in hypothalamic-pituitary-ovarian axis and its regulation in reproduction-related diseases. Sci Rep 2024; 14:27353. [PMID: 39521862 PMCID: PMC11550468 DOI: 10.1038/s41598-024-79062-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2024] [Accepted: 11/06/2024] [Indexed: 11/16/2024] Open
Abstract
Our study concentrated on the expression of miRNA-375 in the hypothalamic-pituitary-gonadal axis of female Hu sheep. The investigation involved cloning the precursor sequence of miR-NA-375, followed by comparison with database entries and subsequent Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses. In our approach, we obtained ovaries, thalamus, cerebellum, brain, uterus, pituitary gland, hypothalamus, and pineal gland from fertile but nonpregnant Hu ewes. MiRNA extraction kit was used to extract miRNA from the above eight tissues. Real-time fluorescent quantitative polymerase chain reaction was used to evaluate the role of miR-375 in the hy-pothalamic-pituitary-gonadal axis. The results of miR-375 precursor sequence cloning were compared with those of Anopheles gambiae, Apis mellifera, Bos taurus, Drosophila melanogaster, Danio rerio, Fugu rubripes, Gallus gallus, Homo sapiens, Monodelphis domestica, Macaca mulatta, Mus musculus, Pan troglodytes, Rattus norvegicus, Tetraodon nigroviridis, Xenopus tropicalis miR-375 in miRBase database. It was found that oar-miR-375 was highly conserved. Notably, miR-375 expression in the pineal gland was significantly higher (p < 0.01) than that in the ovaries, thalamus, cerebellum, brain, uterus, pituitary gland, hypothalamus. The study also involved predicting miR-375 target genes. GO and KEGG enrichment analyses of these predicted target genes revealed that miR-375 is involved in 182 biological processes, affects 186 cellular components, and participates in 184 molecular functions. In terms of pathway enrichment, miR-375 was linked to nine pathways, including the Hippo, Wnt, and mTOR signaling pathways. This study has validated the interaction between miR-375 and its target gene FZD4, which can be recognized and bound to produce effects. These findings lead to the inference that miR-375 may play a crucial regulatory role in sheep reproduction through the Hippo pathway and Wnt pathway, laying a foundation for further exploration of miR-375's role in this domain.
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Affiliation(s)
- Saiyi Sun
- College of Animal Science and Technology, Henan University of Science and Technology, Luoyang, 471023, Henan, China
| | - Binglei Zhang
- College of Animal Science and Technology, Henan University of Science and Technology, Luoyang, 471023, Henan, China
| | - Wanhang Jia
- College of Animal Science and Technology, Henan University of Science and Technology, Luoyang, 471023, Henan, China
| | - Jiaxin Yang
- College of Animal Science and Technology, Henan University of Science and Technology, Luoyang, 471023, Henan, China
| | - Saiqiao Wang
- College of Animal Science and Technology, Henan University of Science and Technology, Luoyang, 471023, Henan, China
| | - Lu Zhao
- College of Animal Science and Technology, Henan University of Science and Technology, Luoyang, 471023, Henan, China
| | - Yan Ma
- College of Animal Science and Technology, Henan University of Science and Technology, Luoyang, 471023, Henan, China
| | - Qiujue Wu
- College of Animal Science and Technology, Henan University of Science and Technology, Luoyang, 471023, Henan, China
| | - Yuqin Wang
- College of Animal Science and Technology, Henan University of Science and Technology, Luoyang, 471023, Henan, China.
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Cui YB, Wang LJ, Xu JH, Nan HJ, Yang PY, Niu JW, Shi MY, Bai YL. Recent Progress of CircRNAs in Hematological Malignancies. Int J Med Sci 2024; 21:2544-2561. [PMID: 39439468 PMCID: PMC11492881 DOI: 10.7150/ijms.98156] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/06/2024] [Accepted: 09/16/2024] [Indexed: 10/25/2024] Open
Abstract
Circular RNAs (circRNAs) are now recognized as key regulators in the epigenetic control of genetic expression, being involved in a wide range of cellular activities such as proliferation, differentiation, and apoptosis. Their unique closed-loop structure endows them with stability and resistance to exonuclease degradation, making them not only key regulatory molecules within the cell but also promising biomarkers for disease diagnosis and prognosis, particularly in hematological malignancies. This review comprehensively explores the role of circRNAs in the pathogenesis, progression, and therapeutic resistance of common hematological malignancies. Furthermore, the review delves into the prognostic significance of circRNAs, underscoring their potential in predicting disease outcomes and treatment response. Given their extensive involvement in cancer biology, circRNAs present a frontier for novel therapeutic strategies.
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Affiliation(s)
- Ya-Bin Cui
- Department of Hematology, Henan University People's Hospital and Henan Provincial People's Hospital, Zhengzhou 450003, P.R. China
| | - Li-Jie Wang
- Department of Hematology, Henan University People's Hospital and Henan Provincial People's Hospital, Zhengzhou 450003, P.R. China
| | - Jin-Hui Xu
- Department of Hematology, Zhengzhou University People's Hospital and Henan Provincial People's Hospital, Zhengzhou 450003, P.R. China
| | - Hui-Jie Nan
- Department of Hematology, Zhengzhou University People's Hospital and Henan Provincial People's Hospital, Zhengzhou 450003, P.R. China
| | - Pei-Yao Yang
- Department of Hematology, Zhengzhou University People's Hospital and Henan Provincial People's Hospital, Zhengzhou 450003, P.R. China
| | - Jun-Wei Niu
- Department of Hematology, Zhengzhou University People's Hospital and Henan Provincial People's Hospital, Zhengzhou 450003, P.R. China
| | - Ming-Yue Shi
- Department of Hematology, Zhengzhou University People's Hospital and Henan Provincial People's Hospital, Zhengzhou 450003, P.R. China
| | - Yan-Liang Bai
- Department of Hematology, Henan University People's Hospital and Henan Provincial People's Hospital, Zhengzhou 450003, P.R. China
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Guo H, Cui Y, Bai Y, Yan F, Zhang W, Chen Y, Shi M. Screening of a Prognostic Gene Signature for Relapsed/Refractory Acute Myeloid Leukemia Based on Altered Circulating CircRNA Profiles. Int J Gen Med 2024; 17:2967-2979. [PMID: 39006913 PMCID: PMC11244134 DOI: 10.2147/ijgm.s466364] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2024] [Accepted: 06/22/2024] [Indexed: 07/16/2024] Open
Abstract
Background Relapsed/refractory acute myeloid leukemia (R/R-AML) has dismal prognosis due to chemotherapy resistance. Circular RNAs (circRNAs) have shown emerging roles in chemotherapy resistance in various cancers including hematologic malignancies. However, the potential roles of circRNAs in AML progression and drug resistance remain largely undetermined. Methods In this study, circulating circRNAs expression profiles were analyzed among R/R-AML, de novo AML and healthy controls (HC) using a human circRNA Array. Bioinformatic analysis was carried out to explore the differentially expressed circRNAs (DE-circRNAs). GO, KEGG pathway analysis, along with circRNA-miRNA-mRNA network analysis, were conducted to identify the potential biological pathways involved in R/R-AML. Finally, the UALCAN database was used to assess the prognosis of different target DE-circRNAs-related mRNAs. Results Forty-eight DE-circRNAs were upregulated, whereas twenty-seven DE-circRNAs were downregulated in R/R-AML samples. Up-regulated DE-circRNAs in R/R-AML samples were mainly enrichment in the biological processes and pathways of cell migration, microRNAs in cancers, Rap1 and Ras signaling pathways. Six DE-circRNAs were randomly selected to further explore their relationships with R/R-AML. GO and KEGG pathway analyses of the six candidate DE-circRNAs-related target mRNAs were mainly involved in the regulation of signal transduction and Ras signaling pathway. By overlapping our RNA-sequencing results of differentially expressed genes (DEGs) in R/R-AML samples with the candidate DE-circRNAs-predicted target mRNAs, we identified sixty-eight overlapping targeted mRNAs. Using UALCAN database analysis, we identified that AML patients with six upregulated DE-circRNA-related genes (ECE1, PI4K2A, SLC9A6, CCND3, PPP1R16B, and TRIM32) and one downregulated gene DE-circRNA-related genes (ARHGAP10) might have a poor prognosis. Conclusion This study revealed the overall alterations of circRNAs in R/R-AML. DE-circRNAs and their related genes might be used as potential early, sensitive and stable biomarkers for AML diagnosis, R/R-AML monitoring, and even as novel treatment targets for R/R-AML.
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Affiliation(s)
- Honggang Guo
- Department of Hematology, Zhengzhou University People’s Hospital and Henan Provincial People’s Hospital, Zhengzhou, People’s Republic of China
| | - Yabin Cui
- Department of Hematology, Henan University People’s Hospital, Zhengzhou, People’s Republic of China
| | - Yanliang Bai
- Department of Hematology, Zhengzhou University People’s Hospital and Henan Provincial People’s Hospital, Zhengzhou, People’s Republic of China
| | - Fan Yan
- Department of Hematology, Zhengzhou University People’s Hospital and Henan Provincial People’s Hospital, Zhengzhou, People’s Republic of China
| | - Wenhui Zhang
- Department of Hematology, Zhengzhou University People’s Hospital and Henan Provincial People’s Hospital, Zhengzhou, People’s Republic of China
| | - Yuqing Chen
- Department of Hematology, Zhengzhou University People’s Hospital and Henan Provincial People’s Hospital, Zhengzhou, People’s Republic of China
| | - Mingyue Shi
- Department of Hematology, Zhengzhou University People’s Hospital and Henan Provincial People’s Hospital, Zhengzhou, People’s Republic of China
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Gao L, Fan J, He J, Fan W, Che X, Wang X, Han C. Circular RNA as Diagnostic and Prognostic Biomarkers in Hematological Malignancies:Systematic Review. Technol Cancer Res Treat 2024; 23:15330338241285149. [PMID: 39512224 PMCID: PMC11544746 DOI: 10.1177/15330338241285149] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2024] [Revised: 08/01/2024] [Accepted: 08/20/2024] [Indexed: 11/15/2024] Open
Abstract
Objectives: While various serum and tissue biomarkers have been explored for tumor diagnosis, the sensitivity and specificity have not yield optimal results. Circular RNAs (circRNAs) are more stable, conserved, and tissue-specific than linear RNA. Recent reports indicate that circRNAs could serve as potential biomarkers in the diagnosis or/and prognosis of tumors. In this study, we systematically examined the relationship between circRNA expression and diagnostic and prognostic outcomes in patients with hematological tumors. Methods: We searched several databases, including Google Scholar, MEDLINE, Scopus, PubMed, Embase, ScienceDirect, Ovid-Medline, Chinese National Knowledge Infrastructure, WanFang and SinoMed, with a cutoff date of June 12, 2024. The study protocol was PROSPERO (CRD42020188627). Result: A total of 73 studies were included in our review, comprising 39 diagnostic studies and 65 prognostic studies. Clinical parameters were assessed based on pooled adds ratios and 95% confidence intervals (CIs). Overall survival (OS) was evaluated using hazard ratios (HRs) and 95% CIs. The pooled area under the curve was 0.86, indicating the potential to identify hematological tumor patients, with sensitivity and specificity of 79% each. The diagnostic score for circRNAs related to hematological malignancies was 2.12. Notably, different hematological malignancies subgroups displayed varying prognoses. Specifically, lymphoid leukemia circRNA showed a negative impacct on prognosis (HR = 1.25, 95% CI: 1.10-1.43, P < 0.001). Conclusion: Our findings provide compelling evidence that circRNA may be serve as a promising alternative for the diagnosis and prognosis of hematological tumors.
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Affiliation(s)
- Liyun Gao
- Laboratory of of Precision Preventive Medicine, School of Basic Medicine, Jiujiang University, Jiujiang, China
- Jiangxi Provincial Key Laboratory of Cell Precision Therapy, School of Basic Medical Sciences, Jiujiang University, Jiujiang, China
| | - Junfei Fan
- School of Humanities, Shangluo University, Shangluo, China
| | - Jiayin He
- School of Literature and Journalism, South-central Minzu University, Wuhan, China
| | - Wenyan Fan
- Laboratory of of Precision Preventive Medicine, School of Basic Medicine, Jiujiang University, Jiujiang, China
| | - Xiangxin Che
- Laboratory of of Precision Preventive Medicine, School of Basic Medicine, Jiujiang University, Jiujiang, China
| | - Xin Wang
- Laboratory of of Precision Preventive Medicine, School of Basic Medicine, Jiujiang University, Jiujiang, China
| | - Chunhua Han
- Internal Medicine, Jiujiang First People's Hospital, Jiujiang, China
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Landberg N, Köhnke T, Feng Y, Nakauchi Y, Fan AC, Linde MH, Karigane D, Lim K, Sinha R, Malcovati L, Thomas D, Majeti R. IDH1-mutant preleukemic hematopoietic stem cells can be eliminated by inhibition of oxidative phosphorylation. Blood Cancer Discov 2023; 5:731701. [PMID: 38091010 PMCID: PMC10905513 DOI: 10.1158/2643-3230.bcd-23-0195] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2023] [Revised: 11/03/2023] [Accepted: 12/06/2023] [Indexed: 01/25/2024] Open
Abstract
Rare preleukemic hematopoietic stem cells (pHSCs) harboring only the initiating mutations can be detected at the time of AML diagnosis. pHSCs are the origin of leukemia and a potential reservoir for relapse. Using primary human samples and gene-editing to model isocitrate dehydrogenase 1 (IDH1) mutant pHSCs, we show epigenetic, transcriptional, and metabolic differences between pHSCs and healthy hematopoietic stem cells (HSCs). We confirm that IDH1 driven clonal hematopoiesis is associated with cytopenia, suggesting an inherent defect to fully reconstitute hematopoiesis. Despite giving rise to multilineage engraftment, IDH1-mutant pHSCs exhibited reduced proliferation, blocked differentiation, downregulation of MHC Class II genes, and reprogramming of oxidative phosphorylation metabolism. Critically, inhibition of oxidative phosphorylation resulted in complete eradication of IDH1-mutant pHSCs but not IDH2-mutant pHSCs or wildtype HSCs. Our results indicate that IDH1-mutant preleukemic clones can be targeted with complex I inhibitors, offering a potential strategy to prevent development and relapse of leukemia.
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Affiliation(s)
- Niklas Landberg
- Department of Medicine, Division of Hematology, Stanford School of Medicine, Stanford, California
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University, Stanford, California
| | - Thomas Köhnke
- Department of Medicine, Division of Hematology, Stanford School of Medicine, Stanford, California
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University, Stanford, California
| | - Yang Feng
- Department of Medicine, Division of Hematology, Stanford School of Medicine, Stanford, California
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University, Stanford, California
| | - Yusuke Nakauchi
- Department of Medicine, Division of Hematology, Stanford School of Medicine, Stanford, California
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University, Stanford, California
| | - Amy C. Fan
- Department of Medicine, Division of Hematology, Stanford School of Medicine, Stanford, California
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University, Stanford, California
- Immunology Graduate Program, Stanford University, Stanford, California
| | - Miles H. Linde
- Department of Medicine, Division of Hematology, Stanford School of Medicine, Stanford, California
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University, Stanford, California
- Immunology Graduate Program, Stanford University, Stanford, California
| | - Daiki Karigane
- Department of Medicine, Division of Hematology, Stanford School of Medicine, Stanford, California
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University, Stanford, California
| | - Kelly Lim
- Adelaide Medical School, University of Adelaide, Adelaide, Australia
- Precision Medicine, South Australian Health and Medical Research Institute, The University of Adelaide, Adelaide, Australia
| | - Rahul Sinha
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University, Stanford, California
| | - Luca Malcovati
- Department of Molecular Medicine, University of Pavia, Pavia, Italy
- Department of Hematology, Fondazione IRCCS Policlinico San Matteo, Pavia, Italy
| | - Daniel Thomas
- Adelaide Medical School, University of Adelaide, Adelaide, Australia
- Precision Medicine, South Australian Health and Medical Research Institute, The University of Adelaide, Adelaide, Australia
| | - Ravindra Majeti
- Department of Medicine, Division of Hematology, Stanford School of Medicine, Stanford, California
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University, Stanford, California
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