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Tian W, Zhu L, Luo Y, Tang Y, Tan Q, Zou Y, Chen K, Deng X, Tang H, Li H, Cai M, Xie X, Ye F. Autophagy Deficiency Induced by SAT1 Potentiates Tumor Progression in Triple-Negative Breast Cancer. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2024:e2309903. [PMID: 39073262 DOI: 10.1002/advs.202309903] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/17/2023] [Revised: 06/18/2024] [Indexed: 07/30/2024]
Abstract
Aggressive triple-negative breast cancer (TNBC) still lacks approved targeted therapies, requiring more exploration of its underlying mechanisms. Previous studies have suggested a potential role of SAT1 (Spermidine/Spermine N1-acetyltransferase 1) in cancer, which needs to be further elucidated in breast cancer. In this study, highly expressed SAT1 in TNBC signified worse patient prognoses. And SAT1 knockdown effectively inhibited the proliferation and migration abilities of TNBC cells in vitro and in vivo. In terms of mechanism, the transcription factor JUN enhanced SAT1 transcriptional activity by binding to its promoter region. Then, SAT1 protein in the cytoplasm engaged in directly binding with YBX1 for sustaining YBX1 protein stability via deubiquitylation mediated by the E3 ligase HERC5. Further, SAT1 was found to suppress autophagy remarkably via stabilization of mTOR mRNA with the accumulation of YBX1-mediated methyl-5-cytosine (m5C) modification. These findings proved that SAT1 drives TNBC progression through the SAT1/YBX1/mTOR axis, which may provide a potential candidate for targeted therapy in advanced TNBC.
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Affiliation(s)
- Wenwen Tian
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P. R. China
- Guangzhou Institute of Cancer Research, the Affiliated Cancer Hospital, Guangzhou Medical University, Guangzhou, 510095, P. R. China
| | - Lewei Zhu
- The First People's Hospital of Foshan, Foshan, 528000, P. R. China
| | - Yongzhou Luo
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P. R. China
| | - Yuhui Tang
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P. R. China
| | - Qingjian Tan
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P. R. China
| | - Yutian Zou
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P. R. China
| | - Kun Chen
- The First Affiliated Hospital, Hengyang Medical School, University of South China, Hengyang, Hunan, 421001, P. R. China
| | - Xinpei Deng
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P. R. China
| | - Hailin Tang
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P. R. China
| | - Hongsheng Li
- Guangzhou Institute of Cancer Research, the Affiliated Cancer Hospital, Guangzhou Medical University, Guangzhou, 510095, P. R. China
| | - Manbo Cai
- The First Affiliated Hospital, Hengyang Medical School, University of South China, Hengyang, Hunan, 421001, P. R. China
| | - Xiaoming Xie
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P. R. China
| | - Feng Ye
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P. R. China
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Huang M, Long C, Ma J. AAFL: automatic association feature learning for gene signature identification of cancer subtypes in single-cell RNA-seq data. Brief Funct Genomics 2023; 22:420-427. [PMID: 37122141 DOI: 10.1093/bfgp/elac047] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2022] [Revised: 11/04/2022] [Accepted: 11/04/2022] [Indexed: 05/02/2023] Open
Abstract
Single-cell RNA-sequencing (scRNA-seq) technologies have enabled the study of human cancers in individual cells, which explores the cellular heterogeneity and the genotypic status of tumors. Gene signature identification plays an important role in the precise classification of cancer subtypes. However, most existing gene selection methods only select the same informative genes for each subtype. In this study, we propose a novel gene selection method, automatic association feature learning (AAFL), which automatically identifies different gene signatures for different cell subpopulations (cancer subtypes) at the same time. The proposed AAFL method combines the residual network with the low-rank network, which selects genes that are most associated with the corresponding cell subpopulations. Moreover, the differential expression genes are acquired before gene selection to filter the redundant genes. We apply the proposed feature learning method to the real cancer scRNA-seq data sets (melanoma) to identify cancer subtypes and detect gene signatures of identified cancer subtypes. The experimental results demonstrate that the proposed method can automatically identify different gene signatures for identified cancer subtypes. Gene ontology enrichment analysis shows that the identified gene signatures of different subtypes reveal the key biological processes and pathways. These gene signatures are expected to bring important implications for understanding cellular heterogeneity and the complex ecosystem of tumors.
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Affiliation(s)
- Meng Huang
- Department of Computer Science, University of Tsukuba, Tsukuba, 3058577, Japan
| | - Changzhou Long
- Department of Computer Science, University of Tsukuba, Tsukuba, 3058577, Japan
| | - Jiangtao Ma
- Department of Automation, Xiamen University, Xiamen, 361005, China
- School of Engineering, Dali University, Dali, 671000, China
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Mou Y, Zhang L, Liu Z, Song X. Abundant expression of ferroptosis-related SAT1 is related to unfavorable outcome and immune cell infiltration in low-grade glioma. BMC Cancer 2022; 22:215. [PMID: 35227235 PMCID: PMC8883632 DOI: 10.1186/s12885-022-09313-w] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2021] [Accepted: 02/14/2022] [Indexed: 01/08/2023] Open
Abstract
Background Low-grade glioma (LGG) is susceptible to ferroptosis, which is involved in TMZ resistance. Ferroptosis induction can enhance the sensitivity to TMZ and synergistically kill glioma cells. T cell-promoted tumor ferroptosis is a vital anti-tumor mechanism of immune checkpoint inhibitors. The SAT1 activation is closely related to ferroptosis upon ROS induction due to the upregulation of arachidonate 15-lipoxygenase (ALOX15) expression. Methods The expression of SAT1 in pan-cancer and corresponding normal tissue from the TCGA data portal was primarily explored. The landscape of SAT1 and immune cell infiltration and their corresponding gene marker sets in different tissues were further explored. Additionally, we evaluated the relationships between SAT1 and the clinicopathologic parameters of LGG, and the disease-specific survival (DSS), progression-free interval (PFI), and overall survival (OS) were also assessed using KM survival curves and multivariate analysis in LGG. Meanwhile, the Gene Set Enrichment Analysis (GSEA) was also implemented to determine the potential effect of the SAT1 gene in LGG. Furthermore, the predictive power of SAT1 was validated using an independent LGG cohort from the Chinese Glioma Genome Atlas (CGGA) data. Results In general, the expression of SAT1 is different between most tumors and their adjacent normal tissues. The results demonstrated that SAT1 expression is positively associated with TMB in LGG, BRCA, and THYM. The results displayed that the expression level of SAT1 is obviously correlated with the level of infiltrating macrophages and CD8 + T cells, and the levels of most immune gene sets were associated with the SAT1 expression in LGG. Interestingly, univariate and multivariate models significantly indicated that the OS and PFI of patients with LGG with high SAT1 levels were poorer than those with low SAT1 expression in the TCGA LGG cohort. GSEA showed that SAT1 was involved in immune regulation and multiple signaling pathways. Finally, our analysis demonstrated that SAT1 was closely associated with IDH mutation, 1p19q codeletion, chemoradiotherapy resistance and disease recurrence. Conclusions Abundant expression of SAT1 was related to poor disease prognosis and abundant immune cell infiltration in LGG. Supplementary Information The online version contains supplementary material available at 10.1186/s12885-022-09313-w.
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Affiliation(s)
- Yanhua Mou
- Department of Oncology, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, 441021, China
| | - Lu Zhang
- Department of Oncology, First Affiliated Hospital of Anhui Medical University, Hefei, 230022, China
| | - Zhantao Liu
- Department of Oncology, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, 441021, China.
| | - Xiujun Song
- Department of Oncology, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, 441021, China.
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Montico B, Giurato G, Pecoraro G, Salvati A, Covre A, Colizzi F, Steffan A, Weisz A, Maio M, Sigalotti L, Fratta E. The pleiotropic roles of circular and long noncoding RNAs in cutaneous melanoma. Mol Oncol 2022; 16:565-593. [PMID: 34080276 PMCID: PMC8807361 DOI: 10.1002/1878-0261.13034] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2021] [Revised: 04/30/2021] [Accepted: 05/17/2021] [Indexed: 12/14/2022] Open
Abstract
Cutaneous melanoma (CM) is a very aggressive disease, often characterized by unresponsiveness to conventional therapies and high mortality rates worldwide. The identification of the activating BRAFV600 mutations in approximately 50% of CM patients has recently fueled the development of novel small-molecule inhibitors that specifically target BRAFV600 -mutant CM. In addition, a major progress in CM treatment has been made by monoclonal antibodies that regulate the immune checkpoint inhibitors. However, although target-based therapies and immunotherapeutic strategies have yielded promising results, CM treatment remains a major challenge. In the last decade, accumulating evidence points to the aberrant expression of different types of noncoding RNAs (ncRNAs) in CM. While studies on microRNAs have grown exponentially leading to significant insights on CM biology, the role of circular RNAs (circRNAs) and long noncoding RNAs (lncRNAs) in this tumor is less understood, and much remains to be discovered. Here, we summarize and critically review the available evidence on the molecular functions of circRNAs and lncRNAs in BRAFV600 -mutant CM and CM immunogenicity, providing recent updates on their functional role in targeted therapy and immunotherapy resistance. In addition, we also include an evaluation of several algorithms and databases for prediction and validation of circRNA and lncRNA functional interactions.
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Affiliation(s)
- Barbara Montico
- Immunopathology and Cancer BiomarkersCentro di Riferimento Oncologico di Aviano (CRO)IRCCSAvianoItaly
| | - Giorgio Giurato
- Laboratory of Molecular Medicine and GenomicsDepartment of Medicine, Surgery and Dentistry 'Scuola Medica Salernitana'University of SalernoBaronissiItaly
- Genome Research Center for Health – CRGSUniversity of Salerno Campus of MedicineBaronissiItaly
| | - Giovanni Pecoraro
- Laboratory of Molecular Medicine and GenomicsDepartment of Medicine, Surgery and Dentistry 'Scuola Medica Salernitana'University of SalernoBaronissiItaly
- Genome Research Center for Health – CRGSUniversity of Salerno Campus of MedicineBaronissiItaly
| | - Annamaria Salvati
- Laboratory of Molecular Medicine and GenomicsDepartment of Medicine, Surgery and Dentistry 'Scuola Medica Salernitana'University of SalernoBaronissiItaly
| | - Alessia Covre
- Center for Immuno‐OncologyUniversity Hospital of SienaItaly
- University of SienaItaly
| | - Francesca Colizzi
- Immunopathology and Cancer BiomarkersCentro di Riferimento Oncologico di Aviano (CRO)IRCCSAvianoItaly
| | - Agostino Steffan
- Immunopathology and Cancer BiomarkersCentro di Riferimento Oncologico di Aviano (CRO)IRCCSAvianoItaly
| | - Alessandro Weisz
- Laboratory of Molecular Medicine and GenomicsDepartment of Medicine, Surgery and Dentistry 'Scuola Medica Salernitana'University of SalernoBaronissiItaly
- Genome Research Center for Health – CRGSUniversity of Salerno Campus of MedicineBaronissiItaly
| | - Michele Maio
- Center for Immuno‐OncologyUniversity Hospital of SienaItaly
- University of SienaItaly
- NIBIT Foundation OnlusSienaItaly
| | - Luca Sigalotti
- Oncogenetics and Functional Oncogenomics UnitCentro di Riferimento Oncologico di Aviano (CRO)IRCCSAvianoItaly
| | - Elisabetta Fratta
- Immunopathology and Cancer BiomarkersCentro di Riferimento Oncologico di Aviano (CRO)IRCCSAvianoItaly
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Mirzakhani K, Kallenbach J, Rasa SMM, Ribaudo F, Ungelenk M, Ehsani M, Gong W, Gassler N, Leeder M, Grimm MO, Neri F, Baniahmad A. The androgen receptor-lncRNASAT1-AKT-p15 axis mediates androgen-induced cellular senescence in prostate cancer cells. Oncogene 2022; 41:943-959. [PMID: 34667276 PMCID: PMC8837536 DOI: 10.1038/s41388-021-02060-5] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2021] [Revised: 09/02/2021] [Accepted: 10/04/2021] [Indexed: 11/09/2022]
Abstract
The bipolar androgen therapy (BAT) to treat prostate cancer (PCa) includes cycles of supraphysiological androgen levels (SAL) under androgen-deprivation therapy (ADT). We showed previously that SAL induces cellular senescence in androgen-sensitive PCa cells and in ex vivo-treated patient PCa tumor samples. Here, we analyzed the underlying molecular pathway and reveal that SAL induces cellular senescence in both, castration-sensitive (CSPC) LNCaP and castration-resistant PCa (CRPC) C4-2 cells through the cell cycle inhibitor p15INK4b and increased phosphorylation of AKT. Treatment with the AKT inhibitor (AKTi) potently inhibited SAL-induced expression of p15INK4b and cellular senescence in both cell lines. Proximity-ligation assays (PLA) combined with high-resolution laser-scanning microscopy indicate that SAL promotes interaction of endogenous androgen receptor (AR) with AKT in the cytoplasm as well as in the nucleus detectable after three days. Transcriptome sequencing (RNA-seq) comparing the SAL-induced transcriptomes of LNCaP with C4-2 cells as well as with AKTi-treated cell transcriptomes revealed landscapes for cell senescence. Interestingly, one of the identified genes is the lncRNASAT1. SAL treatment of native patient tumor samples ex vivo upregulates lncRNASAT1. In PCa tumor tissues, lncRNASAT1 is downregulated compared with nontumor tissues of the same patients. Knockdown indicates that the lncRNASAT1 is crucial for SAL-induced cancer-cell senescence as an upstream factor for pAKT and for p15INK4b. Further, knockdown of lncRNASAT1 enhances cell proliferation by SAL, suggesting that lncRNASAT1 serves as a tumor suppressor at SAL. Interestingly, immunoprecipitation of AR detected lncRNASAT1 as an AR-interacting partner that regulates AR target-gene expression. Similarly, RNA-ChIP experiments revealed the interaction of AR with lncRNASAT1 on chromatin. Thus, we identified a novel AR-lncRNASAT1-AKT-p15INK4b signaling axis to mediate SAL-induced cellular senescence.
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MESH Headings
- Humans
- Male
- Cellular Senescence/drug effects
- Cellular Senescence/genetics
- Receptors, Androgen/metabolism
- Receptors, Androgen/genetics
- Proto-Oncogene Proteins c-akt/metabolism
- Prostatic Neoplasms/pathology
- Prostatic Neoplasms/metabolism
- Prostatic Neoplasms/genetics
- Prostatic Neoplasms/drug therapy
- Cell Line, Tumor
- Androgens/pharmacology
- Androgens/metabolism
- RNA, Long Noncoding/genetics
- RNA, Long Noncoding/metabolism
- Gene Expression Regulation, Neoplastic/drug effects
- Signal Transduction/drug effects
- Prostatic Neoplasms, Castration-Resistant/pathology
- Prostatic Neoplasms, Castration-Resistant/metabolism
- Prostatic Neoplasms, Castration-Resistant/genetics
- Prostatic Neoplasms, Castration-Resistant/drug therapy
- Cell Proliferation/drug effects
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Affiliation(s)
- Kimia Mirzakhani
- Institute of Human Genetics, Jena University Hospital, Jena, Germany
| | - Julia Kallenbach
- Institute of Human Genetics, Jena University Hospital, Jena, Germany
| | | | - Federico Ribaudo
- Institute of Human Genetics, Jena University Hospital, Jena, Germany
| | - Martin Ungelenk
- Institute of Human Genetics, Jena University Hospital, Jena, Germany
| | - Marzieh Ehsani
- Institute of Human Genetics, Jena University Hospital, Jena, Germany
| | - Wenrong Gong
- Medical College, Hubei University of Arts and Science, Xiangyang, China
- SCW Medicath LTD, Baolong industrial Town, Shenzhen, China
| | - Nikolaus Gassler
- Section of Pathology, Institute of Forensic Medicine, Jena University Hospital, Jena, Germany
| | - Mirjam Leeder
- Institute of Human Genetics, Jena University Hospital, Jena, Germany
| | - Marc-Oliver Grimm
- Department of Adult and Pediatric Urology, Jena University Hospital, Jena, Germany
| | | | - Aria Baniahmad
- Institute of Human Genetics, Jena University Hospital, Jena, Germany.
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Xiao Y, Xia Y, Wang Y, Xue C. Pathogenic roles of long noncoding RNAs in melanoma: Implications in diagnosis and therapies. Genes Dis 2021; 10:113-125. [PMID: 37013035 PMCID: PMC10066279 DOI: 10.1016/j.gendis.2021.08.007] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2021] [Revised: 07/30/2021] [Accepted: 08/20/2021] [Indexed: 12/12/2022] Open
Abstract
Melanoma is one of the most dangerous types of cutaneous neoplasms, which are pigment-producing cells of neuroectodermal origin found all over the body. A great deal of research is focused on the mechanisms of melanoma to promote better diagnostic and treatment options for melanoma in its advanced stages. The progression of melanoma involves alteration in different levels of gene expression. With the successful implementation of next-generation sequencing technology, an increasing number of long noncoding RNAs (lncRNAs) sequences have been discovered, and a significant number of them have phenotypic effects in both in vitro and in vivo studies, implying that they play an important role in the occurrence and progression of human cancers, particularly melanoma. A number of evidence indicated that lncRNAs are important regulators in tumor cell proliferation, invasion, apoptosis, immune escape, energy metabolism, drug resistance, epigenetic regulation. To better understand the role of lncRNAs in melanoma tumorigenesis, we categorize melanoma-associated lncRNAs according to their cellular functions and associations with gene expression and signaling pathways in this review. Based on the mechanisms of lncRNA, we discuss the possibility of lncRNA-target treatments, and the application of liquid biopsies to detect lncRNAs in melanoma diagnosis and prognosis.
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Safa A, Gholipour M, Dinger ME, Taheri M, Ghafouri-Fard S. The critical roles of lncRNAs in the pathogenesis of melanoma. Exp Mol Pathol 2020; 117:104558. [PMID: 33096077 DOI: 10.1016/j.yexmp.2020.104558] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2020] [Revised: 10/12/2020] [Accepted: 10/17/2020] [Indexed: 12/14/2022]
Abstract
Long non-coding RNAs (lncRNAs) embrace a huge fraction of human transcripts and participate in the pathogenesis of human disorders especially malignant conditions. Malignant melanoma, as the most fatal type of cutaneous malignnacies, is associated with dysregulation of several lncRNAs including PVT1, H19, MALAT1, and CCAT1. Moreover, a portion of lncRNAs are exclusively expressed in melanoma cell lines. Expression levels of several lncRNAs are associated with TNM stage, tumor size and progression of melanoma. Thus, these lncRNAs are regarded as biomarkers for this malignancy. Peripheral transcript levels of a number of lncRNAs, such as PVT1, SNHG5 and SPRY4-IT1, could distinguish melanoma patients from unaffected persons with appropriate sensitivity and specificity values. Moreover, expression levels of numerous lncRNAs in tissue biopsies could differentiate malignant samples from benign samples. Based on the results of both cell line and in vivo studies, lncRNAs regulate critical pathways in the carcinogenesis of melanoma, such as the PI3K/Akt and NF-κB signaling pathways, and are involved in the modulation of response to chemotherapeutic agents. Here we review the existing information on the role of lncRNAs in malignant melanoma.
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Affiliation(s)
- Amin Safa
- Institute of Research and Development, Duy Tan University, Da Nang 550000, Viet Nam
| | - Mahdi Gholipour
- Department of Medical Genetics, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Marcel E Dinger
- School of Biotechnology and Biomolecular Sciences, University of New South Wales, 2052 Sydney, NSW, Australia
| | - Mohammad Taheri
- Urogenital Stem Cell Research Center, Shahid Beheshti University of Medical Sciences, Tehran, Iran.
| | - Soudeh Ghafouri-Fard
- Department of Medical Genetics, Shahid Beheshti University of Medical Sciences, Tehran, Iran.
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