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Yang CL, Song R, Hu JW, Huang JT, Li NN, Ni HH, Li YK, Zhang J, Lu Z, Zhou M, Wang JD, Li MJ, Zhan GH, Peng T, Yu HP, Qi LN, Wang QY, Xiang BD. Integrating single-cell and bulk RNA sequencing reveals CK19 + cancer stem cells and their specific SPP1 + tumor-associated macrophage niche in HBV-related hepatocellular carcinoma. Hepatol Int 2024; 18:73-90. [PMID: 38159218 DOI: 10.1007/s12072-023-10615-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/17/2023] [Accepted: 11/05/2023] [Indexed: 01/03/2024]
Abstract
PURPOSE Cytokeratin 19-positive cancer stem cells (CK19 + CSCs) and their tumor-associated macrophages (TAMs) have not been fully explored yet in the hepatitis B virus (HBV)-related hepatocellular carcinoma (HCC). EXPERIMENTAL DESIGN Single-cell RNA sequencing was performed on the viable cells obtained from 11 treatment-naïve HBV-associated HCC patients, including 8 CK19 + patients, to elucidate their transcriptomic landscape, CK19 + CSC heterogeneity, and immune microenvironment. Two in-house primary HCC cohorts (96 cases-related HBV and 89 cases with recurrence), TCGA external cohort, and in vitro and in vivo experiments were used to validate the results. RESULTS A total of 64,581 single cells derived from the human HCC and adjacent normal tissues were sequenced, and 11 cell types were identified. The result showed that CK19 + CSCs were phenotypically and transcriptionally heterogeneous, co-expressed multiple hepatics CSC markers, and were positively correlated with worse prognosis. Moreover, the SPP1 + TAMs (TAM_SPP1) with strong M2-like features and worse prognosis were specifically enriched in the CK19 + HCC and promoted tumor invasion and metastasis by activating angiogenesis. Importantly, matrix metalloproteinase 9 (MMP9) derived from TAM_SPP1, as the hub gene of CK19 + HCC, was activated by the VEGFA signal. CONCLUSIONS This study revealed the heterogeneity and stemness characteristics of CK19 + CSCs and specific immunosuppressive TAM_SPP1 in CK19 + HCC. The VEGFA signal can activate TAM_SPP1-derived MMP9 to promote the invasion and metastasis of CK19 + HCC tumors. This might provide novel insights into the clinical treatment of HCC patients.
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Affiliation(s)
- Cheng-Lei Yang
- Department of Hepatobiliary Surgery, Guangxi Medical University Cancer Hospital, Qingxiu District, 71 He Di Road, Nanning, 530021, Guangxi Province, China
- Guangxi Liver Cancer Diagnosis and Treatment Engineering and Technology Research Center, Nanning, 530021, Guangxi Province, China
- Key Laboratory of Early Prevention and Treatment for Regional High Frequency Tumor, Ministry of Education, Nanning, 530021, Guangxi Province, China
| | - Rui Song
- Department of Hepatobiliary Surgery, Guangxi Medical University Cancer Hospital, Qingxiu District, 71 He Di Road, Nanning, 530021, Guangxi Province, China
- Guangxi Liver Cancer Diagnosis and Treatment Engineering and Technology Research Center, Nanning, 530021, Guangxi Province, China
- Key Laboratory of Early Prevention and Treatment for Regional High Frequency Tumor, Ministry of Education, Nanning, 530021, Guangxi Province, China
| | - Jun-Wen Hu
- Department of Hepatobiliary Surgery, Guangxi Medical University Cancer Hospital, Qingxiu District, 71 He Di Road, Nanning, 530021, Guangxi Province, China
- Guangxi Liver Cancer Diagnosis and Treatment Engineering and Technology Research Center, Nanning, 530021, Guangxi Province, China
- Key Laboratory of Early Prevention and Treatment for Regional High Frequency Tumor, Ministry of Education, Nanning, 530021, Guangxi Province, China
| | - Jun-Tao Huang
- Department of Hepatobiliary Surgery, Guangxi Medical University Cancer Hospital, Qingxiu District, 71 He Di Road, Nanning, 530021, Guangxi Province, China
- Guangxi Liver Cancer Diagnosis and Treatment Engineering and Technology Research Center, Nanning, 530021, Guangxi Province, China
- Key Laboratory of Early Prevention and Treatment for Regional High Frequency Tumor, Ministry of Education, Nanning, 530021, Guangxi Province, China
| | - Nan-Nan Li
- Department of Ultrasound, Guangxi Zhuang Autonomous Region Workers' Hospital, Nanning, 530021, Guangxi Province, China
| | - Hang-Hang Ni
- Department of Hepatobiliary Surgery, Guangxi Medical University Cancer Hospital, Qingxiu District, 71 He Di Road, Nanning, 530021, Guangxi Province, China
- Guangxi Liver Cancer Diagnosis and Treatment Engineering and Technology Research Center, Nanning, 530021, Guangxi Province, China
- Key Laboratory of Early Prevention and Treatment for Regional High Frequency Tumor, Ministry of Education, Nanning, 530021, Guangxi Province, China
| | - Yuan-Kuan Li
- Department of Hepatobiliary Surgery, Guangxi Medical University Cancer Hospital, Qingxiu District, 71 He Di Road, Nanning, 530021, Guangxi Province, China
- Guangxi Liver Cancer Diagnosis and Treatment Engineering and Technology Research Center, Nanning, 530021, Guangxi Province, China
- Key Laboratory of Early Prevention and Treatment for Regional High Frequency Tumor, Ministry of Education, Nanning, 530021, Guangxi Province, China
| | - Jie Zhang
- Department of Hepatobiliary Surgery, Guangxi Medical University Cancer Hospital, Qingxiu District, 71 He Di Road, Nanning, 530021, Guangxi Province, China
- Guangxi Liver Cancer Diagnosis and Treatment Engineering and Technology Research Center, Nanning, 530021, Guangxi Province, China
- Key Laboratory of Early Prevention and Treatment for Regional High Frequency Tumor, Ministry of Education, Nanning, 530021, Guangxi Province, China
| | - Zhan Lu
- Department of Hepatobiliary Surgery, Guangxi Medical University Cancer Hospital, Qingxiu District, 71 He Di Road, Nanning, 530021, Guangxi Province, China
- Guangxi Liver Cancer Diagnosis and Treatment Engineering and Technology Research Center, Nanning, 530021, Guangxi Province, China
- Key Laboratory of Early Prevention and Treatment for Regional High Frequency Tumor, Ministry of Education, Nanning, 530021, Guangxi Province, China
| | - Min Zhou
- Department of Hepatobiliary Surgery, Guangxi Medical University Cancer Hospital, Qingxiu District, 71 He Di Road, Nanning, 530021, Guangxi Province, China
- Guangxi Liver Cancer Diagnosis and Treatment Engineering and Technology Research Center, Nanning, 530021, Guangxi Province, China
- Key Laboratory of Early Prevention and Treatment for Regional High Frequency Tumor, Ministry of Education, Nanning, 530021, Guangxi Province, China
| | - Jun-Duo Wang
- The First Clinical Medical School, Guangxi Medical University, Nanning, 530021, Guangxi Province, China
| | - Min-Jun Li
- Department of Hepatobiliary Surgery, Guangxi Medical University Cancer Hospital, Qingxiu District, 71 He Di Road, Nanning, 530021, Guangxi Province, China
- Guangxi Liver Cancer Diagnosis and Treatment Engineering and Technology Research Center, Nanning, 530021, Guangxi Province, China
- Key Laboratory of Early Prevention and Treatment for Regional High Frequency Tumor, Ministry of Education, Nanning, 530021, Guangxi Province, China
| | - Guo-Hua Zhan
- Department of Hepatobiliary Surgery, Guangxi Medical University Cancer Hospital, Qingxiu District, 71 He Di Road, Nanning, 530021, Guangxi Province, China
- Guangxi Liver Cancer Diagnosis and Treatment Engineering and Technology Research Center, Nanning, 530021, Guangxi Province, China
- Key Laboratory of Early Prevention and Treatment for Regional High Frequency Tumor, Ministry of Education, Nanning, 530021, Guangxi Province, China
| | - Tao Peng
- Guangxi Liver Cancer Diagnosis and Treatment Engineering and Technology Research Center, Nanning, 530021, Guangxi Province, China
- Department of Hepatobiliary Surgery, First Affiliated Hospital of Guangxi Medical University, Nanning, 530021, Guangxi Province, China
| | - Hong-Ping Yu
- Key Laboratory of Early Prevention and Treatment for Regional High Frequency Tumor, Ministry of Education, Nanning, 530021, Guangxi Province, China
- Research Department, Guangxi Medical University Cancer Hospital, Nanning, 530021, Guangxi Province, China
| | - Lu-Nan Qi
- Department of Hepatobiliary Surgery, Guangxi Medical University Cancer Hospital, Qingxiu District, 71 He Di Road, Nanning, 530021, Guangxi Province, China.
- Guangxi Liver Cancer Diagnosis and Treatment Engineering and Technology Research Center, Nanning, 530021, Guangxi Province, China.
- Key Laboratory of Early Prevention and Treatment for Regional High Frequency Tumor, Ministry of Education, Nanning, 530021, Guangxi Province, China.
| | - Qiu-Yan Wang
- Department of Biochemistry and Molecular Biology, Guangxi Medical University, Nanning, 530021, Guangxi Province, China.
- Center for Genomic and Personalized Medicine, Guangxi Medical University, 22 Shuang Yong Road, Nanning, 530021, Guangxi Province, China.
| | - Bang-De Xiang
- Department of Hepatobiliary Surgery, Guangxi Medical University Cancer Hospital, Qingxiu District, 71 He Di Road, Nanning, 530021, Guangxi Province, China.
- Guangxi Liver Cancer Diagnosis and Treatment Engineering and Technology Research Center, Nanning, 530021, Guangxi Province, China.
- Key Laboratory of Early Prevention and Treatment for Regional High Frequency Tumor, Ministry of Education, Nanning, 530021, Guangxi Province, China.
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Zhou Y, Fan K, Dou N, Li L, Wang J, Chen J, Li Y, Gao Y. YTHDF2 exerts tumor-suppressor roles in gastric cancer via up-regulating PPP2CA independently of m 6A modification. Biol Proced Online 2023; 25:6. [PMID: 36870954 PMCID: PMC9985201 DOI: 10.1186/s12575-023-00195-1] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2022] [Accepted: 02/24/2023] [Indexed: 03/06/2023] Open
Abstract
BACKGROUND YTHDF2 is one of important readers of N6-methyladenosine (m6A) modification on RNA. Growing evidence implicates that YTHDF2 takes an indispensable part in the regulation of tumorigenesis and metastasis in different cancers, but its biological functions and underlying mechanisms remain elusive in gastric cancer (GC). AIM To investigate the clinical relevance and biological function of YTHDF2 in GC. RESULTS Compared with matched normal stomach tissues, YTHDF2 expression was markedly decreased in gastric cancer tissues. The expression level of YTHDF2 was inversely associated with gastric cancer patients' tumor size, AJCC classification and prognosis. Functionally, YTHDF2 reduction facilitated gastric cancer cell growth and migration in vitro and in vivo, whereas YTHDF2 overexpression exhibited opposite phenotypes. Mechanistically, YTHDF2 enhanced expression of PPP2CA, the catalytic subunit of PP2A (Protein phosphatase 2A), in an m6A-independent manner, and silencing of PPP2CA antagonized the anti-tumor effects caused by overexpression of YTHDF2 in GC cells. CONCLUSION These findings demonstrate that YTHDF2 is down-regulated in GC and its down-regulation promotes GC progression via a possible mechanism involving PPP2CA expression, suggesting that YTHDF2 may be a hopeful biomarker for diagnosis and an unrevealed treatment target for GC.
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Affiliation(s)
- Ying Zhou
- Department of Oncology, Shanghai East Hospital, School of Medicine, Tongji University, 150 Ji-Mo Rd., Shanghai, 200120, China
| | - Kailing Fan
- Department of Oncology, Shanghai East Hospital, School of Medicine, Tongji University, 150 Ji-Mo Rd., Shanghai, 200120, China
| | - Ning Dou
- Department of Oncology, Shanghai East Hospital, School of Medicine, Tongji University, 150 Ji-Mo Rd., Shanghai, 200120, China
| | - Li Li
- Department of Oncology, Shanghai East Hospital, School of Medicine, Tongji University, 150 Ji-Mo Rd., Shanghai, 200120, China
| | - Jialin Wang
- Department of Oncology, Shanghai East Hospital, School of Medicine, Tongji University, 150 Ji-Mo Rd., Shanghai, 200120, China
| | - Jingde Chen
- Department of Oncology, Shanghai East Hospital Ji'an Hospital, Ji'an City, 343000, Jiangxi Province, China.,School of Medicine, Tongji University, Shanghai, 200120, China
| | - Yandong Li
- Department of Oncology, Shanghai East Hospital, School of Medicine, Tongji University, 150 Ji-Mo Rd., Shanghai, 200120, China.
| | - Yong Gao
- Department of Oncology, Shanghai East Hospital, School of Medicine, Tongji University, 150 Ji-Mo Rd., Shanghai, 200120, China.
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Liang J, Huang Y, Yang C, Huang S, Xie J, Nong X, Liu J, Zhang Y, Zhang Z. The effect of PPP2CA expression on the prognosis of patients with hepatocellular carcinoma and its molecular biological characteristics. J Gastrointest Oncol 2021; 12:3008-3021. [PMID: 35070426 PMCID: PMC8748071 DOI: 10.21037/jgo-21-720] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/30/2021] [Accepted: 12/06/2021] [Indexed: 08/09/2023] Open
Abstract
BACKGROUND To investigate the role of the PPP2CA gene in the prognosis of patients with hepatocellular carcinoma (HCC) and its molecular biological characteristics. METHODS We performed comparison of the expression of PPP2CA in HCC and non-HCC tissues of HCC patients who underwent surgery for the first time in the Tumor Hospital of Guangxi Medical University from July 2017 to July 2019, and retrospectively analyzed the relevant clinical data and prognosis. The GSE76427 data set and bioinformatics and public databases were used to compare the expression of PPP2CA between HCC and non-cancer tissues. Gene Ontology (GO) analysis was performed of PPP2CA and its differential genes and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway. A protein-protein interaction (PPI) network of PPP2CA and its differentially expressed genes (DEGs) was constructed from the Search Tool for the Retrieval of Interacting Genes/Proteins (STRING) database and visualized by Cytoscape software. RESULTS The immunohistochemistry (IHC) of tissue sections confirmed that PPP2CA was highly expressed in most HCC tissues; the high expression of PPP2CA was significantly correlated with microvascular invasion (MVI) and portal vein tumor thrombi (P<0.05). Participants in the PPP2CA high expression group had worse overall survival (OS; P=0.04) and recurrence-free survival (RFS; P=0.019). The PPP2CA gene and 71 DEGs were mainly enriched in the nuclear division, organelle fission, nuclear chromosome separation, and chromatid separation process, and KEGG analysis revealed enrichment in drug metabolism-cytochrome metabolism of xenobiotics by P450 and cytochrome P450. Finally, through the PPI network, CCNA2, AURKB, TOP2A, NCAPG, MCM2, CDC20, CCMB2, AURKA, and MGST1 were identified as the top 9 highly connected hub genes. CONCLUSIONS The PPP2CA gene is highly expressed in HCC tissues. The high expression of PPP2CA is significantly associated with poor prognosis. Through the analysis of DEGs, GO and KEGG pathway analysis, it was found that PPP2CA may act on liver cancer through multiple targets and multiple pathways, and PPP2CA plays a promoting role in HCC.
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Affiliation(s)
- Jingchang Liang
- Department of Hepatobiliary Surgery, Guangxi Medical University Cancer Hospital, Nanning, China
| | - Yu Huang
- Department of Medical Oncology, Guangxi Medical University Cancer Hospital, Nanning, China
| | - Chenglei Yang
- Department of Hepatobiliary Surgery, Guangxi Medical University Cancer Hospital, Nanning, China
| | - Shen Huang
- Department of Hepatobiliary Surgery, Guangxi Medical University Cancer Hospital, Nanning, China
| | - Jinlong Xie
- Department of Hepatobiliary Surgery, Guangxi Medical University Cancer Hospital, Nanning, China
| | - Xiang Nong
- Department of Hepatobiliary Surgery, Guangxi Medical University Cancer Hospital, Nanning, China
| | - Jianyong Liu
- Department of Hepatobiliary Surgery, Guangxi Medical University Cancer Hospital, Nanning, China
| | - Yumei Zhang
- Department of Medical Oncology, Guangxi Medical University Cancer Hospital, Nanning, China
| | - Zhiming Zhang
- Department of Hepatobiliary Surgery, Guangxi Medical University Cancer Hospital, Nanning, China
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