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Lin L, Zou Y, Zhang D. Silencing ribosome biogenesis regulator 1 homolog (RRS1) inhibits angiogenesis and cisplatin resistance of lung cancer cells by activating ferroptosis mediated by p53 pathway. Tissue Cell 2025; 94:102796. [PMID: 39983385 DOI: 10.1016/j.tice.2025.102796] [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: 11/05/2024] [Revised: 02/06/2025] [Accepted: 02/10/2025] [Indexed: 02/23/2025]
Abstract
BACKGROUND Human RRS1 gene is abnormally expressed in many cancers, and RRS1 can inhibit the level of p53. Ferroptosis mediated by p53 pathway may be a potential therapeutic strategy for cancer. However, the specific role of RRS1 in lung cancer is not clear. METHODS The correlation between the expression level of RRS1 and the overall survival of lung cancer patients was explored through UALCAN and Kaplan-Meier plotter. A549 cells and drug-resistant A549/DDP cells were used in vitro. Wound healing, Transwell and tubule formation experiment were used to detect the abilities of cell invasion, migration and tube formation. Detecting the level of lipid ROS by BODIPY(581/591) C11 staining, the expression level of total iron and ferroptosis-related proteins were detected, so as to judge the ferroptosis in cells. Detecting the apoptosis by flow cytometry and the expression of apoptosis-related proteins by western blot, so as to observe the effect of interfering with RRS1 on cisplatin resistance of cells. RESULTS The expression of RRS1 was up-regulated, and its level was negatively correlated with the overall survival time of lung cancer patients. In vitro experiments showed that RRS1 interference reduced the invasion and migration of lung cancer cells, inhibited the expressions of MMP2 and MMP9 proteins and decreased the tube-forming ability of cells. After interfering with RRS1, the level of p53, lipid ROS and the total iron content in cells increased, the expression of SLC7A11 and GPX4 decreased while the expression of ACSL4 increased, which indicated that ferroptosis was enhanced. Interference with RRS1 increased the apoptosis of drug-resistant cells, decreased the expression of Bcl2 while increased the expression of Bax and caspase3(cleaved), which decreased the cisplatin resistance of lung cancer cell A549. However, after silencing p53, these effects were reversed. CONCLUSION RRS1 inhibits angiogenesis and cisplatin resistance of lung cancer cells by activating ferroptosis mediated by p53 pathway.
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Affiliation(s)
- Ling Lin
- Radiotherapy Department, Guangzhou Institute of Cancer Research, the Affiliated Cancer Hospital, Guangzhou Medical University, Guangzhou, Guangdong Province 510095, China
| | - Ying Zou
- Internal Medicine, Guangzhou Institute of Cancer Research, the Affiliated Cancer Hospital, Guangzhou Medical University, Guangzhou, Guangdong Province 510095, China
| | - Di Zhang
- Department of Thoracic Surgery, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Qingdao, Shandong Province 266000, China.
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Zhang X, Liu C, Cao Y, Liu L, Sun F, Hou L. RRS1 knockdown inhibits the proliferation of neuroblastoma cell via PI3K/Akt/NF-κB pathway. Pediatr Res 2025; 97:202-212. [PMID: 35523884 DOI: 10.1038/s41390-022-02073-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/01/2021] [Revised: 02/12/2022] [Accepted: 02/27/2022] [Indexed: 11/08/2022]
Abstract
BACKGROUND RRS1 plays an important role in regulating ribosome biogenesis. Recently, RRS1 has emerged as an oncoprotein involved in tumorigenicity of some cancers. However its role in neuroblastoma remains unknown. METHODS RRS1 expression was detected in pediatric neuroblastoma patients' tissues and cell lines. The effects of RRS1 knockdown on proliferation, apoptosis, and cell cycle were evaluated in neuroblastoma cell lines. RRS1-related survival pathway was analyzed by co-immunoprecipitation (Co-IP), mass spectrometry, reverse transcription-quantitative real-time PCR (RT-qPCR), and western blot. Protein-protein interaction (PPI) network was constructed using Cytoscape software and the STRING databases. RESULTS Increased RRS1 level was found in neuroblastoma cases (35.6%) and cell lines. High RRS1 expression levels were associated with poor prognosis. RRS1 knockdown inhibited cell proliferation, induced apoptosis, and caused cell cycle arrest in SK-N-AS and SH-SY5Y cells. Co-IP and mass spectrometry analysis showed that RRS1 affects PI3K/Akt and nuclear factor κB (NF-κB) pathways. RT-qPCR and western blot results revealed that RRS1 knockdown inhibited the PI3K/Akt/NF-κB pathway through dephosphorylation of key proteins. In PPI network, AKT, PI3K, and P65 connected RRS1 with differentially expressed proteins more closely. CONCLUSIONS This study suggests RRS1 knockdown may inhibit neuroblastoma cell proliferation by the PI3K/Akt/NF-κB pathway. Therefore, RRS1 may be a potential target for neuroblastoma treatment. IMPACT RRS1 is involved in the progression of neuroblastoma. Knockdown of RRS1 contributes to inhibit the survival of neuroblastoma cells. RRS1 is associated with the PI3K/Akt/NF-κB signaling pathway in neuroblastoma cells. RRS1 may be a promising target for neuroblastoma therapy.
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Affiliation(s)
- Xia Zhang
- Department of Biochemistry and Molecular Biology, Basic Medical College, Qingdao University, Qingdao, Shandong Province, China
- Qingdao Blood Center, Qingdao, Shandong Province, China
| | - Cun Liu
- Department of Laboratory, The Affiliated Qingdao Third People's Hospital of Qingdao University, Qingdao, Shandong Province, China
| | - Yi Cao
- Department of Biochemistry and Molecular Biology, Basic Medical College, Qingdao University, Qingdao, Shandong Province, China
| | - Li Liu
- Qingdao Blood Center, Qingdao, Shandong Province, China
| | - Fusheng Sun
- Department of Pharmacy, Qingdao Municipal Hospital, Qingdao, Shandong Province, China.
| | - Lin Hou
- Department of Biochemistry and Molecular Biology, Basic Medical College, Qingdao University, Qingdao, Shandong Province, China.
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Sun W, Song J, Wu Q, Deng L, Zhang T, Zhang L, Hua Y, Cao Y, Hou L. Regulator of Ribosome Synthesis 1 (RRS1) Stabilizes GRP78 and Promotes Breast Cancer Progression. Molecules 2024; 29:1051. [PMID: 38474562 DOI: 10.3390/molecules29051051] [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: 02/03/2024] [Revised: 02/24/2024] [Accepted: 02/26/2024] [Indexed: 03/14/2024] Open
Abstract
Regulator of ribosome synthesis 1 (RRS1), a crucial regulatory factor in ribosome biogenesis, exerts a remarkable impact on the progression of breast cancer (BC). However, the exact mechanisms and pathways have not yet been fully elucidated. To investigate the impact of RRS1 on BC growth and metastasis, along with its underlying mechanisms. We discovered that RRS1 is overexpressed in BC tissues and cell lines. This study aims to regulate the level of RRS1 through lentiviral transfection technology to explore its potential function in BC cells. Knockdown of RRS1 resulted in the inhibition of cell proliferation, invasion, and migration, whereas overexpression had the opposite effects. We firstly identified the interaction between RRS1 and Glucose-Regulated Protein 78 (GRP78) using Co-immunoprecipitation (Co-IP) combined with mass spectrometry analysis, providing evidences of co-localization and positive regulation between RRS1 and GRP78. We observed that RRS1 inhibited the degradation of GRP78 through the ubiquitin-proteasome pathway, resulting in the stabilization of GRP78. In addition, our findings suggested that RRS1 promoted BC progression by activating the GRP78-mediated phosphoinositide 3-kinase (PI3K)/protein kinase B (AKT) signaling pathway. In conclusion, this newly discovered RRS1/GRP78 signaling axis provides a molecular and theoretical basis for further exploring the mechanisms of breast cancer invasion and metastasis.
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Affiliation(s)
- Wenjing Sun
- Department of Biochemistry and Molecular Biology, School of Basic Medicine, Qingdao University, Qingdao 266011, China
| | - Junying Song
- Department of Biochemistry and Molecular Biology, School of Basic Medicine, Qingdao University, Qingdao 266011, China
| | - Qinglan Wu
- Department of Biochemistry and Molecular Biology, School of Basic Medicine, Qingdao University, Qingdao 266011, China
| | - Lin Deng
- Wanzhou District Center for Disease Control, Chongqing 404100, China
| | - Tenglong Zhang
- Department of Biochemistry and Molecular Biology, School of Basic Medicine, Qingdao University, Qingdao 266011, China
| | - Li Zhang
- Experimental Center for Undergraduates of Pharmacy, School of Pharmacy, Qingdao University, Qingdao 266011, China
| | - Yanan Hua
- Chongqing Key Laboratory of Sichuan-Chongqing Co-Construction for Diagnosis and Treatment of Infectious Diseases Integrated Traditional Chinese and Western Medicine, College of Medical Technology, Chengdu University of Traditional Chinese Medicine, Chengdu 611137, China
| | - Yi Cao
- Department of Biochemistry and Molecular Biology, School of Basic Medicine, Qingdao University, Qingdao 266011, China
| | - Lin Hou
- Department of Biochemistry and Molecular Biology, School of Basic Medicine, Qingdao University, Qingdao 266011, China
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Deng L, Wang J, Song J, Wu Q, Gong Z, Song J, Hou L. Long noncoding RNA SNHG1 promotes breast cancer progression by regulating the miR-641/RRS1 axis. Sci Rep 2024; 14:3265. [PMID: 38331968 PMCID: PMC10853250 DOI: 10.1038/s41598-024-52953-0] [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: 04/18/2023] [Accepted: 01/25/2024] [Indexed: 02/10/2024] Open
Abstract
An increasing number of studies have indicated the crucial involvement of long non-coding RNAs (lncRNAs) in the onset and progression of malignancies. However, a complete understanding of the molecular mechanism underlying the effect of abnormally expressed lncRNAs on breast cancer (BC) remains elusive. This study aimed to elucidate the influence of the lncRNA small nucleolar RNA host gene 1 (SNHG1) on BC progression and its underlying mechanism. Our findings revealed a conspicuous up-regulation of SNHG1 in both BC tissues and cells. The downregulation of SNHG1 was observed to inhibit BC cell proliferation, migration, invasion, and epithelial-mesenchymal transition (EMT) processes, while simultaneously promoting apoptosis. Furthermore, dual-luciferase reporter gene and RNA pull-down assays established that SNHG1 targeted miR-641 expression, while miR-641 targeted RRS1. Rescue studies demonstrated that in vitro SNHG1 silencing could be reversed by the miR-641 inhibitor, as well as by RRS1 upregulation. Moreover, in vivo downregulation of SNHG1 was found to inhibit BC growth. Through the inhibition of the miR-641 level, SNHG1 elevated the level of the downstream target RRS1, thereby fostering BC growth, migration, and invasion while inhibiting apoptosis. These findings suggest that SNHG1 may represent a potential therapeutic target for BC treatment.
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Affiliation(s)
- Lin Deng
- Department of Biochemistry and Molecular Biology, School of Basic Medicine, Qingdao University, Qingdao, 266071, China
- Wanzhou District Center for Disease Control and Prevention, Chongqing, 404100, China
| | - Jun Wang
- WeiFang Maternal and Child Health Hospital, Shandong province, 261000, China
- Weifang Medical University Pediatrics Research Institute, Shandong province, 261000, China
- Wuhan University School of Basic Medical Sciences-Weifang Children's Neurological Diseases and Innovation Transformation Joint Research Center, Shandong province, 261000, China
| | - Junying Song
- Department of Biochemistry and Molecular Biology, School of Basic Medicine, Qingdao University, Qingdao, 266071, China
| | - Qinglan Wu
- Department of Biochemistry and Molecular Biology, School of Basic Medicine, Qingdao University, Qingdao, 266071, China
| | - Zunshuang Gong
- Department of Biochemistry and Molecular Biology, School of Basic Medicine, Qingdao University, Qingdao, 266071, China
| | - Jinlian Song
- Department of Biochemistry and Molecular Biology, School of Basic Medicine, Qingdao University, Qingdao, 266071, China.
- Department of Laboratory, The Affiliated Women and Children's Hospital of Qingdao University, Qingdao University, Qingdao, 266071, China.
| | - Lin Hou
- Department of Biochemistry and Molecular Biology, School of Basic Medicine, Qingdao University, Qingdao, 266071, China.
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Zhang X, Cong P, Tian L, Zheng Y, Zhang H, Liu Q, Wu T, Zhang Q, Wu H, Huang X, Xiong L. Genomic gain/methylation modification/hsa-miR-132-3p increases RRS1 overexpression in liver hepatocellular carcinoma. Cancer Sci 2023; 114:4329-4342. [PMID: 37705317 PMCID: PMC10637089 DOI: 10.1111/cas.15933] [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: 05/30/2023] [Revised: 08/01/2023] [Accepted: 08/07/2023] [Indexed: 09/15/2023] Open
Abstract
This study aimed to determine the upstream regulatory factors affecting ribosome biogenesis regulator 1 homolog (RRS1) expression and the development and prognosis of liver hepatocellular carcinoma (LIHC). The expression profiles of RRS1 were evaluated in pan-cancer tissues and liver tumor cell lines. The associations of RRS1 with pan-cancer survival, immune infiltrations, immune checkpoints, and drug sensitivity were identified. We explored the potential upstream regulatory mechanisms of RRS1 expression. Hsa-miR-132-3p knockdown, CCK-8 assays, transwell, and wound healing assays were performed to validate the regulatory effect of hsa-miR-132-3p on RRS1 expression and the development of LIHC. Our findings demonstrated that RRS1 was significantly elevated in 27 types of cancers. RRS1 predicts a poor outcome of LIHC, lung adenocarcinoma, head and neck cancer, and kidney papillary cell carcinoma. RRS1 expression showed a significant association with immune cell infiltrates and the expression of immune checkpoints-related genes in LIHC tissues. Increased RRS1 expression may have a negative effect on these anticancer drugs of LIHC. Low methylation of the RRS1 promoter and its genomic gain may elevate RRS1 expression and predict poor prognosis for LIHC. Increased hsa-miR-132-3p expression may elevate RRS1 expression and result in poor prognosis for LIHC. Hsa-miR-132-3p inhibition can decrease RRS1 expression and the development of liver tumor cell lines. Low methylation of the RRS1 promoter, RRS1 genomic gain, and hsa-miR-132-3p upregulation in LIHC may promote RRS1 upregulation and thus lead to the development and poor prognosis for LIHC. RRS1 is a promising therapeutic target for LIHC.
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Affiliation(s)
- Xiaoxia Zhang
- Department of Hospital Infection Management, Shanghai Fourth People's Hospital, School of MedicineTongji UniversityShanghaiChina
| | - Peilin Cong
- Clinical Research Center for Anesthesiology and Perioperative MedicineTongji UniversityShanghaiChina
- Shanghai Key Laboratory of Anesthesiology and Brain Functional ModulationShanghaiChina
- Translational Research Institute of Brain and Brain‐Like Intelligence, Shanghai Fourth People's Hospital, School of MedicineTongji UniversityShanghaiChina
- Department of Anesthesiology and Perioperative Medicine, Shanghai Fourth People's Hospital, School of MedicineTongji UniversityShanghaiChina
| | - Li Tian
- Clinical Research Center for Anesthesiology and Perioperative MedicineTongji UniversityShanghaiChina
- Shanghai Key Laboratory of Anesthesiology and Brain Functional ModulationShanghaiChina
- Translational Research Institute of Brain and Brain‐Like Intelligence, Shanghai Fourth People's Hospital, School of MedicineTongji UniversityShanghaiChina
- Department of Anesthesiology and Perioperative Medicine, Shanghai Fourth People's Hospital, School of MedicineTongji UniversityShanghaiChina
| | - Yinggang Zheng
- Clinical Research Center for Anesthesiology and Perioperative MedicineTongji UniversityShanghaiChina
- Shanghai Key Laboratory of Anesthesiology and Brain Functional ModulationShanghaiChina
- Translational Research Institute of Brain and Brain‐Like Intelligence, Shanghai Fourth People's Hospital, School of MedicineTongji UniversityShanghaiChina
- Department of Anesthesiology and Perioperative Medicine, Shanghai Fourth People's Hospital, School of MedicineTongji UniversityShanghaiChina
| | - Hong Zhang
- Department of Rehabilitation Medicine, Shanghai Fourth People's Hospital, School of MedicineTongji UniversityShanghaiChina
| | - Qiong Liu
- Clinical Research Center for Anesthesiology and Perioperative MedicineTongji UniversityShanghaiChina
- Shanghai Key Laboratory of Anesthesiology and Brain Functional ModulationShanghaiChina
- Translational Research Institute of Brain and Brain‐Like Intelligence, Shanghai Fourth People's Hospital, School of MedicineTongji UniversityShanghaiChina
- Department of Anesthesiology and Perioperative Medicine, Shanghai Fourth People's Hospital, School of MedicineTongji UniversityShanghaiChina
| | - Tingmei Wu
- Clinical Research Center for Anesthesiology and Perioperative MedicineTongji UniversityShanghaiChina
- Shanghai Key Laboratory of Anesthesiology and Brain Functional ModulationShanghaiChina
- Translational Research Institute of Brain and Brain‐Like Intelligence, Shanghai Fourth People's Hospital, School of MedicineTongji UniversityShanghaiChina
- Department of Anesthesiology and Perioperative Medicine, Shanghai Fourth People's Hospital, School of MedicineTongji UniversityShanghaiChina
| | - Qian Zhang
- Clinical Research Center for Anesthesiology and Perioperative MedicineTongji UniversityShanghaiChina
- Shanghai Key Laboratory of Anesthesiology and Brain Functional ModulationShanghaiChina
- Translational Research Institute of Brain and Brain‐Like Intelligence, Shanghai Fourth People's Hospital, School of MedicineTongji UniversityShanghaiChina
- Department of Anesthesiology and Perioperative Medicine, Shanghai Fourth People's Hospital, School of MedicineTongji UniversityShanghaiChina
| | - Huanghui Wu
- Clinical Research Center for Anesthesiology and Perioperative MedicineTongji UniversityShanghaiChina
- Shanghai Key Laboratory of Anesthesiology and Brain Functional ModulationShanghaiChina
- Translational Research Institute of Brain and Brain‐Like Intelligence, Shanghai Fourth People's Hospital, School of MedicineTongji UniversityShanghaiChina
- Department of Anesthesiology and Perioperative Medicine, Shanghai Fourth People's Hospital, School of MedicineTongji UniversityShanghaiChina
| | - Xinwei Huang
- Clinical Research Center for Anesthesiology and Perioperative MedicineTongji UniversityShanghaiChina
- Shanghai Key Laboratory of Anesthesiology and Brain Functional ModulationShanghaiChina
- Translational Research Institute of Brain and Brain‐Like Intelligence, Shanghai Fourth People's Hospital, School of MedicineTongji UniversityShanghaiChina
- Department of Anesthesiology and Perioperative Medicine, Shanghai Fourth People's Hospital, School of MedicineTongji UniversityShanghaiChina
| | - Lize Xiong
- Clinical Research Center for Anesthesiology and Perioperative MedicineTongji UniversityShanghaiChina
- Shanghai Key Laboratory of Anesthesiology and Brain Functional ModulationShanghaiChina
- Translational Research Institute of Brain and Brain‐Like Intelligence, Shanghai Fourth People's Hospital, School of MedicineTongji UniversityShanghaiChina
- Department of Anesthesiology and Perioperative Medicine, Shanghai Fourth People's Hospital, School of MedicineTongji UniversityShanghaiChina
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Yamashita A, Ignatenko O, Nguyen M, Lambert R, Watt K, Daneault C, Robillard-Frayne I, Topisirovic I, Rosiers CD, McBride HM. Depletion of LONP2 unmasks differential requirements for peroxisomal function between cell types and in cholesterol metabolism. Biol Direct 2023; 18:60. [PMID: 37736739 PMCID: PMC10515011 DOI: 10.1186/s13062-023-00416-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2023] [Accepted: 09/13/2023] [Indexed: 09/23/2023] Open
Abstract
Peroxisomes play a central role in tuning metabolic and signaling programs in a tissue- and cell-type-specific manner. However, the mechanisms by which the status of peroxisomes is communicated and integrated into cellular signaling pathways are not yet understood. Herein, we report the cellular responses to peroxisomal proteotoxic stress upon silencing the peroxisomal protease/chaperone LONP2. Depletion of LONP2 triggered the accumulation of its substrate TYSND1 protease, while the overall expression of peroxisomal proteins, as well as TYSND1-dependent ACOX1 processing appeared normal, reflecting early stages of peroxisomal proteotoxic stress. Consequently, the alteration of peroxisome size and numbers, and luminal protein import failure was coupled with induction of cell-specific cellular stress responses. Specific to COS-7 cells was a strong activation of the integrated stress response (ISR) and upregulation of ribosomal biogenesis gene expression levels. Common changes between COS-7 and U2OS cell lines included repression of the retinoic acid signaling pathway and upregulation of sphingolipids. Cholesterol accumulated in the endomembrane compartments in both cell lines, consistent with evidence that peroxisomes are required for cholesterol flux out of late endosomes. These unexpected consequences of peroxisomal stress provide an important insight into our understanding of the tissue-specific responses seen in peroxisomal disorders.
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Affiliation(s)
- Akihiro Yamashita
- Montreal Neurological Institute, McGill University, Montréal, QC, Canada
- Department of Anatomy and Cell Biology, McGill University, Montréal, QC, Canada
| | - Olesia Ignatenko
- Montreal Neurological Institute, McGill University, Montréal, QC, Canada
| | - Mai Nguyen
- Montreal Neurological Institute, McGill University, Montréal, QC, Canada
| | - Raphaëlle Lambert
- Institute for Research in Immunology and Cancer, Université de Montréal, Montréal, Canada
| | - Kathleen Watt
- Department of Oncology-Pathology, Karolinska Institute, Stockholm, Sweden
| | | | | | - Ivan Topisirovic
- Lady Davis Institute, McGill University, Montreal, Canada
- Gerald Bronfman Department of Oncology, McGill University, Montréal, QC, Canada
- Department of Biochemistry, McGill University, Montréal, QC, Canada
- Division of Experimental Medicine, McGill University, Montréal, QC, Canada
| | | | - Heidi M McBride
- Montreal Neurological Institute, McGill University, Montréal, QC, Canada.
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Chen Y, Yuan P, Gu L, Bai J, Ouyang S, Sun T, Liu K, Wang Z, Liu C. Constructing a seventeen-gene signature model for non-obstructive azoospermia based on integrated transcriptome analyses and WGCNA. Reprod Biol Endocrinol 2023; 21:30. [PMID: 36945018 PMCID: PMC10029246 DOI: 10.1186/s12958-023-01079-5] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/14/2022] [Accepted: 03/09/2023] [Indexed: 03/23/2023] Open
Abstract
BACKGROUND Non-obstructive azoospermia (NOA) affects approximately 1% of the male population worldwide. The underlying mechanism and gene transcription remain unclear. This study aims to explore the potential pathogenesis for the detection and management of NOA. METHODS Based on four microarray datasets from the Gene Expression Omnibus database, integrated analysis and weighted correlation network analysis (WGCNA) were used to obtain the intersected common differentially expressed genes (DESs). Differential signaling pathways were identified via GO and GSVA-KEGG analyses. We constructed a seventeen-gene signature model using least absolute shrinkage and selection operation (LASSO) regression, and validated its efficacy in another two GEO datasets. Three patients with NOA and three patients with obstructive azoospermia were recruited. The mRNA levels of seven key genes were measured in testicular samples, and the gene expression profile was evaluated in the Human Protein Atlas (HPA) database. RESULTS In total, 388 upregulated and 795 downregulated common DEGs were identified between the NOA and control groups. ATPase activity, tubulin binding, microtubule binding, and metabolism- and immune-associated signaling pathways were significantly enriched. A seventeen-gene signature predictive model was constructed, and receiver operating characteristic (ROC) analysis showed that the area under the curve (AUC) values were 1.000 (training group), 0.901 (testing group), and 0.940 (validation set). The AUCs of seven key genes (REC8, CPS1, DHX57, RRS1, GSTA4, SI, and COX7B) were all > 0.8 in both the testing group and the validation set. The qRT-PCR results showed that consistent with the sequencing data, the mRNA levels of RRS1, GSTA4, and COX7B were upregulated, while CPS1, DHX57, and SI were downregulated in NOA. Four genes (CPS1, DHX57, RRS1, and SI) showed significant differences. Expression data from the HPA database showed the localization characteristics and trajectories of seven key genes in spermatogenic cells, Sertoli cells, and Leydig cells. CONCLUSIONS Our findings suggest a novel seventeen-gene signature model with a favorable predictive power, and identify seven key genes with potential as NOA-associated marker genes. Our study provides a new perspective for exploring the underlying pathological mechanism in male infertility.
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Affiliation(s)
- Yinwei Chen
- Reproductive Medicine Center, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, Hubei, China
| | - Penghui Yuan
- Department of Urology, the First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450000, Henan, China
| | - Longjie Gu
- Department of Urology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, Hubei, China
| | - Jian Bai
- Reproductive Medicine Center, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, Hubei, China
| | - Song Ouyang
- Department of Urology, First Affiliated Hospital, School of Medicine, Shihezi University, Shihezi, 832008, Xinjiang, China
| | - Taotao Sun
- Department of Urology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, Hubei, China
| | - Kang Liu
- Department of Urology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, Hubei, China
| | - Zhao Wang
- Department of Urology, Xiangya Hospital, Central South University, Changsha, 410000, Hunan, China.
| | - Chang Liu
- Reproductive Medicine Center, Nanjing Drum Tower Hospital, The Affiliated Hospital of Nanjing University Medical School, Nanjing, 210008, Jiangsu, China.
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Bao H, Li J, Zhang B, Huang J, Su D, Liu L. Integrated bioinformatics and machine-learning screening for immune-related genes in diagnosing non-alcoholic fatty liver disease with ischemic stroke and RRS1 pan-cancer analysis. Front Immunol 2023; 14:1113634. [PMID: 37090698 PMCID: PMC10115222 DOI: 10.3389/fimmu.2023.1113634] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2022] [Accepted: 03/27/2023] [Indexed: 04/25/2023] Open
Abstract
Background The occurrence of ischemic stroke (IS) is associated with nonalcoholic fatty liver disease (NAFLD). The cancer burden of NAFLD complicated by IS also warrants attention. This study aimed to identify candidate immune biomarkers linked to NAFLD and IS and analyze their association with cancer. Methods Two of each of the NAFLD and IS datasets were downloaded, differentially expressed genes (DEGs) were identified, and module genes were screened via weighted gene coexpression network analysis (WGCNA). Subsequently, utilizing machine learning (least absolute shrinkage and selection operator regression, random forest and support vector machine-recursive feature elimination) and immune cell infiltration analysis, immune-related candidate biomarkers for NAFLD with IS were determined. Simultaneously, a nomogram was established, the diagnostic efficacy was assessed, and the role of candidate biomarkers in cancer was ascertained through pan-cancer analyses. Results In this study, 117 and 98 DEGs were identified from the combined NAFLD and IS datasets, respectively, and 279 genes were obtained from the most significant modules of NAFLD. NAFLD module genes and IS DEGs were intersected to obtain nine genes, which were enriched in the inflammatory response and immune regulation. After overlapping the results of the three machine learning algorithms, six candidate genes were obtained, based on which a nomogram was constructed. The calibration curve demonstrated good accuracy, and the candidate genes had high diagnostic values. The genes were found to be related to the immune dysregulation of stroke, and RRS1 was strongly associated with the prognosis, immune cell infiltration, microsatellite instability (MSI), and tumor mutation burden (TMB). Conclusion Six common candidate immune-related genes (PTGS2, FCGR1A, MMP9, VNN3, S100A12, and RRS1) of NAFLD and IS were identified, and a nomogram for diagnosing NAFLD with IS was established. RRS1 may serve as a candidate gene for predicting the prognosis of patients with cancer who have NAFLD complicated by IS, which could aid in their diagnosis and treatment.
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Affiliation(s)
- Huayan Bao
- Department of Medical Imaging Center; Guangxi Key Clinical Specialty (Medical Imaging Department); Dominant Cultivation Discipline of Guangxi Medical University Cancer Hospital (Medical Imaging Department), Guangxi Medical University Cancer Hospital, Nanning, China
| | - Jianwen Li
- Department of Neurosurgery, Guangxi Medical University Cancer Hospital, Nanning, China
| | - Boyang Zhang
- Department of Medical Imaging Center; Guangxi Key Clinical Specialty (Medical Imaging Department); Dominant Cultivation Discipline of Guangxi Medical University Cancer Hospital (Medical Imaging Department), Guangxi Medical University Cancer Hospital, Nanning, China
| | - Ju Huang
- Department of Medical Imaging Center; Guangxi Key Clinical Specialty (Medical Imaging Department); Dominant Cultivation Discipline of Guangxi Medical University Cancer Hospital (Medical Imaging Department), Guangxi Medical University Cancer Hospital, Nanning, China
| | - Danke Su
- Department of Medical Imaging Center; Guangxi Key Clinical Specialty (Medical Imaging Department); Dominant Cultivation Discipline of Guangxi Medical University Cancer Hospital (Medical Imaging Department), Guangxi Medical University Cancer Hospital, Nanning, China
- *Correspondence: Danke Su, ; Lidong Liu,
| | - Lidong Liu
- Department of Medical Imaging Center; Guangxi Key Clinical Specialty (Medical Imaging Department); Dominant Cultivation Discipline of Guangxi Medical University Cancer Hospital (Medical Imaging Department), Guangxi Medical University Cancer Hospital, Nanning, China
- *Correspondence: Danke Su, ; Lidong Liu,
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