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Xiao Q, Han J, Yu F, Yan L, Li Q, Lao X, Zhao H, Zhang F. Elucidating the Gene Signatures and Immune Cell Types in HIV-Infected Immunological Non-Responders by Bioinformatics Analyses. Int J Gen Med 2022; 15:8491-8507. [PMID: 36514742 PMCID: PMC9741855 DOI: 10.2147/ijgm.s390642] [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: 09/27/2022] [Accepted: 11/29/2022] [Indexed: 12/12/2022] Open
Abstract
Objective Numerous studies have reported on the pathogenesis of poor immune reconstitution (PIR) after antiretroviral treatment in human immunodeficiency virus (HIV) patients. However, fewer studies focused on both immune-related genes (IRGs) and immune cells, and the correlation between IRGs and immune cells was evaluated via bioinformatics analyses. Methods Gene expression profiling of GSE143742 from the Gene Expression Omnibus (GEO) database was analyzed to get differentially expressed immune-related genes (DEIRGs). The enrichment analysis and protein-protein interaction (PPI) networks of DEIRGs were established. The relative fractions of 22 immune cell types were detected using the "CIBERSORT". The correlation analysis between DEIRGs and immune cells was constructed to discover the potential IRGs associated with immune cells. A logistic regression diagnostic model was built, and a receiver operating characteristic (ROC) curve was performed to evaluate the model's diagnostic efficacy. The CMap database was used to find molecules with therapeutic potential. RT-qPCR was used to verify the expression of the hub DEIRGs. Results We identified eight types of significantly changed immune cells and five hub IRGs in INRs. The DEIRGs were mainly enriched in lymphocyte activation, receptor-ligand activity, and T cell receptor signaling pathway. The correlation analysis showed that the expression of TNF, CXCR4 and TFRC correlate with CD8 cells, resting mast cells, activated NK cells, and naïve CD4 cells in INRs. Meanwhile, TFRC and IL7R relate to activated NK cells and resting memory CD4 cells respectively in IRs. A diagnostic model was constructed using multiple logistic regression and nine small molecules were identified as possible drugs. Conclusion In this study, we suggested that the process of PIR might be related to TNF, CXCR4, TFRC, CD48, and IL7R. And these IRGs play roles in regulating immune-competent cells. And our constructed diagnostic model has excellent effectiveness. Moreover, some small-molecule drugs are screened to alleviate PIR.
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Affiliation(s)
- Qing Xiao
- Department of Infectious Diseases, Capital Medical University Affiliated Beijing Ditan Hospital, Beijing, People’s Republic of China,Clinical Center for HIV/AIDS, Capital Medical University, Beijing, People’s Republic of China
| | - Junyan Han
- Beijing Key Laboratory of Emerging Infectious Diseases, Institute of Infectious Diseases, Beijing Ditan Hospital, Beijing, People’s Republic of China,National Center for Infectious Diseases, Beijing Ditan Hospital, Capital Medical University, Beijing, People’s Republic of China,Beijing Institute of Infectious Diseases, Beijing Ditan Hospital, Capital Medical University, Beijing, People’s Republic of China,Biomedical Innovation Center, Beijing Shijitan Hospital, Capital Medical University, Beijing, People’s Republic of China
| | - Fengting Yu
- Department of Infectious Diseases, Capital Medical University Affiliated Beijing Ditan Hospital, Beijing, People’s Republic of China,Clinical Center for HIV/AIDS, Capital Medical University, Beijing, People’s Republic of China,Beijing Key Laboratory of Emerging Infectious Diseases, Institute of Infectious Diseases, Beijing Ditan Hospital, Beijing, People’s Republic of China
| | - Liting Yan
- Department of Infectious Diseases, Capital Medical University Affiliated Beijing Ditan Hospital, Beijing, People’s Republic of China,Clinical Center for HIV/AIDS, Capital Medical University, Beijing, People’s Republic of China
| | - Qun Li
- Department of Infectious Diseases, Capital Medical University Affiliated Beijing Ditan Hospital, Beijing, People’s Republic of China,Clinical Center for HIV/AIDS, Capital Medical University, Beijing, People’s Republic of China
| | - Xiaojie Lao
- Department of Infectious Diseases, Capital Medical University Affiliated Beijing Ditan Hospital, Beijing, People’s Republic of China,Clinical Center for HIV/AIDS, Capital Medical University, Beijing, People’s Republic of China
| | - Hongxin Zhao
- Department of Infectious Diseases, Capital Medical University Affiliated Beijing Ditan Hospital, Beijing, People’s Republic of China,Clinical Center for HIV/AIDS, Capital Medical University, Beijing, People’s Republic of China
| | - Fujie Zhang
- Department of Infectious Diseases, Capital Medical University Affiliated Beijing Ditan Hospital, Beijing, People’s Republic of China,Clinical Center for HIV/AIDS, Capital Medical University, Beijing, People’s Republic of China,Correspondence: Fujie Zhang, Beijing, Ditan Hospital, Capital Medical University, Beijing, 100015, People’s Republic of China, Tel +86 10 84322581, Email
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Meza G, Galián F, Jaimes-Bernal C, Márquez FJ, Sinangil F, Scagnolari C, Real LM, Forthal D, Caruz A. IFNL4 genotype influences the rate of HIV-1 seroconversion in men who have sex with men. Virulence 2022; 13:757-763. [PMID: 35481423 PMCID: PMC9067526 DOI: 10.1080/21505594.2022.2066612] [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] [Indexed: 11/05/2022] Open
Abstract
Individuals lacking interferon lambda 4 (IFNL4) protein due to a common null mutation (rs368234815) in the IFNL4 gene display higher resistance against several infections. The influence of IFNL4 on HIV-1 infection is still under discussion and conflicting results have been reported. This study intended to corroborate or refute the association of the null allele of IFNL4 and HIV-1 predisposition in a cohort of men who have sex with men (MSM). IFNL4 null genotype was assessed on 619 HIV-1-seronegative MSM who were followed for 36 months during a trial of a prophylactic vaccine against HIV-1. Of those, 257 individuals seroconverted during this period. A logistic regression model was constructed including demographic and IFNL4 genotype. In addition, a meta-analysis using data from the current study and other European populations was conducted. The null IFNL4 genotypes were correlated with lower HIV-1 seroconversion (Adjusted OR = 0.4 [95%CI: 0.2–0.8], P = 0.008) and longer time to seroconversion (889 vs. 938 days, P= 0.01). These results were validated by a meta-analysis incorporating data from other European populations and the result yielded a significant association of the IFNL4 null genotype under a dominant model with a lower probability of HIV-1 infection (OR=0.4 [95% CI: 0.3-0.6]; P= 1.3 x 10E-5).
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Affiliation(s)
- Giovanna Meza
- Departamento de Biología Experimental, Unidad de Inmunogenetica, Universidad de Jaén, Jaén, Spain.,Universidad de Ciencias Aplicadas y Ambientales, Facultad de Ciencia y Tecnología, Bogotá, Colombia
| | - Fátima Galián
- Departamento de Biología Experimental, Unidad de Inmunogenetica, Universidad de Jaén, Jaén, Spain
| | - Claudia Jaimes-Bernal
- Departamento de Biología Experimental, Unidad de Inmunogenetica, Universidad de Jaén, Jaén, Spain.,Universidad de Boyaca, Facultad de Ciencias de la Salud, Tunja, Colombia
| | - Francisco J Márquez
- Departamento de Biología Experimental, Unidad de Inmunogenetica, Universidad de Jaén, Jaén, Spain
| | - Faruk Sinangil
- Global Solutions for Infectious Diseases, Lafayette, CA, USA
| | - Carolina Scagnolari
- Department of Molecular Medicine, Laboratory of Virology, Institut Pasteur Italia, SApienza University of Rome, Rome, Italy
| | - Luis Miguel Real
- de Enfermedades Infecciosas y Microbiología Clínica, Hospital Universitario de Valme, Sevilla, Spain.,Inmunología, Universidad de MálagaDepartamento de Especialidades Quirúrgicas, Bioquímica e , Málaga Spain
| | - Donald Forthal
- Division of Infectious Diseases, Department of Medicine, University of California, Irvine School of Medicine, Irvine, CA, USA
| | - Antonio Caruz
- Departamento de Biología Experimental, Unidad de Inmunogenetica, Universidad de Jaén, Jaén, Spain
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