1
|
Cellular Proteo-Transcriptomic Changes in the Immediate Early-Phase of Lentiviral Transduction. Microorganisms 2021; 9:microorganisms9112207. [PMID: 34835333 PMCID: PMC8625573 DOI: 10.3390/microorganisms9112207] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2021] [Revised: 10/15/2021] [Accepted: 10/19/2021] [Indexed: 11/28/2022] Open
Abstract
Lentivirus-based vectors derived from human immunodeficiency viruses type 1 and 2 (HIV-1 and 2) are widely used tools in research and may also be utilized in clinical settings. Like their parental virions, they are known to depend on the cellular machinery for successful gene delivery and integration. While most of the studies on cellular proteomic and transcriptomic changes have focused on the late phase of the transduction, studies of those changes in early time-points, especially in the case of HIV-2 based vectors, are widely lacking. Using second generation HIV-1 and 2 vesicular stomatitis virus G protein (VSV-G) pseudotyped lentiviral vectors, we transduced HEK-293T human embryonic kidney cells and carried out transcriptomic profiling at 0 and 2 h time points, with accompanying proteomic analysis at 2 h following transduction. Significant variations were observed in gene expression profile between HIV-1 and HIV-2 transduced samples. Thrombospondin 1 (THBS1), collagens (COL1A2, COL3A1), and eukaryotic translation factors (EIF3CL) in addition to various genes coding for long non-coding RNA (lncRNA) were significantly upregulated 2 h after HIV-2 transduction compared to HIV-1. Label-free quantification mass spectrometry (MS) indicated that seven proteins involved in RNA binding, mRNA transport, and chaperoning were significantly downregulated. The identification of cellular protein targets of lentiviral vectors and their effect on the cellular transcriptome will undoubtedly shed more light on their complex life cycle and may be utilized against infection by their parental lentiviruses. Furthermore, characterizing the early phase of HIV-2 infection may aid in the understanding of its pathomechanism and long incubation period.
Collapse
|
2
|
Polymorphisms in mitochondrial ribosomal protein S5 (MRPS5) are associated with leprosy risk in Chinese. PLoS Negl Trop Dis 2020; 14:e0008883. [PMID: 33362202 PMCID: PMC7757804 DOI: 10.1371/journal.pntd.0008883] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2020] [Accepted: 10/13/2020] [Indexed: 01/15/2023] Open
Abstract
Leprosy is an infectious disease caused by Mycobacterium leprae (M. leprae), with about 210,000 new cases per year worldwide. Although numerous risk loci have been uncovered by genome-wide association studies, the effects of common genetic variants are relatively modest. To identify possible new genetic locus involved in susceptibility to leprosy, whole exome sequencing was performed for 28 subjects including 14 patients and 12 unaffected members from 8 leprosy-affected families as well as another case and an unrelated control, and then the follow-up SNP genotyping of the candidate variants was studied in case-control sample sets. A rare missense variant in mitochondrial ribosomal protein S5 (MRPS5), rs200730619 (c. 95108402T>C [p. Tyr137Cys]) was identified and validated in 369 cases and 270 controls of Chinese descent (Padjusted = 0.006, odds ratio [OR] = 2.74) as a contributing factor to leprosy risk. Moreover, the mRNA level of MRPS5 was downregulated in M. leprae sonicate-stimulated peripheral blood mononuclear cells. Our results indicated that MRPS5 may be involved in leprosy pathogenesis. Further studies are needed to determine if defective MRPS5 could lead to impairment of energy metabolism of host immune cells, which could further cause defect in clearing M. leprae and increase susceptibility to infection.
Collapse
|
3
|
Zhang Z, Wu H, Chen Z, Li G, Liu B. Circular RNA ATXN7 promotes the development of gastric cancer through sponging miR-4319 and regulating ENTPD4. Cancer Cell Int 2020; 20:25. [PMID: 31997941 PMCID: PMC6979400 DOI: 10.1186/s12935-020-1106-5] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2019] [Accepted: 01/14/2020] [Indexed: 01/10/2023] Open
Abstract
BACKGROUND Circular RNAs (circRNAs) which are shown as a class of RNAs exhibit the importance in the regulation of gene expression and the development of biological process. However, the expression profile and molecular mechanism of circRNA ATXN7 (circATXN7) is still mostly uncertain in gastric cancer (GC). METHODS qRT-PCR analysis was performed to detect the expression of circATXN7, miR-4319 and ENTPD4 in GC tissues and cells. CCK-8, colony formation, EdU, flow cytometry, TUNEL and transwell assays were conducted to assess the effect of circATXN7 or miR-4319 on cell proliferation, apoptosis and invasion. In vivo assays were utilized to further analyze the function of circATXN7 on the tumorigenesis and progression of GC. The interaction between miR-4319 and circATXN7 (or ENTPD4) was verified using luciferase reporter and RNA pull-down assays. RESULTS The results showed an upregulated circATXN7 expression in GC tissues and cell lines. Besides, silenced circATXN7 hampered the proliferation and invasion as well as promoted the apoptosis in GC cells. Moreover, low expression of miR-4319 was found in GC. It was determined that circATXN7 acted as a sponge for miR-4319 and had a negative association with miR-4319. We also found that miR-4319 upregulation restrained GC cell proliferation and migration whereas enhanced apoptosis. Subsequently, ENTPD4, the target gene of miR-4319, was found overexpressed in GC. Additionally, it was negatively correlated with miR-4319 whereas positively associated with circATXN7. In vivo experiments, circATXN7 silence was confirmed to inhibit GC tumor growth. CONCLUSIONS CircATXN7 promoted GC development through sponging miR-4319 and regulating ENTPD4, which identified circATXN7 as a new biomarker in GC.
Collapse
Affiliation(s)
- Zhen Zhang
- Department of Gastroenterology, The Second Hospital of Shandong University, No. 247 Beiyuan Street, Jinan, 250033 Shandong China
| | - Honglei Wu
- Department of Gastroenterology, The Second Hospital of Shandong University, No. 247 Beiyuan Street, Jinan, 250033 Shandong China
| | - Zhaosheng Chen
- Department of Gastroenterology, The Second Hospital of Shandong University, No. 247 Beiyuan Street, Jinan, 250033 Shandong China
| | - Guangchun Li
- Department of Gastroenterology, The Second Hospital of Shandong University, No. 247 Beiyuan Street, Jinan, 250033 Shandong China
| | - Bin Liu
- Department of Gastroenterology, The Second Hospital of Shandong University, No. 247 Beiyuan Street, Jinan, 250033 Shandong China
| |
Collapse
|
4
|
Le Clerc S, Limou S, Zagury JF. Large-Scale "OMICS" Studies to Explore the Physiopatholgy of HIV-1 Infection. Front Genet 2019; 10:799. [PMID: 31572435 PMCID: PMC6754074 DOI: 10.3389/fgene.2019.00799] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2019] [Accepted: 07/30/2019] [Indexed: 12/23/2022] Open
Abstract
In this review, we present the main large-scale experimental studies that have been performed in the HIV/AIDS field. These “omics” studies are based on several technologies including genotyping, RNA interference, and transcriptome or epigenome analysis. Due to the direct connection with disease evolution, there has been a large focus on genotyping cohorts of well-characterized patients through genome-wide association studies (GWASs), but there have also been several invitro studies such as small interfering RNA (siRNA) interference or transcriptome analyses of HIV-1–infected cells. After describing the major results obtained with these omics technologies—including some with a high relevance for HIV-1 treatment—we discuss the next steps that the community needs to embrace in order to derive new actionable therapeutic or diagnostic targets. Only integrative approaches that combine all big data results and consider their complex interactions will allow us to capture the global picture of HIV molecular pathogenesis. This novel challenge will require large collaborative efforts and represents a huge open field for innovative bioinformatics approaches.
Collapse
Affiliation(s)
- Sigrid Le Clerc
- Laboratoire GBCM, EA7528, Conservatoire National des Arts et Métiers, HESAM Université, Paris, France
| | - Sophie Limou
- Centre de Recherche en Transplantation et Immunologie UMR1064, INSERM, Université de Nantes, Nantes, France.,Institut de Transplantation en Urologie et Néphrologie (ITUN), CHU de Nantes, Nantes, France.,Computer Sciences and Mathematics Department, Ecole Centrale de Nantes, Nantes, France
| | - Jean-François Zagury
- Laboratoire GBCM, EA7528, Conservatoire National des Arts et Métiers, HESAM Université, Paris, France
| |
Collapse
|
5
|
Greenblatt R, Bacchetti P, Boylan R, Kober K, Springer G, Anastos K, Busch M, Cohen M, Kassaye S, Gustafson D, Aouizerat B, on behalf of the Women’s Interagency HIV Study. Genetic and clinical predictors of CD4 lymphocyte recovery during suppressive antiretroviral therapy: Whole exome sequencing and antiretroviral therapy response phenotypes. PLoS One 2019; 14:e0219201. [PMID: 31415590 PMCID: PMC6695188 DOI: 10.1371/journal.pone.0219201] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2019] [Accepted: 06/18/2019] [Indexed: 12/12/2022] Open
Abstract
Increase of peripheral blood CD4 lymphocyte counts is a key goal of combined antiretroviral therapy (cART); most, but not all, recipients respond adequately and promptly. A small number of studies have examined specific genetic factors associated with the extent of CD4 recovery. We report a genome-wide examination of factors that predict CD4 recovery in HIV-infected women. We identified women in in a cohort study who were on cART with viral load below 400 copies, and drew racially and ethnically matched samples of those with good CD4 response over 2 years or poor response. We analyzed the exomes of those women employing next generation sequencing for genes associated with CD4 recovery after controlling for non-genetic factors identified through forward stepwise selection as important. We studied 48 women with good CD4 recovery and 42 with poor CD4 recovery during virologically-suppressive cART. Stepwise logistic regression selected only age as a statistically significant (p<0.05) non-genetic predictor of response type (each additional year of age reduced the odds of good recovery by 11% (OR = 0.89, CI = 0.84–0.96, p = 0.0009). After adjustment for age and genomic estimates of race and ethnicity, 41 genes harbored variations associated with CD4 recovery group (p≤0.001); 5 of these have been previously reported to be associated with HIV infection, 4 genes would likely influence CD4 homeostasis, and 13 genes either had known functions or were members of product families that had functions for which interactions with HIV or effects on lymphocyte homeostasis were biologically plausible. Greater age was the strongest acquired factor that predicted poor CD4 cell recovery. Sequence variations spanning 41 genes were independently predictive of CD4 recovery. Many of these genes have functions that impact the cell cycle, apoptosis, lymphocyte migration, or have known interactions with HIV. These findings may help inform new hypotheses related to responses to HIV therapy and CD4 lymphocyte homeostasis.
Collapse
Affiliation(s)
- Ruth Greenblatt
- UCSF School of Pharmacy, Department of Clinical Pharmacy, San Francisco, CA, United States of America
- UCSF School of Medicine, Department of Epidemiology and Biostatistics, San Francisco, CA, United States of America
- UCSF School of Medicine, Department of Medicine, San Francisco, CA, United States of America
- * E-mail:
| | - Peter Bacchetti
- UCSF School of Medicine, Department of Epidemiology and Biostatistics, San Francisco, CA, United States of America
| | - Ross Boylan
- UCSF School of Medicine, Department of Epidemiology and Biostatistics, San Francisco, CA, United States of America
| | - Kord Kober
- UCSF School of Nursing, Department of Physiological Nursing, San Francisco, CA, United States of America
| | - Gayle Springer
- Johns Hopkins Bloomberg School of Public Health, Department of Epidemiology, Baltimore, MD, United States of America
| | - Kathryn Anastos
- Albert Einstein College of Medicine and Montefiore Health Systems, Bronx, NY, United States of America
| | - Michael Busch
- UCSF School of Medicine, Department of Epidemiology and Biostatistics, San Francisco, CA, United States of America
- Blood Systems Research Institute, San Francisco, CA, United States of America
| | - Mardge Cohen
- Stroger Hospital, Chicago, IL, United States of America
| | - Seble Kassaye
- Georgetown University Medical Center, Department of Medicine, Washington, DC, United States of America
| | - Deborah Gustafson
- State University of New York, Downstate Medical Center, Department of Neurology, Brooklyn, NY, United States of America
| | - Bradley Aouizerat
- New York University School of Dentistry and Bluestone Center for Clinical Research, NY, NY, United States of America
| | | |
Collapse
|
6
|
Li CW, Chen BS. Investigating HIV-Human Interaction Networks to Unravel Pathogenic Mechanism for Drug Discovery: A Systems Biology Approach. Curr HIV Res 2019; 16:77-95. [PMID: 29468972 DOI: 10.2174/1570162x16666180219155324] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2017] [Revised: 01/18/2018] [Accepted: 02/14/2018] [Indexed: 02/08/2023]
Abstract
BACKGROUND Two big issues in the study of pathogens are determining how pathogens infect hosts and how the host defends itself against infection. Therefore, investigating host-pathogen interactions is important for understanding pathogenicity and host defensive mechanisms and treating infections. METHODS In this study, we used omics data, including time-course data from high-throughput sequencing, real-time polymerase chain reaction, and human microRNA (miRNA) and protein-protein interaction to construct an interspecies protein-protein and miRNA interaction (PPMI) network of human CD4+ T cells during HIV-1 infection through system modeling and identification. RESULTS By applying a functional annotation tool to the identified PPMI network at each stage of HIV infection, we found that repressions of three miRNAs, miR-140-5p, miR-320a, and miR-941, are involved in the development of autoimmune disorders, tumor proliferation, and the pathogenesis of T cells at the reverse transcription stage. Repressions of miR-331-3p and miR-320a are involved in HIV-1 replication, replicative spread, anti-apoptosis, cell proliferation, and dysregulation of cell cycle control at the integration/replication stage. Repression of miR-341-5p is involved in carcinogenesis at the late stage of HIV-1 infection. CONCLUSION By investigating the common core proteins and changes in specific proteins in the PPMI network between the stages of HIV-1 infection, we obtained pathogenic insights into the functional core modules and identified potential drug combinations for treating patients with HIV-1 infection, including thalidomide, oxaprozin, and metformin, at the reverse transcription stage; quercetin, nifedipine, and fenbendazole, at the integration/replication stage; and staurosporine, quercetin, prednisolone, and flufenamic acid, at the late stage.
Collapse
Affiliation(s)
- Cheng-Wei Li
- Laboratory of Control and Systems Biology, Department of Electrical Engineering, National Tsing Hua University, Hsinchu, Taiwan
| | - Bor-Sen Chen
- Laboratory of Control and Systems Biology, Department of Electrical Engineering, National Tsing Hua University, Hsinchu, Taiwan
| |
Collapse
|
7
|
Masson JJR, Cherry CL, Murphy NM, Sada-Ovalle I, Hussain T, Palchaudhuri R, Martinson J, Landay AL, Billah B, Crowe SM, Palmer CS. Polymorphism rs1385129 Within Glut1 Gene SLC2A1 Is Linked to Poor CD4+ T Cell Recovery in Antiretroviral-Treated HIV+ Individuals. Front Immunol 2018; 9:900. [PMID: 29867928 PMCID: PMC5966582 DOI: 10.3389/fimmu.2018.00900] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2018] [Accepted: 04/11/2018] [Indexed: 01/14/2023] Open
Abstract
Untreated HIV infection is associated with progressive CD4+ T cell depletion, which is generally recovered with combination antiretroviral therapy (cART). However, a significant proportion of cART-treated individuals have poor CD4+ T cell reconstitution. We investigated associations between HIV disease progression and CD4+ T cell glucose transporter-1 (Glut1) expression. We also investigated the association between these variables and specific single nucleotide polymorphisms (SNPs) within the Glut1 regulatory gene AKT (rs1130214, rs2494732, rs1130233, and rs3730358) and in the Glut1-expressing gene SLC2A1 (rs1385129 and rs841853) and antisense RNA 1 region SLC2A1-AS1 (rs710218). High CD4+Glut1+ T cell percentage is associated with rapid CD4+ T cell decline in HIV-positive treatment-naïve individuals and poor T cell recovery in HIV-positive individuals on cART. Evidence suggests that poor CD4+ T cell recovery in treated HIV-positive individuals is linked to the homozygous genotype (GG) associated with SLC2A1 SNP rs1385129 when compared to those with a recessive allele (GA/AA) (odds ratio = 4.67; P = 0.04). Furthermore, poor response to therapy is less likely among Australian participants when compared against American participants (odds ratio: 0.12; P = 0.01) despite there being no difference in prevalence of a specific genotype for any of the SNPs analyzed between nationalities. Finally, CD4+Glut1+ T cell percentage is elevated among those with a homozygous dominant genotype for SNPs rs1385129 (GG) and rs710218 (AA) when compared to those with a recessive allele (GA/AA and AT/TT respectively) (P < 0.04). The heterozygous genotype associated with AKT SNP 1130214 (GT) had a higher CD4+Glut1+ T cell percentage when compared to the dominant homozygous genotype (GG) (P = 0.0068). The frequency of circulating CD4+Glut1+ T cells and the rs1385129 SLC2A1 SNP may predict the rate of HIV disease progression and CD4+ T cell recovery in untreated and treated infection, respectively.
Collapse
Affiliation(s)
- Jesse J R Masson
- Centre for Biomedical Research, Burnet Institute, Melbourne, VIC, Australia
| | - Catherine L Cherry
- Centre for Biomedical Research, Burnet Institute, Melbourne, VIC, Australia.,Department of Infectious Diseases, Monash University, Melbourne, VIC, Australia.,Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | - Nicholas M Murphy
- Monash Institute of Pharmaceutical Sciences, Monash University, Parkville, VIC, Australia.,Preimplantation Genetic Diagnosis, Monash IVF, Melbourne, VIC, Australia
| | - Isabel Sada-Ovalle
- Unidad de Investigación Instituto Nacional de Enfermedades Respiratorias, Mexico City, Mexico
| | - Tabinda Hussain
- Department of Biochemistry and Molecular Biology, Monash Biomedicine Discovery Institute, Monash University, Clayton, VIC, Australia
| | - Riya Palchaudhuri
- Centre for Biomedical Research, Burnet Institute, Melbourne, VIC, Australia
| | - Jeffrey Martinson
- Department of Immunology-Microbiology, Rush University Medical Centre, Chicago, IL, United States
| | - Alan L Landay
- Department of Immunology-Microbiology, Rush University Medical Centre, Chicago, IL, United States
| | - Baki Billah
- School of Public Health and Preventive Medicine, Monash University, Melbourne, VIC, Australia
| | - Suzanne M Crowe
- Centre for Biomedical Research, Burnet Institute, Melbourne, VIC, Australia.,Department of Infectious Diseases, Monash University, Melbourne, VIC, Australia
| | - Clovis S Palmer
- Centre for Biomedical Research, Burnet Institute, Melbourne, VIC, Australia.,Department of Infectious Diseases, Monash University, Melbourne, VIC, Australia.,Department of Microbiology and Immunology, University of Melbourne, Melbourne, VIC, Australia
| |
Collapse
|