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Rodrigues MMDS, Júnior AMP, Fukutani ER, Bergamaschi KB, Araújo-Pereira M, Salgado VR, de Queiroz ATL. The impact of ZIKV infection on gene expression in neural cells over time. PLoS One 2024; 19:e0290209. [PMID: 38512822 PMCID: PMC10956780 DOI: 10.1371/journal.pone.0290209] [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: 08/04/2023] [Accepted: 11/22/2023] [Indexed: 03/23/2024] Open
Abstract
Zika virus (ZIKV) outbreak caused one of the most significant medical emergencies in the Americas due to associated microcephaly in newborns. To evaluate the impact of ZIKV infection on neuronal cells over time, we retrieved gene expression data from several ZIKV-infected samples obtained at different time point post-infection (pi). Differential gene expression analysis was applied at each time point, with more differentially expressed genes (DEG) identified at 72h pi. There were 5 DEGs (PLA2G2F, TMEM71, PKD1L2, UBD, and TNFAIP3 genes) across all timepoints, which clearly distinguished between infected and healthy samples. The highest expression levels of all five genes were identified at 72h pi. Taken together, our results indicate that ZIKV infection greatly impacts human neural cells at early times of infection, with peak perturbation observed at 72h pi. Our analysis revealed that all five DEGs, in samples of ZIKV-infected human neural stem cells, remained highly upregulated across the timepoints evaluated. Moreover, despite the pronounced inflammatory host response observed throughout infection, the impact of ZIKV is variable over time. Finally, the five DEGs identified herein play prominent roles in infection, and could serve to guide future investigations into virus-host interaction, as well as constitute targets for therapeutic drug development.
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Affiliation(s)
| | | | - Eduardo Rocha Fukutani
- Laboratório de Pesquisa Clínica e Translacional (LPCT), Instituto Gonçalo Moniz, Salvador, Brazil
- Multinational Organization Network Sponsoring Translational and Epidemiological Research (MONSTER) Initiative, Salvador, Brazil
| | | | - Mariana Araújo-Pereira
- Laboratório de Pesquisa Clínica e Translacional (LPCT), Instituto Gonçalo Moniz, Salvador, Brazil
- Multinational Organization Network Sponsoring Translational and Epidemiological Research (MONSTER) Initiative, Salvador, Brazil
| | | | - Artur Trancoso Lopo de Queiroz
- Laboratório de Pesquisa Clínica e Translacional (LPCT), Instituto Gonçalo Moniz, Salvador, Brazil
- Multinational Organization Network Sponsoring Translational and Epidemiological Research (MONSTER) Initiative, Salvador, Brazil
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Rocha EF, Vinhaes CL, Araújo-Pereira M, Mota TF, Gupte AN, Kumar NP, Arriaga MB, Sterling TR, Babu S, Gaikwad S, Karyakarte R, Mave V, Kulkarni V, Paradkar M, Viswanathan V, Kornfeld H, Gupta A, Andrade BB, Queiroz ATLD. The sound of silent RNA in tuberculosis and the lncRNA role on infection. iScience 2024; 27:108662. [PMID: 38205253 PMCID: PMC10777062 DOI: 10.1016/j.isci.2023.108662] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2023] [Revised: 11/27/2023] [Accepted: 12/05/2023] [Indexed: 01/12/2024] Open
Abstract
Tuberculosis (TB) is one of the leading causes of death worldwide, and Diabetes Mellitus is one of the major comorbidities (TB/DM) associated with the disease. A total of 103 differentially expressed ncRNAs have been identified in the TB and TB/DM comparisons. A machine learning algorithm was employed to identify the most informative lncRNAs: ADM-DT, LINC02009, LINC02471, SOX2-OT, and GK-AS1. These lncRNAs presented substantial accuracy in classifying TB from HC (AUCs >0.85) and TB/DM from HC (AUCs >0.90) in the other three countries. Genes with significant correlations with the five lncRNAs enriched common pathways in Brazil and India for both TB and TB/DM. This suggests that lncRNAs play an important role in the regulation of genes related to the TB immune response.
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Affiliation(s)
- Eduardo Fukutani Rocha
- Centro de Integração de Dados e Conhecimentos para Saúde, Instituto Gonçalo Moniz, Fundação Oswaldo Cruz, Salvador, Brazil
- Multinational Organization Network Sponsoring Translational and Epidemiological Research (MONSTER) Initiative, Salvador, Brazil
| | - Caian Leal Vinhaes
- Laboratório de Inflamação e Biomarcadores, Instituto Gonçalo Moniz, Fundação Oswaldo Cruz, Salvador, Brazil
- Multinational Organization Network Sponsoring Translational and Epidemiological Research (MONSTER) Initiative, Salvador, Brazil
- Escola Bahiana de Medicina e Saúde Pública (EBMSP), Salvador 40290-150, Brazil
| | - Mariana Araújo-Pereira
- Laboratório de Inflamação e Biomarcadores, Instituto Gonçalo Moniz, Fundação Oswaldo Cruz, Salvador, Brazil
- Multinational Organization Network Sponsoring Translational and Epidemiological Research (MONSTER) Initiative, Salvador, Brazil
- Escola Bahiana de Medicina e Saúde Pública (EBMSP), Salvador 40290-150, Brazil
- Faculdade de Tecnologia e Ciências, Instituto de Pesquisa Clínica e Translacional, Salvador, Brazil
| | - Tiago Feitosa Mota
- Centro de Integração de Dados e Conhecimentos para Saúde, Instituto Gonçalo Moniz, Fundação Oswaldo Cruz, Salvador, Brazil
- Multinational Organization Network Sponsoring Translational and Epidemiological Research (MONSTER) Initiative, Salvador, Brazil
| | | | | | - Maria Belen Arriaga
- Laboratório de Inflamação e Biomarcadores, Instituto Gonçalo Moniz, Fundação Oswaldo Cruz, Salvador, Brazil
- Multinational Organization Network Sponsoring Translational and Epidemiological Research (MONSTER) Initiative, Salvador, Brazil
| | - Timothy R. Sterling
- Division of Infectious Diseases, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN USA
| | - Subash Babu
- National Institutes of Health- NIRT - International Center for Excellence in Research, Chennai, India
| | - Sanjay Gaikwad
- Department of Pulmonary Medicine, Byramjee-Jeejeebhoy Government Medical College and Sassoon General Hospitals, Pune, India
| | - Rajesh Karyakarte
- Department of Microbiology, Byramjee-Jeejeebhoy Government Medical College and Sassoon General Hospitals, Pune, India
| | - Vidya Mave
- Byramjee-Jeejeebhoy Government Medical College-Johns Hopkins University Clinical Research Site, Pune, India
- Johns Hopkins Center for Infectious Diseases in India, Pune, India
| | - Vandana Kulkarni
- Byramjee-Jeejeebhoy Government Medical College-Johns Hopkins University Clinical Research Site, Pune, India
- Johns Hopkins Center for Infectious Diseases in India, Pune, India
| | - Mandar Paradkar
- Byramjee-Jeejeebhoy Government Medical College-Johns Hopkins University Clinical Research Site, Pune, India
- Johns Hopkins Center for Infectious Diseases in India, Pune, India
| | | | - Hardy Kornfeld
- Department of Medicine, University of Massachusetts Medical School, Worcester, MA USA
- UMass Chan Medical School, Worcester, MA USA
| | - Amita Gupta
- Byramjee-Jeejeebhoy Government Medical College-Johns Hopkins University Clinical Research Site, Pune, India
| | - Bruno Bezerril Andrade
- Laboratório de Inflamação e Biomarcadores, Instituto Gonçalo Moniz, Fundação Oswaldo Cruz, Salvador, Brazil
- Multinational Organization Network Sponsoring Translational and Epidemiological Research (MONSTER) Initiative, Salvador, Brazil
- Escola Bahiana de Medicina e Saúde Pública (EBMSP), Salvador 40290-150, Brazil
- Faculdade de Tecnologia e Ciências, Instituto de Pesquisa Clínica e Translacional, Salvador, Brazil
| | - Artur Trancoso Lopo de Queiroz
- Centro de Integração de Dados e Conhecimentos para Saúde, Instituto Gonçalo Moniz, Fundação Oswaldo Cruz, Salvador, Brazil
- Laboratório de Inflamação e Biomarcadores, Instituto Gonçalo Moniz, Fundação Oswaldo Cruz, Salvador, Brazil
- Multinational Organization Network Sponsoring Translational and Epidemiological Research (MONSTER) Initiative, Salvador, Brazil
| | - RePORT Brazil
- Centro de Integração de Dados e Conhecimentos para Saúde, Instituto Gonçalo Moniz, Fundação Oswaldo Cruz, Salvador, Brazil
- Laboratório de Inflamação e Biomarcadores, Instituto Gonçalo Moniz, Fundação Oswaldo Cruz, Salvador, Brazil
- Multinational Organization Network Sponsoring Translational and Epidemiological Research (MONSTER) Initiative, Salvador, Brazil
- Escola Bahiana de Medicina e Saúde Pública (EBMSP), Salvador 40290-150, Brazil
- Boston University School of Public Health, Boston, MA USA
- National Institutes of Health- NIRT - International Center for Excellence in Research, Chennai, India
- Division of Infectious Diseases, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN USA
- Department of Pulmonary Medicine, Byramjee-Jeejeebhoy Government Medical College and Sassoon General Hospitals, Pune, India
- Department of Microbiology, Byramjee-Jeejeebhoy Government Medical College and Sassoon General Hospitals, Pune, India
- Byramjee-Jeejeebhoy Government Medical College-Johns Hopkins University Clinical Research Site, Pune, India
- Johns Hopkins Center for Infectious Diseases in India, Pune, India
- Prof. M. Viswanathan Diabetes Research Centre, Chennai, India
- Faculdade de Tecnologia e Ciências, Instituto de Pesquisa Clínica e Translacional, Salvador, Brazil
- Department of Medicine, University of Massachusetts Medical School, Worcester, MA USA
- UMass Chan Medical School, Worcester, MA USA
- ICMR-National Institute for Research in Tuberculosis, Chennai, India
| | - RePORT India Consortia
- Centro de Integração de Dados e Conhecimentos para Saúde, Instituto Gonçalo Moniz, Fundação Oswaldo Cruz, Salvador, Brazil
- Laboratório de Inflamação e Biomarcadores, Instituto Gonçalo Moniz, Fundação Oswaldo Cruz, Salvador, Brazil
- Multinational Organization Network Sponsoring Translational and Epidemiological Research (MONSTER) Initiative, Salvador, Brazil
- Escola Bahiana de Medicina e Saúde Pública (EBMSP), Salvador 40290-150, Brazil
- Boston University School of Public Health, Boston, MA USA
- National Institutes of Health- NIRT - International Center for Excellence in Research, Chennai, India
- Division of Infectious Diseases, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN USA
- Department of Pulmonary Medicine, Byramjee-Jeejeebhoy Government Medical College and Sassoon General Hospitals, Pune, India
- Department of Microbiology, Byramjee-Jeejeebhoy Government Medical College and Sassoon General Hospitals, Pune, India
- Byramjee-Jeejeebhoy Government Medical College-Johns Hopkins University Clinical Research Site, Pune, India
- Johns Hopkins Center for Infectious Diseases in India, Pune, India
- Prof. M. Viswanathan Diabetes Research Centre, Chennai, India
- Faculdade de Tecnologia e Ciências, Instituto de Pesquisa Clínica e Translacional, Salvador, Brazil
- Department of Medicine, University of Massachusetts Medical School, Worcester, MA USA
- UMass Chan Medical School, Worcester, MA USA
- ICMR-National Institute for Research in Tuberculosis, Chennai, India
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Licciardi S, Loire E, Cardinale E, Gislard M, Dubois E, Cêtre-Sossah C. In vitro shared transcriptomic responses of Aedes aegypti to arboviral infections: example of dengue and Rift Valley fever viruses. Parasit Vectors 2020; 13:395. [PMID: 32758286 PMCID: PMC7404916 DOI: 10.1186/s13071-020-04253-5] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2020] [Accepted: 07/21/2020] [Indexed: 12/13/2022] Open
Abstract
Background Arthropod borne virus infections are the cause of severe emerging diseases. Among the diseases due to arboviruses, dengue (DEN) and Rift Valley fever (RVF) are in the top ten in the list of diseases responsible of severe human cases worldwide. Understanding the effects of viral infection on gene expression in competent vectors is a challenge for the development of early diagnostic tools and may enable researchers and policy makers to better anticipate outbreaks in the next future. Methods In this study, alterations in gene expression across the entire Aedes aegypti genome during infection with DENV and RVFV were investigated in vitro at two time points of infection, the early phase (24 h) and the late phase (6 days) of infection using the RNA sequencing approach Results A total of 10 upregulated genes that share a similar expression profile during infection with both viruses at early and late phases of infection were identified. Family B and D clip-domain serine proteases (CLIP) were clearly overrepresented as well as C-type lectins and transferrin. Conclusions Our data highlight the presence of 10 viral genes upregulated in Ae. aegypti during infection. They may also be targeted in the case of the development of broad-spectrum anti-viral diagnostic tools focusing the mosquito vectors rather than the mammalian hosts as they may predict the emergence of outbreaks.![]()
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Affiliation(s)
- Séverine Licciardi
- CIRAD, UMR ASTRE, 97490, Sainte Clotilde, La Réunion, France.,ASTRE, University of Montpellier, CIRAD, INRAe, Montpellier, France
| | - Etienne Loire
- ASTRE, University of Montpellier, CIRAD, INRAe, Montpellier, France.,CIRAD, UMR ASTRE, 34395, Montpellier, France
| | - Eric Cardinale
- CIRAD, UMR ASTRE, 97490, Sainte Clotilde, La Réunion, France.,ASTRE, University of Montpellier, CIRAD, INRAe, Montpellier, France
| | - Marie Gislard
- MGX-Montpellier Genomix, IGF, INSERM, CNRS, University of Montpellier, Montpellier, France
| | - Emeric Dubois
- MGX-Montpellier Genomix, IGF, INSERM, CNRS, University of Montpellier, Montpellier, France
| | - Catherine Cêtre-Sossah
- CIRAD, UMR ASTRE, 97490, Sainte Clotilde, La Réunion, France. .,ASTRE, University of Montpellier, CIRAD, INRAe, Montpellier, France.
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