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Berglund G, Lennon CD, Badu P, Berglund JA, Pager CT. Transcriptomic Signatures of Zika Virus Infection in Patients and a Cell Culture Model. Microorganisms 2024; 12:1499. [PMID: 39065267 PMCID: PMC11278784 DOI: 10.3390/microorganisms12071499] [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: 05/27/2024] [Revised: 07/12/2024] [Accepted: 07/13/2024] [Indexed: 07/28/2024] Open
Abstract
Zika virus (ZIKV), a re-emerging flavivirus, is associated with devasting developmental and neurological disease outcomes particularly in infants infected in utero. Towards understanding the molecular underpinnings of the unique ZIKV disease pathologies, numerous transcriptome-wide studies have been undertaken. Notably, these studies have overlooked the assimilation of RNA-seq analysis from ZIKV-infected patients with cell culture model systems. In this study we find that ZIKV-infection of human lung adenocarcinoma A549 cells, mirrored both the transcriptional and alternative splicing profiles from previously published RNA-seq data of peripheral blood mononuclear cells collected from pediatric patients during early acute, late acute, and convalescent phases of ZIKV infection. Our analyses show that ZIKV infection in cultured cells correlates with transcriptional changes in patients, while the overlap in alternative splicing profiles was not as extensive. Overall, our data indicate that cell culture model systems support dissection of select molecular changes detected in patients and establishes the groundwork for future studies elucidating the biological implications of alternative splicing during ZIKV infection.
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Affiliation(s)
- Gillian Berglund
- The RNA Institute, College of Arts and Sciences, University at Albany-SUNY, Albany, NY 12222, USA
| | - Claudia D. Lennon
- The RNA Institute, College of Arts and Sciences, University at Albany-SUNY, Albany, NY 12222, USA
| | - Pheonah Badu
- The RNA Institute, College of Arts and Sciences, University at Albany-SUNY, Albany, NY 12222, USA
- Department of Biological Sciences, College of Arts and Sciences, University at Albany-SUNY, Albany, NY 12222, USA
| | - John Andrew Berglund
- The RNA Institute, College of Arts and Sciences, University at Albany-SUNY, Albany, NY 12222, USA
- Department of Biological Sciences, College of Arts and Sciences, University at Albany-SUNY, Albany, NY 12222, USA
| | - Cara T. Pager
- The RNA Institute, College of Arts and Sciences, University at Albany-SUNY, Albany, NY 12222, USA
- Department of Biological Sciences, College of Arts and Sciences, University at Albany-SUNY, Albany, NY 12222, USA
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Berglund G, Lennon CD, Badu P, Berglund JA, Pager CT. Zika virus infection in a cell culture model reflects the transcriptomic signatures in patients. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.05.25.595842. [PMID: 38826459 PMCID: PMC11142252 DOI: 10.1101/2024.05.25.595842] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/04/2024]
Abstract
Zika virus (ZIKV), a re-emerging flavivirus, is associated with devasting developmental and neurological disease outcomes particularly in infants infected in utero. Towards understanding the molecular underpinnings of the unique ZIKV disease pathologies, numerous transcriptome-wide studies have been undertaken. Notably, these studies have overlooked the assimilation of RNA-seq analysis from ZIKV-infected patients with cell culture model systems. In this study we find that ZIKV-infection of human lung adenocarcinoma A549 cells, mirrored both the transcriptional and alternative splicing profiles from previously published RNA-seq data of peripheral blood mononuclear cells collected from pediatric patients during early acute, late acute, and convalescent phases of ZIKV infection. Our analyses show that ZIKV infection in cultured cells correlates with transcriptional changes in patients, while the overlap in alternative splicing profiles was not as extensive. Overall, our data indicate that cell culture model systems support dissection of select molecular changes detected in patients and establishes the groundwork for future studies elucidating the biological implications of alternative splicing during ZIKV infection.
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Affiliation(s)
- Gillian Berglund
- RNA Institute, College of Arts and Sciences, University at Albany-SUNY, Albany, NY 12222, USA
| | - Claudia D. Lennon
- RNA Institute, College of Arts and Sciences, University at Albany-SUNY, Albany, NY 12222, USA
| | - Pheonah Badu
- RNA Institute, College of Arts and Sciences, University at Albany-SUNY, Albany, NY 12222, USA
- Department of Biological Sciences, College of Arts and Sciences, University at Albany-SUNY, Albany, NY 12222, USA
| | - J. Andrew Berglund
- RNA Institute, College of Arts and Sciences, University at Albany-SUNY, Albany, NY 12222, USA
- Department of Biological Sciences, College of Arts and Sciences, University at Albany-SUNY, Albany, NY 12222, USA
| | - Cara T. Pager
- RNA Institute, College of Arts and Sciences, University at Albany-SUNY, Albany, NY 12222, USA
- Department of Biological Sciences, College of Arts and Sciences, University at Albany-SUNY, Albany, NY 12222, USA
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Sun X, Gao C, Zhao K, Yang Y, Rassadkina Y, Fajnzylber J, Regan J, Li JZ, Lichterfeld M, Yu XG. Immune-profiling of SARS-CoV-2 viremic patients reveals dysregulated innate immune responses. Front Immunol 2022; 13:984553. [PMID: 36439166 PMCID: PMC9682031 DOI: 10.3389/fimmu.2022.984553] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2022] [Accepted: 09/01/2022] [Indexed: 09/08/2024] Open
Abstract
SARS-CoV-2 plasma viremia has been associated with severe disease and death in COVID-19. However, the effects of viremia on immune responses in blood cells remain unclear. The current study comprehensively examined transcriptional signatures of PBMCs involving T cells, B cells, NK cells, monocytes, myeloid dendritic cells (mDCs), and plasmacytoid dendritic cells (pDCs) respectively, from three different groups including individuals with moderate (nM), or severe disease with (vS) or without (nS) detectable plasma viral load. Whole transcriptome analysis demonstrated that all seven immune cell subsets were associated with disease severity regardless of cell type. Supervised clustering analysis demonstrated that mDCs and pDCs gene signatures could distinguish disease severity. Notably, transcriptional signatures of the vS group were enriched in pathways related to DNA repair, E2F targets, and G2M checkpoints; in contrast, transcriptional signatures of the nM group were enriched in interferon responses. Moreover, we observed an impaired induction of interferon responses accompanied by imbalanced cell-intrinsic immune sensing and an excessive inflammatory response in patients with severe disease (nS and vS). In sum, our study provides detailed insights into the systemic immune response to SARS-CoV-2 infection and reveals profound alterations in seven major immune cells in COVID-19 patients.
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Affiliation(s)
- Xiaoming Sun
- Department of Immunology and Pathogen Biology, School of Basic Medical Sciences, Hangzhou Normal University, Hangzhou, China
- Ragon Institute of MGH, MIT and Harvard, Boston, MA, United States
| | - Ce Gao
- Ragon Institute of MGH, MIT and Harvard, Boston, MA, United States
- Infectious Disease Division, Massachusetts General Hospital, Boston, MA, United States
| | - Ke Zhao
- Department of Immunology and Pathogen Biology, School of Basic Medical Sciences, Hangzhou Normal University, Hangzhou, China
| | - Yanhui Yang
- Department of Immunology and Pathogen Biology, School of Basic Medical Sciences, Hangzhou Normal University, Hangzhou, China
| | | | - Jesse Fajnzylber
- Infectious Disease Division, Brigham and Women’s Hospital, Boston, MA, United States
| | - James Regan
- Infectious Disease Division, Brigham and Women’s Hospital, Boston, MA, United States
| | - Jonathan Z. Li
- Infectious Disease Division, Brigham and Women’s Hospital, Boston, MA, United States
| | - Mathias Lichterfeld
- Ragon Institute of MGH, MIT and Harvard, Boston, MA, United States
- Infectious Disease Division, Massachusetts General Hospital, Boston, MA, United States
- Infectious Disease Division, Brigham and Women’s Hospital, Boston, MA, United States
| | - Xu G. Yu
- Ragon Institute of MGH, MIT and Harvard, Boston, MA, United States
- Infectious Disease Division, Massachusetts General Hospital, Boston, MA, United States
- Infectious Disease Division, Brigham and Women’s Hospital, Boston, MA, United States
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Parker EL, Silverstein RB, Verma S, Mysorekar IU. Viral-Immune Cell Interactions at the Maternal-Fetal Interface in Human Pregnancy. Front Immunol 2020; 11:522047. [PMID: 33117336 PMCID: PMC7576479 DOI: 10.3389/fimmu.2020.522047] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2019] [Accepted: 09/14/2020] [Indexed: 02/06/2023] Open
Abstract
The human decidua and placenta form a distinct environment distinguished for its promotion of immunotolerance to infiltrating semiallogeneic trophoblast cells to enable successful pregnancy. The maternal-fetal interface also successfully precludes transmission of most pathogens. This barrier function occurs in conjunction with a diverse influx of decidual immune cells including natural killer cells, macrophages and T cells. However, several viruses, among other microorganisms, manage to escape destruction by the host adaptive and innate immune system, leading to congenital infection and adverse pregnancy outcomes. In this review, we describe mechanisms of pathogenicity of two such viral pathogens, Human cytomegalovirus (HCMV) and Zika virus (ZIKV) at the maternal-fetal interface. Host decidual immune cell responses to these specific pathogens will be considered, along with their interactions with other cell types and the ways in which these immune cells may both facilitate and limit infection at different stages of pregnancy. Neither HCMV nor ZIKV naturally infect commonly used animal models [e.g., mice] which makes it challenging to understand disease pathogenesis. Here, we will highlight new approaches using placenta-on-a-chip and organoids models that are providing functional and physiologically relevant ways to study viral-host interaction at the maternal-fetal interface.
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Affiliation(s)
- Elaine L. Parker
- Department of Obstetrics and Gynecology, Washington University in St. Louis School of Medicine, St. Louis, MO, United States
| | - Rachel B. Silverstein
- Department of Obstetrics and Gynecology, Washington University in St. Louis School of Medicine, St. Louis, MO, United States
| | - Sonam Verma
- Department of Obstetrics and Gynecology, Washington University in St. Louis School of Medicine, St. Louis, MO, United States
| | - Indira U. Mysorekar
- Department of Obstetrics and Gynecology, Washington University in St. Louis School of Medicine, St. Louis, MO, United States
- Department of Pathology and Immunology, Washington University in St. Louis School of Medicine, St. Louis, MO, United States
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Dhillon BK, Smith M, Baghela A, Lee AHY, Hancock REW. Systems Biology Approaches to Understanding the Human Immune System. Front Immunol 2020; 11:1683. [PMID: 32849587 PMCID: PMC7406790 DOI: 10.3389/fimmu.2020.01683] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2020] [Accepted: 06/24/2020] [Indexed: 12/18/2022] Open
Abstract
Systems biology is an approach to interrogate complex biological systems through large-scale quantification of numerous biomolecules. The immune system involves >1,500 genes/proteins in many interconnected pathways and processes, and a systems-level approach is critical in broadening our understanding of the immune response to vaccination. Changes in molecular pathways can be detected using high-throughput omics datasets (e.g., transcriptomics, proteomics, and metabolomics) by using methods such as pathway enrichment, network analysis, machine learning, etc. Importantly, integration of multiple omic datasets is becoming key to revealing novel biological insights. In this perspective article, we highlight the use of protein-protein interaction (PPI) networks as a multi-omics integration approach to unravel information flow and mechanisms during complex biological events, with a focus on the immune system. This involves a combination of tools, including: InnateDB, a database of curated interactions between genes and protein products involved in the innate immunity; NetworkAnalyst, a visualization and analysis platform for InnateDB interactions; and MetaBridge, a tool to integrate metabolite data into PPI networks. The application of these systems techniques is demonstrated for a variety of biological questions, including: the developmental trajectory of neonates during the first week of life, mechanisms in host-pathogen interaction, disease prognosis, biomarker discovery, and drug discovery and repurposing. Overall, systems biology analyses of omics data have been applied to a variety of immunology-related questions, and here we demonstrate the numerous ways in which PPI network analysis can be a powerful tool in contributing to our understanding of the immune system and the study of vaccines.
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Affiliation(s)
- Bhavjinder K. Dhillon
- Centre for Microbial Diseases and Immunity Research, University of British Columbia, Vancouver, BC, Canada
| | - Maren Smith
- Centre for Microbial Diseases and Immunity Research, University of British Columbia, Vancouver, BC, Canada
| | - Arjun Baghela
- Centre for Microbial Diseases and Immunity Research, University of British Columbia, Vancouver, BC, Canada
| | - Amy H. Y. Lee
- Centre for Microbial Diseases and Immunity Research, University of British Columbia, Vancouver, BC, Canada
- Molecular Biology & Biochemistry Department, Simon Fraser University, Burnaby, BC, Canada
| | - Robert E. W. Hancock
- Centre for Microbial Diseases and Immunity Research, University of British Columbia, Vancouver, BC, Canada
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