1
|
McClune ME, Ebohon O, Dressler JM, Davis MM, Tupik JD, Lochhead RB, Booth CJ, Steere AC, Jutras BL. The peptidoglycan of Borrelia burgdorferi can persist in discrete tissues and cause systemic responses consistent with chronic illness. Sci Transl Med 2025; 17:eadr2955. [PMID: 40267217 DOI: 10.1126/scitranslmed.adr2955] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2024] [Revised: 01/27/2025] [Accepted: 03/06/2025] [Indexed: 04/25/2025]
Abstract
Persistent symptoms after an acute infection is an emerging public health concern, but the pathobiology of such conditions is not well understood. One possible scenario involves the persistence of lingering antigen. We have previously reported that patients with postinfectious Lyme arthritis often harbor the peptidoglycan (PG) cell wall of Borrelia burgdorferi, the Lyme disease agent, in the synovial fluid of their inflamed joints after treatment. However, it is not yet known how B. burgdorferi PG persists, in what form, or if it may play a role in other postinfectious complications after Lyme disease. Using a murine model, we developed a real-time in vivo system to track B. burgdorferi PG as a function of cell wall chemistry and validated our findings using both molecular and cellular approaches. Unlike typical bacterial PG, the unique chemical properties of polymeric B. burgdorferi PG drive murine liver accumulation, where the cell wall material persists for weeks. Kupffer cells and hepatocytes phagocytose and retain B. burgdorferi PG and, although liver occupancy coincides with minimal pathology, both organ-specific and secreted protein profiles produced under these conditions bear some similarities to reported proteins enriched in patients with chronic illness after acute infection. Moreover, transcriptomic profiling indicated that B. burgdorferi PG affects energy metabolism in peripheral blood mononuclear cells. Our findings provide mechanistic insights into how a pathogenic molecule can persist after agent clearance, potentially contributing to illness after infection.
Collapse
Affiliation(s)
- Mecaila E McClune
- Department of Microbiology-Immunology, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611, USA
- Human Center for Immunobiology, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611, USA
- Department of Biochemistry, Virginia Tech, Blacksburg, VA 24061, USA
- Center for Emerging, Zoonotic, and Arthropod-borne Pathogens, Virginia Tech, Blacksburg, VA 24061, USA
| | - Osamudiamen Ebohon
- Department of Microbiology-Immunology, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611, USA
- Human Center for Immunobiology, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611, USA
- Department of Biochemistry, Virginia Tech, Blacksburg, VA 24061, USA
- Center for Emerging, Zoonotic, and Arthropod-borne Pathogens, Virginia Tech, Blacksburg, VA 24061, USA
| | - Jules M Dressler
- Department of Biochemistry, Virginia Tech, Blacksburg, VA 24061, USA
- Center for Emerging, Zoonotic, and Arthropod-borne Pathogens, Virginia Tech, Blacksburg, VA 24061, USA
| | - Marisela M Davis
- Department of Biochemistry, Virginia Tech, Blacksburg, VA 24061, USA
| | - Juselyn D Tupik
- Center for Emerging, Zoonotic, and Arthropod-borne Pathogens, Virginia Tech, Blacksburg, VA 24061, USA
- Department of Biomedical and Veterinary Medicine, Virginia Tech, Blacksburg, VA 24061, USA
| | - Robert B Lochhead
- Department of Microbiology and Immunology, Medical College of Wisconsin, Milwaukee, WI 53226, USA
| | - Carmen J Booth
- Department of Comparative Medicine, Yale School of Medicine, New Haven, CT 06510, USA
| | - Allen C Steere
- Center for Immunology and Inflammatory Diseases, Massachusetts General Hospital and Harvard Medical School, Boston, MA 02114, USA
| | - Brandon L Jutras
- Department of Microbiology-Immunology, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611, USA
- Human Center for Immunobiology, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611, USA
- Department of Biochemistry, Virginia Tech, Blacksburg, VA 24061, USA
- Center for Emerging, Zoonotic, and Arthropod-borne Pathogens, Virginia Tech, Blacksburg, VA 24061, USA
- Translational Biology, Medicine, and Health, Virginia Tech, Blacksburg, VA 24061, USA
| |
Collapse
|
2
|
Yin D, Cao Y, Chen J, Mak CLY, Yu KHO, Zhang J, Li J, Lin Y, Ho JWK, Yang JYH. Scope+: an open source generalizable architecture for single-cell RNA-seq atlases at sample and cell levels. Bioinformatics 2024; 41:btae727. [PMID: 39705183 PMCID: PMC11755096 DOI: 10.1093/bioinformatics/btae727] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2024] [Revised: 11/18/2024] [Accepted: 12/13/2024] [Indexed: 12/22/2024] Open
Abstract
SUMMARY With the recent advancement in single-cell RNA-sequencing technologies and the increased availability of integrative tools, challenges arise in easy and fast access to large collections of cell atlas. Existing cell atlas portals rarely are open sourced and adaptable, and do not support meta-analysis at cell level. Here, we present an open source, highly optimized and scalable architecture, named Scope+, to allow quick access, meta-analysis and cell-level selection of the atlas data. We applied this architecture to our well-curated 5 million COVID-19 blood and immune cells, as a portal called Covidscope. We achieved efficient access to atlas-scale data via three strategies, such as cell-as-unit data modelling, novel database optimization techniques and innovative software architectural design. Scope+ serves as an open source architecture for researchers to build on with their own atlas. AVAILABILITY AND IMPLEMENTATION The COVID-19 web portal, data and meta-analysis are available on Covidscope (https://covidsc.d24h.hk/). User tutorials on how to implement Scope+ architecture with their atlases can be found at https://hiyin.github.io/scopeplus-user-tutorial/. Scope+ source code can be found at https://doi.org/10.5281/zenodo.14174632 and https://github.com/hiyin/scopeplus.
Collapse
Affiliation(s)
- Danqing Yin
- Laboratory of Data Discovery for Health Limited (D24H), Pak Shek Kok, Hong Kong SAR, 999077, China
- School of Biomedical Sciences, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Pokfulam, Hong Kong SAR, 999077, China
| | - Yue Cao
- Laboratory of Data Discovery for Health Limited (D24H), Pak Shek Kok, Hong Kong SAR, 999077, China
- Charles Perkins Centre, University of Sydney, Camperdown, NSW, 2006, Australia
- School of Mathematics and Statistics, University of Sydney, Camperdown, NSW, 2006, Australia
- Sydney Precision Data Science Centre, University of Sydney, Camperdown, NSW, 2006, Australia
| | - Junyi Chen
- Laboratory of Data Discovery for Health Limited (D24H), Pak Shek Kok, Hong Kong SAR, 999077, China
- School of Biomedical Sciences, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Pokfulam, Hong Kong SAR, 999077, China
| | - Candice L Y Mak
- Laboratory of Data Discovery for Health Limited (D24H), Pak Shek Kok, Hong Kong SAR, 999077, China
| | - Ken H O Yu
- Laboratory of Data Discovery for Health Limited (D24H), Pak Shek Kok, Hong Kong SAR, 999077, China
- School of Biomedical Sciences, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Pokfulam, Hong Kong SAR, 999077, China
| | - Jiaxuan Zhang
- Guangzhou National Laboratory, Guangzhou International Bio Island, Guangzhou, Guangdong Province 510005, China
| | - Jia Li
- Guangzhou National Laboratory, Guangzhou International Bio Island, Guangzhou, Guangdong Province 510005, China
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, Guangdong Province, 510005, China
| | - Yingxin Lin
- Laboratory of Data Discovery for Health Limited (D24H), Pak Shek Kok, Hong Kong SAR, 999077, China
- Charles Perkins Centre, University of Sydney, Camperdown, NSW, 2006, Australia
- School of Mathematics and Statistics, University of Sydney, Camperdown, NSW, 2006, Australia
- Sydney Precision Data Science Centre, University of Sydney, Camperdown, NSW, 2006, Australia
| | - Joshua W K Ho
- Laboratory of Data Discovery for Health Limited (D24H), Pak Shek Kok, Hong Kong SAR, 999077, China
- School of Biomedical Sciences, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Pokfulam, Hong Kong SAR, 999077, China
| | - Jean Y H Yang
- Laboratory of Data Discovery for Health Limited (D24H), Pak Shek Kok, Hong Kong SAR, 999077, China
- Charles Perkins Centre, University of Sydney, Camperdown, NSW, 2006, Australia
- School of Mathematics and Statistics, University of Sydney, Camperdown, NSW, 2006, Australia
- Sydney Precision Data Science Centre, University of Sydney, Camperdown, NSW, 2006, Australia
| |
Collapse
|
3
|
Missailidis D, Ebrahimie E, Dehcheshmeh MM, Allan C, Sanislav O, Fisher P, Gras S, Annesley SJ. A blood-based mRNA signature distinguishes people with Long COVID from recovered individuals. Front Immunol 2024; 15:1450853. [PMID: 39691709 PMCID: PMC11649547 DOI: 10.3389/fimmu.2024.1450853] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2024] [Accepted: 11/13/2024] [Indexed: 12/19/2024] Open
Abstract
Introduction Long COVID is a debilitating condition that lasts for more than three months post-infection by SARS-CoV-2. On average, one in ten individuals infected with SARS CoV- 2 develops Long COVID worldwide. A knowledge gap exists in our understanding of the mechanisms, genetic risk factors, and biomarkers that could be associated with Long COVID. Methods In this pilot study we used RNA-Seq to quantify the transcriptomes of peripheral blood mononuclear cells isolated from COVID-recovered individuals, seven with and seven without Long COVID symptoms (age- and sex-matched individuals), on average 6 months after infection. Results Seventy genes were identified as significantly up- or down-regulated in Long COVID samples, and the vast majority were downregulated. The most significantly up- or downregulated genes fell into two main categories, either associated with cell survival or with inflammation. This included genes such as ICOS (FDR p = 0.024) and S1PR1 (FDR p = 0.019) that were both up-regulated, indicating that a pro-inflammatory state is sustained in Long COVID PBMCs compared with COVID recovered PBMCs. Functional enrichment analysis identified that immune-related functions were expectedly predominant among the up- or down-regulated genes. The most frequently downregulated genes in significantly altered functional categories were two leukocyte immunoglobulin like receptors LILRB1 (FDR p = 0.005) and LILRB2 (FDR p = 0.027). PCA analysis demonstrated that LILRB1 and LILRB2 expression discriminated all of the Long COVID samples from COVID recovered samples. Discussion Downregulation of these inhibitory receptors similarly indicates a sustained pro-inflammatory state in Long COVID PBMCs. LILRB1 and LILRB2 should be validated as prospective biomarkers of Long COVID in larger cohorts, over time and against clinically overlapping conditions.
Collapse
Affiliation(s)
- Daniel Missailidis
- Department of Microbiology, Anatomy, Physiology and Pharmacology, La Trobe University, Bundoora, VIC, Australia
| | - Esmaeil Ebrahimie
- Genomics Research Platform, School of Agriculture, Biomedicine and Environment, La Trobe University, Bundoora, VIC, Australia
- School of Animal and Veterinary Sciences, Faculty of Sciences, Engineering and Technology, University of Adelaide, Adelaide, SA, Australia
| | - Manijeh Mohammadi Dehcheshmeh
- Genomics Research Platform, School of Agriculture, Biomedicine and Environment, La Trobe University, Bundoora, VIC, Australia
| | - Claire Allan
- Department of Microbiology, Anatomy, Physiology and Pharmacology, La Trobe University, Bundoora, VIC, Australia
| | - Oana Sanislav
- Department of Microbiology, Anatomy, Physiology and Pharmacology, La Trobe University, Bundoora, VIC, Australia
| | - Paul Fisher
- Department of Microbiology, Anatomy, Physiology and Pharmacology, La Trobe University, Bundoora, VIC, Australia
| | - Stephanie Gras
- Infection & Immunity Program, La Trobe Institute for Molecular Science (LIMS), La Trobe University, Bundoora, VIC, Australia
- Department of Biochemistry and Chemistry, School of Agriculture, Biomedicine and Environment, La Trobe University, Bundoora, VIC, Australia
- Department of Biochemistry and Molecular Biology, Monash University, Clayton, VIC, Australia
| | - Sarah J. Annesley
- Department of Microbiology, Anatomy, Physiology and Pharmacology, La Trobe University, Bundoora, VIC, Australia
| |
Collapse
|
4
|
Eltobgy M, Johns F, Farkas D, Leuenberger L, Cohen SP, Ho K, Karow S, Swoope G, Pannu S, Horowitz JC, Mallampalli RK, Englert JA, Bednash JS. Longitudinal transcriptomic analysis reveals persistent enrichment of iron homeostasis and erythrocyte function pathways in severe COVID-19 ARDS. Front Immunol 2024; 15:1397629. [PMID: 39161760 PMCID: PMC11330807 DOI: 10.3389/fimmu.2024.1397629] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2024] [Accepted: 07/17/2024] [Indexed: 08/21/2024] Open
Abstract
Introduction The acute respiratory distress syndrome (ARDS) is a common complication of severe COVID-19 and contributes to patient morbidity and mortality. ARDS is a heterogeneous syndrome caused by various insults, and results in acute hypoxemic respiratory failure. Patients with ARDS from COVID-19 may represent a subgroup of ARDS patients with distinct molecular profiles that drive disease outcomes. Here, we hypothesized that longitudinal transcriptomic analysis may identify distinct dynamic pathobiological pathways during COVID-19 ARDS. Methods We identified a patient cohort from an existing ICU biorepository and established three groups for comparison: 1) patients with COVID-19 ARDS that survived hospitalization (COVID survivors, n = 4), 2) patients with COVID-19 ARDS that did not survive hospitalization (COVID non-survivors, n = 5), and 3) patients with ARDS from other causes as a control group (ARDS controls, n = 4). RNA was isolated from peripheral blood mononuclear cells (PBMCs) at 4 time points (Days 1, 3, 7, and 10 following ICU admission) and analyzed by bulk RNA sequencing. Results We first compared transcriptomes between groups at individual timepoints and observed significant heterogeneity in differentially expressed genes (DEGs). Next, we utilized the likelihood ratio test to identify genes that exhibit different patterns of change over time between the 3 groups and identified 341 DEGs across time, including hemoglobin subunit alpha 2 (HBA1, HBA2), hemoglobin subunit beta (HBB), von Willebrand factor C and EGF domains (VWCE), and carbonic anhydrase 1 (CA1), which all demonstrated persistent upregulation in the COVID non-survivors compared to COVID survivors. Of the 341 DEGs, 314 demonstrated a similar pattern of persistent increased gene expression in COVID non-survivors compared to survivors, associated with canonical pathways of iron homeostasis signaling, erythrocyte interaction with oxygen and carbon dioxide, erythropoietin signaling, heme biosynthesis, metabolism of porphyrins, and iron uptake and transport. Discussion These findings describe significant differences in gene regulation during patient ICU course between survivors and non-survivors of COVID-19 ARDS. We identified multiple pathways that suggest heme and red blood cell metabolism contribute to disease outcomes. This approach is generalizable to larger cohorts and supports an approach of longitudinal sampling in ARDS molecular profiling studies, which may identify novel targetable pathways of injury and resolution.
Collapse
Affiliation(s)
- Moemen Eltobgy
- Department of Internal Medicine, Division of Pulmonary, Critical Care, and Sleep Medicine, The Ohio State University, Columbus, OH, United States
| | - Finny Johns
- Department of Internal Medicine, Division of Pulmonary, Critical Care, and Sleep Medicine, The Ohio State University, Columbus, OH, United States
| | - Daniela Farkas
- Department of Internal Medicine, Division of Pulmonary, Critical Care, and Sleep Medicine, The Ohio State University, Columbus, OH, United States
| | - Laura Leuenberger
- Department of Internal Medicine, Division of Pulmonary, Critical Care, and Sleep Medicine, The Ohio State University, Columbus, OH, United States
| | - Sarah P. Cohen
- Department of Internal Medicine, Division of Pulmonary, Critical Care, and Sleep Medicine, The Ohio State University, Columbus, OH, United States
| | - Kevin Ho
- Department of Internal Medicine, Division of Pulmonary, Critical Care, and Sleep Medicine, The Ohio State University, Columbus, OH, United States
| | - Sarah Karow
- Clinical Trials Management Office, College of Medicine, The Ohio State University, Columbus, OH, United States
| | - Gabrielle Swoope
- Clinical Trials Management Office, College of Medicine, The Ohio State University, Columbus, OH, United States
| | - Sonal Pannu
- Department of Internal Medicine, Division of Pulmonary, Critical Care, and Sleep Medicine, The Ohio State University, Columbus, OH, United States
| | - Jeffrey C. Horowitz
- Department of Internal Medicine, Division of Pulmonary, Critical Care, and Sleep Medicine, The Ohio State University, Columbus, OH, United States
| | - Rama K. Mallampalli
- Department of Internal Medicine, Division of Pulmonary, Critical Care, and Sleep Medicine, The Ohio State University, Columbus, OH, United States
| | - Joshua A. Englert
- Department of Internal Medicine, Division of Pulmonary, Critical Care, and Sleep Medicine, The Ohio State University, Columbus, OH, United States
| | - Joseph S. Bednash
- Department of Internal Medicine, Division of Pulmonary, Critical Care, and Sleep Medicine, The Ohio State University, Columbus, OH, United States
- The Center for RNA Biology, College of Medicine, The Ohio State University, Columbus, OH, United States
| |
Collapse
|
5
|
Chang YH, Hsu MF, Chen WN, Wu MH, Kong WL, Lu MYJ, Huang CH, Chang FJ, Chang LY, Tsai HY, Tung CP, Yu JH, Kuo Y, Chou YC, Bai LY, Chang YC, Chen AY, Chen CC, Chen YH, Liao CC, Chang CS, Liang JJ, Lin YL, Angata T, Hsu STD, Lin KI. Functional and structural investigation of a broadly neutralizing SARS-CoV-2 antibody. JCI Insight 2024; 9:e179726. [PMID: 38775156 PMCID: PMC11141937 DOI: 10.1172/jci.insight.179726] [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: 01/24/2024] [Accepted: 04/12/2024] [Indexed: 06/02/2024] Open
Abstract
Since its emergence, SARS-CoV-2 has been continuously evolving, hampering the effectiveness of current vaccines against COVID-19. mAbs can be used to treat patients at risk of severe COVID-19. Thus, the development of broadly protective mAbs and an understanding of the underlying protective mechanisms are of great importance. Here, we isolated mAbs from donors with breakthrough infection with Omicron subvariants using a single-B cell screening platform. We identified a mAb, O5C2, which possesses broad-spectrum neutralization and antibody-dependent cell-mediated cytotoxic activities against SARS-CoV-2 variants, including EG.5.1. Single-particle analysis by cryo-electron microscopy revealed that O5C2 targeted an unusually large epitope within the receptor-binding domain of spike protein that overlapped with the angiotensin-converting enzyme 2 binding interface. Furthermore, O5C2 effectively protected against BA.5 Omicron infection in vivo by mediating changes in transcriptomes enriched in genes involved in apoptosis and interferon responses. Our findings provide insights into the development of pan-protective mAbs against SARS-CoV-2.
Collapse
Affiliation(s)
- Yi-Hsuan Chang
- Genomics Research Center, Academia Sinica, Taipei, Taiwan
- Institute of Biochemical Sciences, National Taiwan University, Taipei, Taiwan
| | | | - Wei-Nan Chen
- Genomics Research Center, Academia Sinica, Taipei, Taiwan
| | | | - Wye-Lup Kong
- Biodiversity Research Center, Academia Sinica, Taipei, Taiwan
| | - Mei-Yeh Jade Lu
- Biodiversity Research Center, Academia Sinica, Taipei, Taiwan
| | - Chih-Heng Huang
- Institute of Preventive Medicine
- Graduate Institute of Medical Sciences, and
- Department of Microbiology and Immunology, National Defense Medical Center, Taipei, Taiwan
| | - Fang-Ju Chang
- Genomics Research Center, Academia Sinica, Taipei, Taiwan
| | | | - Ho-Yang Tsai
- Genomics Research Center, Academia Sinica, Taipei, Taiwan
- Institute of Biochemical Sciences, National Taiwan University, Taipei, Taiwan
| | - Chao-Ping Tung
- Genomics Research Center, Academia Sinica, Taipei, Taiwan
| | - Jou-Hui Yu
- Genomics Research Center, Academia Sinica, Taipei, Taiwan
| | - Yali Kuo
- Biomedical Translation Research Center (BioTReC)
| | - Yu-Chi Chou
- Biomedical Translation Research Center (BioTReC)
| | - Li-Yang Bai
- Genomics Research Center, Academia Sinica, Taipei, Taiwan
| | - Yuan-Chih Chang
- Institute of Biological Chemistry and
- Academia Sinica Cryo-EM Center, and
| | - An-Yu Chen
- Institute of Preventive Medicine
- Graduate Institute of Medical Sciences, and
| | - Cheng-Cheung Chen
- Institute of Preventive Medicine
- Graduate Institute of Medical Sciences, and
| | - Yi-Hua Chen
- Biodiversity Research Center, Academia Sinica, Taipei, Taiwan
| | | | | | - Jian-Jong Liang
- Institute of Biomedical Sciences, Academia Sinica, Taipei, Taiwan
| | - Yi-Ling Lin
- Biomedical Translation Research Center (BioTReC)
- Institute of Biomedical Sciences, Academia Sinica, Taipei, Taiwan
| | - Takashi Angata
- Institute of Biochemical Sciences, National Taiwan University, Taipei, Taiwan
- Institute of Biological Chemistry and
| | - Shang-Te Danny Hsu
- Institute of Biochemical Sciences, National Taiwan University, Taipei, Taiwan
- Institute of Biological Chemistry and
- International Institute for Sustainability with Knotted Chiral Meta Matter (WPI-SKC M2, ) Hiroshima University, Hiroshima, Japan
| | - Kuo-I Lin
- Genomics Research Center, Academia Sinica, Taipei, Taiwan
- Biomedical Translation Research Center (BioTReC)
| |
Collapse
|
6
|
Singh MS, Pyati A, Rubi RD, Subramanian R, Muley VY, Ansari MA, Yellaboina S. Systems-wide view of host-pathogen interactions across COVID-19 severities using integrated omics analysis. iScience 2024; 27:109087. [PMID: 38384846 PMCID: PMC10879696 DOI: 10.1016/j.isci.2024.109087] [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: 09/11/2023] [Revised: 11/07/2023] [Accepted: 01/29/2024] [Indexed: 02/23/2024] Open
Abstract
The mechanisms explaining the variability in COVID-19 clinical manifestations (mild, moderate, and severe) are not fully understood. To identify key gene expression markers linked to disease severity, we employed an integrated approach, combining host-pathogen protein-protein interaction data and viral-induced host gene expression data. We analyzed an RNA-seq dataset from peripheral blood mononuclear cells across 12 projects representing the spectrum of disease severity. We identified genes showing differential expression across mild, moderate, and severe conditions. Enrichment analysis of the pathways in host proteins targeted by each of the SARS-CoV-2 proteins revealed a strong association with processes related to ribosomal biogenesis, translation, and translocation. Interestingly, most of these pathways and associated cellular machinery, including ribosomal biogenesis, ribosomal proteins, and translation, were upregulated in mild conditions but downregulated in severe cases. This suggests that COVID-19 exhibits a paradoxical host response, boosting host/viral translation in mild cases but slowing it in severe cases.
Collapse
Affiliation(s)
- Mairembam Stelin Singh
- Department of Biochemistry, SCLS, Jamia Hamdard, New Delhi, India
- Department of Zoology, Rajiv Gandhi University, Itanagar, Arunachal Pradesh, India
| | - Anand Pyati
- All India Institute of Medical Sciences, Bibinagar, Hyderabad, Telangana 508126, India
| | - R. Devika Rubi
- Department of Computer Science and Engineering, Keshav Memorial Institute of Technology, Hyderabad, Telangana State, India
| | - Rajasekaran Subramanian
- Department of Computer Science and Engineering, Keshav Memorial Institute of Technology, Hyderabad, Telangana State, India
| | | | - Mairaj Ahmed Ansari
- Department of Biotechnology, SCLS, Jamia Hamdard, New Delhi, India
- Centre for Virology, SIST, Jamia Hamdard, New Delhi, India
| | - Sailu Yellaboina
- All India Institute of Medical Sciences, Bibinagar, Hyderabad, Telangana 508126, India
| |
Collapse
|
7
|
Grand RJ. SARS-CoV-2 and the DNA damage response. J Gen Virol 2023; 104:001918. [PMID: 37948194 PMCID: PMC10768691 DOI: 10.1099/jgv.0.001918] [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: 09/01/2023] [Accepted: 10/27/2023] [Indexed: 11/12/2023] Open
Abstract
The recent coronavirus disease 2019 (COVID-19) pandemic was caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). COVID-19 is characterized by respiratory distress, multiorgan dysfunction and, in some cases, death. The virus is also responsible for post-COVID-19 condition (commonly referred to as 'long COVID'). SARS-CoV-2 is a single-stranded, positive-sense RNA virus with a genome of approximately 30 kb, which encodes 26 proteins. It has been reported to affect multiple pathways in infected cells, resulting, in many cases, in the induction of a 'cytokine storm' and cellular senescence. Perhaps because it is an RNA virus, replicating largely in the cytoplasm, the effect of SARS-Cov-2 on genome stability and DNA damage responses (DDRs) has received relatively little attention. However, it is now becoming clear that the virus causes damage to cellular DNA, as shown by the presence of micronuclei, DNA repair foci and increased comet tails in infected cells. This review considers recent evidence indicating how SARS-CoV-2 causes genome instability, deregulates the cell cycle and targets specific components of DDR pathways. The significance of the virus's ability to cause cellular senescence is also considered, as are the implications of genome instability for patients suffering from long COVID.
Collapse
Affiliation(s)
- Roger J. Grand
- Institute for Cancer and Genomic Science, The Medical School, University of Birmingham, Birmingham, UK
| |
Collapse
|
8
|
Pagani L, Chinello C, Risca G, Capitoli G, Criscuolo L, Lombardi A, Ungaro R, Mangioni D, Piga I, Muscatello A, Blasi F, Favalli A, Martinovic M, Gori A, Bandera A, Grifantini R, Magni F. Plasma Proteomic Variables Related to COVID-19 Severity: An Untargeted nLC-MS/MS Investigation. Int J Mol Sci 2023; 24:ijms24043570. [PMID: 36834989 PMCID: PMC9962231 DOI: 10.3390/ijms24043570] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2022] [Revised: 01/26/2023] [Accepted: 02/06/2023] [Indexed: 02/12/2023] Open
Abstract
Severe Acute Respiratory Syndrome Coronavirus-2 (SARS-CoV-2) infection leads to a wide range of clinical manifestations and determines the need for personalized and precision medicine. To better understand the biological determinants of this heterogeneity, we explored the plasma proteome of 43 COVID-19 patients with different outcomes by an untargeted liquid chromatography-mass spectrometry approach. The comparison between asymptomatic or pauci-symptomatic subjects (MILDs), and hospitalised patients in need of oxygen support therapy (SEVEREs) highlighted 29 proteins emerged as differentially expressed: 12 overexpressed in MILDs and 17 in SEVEREs. Moreover, a supervised analysis based on a decision-tree recognised three proteins (Fetuin-A, Ig lambda-2chain-C-region, Vitronectin) that are able to robustly discriminate between the two classes independently from the infection stage. In silico functional annotation of the 29 deregulated proteins pinpointed several functions possibly related to the severity; no pathway was associated exclusively to MILDs, while several only to SEVEREs, and some associated to both MILDs and SEVEREs; SARS-CoV-2 signalling pathway was significantly enriched by proteins up-expressed in SEVEREs (SAA1/2, CRP, HP, LRG1) and in MILDs (GSN, HRG). In conclusion, our analysis could provide key information for 'proteomically' defining possible upstream mechanisms and mediators triggering or limiting the domino effect of the immune-related response and characterizing severe exacerbations.
Collapse
Affiliation(s)
- Lisa Pagani
- Proteomics and Metabolomics Unit, School of Medicine and Surgery, University of Milano-Bicocca, 20854 Vedano al Lambro, Italy
| | - Clizia Chinello
- Proteomics and Metabolomics Unit, School of Medicine and Surgery, University of Milano-Bicocca, 20854 Vedano al Lambro, Italy
- Correspondence: ; Tel.:+39-333-5905725
| | - Giulia Risca
- Bicocca Bioinformatics Biostatistics and Bioimaging Centre—B4, School of Medicine and Surgery, University of Milano-Bicocca, 20854 Vedano al Lambro, Italy
| | - Giulia Capitoli
- Bicocca Bioinformatics Biostatistics and Bioimaging Centre—B4, School of Medicine and Surgery, University of Milano-Bicocca, 20854 Vedano al Lambro, Italy
| | - Lucrezia Criscuolo
- Proteomics and Metabolomics Unit, School of Medicine and Surgery, University of Milano-Bicocca, 20854 Vedano al Lambro, Italy
| | - Andrea Lombardi
- Department of Pathophysiology and Transplantation, University of Milano, 20122 Milano, Italy
- Infectious Diseases Unit, IRCCS Ca’ Granda Ospedale Maggiore Policlinico Foundation, 20122 Milano, Italy
| | - Riccardo Ungaro
- Infectious Diseases Unit, IRCCS Ca’ Granda Ospedale Maggiore Policlinico Foundation, 20122 Milano, Italy
| | - Davide Mangioni
- Department of Pathophysiology and Transplantation, University of Milano, 20122 Milano, Italy
- Infectious Diseases Unit, IRCCS Ca’ Granda Ospedale Maggiore Policlinico Foundation, 20122 Milano, Italy
| | - Isabella Piga
- Proteomics and Metabolomics Unit, School of Medicine and Surgery, University of Milano-Bicocca, 20854 Vedano al Lambro, Italy
| | - Antonio Muscatello
- Infectious Diseases Unit, IRCCS Ca’ Granda Ospedale Maggiore Policlinico Foundation, 20122 Milano, Italy
| | - Francesco Blasi
- Department of Pathophysiology and Transplantation, University of Milano, 20122 Milano, Italy
- Respiratory Unit and Cystic Fibrosis Adult Center, Internal Medicine Department, Foundation IRCCS Ca’ Granda Ospedale Maggiore Policlinico, 20122 Milano, Italy
| | - Andrea Favalli
- Istituto Nazionale di Genetica Molecolare (INGM), 20122 Milano, Italy
| | | | - Andrea Gori
- Department of Pathophysiology and Transplantation, University of Milano, 20122 Milano, Italy
- Infectious Diseases Unit, IRCCS Ca’ Granda Ospedale Maggiore Policlinico Foundation, 20122 Milano, Italy
| | - Alessandra Bandera
- Department of Pathophysiology and Transplantation, University of Milano, 20122 Milano, Italy
- Infectious Diseases Unit, IRCCS Ca’ Granda Ospedale Maggiore Policlinico Foundation, 20122 Milano, Italy
| | - Renata Grifantini
- Istituto Nazionale di Genetica Molecolare (INGM), 20122 Milano, Italy
| | - Fulvio Magni
- Proteomics and Metabolomics Unit, School of Medicine and Surgery, University of Milano-Bicocca, 20854 Vedano al Lambro, Italy
| |
Collapse
|