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Choi WJ, Park J, Seong DY, Chung DS, Hong D. A prediction of mutations in infectious viruses using artificial intelligence. Genomics Inform 2024; 22:15. [PMID: 39380083 PMCID: PMC11463117 DOI: 10.1186/s44342-024-00019-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2024] [Accepted: 09/18/2024] [Indexed: 10/10/2024] Open
Abstract
Many subtypes of SARS-CoV-2 have emerged since its early stages, with mutations showing regional and racial differences. These mutations significantly affected the infectivity and severity of the virus. This study aimed to predict the mutations that occur during the evolution of SARS-CoV-2 and identify the key characteristics for making these predictions. We collected and organized data on the lineage, date, clade, and mutations of SARS-CoV-2 from publicly available databases and processed them to predict the mutations. In addition, we utilized various artificial intelligence models to predict newly emerging mutations and created various training sets based on clade information. Using only mutation information resulted in low performance of the learning models, whereas incorporating clade differentiation resulted in high performance in machine learning models, including XGBoost (accuracy: 0.999). However, mutations fixed in the receptor-binding motif (RBM) region of Omicron resulted in decreased predictive performance. Using these models, we predicted potential mutation positions for 24C, following the recently emerged 24A and 24B clades. We identified a mutation at position Q493 in the RBM region. Our study developed effective artificial intelligence models and characteristics for predicting new mutations in continuously evolving infectious viruses.
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Affiliation(s)
- Won Jong Choi
- Department of Precision Medicine and Big Data, College of Medicine, The Catholic University of Korea, Seoul, 06591, Republic of Korea
- Department of Medical Informatics, The Catholic University of Korea, Seoul, 06591, Republic of Korea
| | - Jongkeun Park
- Department of Medical Informatics, The Catholic University of Korea, Seoul, 06591, Republic of Korea
| | - Do Young Seong
- Department of Precision Medicine and Big Data, College of Medicine, The Catholic University of Korea, Seoul, 06591, Republic of Korea
- Department of Medical Informatics, The Catholic University of Korea, Seoul, 06591, Republic of Korea
| | - Dae Sun Chung
- Department of Medical Informatics, The Catholic University of Korea, Seoul, 06591, Republic of Korea
- Department of Medical Sciences, Graduate Schoolof, College of Medicine , The Catholic University of Korea, Seoul, 06591, Republic of Korea
| | - Dongwan Hong
- Department of Precision Medicine and Big Data, College of Medicine, The Catholic University of Korea, Seoul, 06591, Republic of Korea.
- Department of Medical Informatics, The Catholic University of Korea, Seoul, 06591, Republic of Korea.
- Department of Medical Sciences, Graduate Schoolof, College of Medicine , The Catholic University of Korea, Seoul, 06591, Republic of Korea.
- Precision Medicine Research Center, College of Medicine, The Catholic University of Korea, Seoul, 06591, Republic of Korea.
- Cancer Evolution Research Center, College of Medicine, The Catholic University of Korea, Seoul, 06591, Republic of Korea.
- College of Medicine, CMC Institute for Basic Medical Science, The Catholic University of Korea, Seoul, 06591, Republic of Korea.
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Mei L, Hou Y, Zhou J, Chang Y, Liu Y, Wang D, Zhang Y, Ning S, Li X. AVM: A Manually Curated Database of Aerosol-transmitted Virus Mutations, Human Diseases, and Drugs. GENOMICS, PROTEOMICS & BIOINFORMATICS 2024; 22:qzae041. [PMID: 39353863 DOI: 10.1093/gpbjnl/qzae041] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/30/2022] [Revised: 04/23/2024] [Accepted: 05/30/2024] [Indexed: 10/04/2024]
Abstract
Aerosol-transmitted viruses possess strong infectivity and can spread over long distances, earning the difficult-to-control title. They cause various human diseases and pose serious threats to human health. Mutations can increase the transmissibility and virulence of the strains, reducing the protection provided by vaccines and weakening the efficacy of antiviral drugs. In this study, we established a manually curated database (termed AVM) to store information on aerosol-transmitted viral mutations (VMs). The current version of the AVM contains 42,041 VMs (including 2613 immune escape mutations), 45 clinical information datasets, and 407 drugs/antibodies/vaccines. Additionally, we recorded 88 human diseases associated with viruses and found that the same virus can target multiple organs in the body, leading to diverse diseases. Furthermore, the AVM database offers a straightforward user interface for browsing, retrieving, and downloading information. This database is a comprehensive resource that can provide timely and valuable information on the transmission, treatment, and diseases caused by aerosol-transmitted viruses (http://www.bio-bigdata.center/AVM).
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Affiliation(s)
- Lan Mei
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin 150081, China
| | - Yaopan Hou
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin 150081, China
| | - Jiajun Zhou
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin 150081, China
| | - Yetong Chang
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin 150081, China
| | - Yuwei Liu
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin 150081, China
| | - Di Wang
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin 150081, China
| | - Yunpeng Zhang
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin 150081, China
| | - Shangwei Ning
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin 150081, China
| | - Xia Li
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin 150081, China
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Holloway PM, Gibson MD, Holloway TT, van Doremalen N, Munster VJ, Al-Omari B, Letko MC, Nash S, Cardwell JM, Abu-Basha EA, Hayajneh W, Mangtani P, Guitian J. MERS-CoV exposure and risk factors for MERS-CoV ELISA seropositivity among members of livestock-owning households in southern Jordan: a population based cross-sectional study. THE LANCET. MICROBE 2024; 5:100866. [PMID: 39053480 DOI: 10.1016/s2666-5247(24)00082-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/10/2023] [Revised: 03/05/2024] [Accepted: 03/19/2024] [Indexed: 07/27/2024]
Abstract
BACKGROUND Although dromedary camels (Camelus dromedarius) are known to be the host reservoir for MERS-CoV, the virus causing Middle East respiratory syndrome (MERS), zoonotic transmission pathways and camel subpopulations posing highest transmission risk are poorly understood. Extensively managed herds, ubiquitous across the Arabian Peninsula, present a major potential source of primary infection. In this study we aimed to address key knowledge gaps regarding MERS epidemiology among high-risk communities associated with such herds, which is essential information for effective control strategies. METHODS We did a cross-sectional study between Sept 27, 2017, and Oct 11, 2018, among members of livestock-owning households in southern Jordan (Aqaba East, Aqaba West, Ma'an East, and Ma'an West regions), with random selection of households (house and tent dwellings) from Ministry of Agriculture lists via computer-generated randomisation lists. Household visits were done, with questionnaires administered to household members regarding potential risk factors for MERS-CoV exposure in the past 6 months and blood samples and nasal and oral swabs collected, alongside physical examination data including blood pressure and blood glucose. Children younger than 5 years and individuals without capacity to provide informed consent were excluded. Serum was tested for IgG antibodies to MERS-CoV spike protein (S1 subunit) and nucleocapsid (N) protein with in-house indirect ELISAs, and viral RNA was detected in nasal and oral samples by RT-PCR. The primary outcome was evidence of MERS-CoV exposure (ascertained by seropositive status on S1 or N ELISAs, or a positive swab sample on RT-PCR); secondary outcomes were potential associations between possible risk factors and seropositive status. RT-PCR data were to be presented descriptively. Seroprevalence estimates were obtained at the individual and household levels, and associations between hypothetical risk factors and seropositive status were assessed with use of mixed-effects logistic regression. FINDINGS We sampled 879 household members (median age 27 years [IQR 16-44]; 471 [54%] males and 408 [46%] females) from 204 households. 72 (8%) household members were seropositive on S1 ELISA (n=25, 3%) or N ELISA (n=52, 6%). No positive nasal or oral swab samples were identified on RT-PCR. Within-household clustering was identified for seropositivity on S1 ELISA (intraclass correlation coefficient 0·88 [0·35-0·96]) but not N ELISA (0·00 [0·00-0·27]). On multivariable analysis, S1 ELISA seropositivity was associated with frequently (≥weekly) interacting with young (age <1 year) camels (adjusted odds ratio [ORadj] 3·85 [95% CI 1·41-11·61], p=0·011), with frequent kissing and petting (ORadj 4·56 [1·55-15·42], p=0·0074), and frequent feeding and watering (ORadj 4·97 [1·80-15·29], p=0·0027) of young camels identified as risk activities. Attending camel races (ORadj 3·73 [1·11-12·47], p=0·029), frequently feeding and watering camels of any age (ORadj 3·18 [1·12-10·84], p=0·040), and elevated blood glucose (>150 mg/dL; ORadj 4·59 [1·23-18·36], p=0·021) were also associated with S1 ELISA seropositivity. Among individuals without history of camel contact, S1 ELISA seropositivity was associated with sharing a household with an S1 ELISA-positive household member (ORadj 8·92 [1·06-92·99], p=0·044), and with sharing a household with an S1 ELISA-positive household member with history of camel contact (ORadj 24·74 [2·72-306·14], p=0·0050). N ELISA seropositivity was associated with age (categorical, p=0·0069), a household owning a young camel (age <18 months; ORadj 1·98 [1·02-4·09], p=0·043), and frequently feeding and watering camels of any age (ORadj 1·98 [1·09-3·69]; p=0·025). INTERPRETATION The study findings highlight the importance of effective MERS-CoV surveillance and control strategies among camel-owning communities in Jordan and the Arabian Peninsula. Juvenile dromedaries pose increased risk for zoonotic MERS-CoV transmission and should be prioritised for vaccination once such vaccines become available. Among high-risk communities, vaccination strategies should prioritise camel-owning households, particularly individuals engaged in camel husbandry or racing, and household members who are older or diabetic, with evidence to suggest secondary within-household transmission. FUNDING UK Medical Research Council and US National Institute of Allergy and Infectious Diseases.
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Affiliation(s)
- Peter M Holloway
- Department of Pathobiology and Population Sciences, The Royal Veterinary College, London, UK.
| | - Matthew D Gibson
- Department of Pathobiology and Population Sciences, The Royal Veterinary College, London, UK
| | - Tanja T Holloway
- Department of Infectious Disease Epidemiology and International Health, London School of Hygiene & Tropical Medicine, London, UK
| | - Neeltje van Doremalen
- Virus Ecology Section, Laboratory of Virology, Rocky Mountain Laboratories, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Hamilton, MT, USA
| | - Vincent J Munster
- Virus Ecology Section, Laboratory of Virology, Rocky Mountain Laboratories, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Hamilton, MT, USA
| | - Bilal Al-Omari
- Faculty of Veterinary Medicine, Jordan University of Science and Technology, Irbid, Jordan
| | - Michael C Letko
- Laboratory of Functional Viromics, Paul Allen School for Global Health, Washington State University, Pullman, WA, USA
| | - Stephen Nash
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Jacqueline M Cardwell
- Department of Pathobiology and Population Sciences, The Royal Veterinary College, London, UK
| | - Ehab A Abu-Basha
- Faculty of Veterinary Medicine, Jordan University of Science and Technology, Irbid, Jordan
| | - Wail Hayajneh
- Department of Paediatrics, School of Medicine, Saint Louis University, St Louis, MO, USA
| | - Punam Mangtani
- Department of Infectious Disease Epidemiology and International Health, London School of Hygiene & Tropical Medicine, London, UK
| | - Javier Guitian
- Department of Pathobiology and Population Sciences, The Royal Veterinary College, London, UK
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Addetia A, Stewart C, Seo AJ, Sprouse KR, Asiri AY, Al-Mozaini M, Memish ZA, Alshukairi AN, Veesler D. Mapping immunodominant sites on the MERS-CoV spike glycoprotein targeted by infection-elicited antibodies in humans. Cell Rep 2024; 43:114530. [PMID: 39058596 DOI: 10.1016/j.celrep.2024.114530] [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: 03/26/2024] [Revised: 05/31/2024] [Accepted: 07/08/2024] [Indexed: 07/28/2024] Open
Abstract
Middle East respiratory syndrome coronavirus (MERS-CoV) first emerged in 2012 and causes human infections in endemic regions. Vaccines and therapeutics in development against MERS-CoV focus on the spike (S) glycoprotein to prevent viral entry into target cells. These efforts are limited by a poor understanding of antibody responses elicited by infection. Here, we analyze S-directed antibody responses in plasma collected from MERS-CoV-infected individuals. We observe that binding and neutralizing antibodies peak 1-6 weeks after symptom onset/hospitalization, persist for at least 6 months, and neutralize human and camel MERS-CoV strains. We show that the MERS-CoV S1 subunit is immunodominant and that antibodies targeting S1, particularly the receptor-binding domain (RBD), account for most plasma neutralizing activity. Antigenic site mapping reveals that plasma antibodies frequently target RBD epitopes, whereas targeting of S2 subunit epitopes is rare. Our data reveal the humoral immune responses elicited by MERS-CoV infection, which will guide vaccine and therapeutic design.
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Affiliation(s)
- Amin Addetia
- Molecular and Cellular Biology Graduate Program, University of Washington, Seattle, WA, USA; Department of Biochemistry, University of Washington, Seattle, WA, USA
| | - Cameron Stewart
- Department of Biochemistry, University of Washington, Seattle, WA, USA
| | - Albert J Seo
- Department of Biochemistry, University of Washington, Seattle, WA, USA
| | - Kaitlin R Sprouse
- Department of Biochemistry, University of Washington, Seattle, WA, USA; Howard Hughes Medical Institute, Seattle, WA 98195, USA
| | - Ayed Y Asiri
- Al-Hayat National Hospital, Riyadh, Saudi Arabia
| | - Maha Al-Mozaini
- Department of Infection and Immunity, King Faisal Specialist Hospital and Research Center, Riyadh, Saudi Arabia
| | - Ziad A Memish
- King Saud Medical City, Ministry of Health, Riyadh, Saudi Arabia; College of Medicine, Alfaisal University, Riyadh, Saudi Arabia; Hubert Department of Global Health, Rollins School of Public Health, Emory University, Atlanta, GA, USA; Kyung Hee University, Seoul, South Korea
| | - Abeer N Alshukairi
- College of Medicine, Alfaisal University, Riyadh, Saudi Arabia; Department of Medicine, King Faisal Specialist Hospital and Research Center, Jeddah, Saudi Arabia
| | - David Veesler
- Department of Biochemistry, University of Washington, Seattle, WA, USA; Howard Hughes Medical Institute, Seattle, WA 98195, USA.
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Al-Tawfiq JA, Al Johani S, Memish ZA. MERS-CoV remains a persistent threat amid global events. J Infect Public Health 2024; 17:102487. [PMID: 38968913 DOI: 10.1016/j.jiph.2024.102487] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2024] [Revised: 06/24/2024] [Accepted: 06/26/2024] [Indexed: 07/07/2024] Open
Affiliation(s)
- Jaffar A Al-Tawfiq
- Infectious Disease Unit, Specialty Internal Medicine, Johns Hopkins Aramco Healthcare, Dhahran, Saudi Arabia; Division of Infectious Diseases, Indiana University School of Medicine, Indianapolis, IN, USA; Division of Infectious Diseases, Johns Hopkins University, Baltimore, MD, USA.
| | - Sameera Al Johani
- Department of Pathology and Laboratory medicine, King Abdulaziz Medical City, Riyadh, Saudi Arabia; King Saud bin Abdulaziz University for Health Science, College of Medicien, Riyadh, Saudi Arabia
| | - Ziad A Memish
- King Saud Medical City, Ministry of Health & College of Medicine, Alfaisal University, Riyadh, Saudi Arabia; Hubert Department of Global Health, Rollins School of Public Health, Emory University, Atlanta, GA, USA; Kyung Hee University, Seoul, South Korea
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6
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Salomon I. Saudi Arabia's Middle East respiratory syndrome Coronavirus (MERS-CoV) outbreak: consequences, reactions, and takeaways. Ann Med Surg (Lond) 2024; 86:4668-4674. [PMID: 39118758 PMCID: PMC11305771 DOI: 10.1097/ms9.0000000000002336] [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: 05/10/2024] [Accepted: 06/22/2024] [Indexed: 08/10/2024] Open
Abstract
Background Middle East respiratory syndrome (MERS) is a viral illness caused by the MERS-Coronavirus (MERS-CoV) that was first identified in Saudi Arabia in 2012. Saudi Arabia has reported most global MERS-CoV cases and deaths, with periodic outbreaks in other countries. Objectives This review aims to provide a comprehensive overview of the 2023 MERS-CoV outbreak in Saudi Arabia, including its epidemiology, public health response, impact, and lessons learned. Methodology This study utilized a narrative review approach, drawing on published literature and data from sources such as the WHO and the Centers for Disease Control and Prevention. Results The 2023 outbreak was centered in the Riyadh region, with 312 confirmed cases and 97 deaths reported. MERS-CoV primarily spreads from dromedary camels to humans, with human-to-human transmission, especially in healthcare settings. The outbreak exhibited seasonal and spatial trends, with most cases during camel calving season and in rural areas with high camel populations. The Saudi Ministry of Health implemented a multi-faceted response, including enhancing surveillance, improving infection prevention, providing clinical support, and conducting risk communication. Over time, the response showed a decline in the number of cases and deaths, indicating its effectiveness. Conclusion The outbreak has significant public health, economic, and social impacts, underscoring the ongoing threat of emerging zoonotic diseases. Key lessons include early case detection, efficient infection control, vaccine and treatment development, public engagement, and strengthening of regional and global collaboration to mitigate future outbreaks and safeguard public health.
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Affiliation(s)
- Izere Salomon
- University of Rwanda, College of Medicine and Health Sciences, Kigali, Rwanda
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7
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Cilloniz C, Torres A. Diabetes Mellitus and Pneumococcal Pneumonia. Diagnostics (Basel) 2024; 14:859. [PMID: 38667504 PMCID: PMC11049506 DOI: 10.3390/diagnostics14080859] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2024] [Revised: 04/17/2024] [Accepted: 04/17/2024] [Indexed: 04/28/2024] Open
Abstract
Currently, there are more than 500 million people suffering from diabetes around the world. People aged 65 years or older are the most affected by this disease, and it is estimated that approximately 96% of diabetes cases worldwide are type 2 diabetes. People with diabetes mellitus are at an increased risk of infections such as pneumonia, due to a series of factors that may contribute to immune dysfunction, including hyperglycemia, inhibition of neutrophil chemotaxis, impaired cytokine production, phagocytic cell dysfunction, altered T cell-mediated immune responses and the co-existence of chronic comorbidities. Rates of infection, hospitalization and mortality in diabetic patients are reported to be higher than in the general population. Research into the risk of infectious diseases such as pneumonia in these patients is very important because it will help improve their management and treatment.
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Affiliation(s)
- Catia Cilloniz
- Institut d’Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), University of Barcelona, 08036 Barcelona, Spain;
- Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBERES), 28029 Madrid, Spain
- Faculty of Health Sciences, Continental University, Huancayo 12001, Peru
| | - Antoni Torres
- Institut d’Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), University of Barcelona, 08036 Barcelona, Spain;
- Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBERES), 28029 Madrid, Spain
- Pulmonary Department, Hospital Clinic of Barcelona, C/Villarroel 170, 08036 Barcelona, Spain
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Addetia A, Stewart C, Seo AJ, Sprouse KR, Asiri AY, Al-Mozaini M, Memish ZA, Alshukairi A, Veesler D. Mapping immunodominant sites on the MERS-CoV spike glycoprotein targeted by infection-elicited antibodies in humans. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.03.31.586409. [PMID: 38617298 PMCID: PMC11014493 DOI: 10.1101/2024.03.31.586409] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/16/2024]
Abstract
Middle-East respiratory syndrome coronavirus (MERS-CoV) first emerged in 2012 and causes human infections in endemic regions. Most vaccines and therapeutics in development against MERS-CoV focus on the spike (S) glycoprotein to prevent viral entry into target cells. These efforts, however, are limited by a poor understanding of antibody responses elicited by infection along with their durability, fine specificity and contribution of distinct S antigenic sites to neutralization. To address this knowledge gap, we analyzed S-directed binding and neutralizing antibody titers in plasma collected from individuals infected with MERS-CoV in 2017-2019 (prior to the COVID-19 pandemic). We observed that binding and neutralizing antibodies peak 1 to 6 weeks after symptom onset/hospitalization, persist for at least 6 months, and broadly neutralize human and camel MERS-CoV strains. We show that the MERS-CoV S1 subunit is immunodominant and that antibodies targeting S1, particularly the RBD, account for most plasma neutralizing activity. Antigenic site mapping revealed that polyclonal plasma antibodies frequently target RBD epitopes, particularly a site exposed irrespective of the S trimer conformation, whereas targeting of S2 subunit epitopes is rare, similar to SARS-CoV-2. Our data reveal in unprecedented details the humoral immune responses elicited by MERS-CoV infection, which will guide vaccine and therapeutic design.
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Affiliation(s)
- Amin Addetia
- Molecular and Cellular Biology Graduate Program, University of Washington, Seattle, Washington, USA
- Department of Biochemistry, University of Washington, Seattle, Washington, USA
| | - Cameron Stewart
- Department of Biochemistry, University of Washington, Seattle, Washington, USA
| | - Albert J Seo
- Department of Biochemistry, University of Washington, Seattle, Washington, USA
| | - Kaitlin R Sprouse
- Department of Biochemistry, University of Washington, Seattle, Washington, USA
- Howard Hughes Medical Institute, Seattle, WA 98195, USA
| | - Ayed Y Asiri
- Al-Hayat National Hospital, Riyadh, Saudi Arabia
| | - Maha Al-Mozaini
- Department of Infection and Immunity, King Faisal Specialist Hospital and Research Center, Riyadh, Saudi Arabia
| | - Ziad A Memish
- King Saud Medical City, Ministry of Health, Riyadh, Saudi Arabia
- College of Medicine, Alfaisal University, Riyadh, Saudi Arabia
- Hubert Department of Global Health, Rollins School of Public Health, Emory University, Atlanta, GA, USA
- Kyung Hee University, Seoul, South Korea
| | - Abeer Alshukairi
- College of Medicine, Alfaisal University, Riyadh, Saudi Arabia
- Department of Medicine, King Faisal Specialist Hospital and Research Center, Jeddah, Saudi Arabia
| | - David Veesler
- Department of Biochemistry, University of Washington, Seattle, Washington, USA
- Howard Hughes Medical Institute, Seattle, WA 98195, USA
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9
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Chao CW, Sprouse KR, Miranda MC, Catanzaro NJ, Hubbard ML, Addetia A, Stewart C, Brown JT, Dosey A, Valdez A, Ravichandran R, Hendricks GG, Ahlrichs M, Dobbins C, Hand A, Treichel C, Willoughby I, Walls AC, McGuire AT, Leaf EM, Baric RS, Schäfer A, Veesler D, King NP. Protein nanoparticle vaccines induce potent neutralizing antibody responses against MERS-CoV. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.03.13.584735. [PMID: 38558973 PMCID: PMC10979991 DOI: 10.1101/2024.03.13.584735] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/04/2024]
Abstract
Middle East respiratory syndrome coronavirus (MERS-CoV) is a zoonotic betacoronavirus that causes severe and often lethal respiratory illness in humans. The MERS-CoV spike (S) protein is the viral fusogen and the target of neutralizing antibodies, and has therefore been the focus of vaccine design efforts. Currently there are no licensed vaccines against MERS-CoV and only a few candidates have advanced to Phase I clinical trials. Here we developed MERS-CoV vaccines utilizing a computationally designed protein nanoparticle platform that has generated safe and immunogenic vaccines against various enveloped viruses, including a licensed vaccine for SARS-CoV-2. Two-component protein nanoparticles displaying MERS-CoV S-derived antigens induced robust neutralizing antibody responses and protected mice against challenge with mouse-adapted MERS-CoV. Electron microscopy polyclonal epitope mapping and serum competition assays revealed the specificities of the dominant antibody responses elicited by immunogens displaying the prefusion-stabilized S-2P trimer, receptor binding domain (RBD), or N-terminal domain (NTD). An RBD nanoparticle vaccine elicited antibodies targeting multiple non-overlapping epitopes in the RBD, whereas anti-NTD antibodies elicited by the S-2P- and NTD-based immunogens converged on a single antigenic site. Our findings demonstrate the potential of two-component nanoparticle vaccine candidates for MERS-CoV and suggest that this platform technology could be broadly applicable to betacoronavirus vaccine development.
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Affiliation(s)
- Cara W Chao
- Institute for Protein Design, University of Washington, Seattle, WA 98195, USA
- Department of Biochemistry, University of Washington, Seattle, WA 98195, USA
- Graduate Program in Molecular and Cellular Biology, University of Washington, Seattle, WA 98195, USA
| | - Kaitlin R Sprouse
- Department of Biochemistry, University of Washington, Seattle, WA 98195, USA
| | - Marcos C Miranda
- Institute for Protein Design, University of Washington, Seattle, WA 98195, USA
- Department of Biochemistry, University of Washington, Seattle, WA 98195, USA
| | - Nicholas J Catanzaro
- Department of Epidemiology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27514, USA
| | - Miranda L Hubbard
- Department of Epidemiology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27514, USA
| | - Amin Addetia
- Department of Biochemistry, University of Washington, Seattle, WA 98195, USA
| | - Cameron Stewart
- Department of Biochemistry, University of Washington, Seattle, WA 98195, USA
| | - Jack T Brown
- Department of Biochemistry, University of Washington, Seattle, WA 98195, USA
| | - Annie Dosey
- Institute for Protein Design, University of Washington, Seattle, WA 98195, USA
- Department of Biochemistry, University of Washington, Seattle, WA 98195, USA
| | - Adian Valdez
- Institute for Protein Design, University of Washington, Seattle, WA 98195, USA
- Department of Biochemistry, University of Washington, Seattle, WA 98195, USA
| | - Rashmi Ravichandran
- Institute for Protein Design, University of Washington, Seattle, WA 98195, USA
- Department of Biochemistry, University of Washington, Seattle, WA 98195, USA
| | - Grace G Hendricks
- Institute for Protein Design, University of Washington, Seattle, WA 98195, USA
- Department of Biochemistry, University of Washington, Seattle, WA 98195, USA
| | - Maggie Ahlrichs
- Institute for Protein Design, University of Washington, Seattle, WA 98195, USA
- Department of Biochemistry, University of Washington, Seattle, WA 98195, USA
| | - Craig Dobbins
- Institute for Protein Design, University of Washington, Seattle, WA 98195, USA
- Department of Biochemistry, University of Washington, Seattle, WA 98195, USA
| | - Alexis Hand
- Institute for Protein Design, University of Washington, Seattle, WA 98195, USA
- Department of Biochemistry, University of Washington, Seattle, WA 98195, USA
| | - Catherine Treichel
- Institute for Protein Design, University of Washington, Seattle, WA 98195, USA
- Department of Biochemistry, University of Washington, Seattle, WA 98195, USA
| | - Isabelle Willoughby
- Institute for Protein Design, University of Washington, Seattle, WA 98195, USA
- Department of Biochemistry, University of Washington, Seattle, WA 98195, USA
| | - Alexandra C Walls
- Department of Biochemistry, University of Washington, Seattle, WA 98195, USA
| | - Andrew T McGuire
- Department of Biochemistry, University of Washington, Seattle, WA 98195, USA
| | - Elizabeth M Leaf
- Institute for Protein Design, University of Washington, Seattle, WA 98195, USA
- Department of Biochemistry, University of Washington, Seattle, WA 98195, USA
| | - Ralph S Baric
- Department of Epidemiology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27514, USA
| | - Alexandra Schäfer
- Department of Epidemiology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27514, USA
| | - David Veesler
- Department of Biochemistry, University of Washington, Seattle, WA 98195, USA
- Howard Hughes Medical Institute, Seattle, WA 98195, USA
| | - Neil P King
- Institute for Protein Design, University of Washington, Seattle, WA 98195, USA
- Department of Biochemistry, University of Washington, Seattle, WA 98195, USA
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Meehan MT, Hughes A, Ragonnet RR, Adekunle AI, Trauer JM, Jayasundara P, McBryde ES, Henderson AS. Replicating superspreader dynamics with compartmental models. Sci Rep 2023; 13:15319. [PMID: 37714942 PMCID: PMC10504364 DOI: 10.1038/s41598-023-42567-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2023] [Accepted: 09/12/2023] [Indexed: 09/17/2023] Open
Abstract
Infectious disease outbreaks often exhibit superspreader dynamics, where most infected people generate no, or few secondary cases, and only a small fraction of individuals are responsible for a large proportion of transmission. Although capturing this heterogeneity is critical for estimating outbreak risk and the effectiveness of group-specific interventions, it is typically neglected in compartmental models of infectious disease transmission-which constitute the most common transmission dynamic modeling framework. In this study we propose different classes of compartmental epidemic models that incorporate transmission heterogeneity, fit them to a number of real outbreak datasets, and benchmark their performance against the canonical superspreader model (i.e., the negative binomial branching process model). We find that properly constructed compartmental models can capably reproduce observed superspreader dynamics and we provide the pathogen-specific parameter settings required to do so. As a consequence, we also show that compartmental models parameterized according to a binary clinical classification have limited support.
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Affiliation(s)
- Michael T Meehan
- Australian Institute of Tropical Health and Medicine, James Cook University, Townsville, 4811, Australia.
- College of Public Health, Medical and Veterinary Sciences, James Cook University, Townsville, 4811, Australia.
| | - Angus Hughes
- School of Public Health and Preventive Medicine, Monash University, Melbourne, 3800, Australia
| | - Romain R Ragonnet
- School of Public Health and Preventive Medicine, Monash University, Melbourne, 3800, Australia
| | - Adeshina I Adekunle
- Defence Science and Technology Group, Department of Defence, Melbourne, 3207, Australia
| | - James M Trauer
- School of Public Health and Preventive Medicine, Monash University, Melbourne, 3800, Australia
| | - Pavithra Jayasundara
- School of Public Health and Preventive Medicine, Monash University, Melbourne, 3800, Australia
| | - Emma S McBryde
- Australian Institute of Tropical Health and Medicine, James Cook University, Townsville, 4811, Australia
| | - Alec S Henderson
- Australian Institute of Tropical Health and Medicine, James Cook University, Townsville, 4811, Australia
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Wang S, Quan L, Ding M, Kang JH, Koenen KC, Kubzansky LD, Branch-Elliman W, Chavarro JE, Roberts AL. Depression, worry, and loneliness are associated with subsequent risk of hospitalization for COVID-19: a prospective study. Psychol Med 2023; 53:4022-4031. [PMID: 35586906 PMCID: PMC9924056 DOI: 10.1017/s0033291722000691] [Citation(s) in RCA: 11] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
BACKGROUND Pre-pandemic psychological distress is associated with increased susceptibility to severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection, but associations with the coronavirus disease 2019 (COVID-19) severity are not established. The authors examined the associations between distress prior to SARS-CoV-2 infection and subsequent risk of hospitalization. METHODS Between April 2020 (baseline) and April 2021, we followed 54 781 participants from three ongoing cohorts: Nurses' Health Study II (NHSII), Nurses' Health Study 3 (NHS3), and the Growing Up Today Study (GUTS) who reported no current or prior SARS-CoV-2 infection at baseline. Chronic depression was assessed during 2010-2019. Depression, anxiety, worry about COVID-19, perceived stress, and loneliness were measured at baseline. SARS-CoV-2 infection and hospitalization due to COVID-19 was self-reported. Relative risks (RRs) were calculated by Poisson regression. RESULTS 3663 participants reported a positive SARS-CoV-2 test (mean age = 55.0 years, standard deviation = 13.8) during follow-up. Among these participants, chronic depression prior to the pandemic [RR = 1.72; 95% confidence interval (CI) 1.20-2.46], and probable depression (RR = 1.81, 95% CI 1.08-3.03), being very worried about COVID-19 (RR = 1.79; 95% CI 1.12-2.86), and loneliness (RR = 1.81, 95% CI 1.02-3.20) reported at baseline were each associated with subsequent COVID-19 hospitalization, adjusting for demographic factors and healthcare worker status. Anxiety and perceived stress were not associated with hospitalization. Depression, worry about COVID-19, and loneliness were as strongly associated with hospitalization as were high cholesterol and hypertension, established risk factors for COVID-19 severity. CONCLUSIONS Psychological distress may be a risk factor for hospitalization in patients with SARS-CoV-2 infection. Assessment of psychological distress may identify patients at greater risk of hospitalization. Future work should examine whether addressing distress improves physical health outcomes.
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Affiliation(s)
- Siwen Wang
- Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Luwei Quan
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Ming Ding
- Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Jae H Kang
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Karestan C Koenen
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Department of Social and Behavioral Sciences, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Psychiatric Neurodevelopmental Genetics Unit, Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA
| | - Laura D Kubzansky
- Department of Social and Behavioral Sciences, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Westyn Branch-Elliman
- Department of Medicine, VA Boston Healthcare System, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Jorge E Chavarro
- Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Andrea L Roberts
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA, USA
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Kandeel M. An overview of the recent progress in Middle East Respiratory Syndrome Coronavirus (MERS-CoV) drug discovery. Expert Opin Drug Discov 2023; 18:385-400. [PMID: 36971501 DOI: 10.1080/17460441.2023.2192921] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/29/2023]
Abstract
INTRODUCTION The Middle East respiratory syndrome coronavirus (MERS-CoV) has remained a public health concern since it first emerged in 2012. Although many potential treatments for MERS-CoV have been developed and tested, none have had complete success in stopping the spread of this deadly disease. MERS-CoV replication comprises attachment, entry, fusion and replication steps. Targeting these events may lead to the creation of medications that effectively treat MERS-CoV infection. AREAS COVERED This review updates the research on the development of inhibitors of MERS-CoV. The main topics are MERS-CoV‒related proteins and host cell proteins that are involved in viral protein activation and infection. EXPERT OPINION Research on discovering drugs that can inhibit MERS-CoV started at a slow pace, and although efforts have steadily increased, clinical trials for new drugs specifically targeting MERS-CoV have not been extensive enough. The explosion in efforts to find new medications for the SARS-CoV-2 virus indirectly enhanced the volume of data on MERS-CoV inhibition by including MERS-CoV in drug assays. The appearance of COVID-19 completely transformed the data available on MERS-CoV inhibition. Despite the fact that new infected cases are constantly being diagnosed, there are currently no approved vaccines for or inhibitors of MERS-CoV.
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Vector-Borne and Zoonotic Diseases in the Eastern Mediterranean Region: A Systematic Review. J Epidemiol Glob Health 2023; 13:105-114. [PMID: 36757670 PMCID: PMC9910263 DOI: 10.1007/s44197-023-00091-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2022] [Accepted: 01/27/2023] [Indexed: 02/10/2023] Open
Abstract
BACKGROUND AND OBJECTIVE World Health Organization Eastern Mediterranean Region (WHO EMR) has 40% people in the world in need of humanitarian assistance. This systematic review explores selected vector-borne and zoonotic diseases (VBZDs) of importance to EMR in terms of disease burden across countries and periods, disaggregated across sex, age groups, education levels, income status, and rural/urban areas, related vector or animal source reduction measures, and public health, social and economic impacts and related interventions. METHODS We used the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines and reviewed articles in PubMed, Embase, and WHO Global Index Medicus published between 1st of January 2011 and 27th of June 2022. Thirteen VBZDs with at least one reported outbreak in the last five years in the region or prioritized as per previous analysis at the WHO global and regional level and based on expert consultations, were included as part of the analysis. RESULTS The review included 295 studies-55% on leishmaniasis and dengue combined, and 75% studies from Pakistan, Kingdom of Saudi Arabia, and Iran combined. Hospital-based and nationally representative studies constituted 60% and 10% respectively. Males were predominantly affected in most diseases; children reported high burden of Leishmaniasis, whereas elderly had a higher burden of Dengue Fever and Middle East Respiratory Syndrome. Although very few studies reported on socioeconomic differences in burden, the ones that reported showed higher burden of diseases among the disadvantaged socioeconomic groups such as the poor and the less educated. More than 80% studies reported an increase in burden over the years. CONCLUSION The literature is scanty for most of the diseases reviewed and the number of studies from countries with humanitarian challenges is very low. The need for more nationally representative, population-based studies calls for prioritizing research investments.
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AL-Shammary AA, Hassan SUN, Alshammari FS, Alshammari MRR. A mixed-method analysis to identify the current focus, trends, and gaps in health science research in Saudi Arabia. Front Public Health 2023; 10:1028361. [PMID: 36711418 PMCID: PMC9880175 DOI: 10.3389/fpubh.2022.1028361] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2022] [Accepted: 12/29/2022] [Indexed: 01/15/2023] Open
Abstract
Background The identification of current gaps in high-impact medical research in Saudi Arabia has international significance due to the trend of collaborative research in the field of health and medicine and the focus on knowledge-sharing. The purpose of this study is to assess the current focus, gaps, and priorities in health research in Saudi Arabia. Methods We employed a mixed-method research approach to achieve research objectives. (1) a systematic review of scientific research studies that are published between January 2020 to January 2022 in the top fifty Q1 medical science journals (2) a cross-sectional survey collected data from professionals employed in various organizations including the Ministry of Health (MoH), Ministry of Education (MoE), health organizations and universities, and the health industry. The close-ended survey questions inquired about the broad and specific areas of ongoing health research projects by these researchers and organizations in Saudi Arabia. Results The literature search on databases identified Science Direct (n = 741), Pub Med (n = 244) and Google Scholar (n = 15,600). After screening, (n = 26) original studies were selected for detailed evaluation and synthesis. Among these (n = 7) studied infectious diseases, (n = 7) cancer, and cardiac disease (n = 5). These studies focused on the etiology, treatment management and therapy outcomes of these health conditions. The survey was completed by (n = 384) respondents from these organizations. Most of the ongoing research projects focus on clinical sciences (27%) followed by basic sciences (24%) and public health research (24%) and a limited number of researchers were involved in healthcare management (2%) and informatics (2%). Most research focused on kidney and liver disorders (80%), obesity (74%), diabetes (74%), hormonal diseases (64%), and infectious disease (66%); it is equally important to design and fund research in some of the neglected areas including reproductive health (3%), physical and mental disabilities (1%). Conclusion Findings suggest that current gaps in original research from Saudi Arabia are in healthcare service quality, reproductive health, physical and mental disabilities and health informatics. Researchers and funding agencies and international collaborative projects should prioritize these areas.
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Affiliation(s)
- Asma Ayyed AL-Shammary
- Department of Public Health, College of Public Health and Health Informatics, University of Ha'il, Ha'il, Saudi Arabia
| | - Sehar un-Nisa Hassan
- Department of Public Health, College of Public Health and Health Informatics, University of Ha'il, Ha'il, Saudi Arabia,*Correspondence: Sehar un-Nisa Hassan ✉
| | - Fahad Saud Alshammari
- Department of Health Management, College of Public Health and Health Informatics, University of Ha'il, Ha'il, Saudi Arabia
| | - Modi Rataan Rifai Alshammari
- Department of Health Informatics, College of Public Health and Health Informatics, University of Ha'il, Ha'il, Saudi Arabia
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15
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Aguilar-Bretones M, Fouchier RA, Koopmans MP, van Nierop GP. Impact of antigenic evolution and original antigenic sin on SARS-CoV-2 immunity. J Clin Invest 2023; 133:e162192. [PMID: 36594464 PMCID: PMC9797340 DOI: 10.1172/jci162192] [Citation(s) in RCA: 40] [Impact Index Per Article: 40.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023] Open
Abstract
Infections with severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) and vaccinations targeting the spike protein (S) offer protective immunity against coronavirus disease 2019 (COVID-19). This immunity may further be shaped by cross-reactivity with common cold coronaviruses. Mutations arising in S that are associated with altered intrinsic virus properties and immune escape result in the continued circulation of SARS-CoV-2 variants. Potentially, vaccine updates will be required to protect against future variants of concern, as for influenza. To offer potent protection against future variants, these second-generation vaccines may need to redirect immunity to epitopes associated with immune escape and not merely boost immunity toward conserved domains in preimmune individuals. For influenza, efficacy of repeated vaccination is hampered by original antigenic sin, an attribute of immune memory that leads to greater induction of antibodies specific to the first-encountered variant of an immunogen compared with subsequent variants. In this Review, recent findings on original antigenic sin are discussed in the context of SARS-CoV-2 evolution. Unanswered questions and future directions are highlighted, with an emphasis on the impact on disease outcome and vaccine design.
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Mohsen MO, Bachmann MF. Virus-like particle vaccinology, from bench to bedside. Cell Mol Immunol 2022; 19:993-1011. [PMID: 35962190 PMCID: PMC9371956 DOI: 10.1038/s41423-022-00897-8] [Citation(s) in RCA: 88] [Impact Index Per Article: 44.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2022] [Accepted: 06/17/2022] [Indexed: 02/01/2023] Open
Abstract
Virus-like particles (VLPs) have become key tools in biology, medicine and even engineering. After their initial use to resolve viral structures at the atomic level, VLPs were rapidly harnessed to develop antiviral vaccines followed by their use as display platforms to generate any kind of vaccine. Most recently, VLPs have been employed as nanomachines to deliver pharmaceutically active products to specific sites and into specific cells in the body. Here, we focus on the use of VLPs for the development of vaccines with broad fields of indications ranging from classical vaccines against viruses to therapeutic vaccines against chronic inflammation, pain, allergy and cancer. In this review, we take a walk through time, starting with the latest developments in experimental preclinical VLP-based vaccines and ending with marketed vaccines, which earn billions of dollars every year, paving the way for the next wave of prophylactic and therapeutic vaccines already visible on the horizon.
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Affiliation(s)
- Mona O Mohsen
- Department of BioMedical Research, University of Bern, Bern, Switzerland.
- Department of Immunology RIA, University Hospital Bern, Bern, Switzerland.
- Saiba Biotech AG, Bahnhofstr. 13, CH-8808, Pfaeffikon, Switzerland.
| | - Martin F Bachmann
- Department of BioMedical Research, University of Bern, Bern, Switzerland
- Department of Immunology RIA, University Hospital Bern, Bern, Switzerland
- The Jenner Institute, University of Oxford, Oxford, UK
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