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Harrison MA, Atkins E, Faulds-Pain A, Heap JT, Wren BW, Passmore IJ. Modular Combinatorial DNA Assembly of Group B Streptococcus Capsular Polysaccharide Biosynthesis Pathways to Expediate the Production of Novel Glycoconjugate Vaccines. Vaccines (Basel) 2025; 13:279. [PMID: 40266120 PMCID: PMC11946114 DOI: 10.3390/vaccines13030279] [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: 01/14/2025] [Revised: 02/27/2025] [Accepted: 02/28/2025] [Indexed: 04/24/2025] Open
Abstract
BACKGROUND/OBJECTIVES Streptococcus agalactiae (or Group B Streptococcus, GBS) is a major cause of neonatal meningitis globally. There are 10 serotypes of GBS, which are distinguished by their capsular polysaccharide (CPS) structure, with serotypes Ia, Ib, II, III, IV and V responsible for up to 99% of infections. Currently, there are no licensed vaccines against GBS. The most developed candidates are glycoconjugate vaccines, which can be highly effective but are also expensive to produce by existing approaches and unaffordable for many parts of the world. Biosynthesis of recombinant glycans and glycoconjugates in tractable strains of bacteria offers a low-cost alternative approach to current chemical conjugation methods. METHODS In this study, we apply combinatorial hierarchical DNA assembly to the heterologous biosynthesis of GBS III, IV and V CPSs in E. coli. Each gene was removed from its native regulation, paired with synthetic regulatory elements and rebuilt from the bottom up to generate libraries of reconstituted pathways. These pathways were screened for glycan biosynthesis using serotype-specific antisera. RESULTS We identified several configurations that successfully biosynthesised the GBS CPSs. Furthermore, we exploited the conserved nature of the GBS CPS biosynthesis loci and the flexibility of modular DNA assembly by constructing hybrid pathways from a minimal pool of glycosyltransferase genes. We show that transferase genes with homologous function can be used interchangeably between pathways, obviating the need to clone a complete locus for each new CPS assembly. CONCLUSIONS In conclusion, we report the first demonstration of heterologous GBS CPS IV and V biosynthesis in E. coli, a key milestone towards the development of low-cost recombinant multivalent GBS glycoconjugate vaccines.
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Affiliation(s)
- Mark A. Harrison
- Department of Infection Biology, London School of Hygiene & Tropical Medicine, London WC1E 7HT, UK (B.W.W.)
| | - Elizabeth Atkins
- Department of Infection Biology, London School of Hygiene & Tropical Medicine, London WC1E 7HT, UK (B.W.W.)
| | | | - John T. Heap
- School of Life Sciences, University of Nottingham, Nottingham NG7 2RD, UK (J.T.H.)
| | - Brendan W. Wren
- Department of Infection Biology, London School of Hygiene & Tropical Medicine, London WC1E 7HT, UK (B.W.W.)
| | - Ian J. Passmore
- Department of Infection Biology, London School of Hygiene & Tropical Medicine, London WC1E 7HT, UK (B.W.W.)
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Baral R, Otiang E, Odiyo J, Nyawanda BO, Nyiro JU, Munywoki P, Jalang'O RE, Pecenka C. Cost of delivering childhood RSV prevention interventions to the health system in Kenya: a prospective analysis. BMJ Open 2024; 14:e084207. [PMID: 39578037 PMCID: PMC11590859 DOI: 10.1136/bmjopen-2024-084207] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/12/2024] [Accepted: 10/30/2024] [Indexed: 11/24/2024] Open
Abstract
OBJECTIVES To evaluate the cost of delivering childhood respiratory syncytial virus (RSV) prevention interventions to the health system in Kenya. DESIGN A prospective (cost projection) activity-based costing study. SETTING Kenya, national introduction of interventions. PARTICIPANTS Not applicable. INTERVENTIONS A single-dose RSV maternal vaccine and a single-dose, long-acting monoclonal antibody (mAb). PRIMARY AND SECONDARY OUTCOME MEASURES Cost per eligible target population; cost per dose administered; non-commodity cost of delivery. Costs are reported in 2023 USD. RESULTS RSV interventions are expected to be delivered using existing systems: maternal vaccine using the antenatal care platform and the mAb delivered similar to existing birth dose vaccines. Assuming a price of US$3 per dose (for both interventions) and baseline coverage rates averaging 50% for the maternal vaccine and 86% for the mAb, the estimated cost of delivering maternal vaccine was US$1.74 (financial) and US$6.60 (economic) per vaccinated woman, and the cost of delivering mAbs was US$1.56 (financial) and US$6.27 (economic) per vaccinated child. Excluding commodity cost, the cost of delivering maternal vaccine was US$1.32 (financial) and US$2.72 (economic) and that for mAb was US$1.23 (financial) and US$2.48 (economic). Cost differences between the two interventions are driven by the anticipated baseline coverage. Health worker training, service delivery and programme planning and coordination were major cost drivers. CONCLUSION This study presents the prospective cost of new RSV intervention introduction and delivery in low-income and middle-income country settings, which is largely unknown. Cost estimates incorporate anticipated health system strengthening activities needed to deliver the future RSV interventions. These cost estimates support country-level and global-level decision-makers evaluating implementation feasibility and intervention affordability.
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Affiliation(s)
- Ranju Baral
- Center for Vaccine Innovation and Access, PATH, Seattle, Washington, USA
| | | | | | - Bryan O Nyawanda
- Kenya Medical Research Institute, Center for Global Health Research, Kisumu, Kenya
| | - Joyce U Nyiro
- Kenya Medical Research Institute–Wellcome Trust Research Programme, Kilifi, Kenya
| | - Patrick Munywoki
- Kenya Medical Research Institute–Wellcome Trust Research Programme, Kilifi, Kenya
| | - Rose E Jalang'O
- National Vaccines and Immunization Program, Ministry of Health, Nairobi, Kenya
| | - Clint Pecenka
- Center for Vaccine Innovation and Access, PATH, Seattle, Washington, USA
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3
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Fitzpatrick MC, Laufer RS, Baral R, Driscoll AJ, Feikin DR, Fleming JA, Jit M, Kim S, Koltai M, Li Y, Li X, Nair H, Neuzil KM, Pecenka C, Sparrow E, Srikantiah P, Ortiz JR. Report of the WHO technical consultation on the evaluation of respiratory syncytial virus prevention cost effectiveness in low- and middle-income countries, April 7-8, 2022. Vaccine 2023; 41:7047-7059. [PMID: 37777450 PMCID: PMC10680976 DOI: 10.1016/j.vaccine.2023.09.040] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2023] [Revised: 09/10/2023] [Accepted: 09/19/2023] [Indexed: 10/02/2023]
Abstract
Policymakers often rely on impact and cost-effectiveness evaluations to inform decisions about the introduction of health interventions in low- and middle-income countries (LMICs); however, cost-effectiveness results for the same health intervention can differ by the choice of parameter inputs, modelling assumptions, and geography. Anticipating the near-term availability of new respiratory syncytial virus (RSV) prevention products, WHO convened a two-day virtual consultation in April 2022 with stakeholder groups and global experts in health economics, epidemiology, and vaccine implementation. The objective was to review methods, parameterization, and results of existing cost-effectiveness analyses for RSV prevention in LMICs; identify the most influential inputs and data limitations; and recommend and prioritize future data gathering and research to improve RSV prevention impact estimates in LMICs. Epidemiological parameters identified as both influential and uncertain were those associated with RSV hospitalization and death, specifically setting-specific hospitalization rates and RSV-attributable death rates. Influential economic parameters included product price, delivery costs, willingness-to-pay for health on the part of potential donors, and the cost of RSV-associated hospitalization. Some of the influential parameters identified at this meeting should be more precisely measured by further research. Other influential economic parameters that are highly uncertain may not be resolved, and it is appropriate to use sensitivity analyses to explore these within cost-effectiveness evaluations. This report highlights the presentations and major discussions of the meeting.
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Affiliation(s)
- Meagan C Fitzpatrick
- Center for Vaccine Development & Global Health, 685 W. Baltimore St., University of Maryland School of Medicine, Baltimore, MD 21201, USA.
| | - Rachel S Laufer
- Center for Vaccine Development & Global Health, 685 W. Baltimore St., University of Maryland School of Medicine, Baltimore, MD 21201, USA.
| | - Ranju Baral
- Center for Vaccine Innovation and Access, PATH, 2201 Westlake Avenue, Suite 200, Seattle, WA 98121, USA.
| | - Amanda J Driscoll
- Center for Vaccine Development & Global Health, 685 W. Baltimore St., University of Maryland School of Medicine, Baltimore, MD 21201, USA.
| | - Daniel R Feikin
- World Health Organization, 20 Avenue Appia, Geneva 1211, Switzerland.
| | - Jessica A Fleming
- Center for Vaccine Innovation and Access, PATH, 2201 Westlake Avenue, Suite 200, Seattle, WA 98121, USA.
| | - Mark Jit
- Centre for Mathematical Modelling of Infectious Diseases, London School of Hygiene & Tropical Medicine, London, UK; Department of Infectious Disease Epidemiology, Faculty of Epidemiology and Population Health, London School of Hygiene & Tropical Medicine, London, UK.
| | - Sonnie Kim
- National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, USA.
| | - Mihaly Koltai
- Department of Infectious Disease Epidemiology, Faculty of Epidemiology and Population Health, London School of Hygiene & Tropical Medicine, London, UK.
| | - You Li
- School of Public Health, Nanjing Medical University, Nanjing, China; Centre for Global Health, Usher Institute, University of Edinburgh, Edinburgh, UK.
| | - Xiao Li
- Centre for Health Economics Research & Modelling Infectious Diseases (CHERMID), Vaccine & Infectious Disease Institute, University of Antwerp, Belgium.
| | - Harish Nair
- Centre for Global Health, Usher Institute, Edinburgh Medical School, University of Edinburgh, UK; MRC/Wits Rural Public Health and Health Transitions Research Unit (Agincourt), School of Public Health, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa.
| | - Kathleen M Neuzil
- Center for Vaccine Development & Global Health, 685 W. Baltimore St., University of Maryland School of Medicine, Baltimore, MD 21201, USA.
| | - Clint Pecenka
- Center for Vaccine Innovation and Access, PATH, 2201 Westlake Avenue, Suite 200, Seattle, WA 98121, USA.
| | - Erin Sparrow
- World Health Organization, 20 Avenue Appia, Geneva 1211, Switzerland.
| | | | - Justin R Ortiz
- Center for Vaccine Development & Global Health, 685 W. Baltimore St., University of Maryland School of Medicine, Baltimore, MD 21201, USA.
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Trotter CL, Alderson M, Dangor Z, Ip M, Le Doare K, Nakabembe E, Procter SR, Sekikubo M, Lambach P. Vaccine value profile for Group B streptococcus. Vaccine 2023; 41 Suppl 2:S41-S52. [PMID: 37951694 DOI: 10.1016/j.vaccine.2023.04.024] [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: 08/05/2022] [Revised: 03/17/2023] [Accepted: 04/06/2023] [Indexed: 11/14/2023]
Abstract
Group B streptococcus (GBS) is a major global cause of neonatal meningitis, sepsis and pneumonia, with an estimated 91,000 infant deaths per year and an additional 46,000 stillbirths. GBS infection in pregnancy is also associated with adverse maternal outcomes and preterm births. As such, the World Health Organization (WHO) prioritised the development of a GBS vaccine suitable for use in pregnant women and use in LMICs, where the burden of disease is highest. Several GBS vaccines are in clinical development. The WHO Defeating Meningitis by 2030 has set a target of 2026 for vaccine licensure. This 'Vaccine Value Profile' (VVP) for GBS is intended to provide a high-level, holistic assessment of the information and data that are currently available to inform the potential public health, economic and societal value of pipeline vaccines and vaccine-like products. This VVP was developed by a working group of subject matter experts from academia, non-profit organizations, public private partnerships and multi-lateral organizations, and in collaboration with stakeholders from the WHO regions of AFR, AMR, EUR, WPR. All contributors have extensive expertise on various elements of the GBS VVP and collectively aimed to identify current research and knowledge gaps. The VVP was developed using only existing and publicly available information.
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Affiliation(s)
- Caroline L Trotter
- Department of Veterinary Medicine, University of Cambridge, Madingley Road, Cambridge CB3 0ES, UK.
| | - Mark Alderson
- PATH, 2201 Westlake Avenue, Suite,200, Seattle, WA 98121, USA.
| | - Ziyaad Dangor
- WITS VIDA Research Unit, University of the Witwatersrand, Chris Hani Baragwanath Hospital, 30 Chris Hani Road, Diepkloof, Soweto, 1862 Johannesburg, South Africa.
| | - Margaret Ip
- The Chinese University of Hong Kong, Sha Tin, New Territories, Hong Kong, China.
| | - Kirsty Le Doare
- St George's, University of London, Cranmer Terrace, London SW17 0RE, UK.
| | - Eve Nakabembe
- Makerere University School of Medicine, P.O. Box 7072, Kampala, Uganda.
| | - Simon R Procter
- London School of Hygiene & Tropical Medicine, Keppel Street, London WC1E 7HT, UK.
| | - Musa Sekikubo
- Makerere University School of Medicine, P.O. Box 7072, Kampala, Uganda.
| | - Philipp Lambach
- World Health Organization, Avenue Appia, Geneva CH-1211, Switzerland.
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Bilgin GM, Munira SL, Lokuge K, Glass K. Cost-effectiveness analysis of a maternal pneumococcal vaccine in low-income, high-burden settings such as Sierra Leone. PLOS GLOBAL PUBLIC HEALTH 2023; 3:e0000915. [PMID: 37619237 PMCID: PMC10449127 DOI: 10.1371/journal.pgph.0000915] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/22/2022] [Accepted: 07/01/2023] [Indexed: 08/26/2023]
Abstract
Maternal pneumococcal vaccines have been proposed as a method of protecting infants in the first few months of life. In this paper, we use results from a dynamic transmission model to assess the cost-effectiveness of a maternal pneumococcal polysaccharide vaccine from both healthcare and societal perspectives. We estimate the costs of delivering a maternal pneumococcal polysaccharide vaccine, the healthcare costs averted, and productivity losses avoided through the prevention of severe pneumococcal outcomes such as pneumonia and meningitis. Our model estimates that a maternal pneumococcal program would cost $606 (2020 USD, 95% prediction interval 437 to 779) from a healthcare perspective and $132 (95% prediction interval -1 to 265) from a societal perspective per DALY averted for one year of vaccine delivery. Hence, a maternal pneumococcal vaccine would be cost-effective from a societal perspective but not cost-effective from a healthcare perspective using Sierra Leone's GDP per capita of $527 as a cost-effectiveness threshold. Sensitivity analysis demonstrates how the choice to discount ongoing health benefits determines whether the maternal pneumococcal vaccine was deemed cost-effective from a healthcare perspective. Without discounting, the cost per DALY averted would be $292 (55% of Sierra Leone's GDP per capita) from a healthcare perspective. Further, the cost per DALY averted would be $142 (27% GDP per capita) from a healthcare perspective if PPV could be procured at the same cost relative to PCV in Sierra Leone as on the PAHO reference price list. Overall, our paper demonstrates that maternal pneumococcal vaccines have the potential to be cost-effective in low-income settings; however, the likelihood of low-income countries self-financing this intervention will depend on negotiations with vaccine providers on vaccine price. Vaccine price is the largest program cost driving the cost-effectiveness of a future maternal pneumococcal vaccine.
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Affiliation(s)
- Gizem M. Bilgin
- National Centre for Epidemiology and Population Health, The Australian National University, Canberra, Australia
| | - Syarifah Liza Munira
- National Centre for Epidemiology and Population Health, The Australian National University, Canberra, Australia
| | - Kamalini Lokuge
- National Centre for Epidemiology and Population Health, The Australian National University, Canberra, Australia
| | - Kathryn Glass
- National Centre for Epidemiology and Population Health, The Australian National University, Canberra, Australia
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6
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Procter SR, Gonçalves BP, Paul P, Chandna J, Seedat F, Koukounari A, Hutubessy R, Trotter C, Lawn JE, Jit M. Maternal immunisation against Group B Streptococcus: A global analysis of health impact and cost-effectiveness. PLoS Med 2023; 20:e1004068. [PMID: 36917564 PMCID: PMC10013922 DOI: 10.1371/journal.pmed.1004068] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/07/2022] [Accepted: 02/07/2023] [Indexed: 03/16/2023] Open
Abstract
BACKGROUND Group B Streptococcus (GBS) can cause invasive disease (iGBS) in young infants, typically presenting as sepsis or meningitis, and is also associated with stillbirth and preterm birth. GBS vaccines are under development, but their potential health impact and cost-effectiveness have not been assessed globally. METHODS AND FINDINGS We assessed the health impact and value (using net monetary benefit (NMB), which measures both health and economic effects of vaccination into monetary units) of GBS maternal vaccination in an annual cohort of 140 million pregnant women across 183 countries in 2020. Our analysis uses a decision tree model, incorporating risks of GBS-related health outcomes from an existing Bayesian disease burden model. We extrapolated country-specific GBS-related healthcare costs using data from a previous systematic review and calculated quality-adjusted life years (QALYs) lost due to infant mortality and long-term disability. We assumed 80% vaccine efficacy against iGBS and stillbirth, following the WHO Preferred Product Characteristics, and coverage based on the proportion of pregnant women receiving at least 4 antenatal visits. One dose was assumed to cost $50 in high-income countries, $15 in upper-middle income countries, and $3.50 in low-/lower-middle-income countries. We estimated NMB using alternative normative assumptions that may be adopted by policymakers. Vaccinating pregnant women could avert 127,000 (95% uncertainty range 63,300 to 248,000) early-onset and 87,300 (38,100 to 209,000) late-onset infant iGBS cases, 31,100 deaths (14,400 to 66,400), 17,900 (6,380 to 49,900) cases of moderate and severe neurodevelopmental impairment, and 23,000 (10,000 to 56,400) stillbirths. A vaccine effective against GBS-associated prematurity might also avert 185,000 (13,500 to 407,000) preterm births. Globally, a 1-dose vaccine programme could cost $1.7 billion but save $385 million in healthcare costs. Estimated global NMB ranged from $1.1 billion ($-0.2 to 3.8 billion) under the least favourable normative assumptions to $17 billion ($9.1 to 31 billion) under the most favourable normative assumptions. The main limitation of our analysis was the scarcity of data to inform some of the model parameters such as those governing health-related quality of life and long-term costs from disability, and how these parameters may vary across country contexts. CONCLUSIONS In this study, we found that maternal GBS vaccination could have a large impact on infant morbidity and mortality. Globally, a GBS maternal vaccine at reasonable prices is likely to be a cost-effective intervention.
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Affiliation(s)
- Simon R. Procter
- Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, United Kingdom
- Maternal, Adolescent, Reproductive & Child Health (MARCH) Centre, London School of Hygiene & Tropical Medicine, London, United Kingdom
| | - Bronner P. Gonçalves
- Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, United Kingdom
- Maternal, Adolescent, Reproductive & Child Health (MARCH) Centre, London School of Hygiene & Tropical Medicine, London, United Kingdom
| | - Proma Paul
- Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, United Kingdom
- Maternal, Adolescent, Reproductive & Child Health (MARCH) Centre, London School of Hygiene & Tropical Medicine, London, United Kingdom
| | - Jaya Chandna
- Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, United Kingdom
- Maternal, Adolescent, Reproductive & Child Health (MARCH) Centre, London School of Hygiene & Tropical Medicine, London, United Kingdom
| | - Farah Seedat
- Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, United Kingdom
- Maternal, Adolescent, Reproductive & Child Health (MARCH) Centre, London School of Hygiene & Tropical Medicine, London, United Kingdom
| | - Artemis Koukounari
- Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, United Kingdom
- Maternal, Adolescent, Reproductive & Child Health (MARCH) Centre, London School of Hygiene & Tropical Medicine, London, United Kingdom
| | - Raymond Hutubessy
- Department of Immunization, Vaccines and Biologicals (IVB), World Health Organization, Geneva, Switzerland
| | - Caroline Trotter
- Disease Dynamics Unit, Department of Veterinary Medicine, University of Cambridge, Cambridge, United Kingdom
| | - Joy E. Lawn
- Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, United Kingdom
- Maternal, Adolescent, Reproductive & Child Health (MARCH) Centre, London School of Hygiene & Tropical Medicine, London, United Kingdom
| | - Mark Jit
- Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, United Kingdom
- School of Public Health, University of Hong Kong, Hong Kong SAR, China
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Bilgin GM, Lokuge K, Glass K. Modelling the impact of maternal pneumococcal vaccination on infant pneumococcal disease in low-income settings. Vaccine 2022; 40:4128-4134. [PMID: 35667913 DOI: 10.1016/j.vaccine.2022.05.066] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2021] [Revised: 05/20/2022] [Accepted: 05/23/2022] [Indexed: 11/27/2022]
Abstract
Pneumococcal disease is a leading cause of mortality in young children. The largest burden of pneumococcal disease is in the first six months of life before protection from a complete schedule of direct immunisation is possible. Maternal pneumococcal vaccination has been proposed as a strategy for protection in this period of early childhood; however, limited clinical trial data exists. In this study, we developed an age-structured compartmental mathematical model to estimate the impact of maternal pneumococcal vaccination. Our model demonstrates how maternal pneumococcal vaccination could prevent 73% (range 49-88%) of cases in those aged <1 month and 55% (range 36-66%) in those 1-2 months old. This translates to an estimated 17% reduction in deaths due to invasive pneumococcal disease in children under five. Overall, this study demonstrates the potential for maternal pneumococcal vaccination to meaningfully reduce the burden of infant pneumococcal disease, supporting the case for appropriate field-based clinical studies.
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Affiliation(s)
- Gizem M Bilgin
- National Centre for Epidemiology and Population Health, The Australian National University, Acton, ACT 2601, Australia.
| | - Kamalini Lokuge
- National Centre for Epidemiology and Population Health, The Australian National University, Acton, ACT 2601, Australia
| | - Kathryn Glass
- National Centre for Epidemiology and Population Health, The Australian National University, Acton, ACT 2601, Australia
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Mai VQ, Boonstoppel L, Vaughan K, Schutte C, Ozaltin A, Hong DT, Khanh NM, Thang HM, Anh TT, Van Minh H. Cost of Delivering Tetanus Toxoid and Tetanus-Diphtheria Vaccination in Vietnam and the Budget Impact of Proposed Changes to the Schedule. GLOBAL HEALTH: SCIENCE AND PRACTICE 2022; 10:GHSP-D-21-00482. [PMID: 35487560 PMCID: PMC9053159 DOI: 10.9745/ghsp-d-21-00482] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/30/2021] [Accepted: 02/08/2022] [Indexed: 11/15/2022]
Affiliation(s)
- Vu Quynh Mai
- Center for Population Health Sciences, Hanoi University of Public Health, Hanoi, Vietnam.
| | | | | | | | | | - Duong Thi Hong
- National Institute of Hygiene and Epidemiology, Hanoi, Vietnam
| | | | - Hoang Manh Thang
- Center for Population Health Sciences, Hanoi University of Public Health, Hanoi, Vietnam
| | - Tran Tuan Anh
- Center for Population Health Sciences, Hanoi University of Public Health, Hanoi, Vietnam
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