Skip to main content
Top
Published in: BMC Medicine 1/2021

01-12-2021 | Vaccination | Research article

Optimizing antiviral treatment for seasonal influenza in the USA: a mathematical modeling analysis

Authors: Matan Yechezkel, Martial L. Ndeffo Mbah, Dan Yamin

Published in: BMC Medicine | Issue 1/2021

Login to get access

Abstract

Background

Seasonal influenza remains a major cause of morbidity and mortality in the USA. Despite the US Centers for Disease Control and Prevention recommendation promoting the early antiviral treatment of high-risk patients, treatment coverage remains low.

Methods

To evaluate the population-level impact of increasing antiviral treatment timeliness and coverage among high-risk patients in the USA, we developed an influenza transmission model that incorporates data on infectious viral load, social contact, and healthcare-seeking behavior. We modeled the reduction in transmissibility in treated individuals based on their reduced daily viral load. The reduction in hospitalizations following treatment was based on estimates from clinical trials. We calibrated the model to weekly influenza data from Texas, California, Connecticut, and Virginia between 2014 and 2019. We considered in the baseline scenario that 2.7–4.8% are treated within 48 h of symptom onset while an additional 7.3–12.8% are treated after 48 h of symptom onset. We evaluated the impact of improving the timeliness and uptake of antiviral treatment on influenza cases and hospitalizations.

Results

Model projections suggest that treating high-risk individuals as early as 48 h after symptom onset while maintaining the current treatment coverage level would avert 2.9–4.5% of all symptomatic cases and 5.5–7.1% of all hospitalizations. Geographic variability in the effectiveness of earlier treatment arises primarily from variabilities in vaccination coverage and population demographics. Regardless of these variabilities, we found that when 20% of the high-risk individuals were treated within 48 h, the reduction in hospitalizations doubled. We found that treatment of the elderly population (> 65 years old) had the highest impact on reducing hospitalizations, whereas treating high-risk individuals aged 5–19 years old had the highest impact on reducing transmission. Furthermore, the population-level benefit per treated individual is enhanced under conditions of high vaccination coverage and a low attack rate during an influenza season.

Conclusions

Increased timeliness and coverage of antiviral treatment among high-risk patients have the potential to substantially reduce the burden of seasonal influenza in the USA, regardless of influenza vaccination coverage and the severity of the influenza season.
Appendix
Available only for authorised users
Literature
4.
go back to reference Fiore AE, Uyeki TM, Broder K, Finelli L, Euler GL, Singleton JA, et al. Prevention and control of influenza with vaccines: recommendations of the Advisory Committee on Immunization Practices (ACIP), 2010. Morb Mortal Wkly Rep. 2010;59(RR-8):1–62. Fiore AE, Uyeki TM, Broder K, Finelli L, Euler GL, Singleton JA, et al. Prevention and control of influenza with vaccines: recommendations of the Advisory Committee on Immunization Practices (ACIP), 2010. Morb Mortal Wkly Rep. 2010;59(RR-8):1–62.
5.
go back to reference Tokars JI, Olsen SJ, Reed C. Seasonal incidence of symptomatic influenza in the United States. Clin Infect Dis. 2018;66:1511–8.CrossRef Tokars JI, Olsen SJ, Reed C. Seasonal incidence of symptomatic influenza in the United States. Clin Infect Dis. 2018;66:1511–8.CrossRef
9.
go back to reference Garten R, Blanton L, Elal AIA, Alabi N, Barnes J, Biggerstaff M, et al. Update: influenza activity in the United States during the 2017–18 season and composition of the 2018–19 influenza vaccine. Morb Mortal Wkly Rep. 2018;67(22);634–42. Garten R, Blanton L, Elal AIA, Alabi N, Barnes J, Biggerstaff M, et al. Update: influenza activity in the United States during the 2017–18 season and composition of the 2018–19 influenza vaccine. Morb Mortal Wkly Rep. 2018;67(22);634–42.
10.
go back to reference Xu X, Blanton L, Elal AIA, Alabi N, Barnes J, Biggerstaff M, et al. Update: influenza activity in the United States during the 2018–19 season and composition of the 2019–20 influenza vaccine. Morb Mortal Wkly Rep. 2019;68(24):544–51. https://doi.org/10.15585/mmwr.mm6824a3. Xu X, Blanton L, Elal AIA, Alabi N, Barnes J, Biggerstaff M, et al. Update: influenza activity in the United States during the 2018–19 season and composition of the 2019–20 influenza vaccine. Morb Mortal Wkly Rep. 2019;68(24):544–51. https://​doi.​org/​10.​15585/​mmwr.​mm6824a3.
12.
go back to reference Blanton L, Alabi N, Mustaquim D, Taylor C, Kniss K, Kramer N, et al. Update: influenza activity in the United States during the 2016–17 season and composition of the 2017–18 influenza vaccine. Morb Mortal Wkly Rep. 2017;66(25):668–76. https://doi.org/10.15585/mmwr.mm6625a3. Blanton L, Alabi N, Mustaquim D, Taylor C, Kniss K, Kramer N, et al. Update: influenza activity in the United States during the 2016–17 season and composition of the 2017–18 influenza vaccine. Morb Mortal Wkly Rep. 2017;66(25):668–76. https://​doi.​org/​10.​15585/​mmwr.​mm6625a3.
13.
go back to reference Davlin SL, Blanton L, Kniss K, Mustaquim D, Smith S, Kramer N, et al. Influenza activity - United States, 2015–16 season and composition of the 2016–17 influenza vaccine. Morb Mortal Wkly Rep. 2016;65(22):567–75.CrossRef Davlin SL, Blanton L, Kniss K, Mustaquim D, Smith S, Kramer N, et al. Influenza activity - United States, 2015–16 season and composition of the 2016–17 influenza vaccine. Morb Mortal Wkly Rep. 2016;65(22):567–75.CrossRef
14.
go back to reference Appiah GRD, Blanton L, D’Mello T, Kniss K, Smith S, Mustaquim D, et al. Influenza activity — United States, 2014–15 season and composition of the 2015–16 influenza vaccine. Morb Mortal Wkly Rep. 2015;64(21):583–90. Appiah GRD, Blanton L, D’Mello T, Kniss K, Smith S, Mustaquim D, et al. Influenza activity — United States, 2014–15 season and composition of the 2015–16 influenza vaccine. Morb Mortal Wkly Rep. 2015;64(21):583–90.
18.
go back to reference Fiore AE, Fry A, Shay D, Gubareva L, Bresee JS, Uyeki TM, et al. Antiviral agents for the treatment and chemoprophylaxis of influenza –- recommendations of the Advisory Committee on Immunization Practices (ACIP). MMWR Surveill Summ Morb Mortal Wkly report Surveill Summ / CDC. 2011;60(1):1–24. Fiore AE, Fry A, Shay D, Gubareva L, Bresee JS, Uyeki TM, et al. Antiviral agents for the treatment and chemoprophylaxis of influenza –- recommendations of the Advisory Committee on Immunization Practices (ACIP). MMWR Surveill Summ Morb Mortal Wkly report Surveill Summ / CDC. 2011;60(1):1–24.
20.
go back to reference Hsu J, Santesso N, Mustafa R, Brozek J, Long Chen Y, Hopkins JP, et al. Antivirals for treatment of influenza a systematic review and meta-analysis of observational studies. 2012. www.annals.org. Accessed 21 Oct 2020. Hsu J, Santesso N, Mustafa R, Brozek J, Long Chen Y, Hopkins JP, et al. Antivirals for treatment of influenza a systematic review and meta-analysis of observational studies. 2012. www.​annals.​org. Accessed 21 Oct 2020.
21.
go back to reference Muthuri SG, Myles PR, Venkatesan S, Leonardi-Bee J, Nguyen-Van-Tam JS. Impact of neuraminidase inhibitor treatment on outcomes of public health importance during the 2009-2010 influenza A(H1N1) pandemic: a systematic review and meta-analysis in hospitalized patients. J Infect Dis. 2013;207:553–63. https://doi.org/10.1093/infdis/jis726.CrossRefPubMed Muthuri SG, Myles PR, Venkatesan S, Leonardi-Bee J, Nguyen-Van-Tam JS. Impact of neuraminidase inhibitor treatment on outcomes of public health importance during the 2009-2010 influenza A(H1N1) pandemic: a systematic review and meta-analysis in hospitalized patients. J Infect Dis. 2013;207:553–63. https://​doi.​org/​10.​1093/​infdis/​jis726.CrossRefPubMed
23.
go back to reference Stewart RJ, Flannery B, Chung JR, Gaglani M, Reis M, Zimmerman RK, et al. Influenza antiviral prescribing for outpatients with an acute respiratory illness and at high risk for influenza-associated complications during 5 influenza seasons-United States, 2011-2016. Clin Infect Dis. 2018;66:1035–41. https://doi.org/10.1093/cid/cix922.CrossRefPubMed Stewart RJ, Flannery B, Chung JR, Gaglani M, Reis M, Zimmerman RK, et al. Influenza antiviral prescribing for outpatients with an acute respiratory illness and at high risk for influenza-associated complications during 5 influenza seasons-United States, 2011-2016. Clin Infect Dis. 2018;66:1035–41. https://​doi.​org/​10.​1093/​cid/​cix922.CrossRefPubMed
24.
go back to reference Biggerstaff M, Jhung MA, Reed C, Fry AM, Balluz L, Finelli L. Influenza-like illness, the time to seek healthcare, and influenza antiviral receipt during the 2010-2011 influenza season - United States. J Infect Dis. 2014. Biggerstaff M, Jhung MA, Reed C, Fry AM, Balluz L, Finelli L. Influenza-like illness, the time to seek healthcare, and influenza antiviral receipt during the 2010-2011 influenza season - United States. J Infect Dis. 2014.
26.
27.
go back to reference Vynnycky E, White R. An introduction to infectious disease modelling. USA: Oxford University Press; 2010. Vynnycky E, White R. An introduction to infectious disease modelling. USA: Oxford University Press; 2010.
31.
go back to reference Panja P. Optimal control analysis of a cholera epidemic model. Biophys Rev Lett. 2019;14:27–48.CrossRef Panja P. Optimal control analysis of a cholera epidemic model. Biophys Rev Lett. 2019;14:27–48.CrossRef
33.
39.
go back to reference Yamin D, Gertler S, Ndeffo-Mbah ML, Skrip LA, Fallah M, Nyenswah TG, et al. Effect of Ebola progression on transmission and control in Liberia. Ann Intern Med. 2015;162:11.CrossRef Yamin D, Gertler S, Ndeffo-Mbah ML, Skrip LA, Fallah M, Nyenswah TG, et al. Effect of Ebola progression on transmission and control in Liberia. Ann Intern Med. 2015;162:11.CrossRef
41.
go back to reference Ip DKM, Lau LLHH, Leung NHLL, Fang VJ, Chan K-HH, Chu DKWW, et al. Viral shedding and transmission potential of asymptomatic and paucisymptomatic influenza virus infections in the community. Clin Infect Dis. 2017;64:736–42.PubMed Ip DKM, Lau LLHH, Leung NHLL, Fang VJ, Chan K-HH, Chu DKWW, et al. Viral shedding and transmission potential of asymptomatic and paucisymptomatic influenza virus infections in the community. Clin Infect Dis. 2017;64:736–42.PubMed
42.
go back to reference Lee N, Chan PK, Rainer TH, Hui D, Choi KW, Cockram CS. Influenza virus load in hospitalised patients. Hong Kong Med J. 2013;19(Suppl 4):15–8.PubMed Lee N, Chan PK, Rainer TH, Hui D, Choi KW, Cockram CS. Influenza virus load in hospitalised patients. Hong Kong Med J. 2013;19(Suppl 4):15–8.PubMed
55.
go back to reference Aoki FY, Macleod MD, Paggiaro P, Carewicz O, El Sawy A, Wat C, et al. Early administration of oral oseltamivir increases the benefits of influenza treatment. J Antimicrob Chemother. 2003;51:123–9.CrossRef Aoki FY, Macleod MD, Paggiaro P, Carewicz O, El Sawy A, Wat C, et al. Early administration of oral oseltamivir increases the benefits of influenza treatment. J Antimicrob Chemother. 2003;51:123–9.CrossRef
58.
go back to reference Couch RB, Knight V, Douglas RG, Black SH HAMORY BH. The minimal infectious dose of adenovirus type 4; the case for natural transmission by viral aerosol. Trans Am Clin Climatol Assoc. 1969;80:205–11. Couch RB, Knight V, Douglas RG, Black SH HAMORY BH. The minimal infectious dose of adenovirus type 4; the case for natural transmission by viral aerosol. Trans Am Clin Climatol Assoc. 1969;80:205–11.
60.
go back to reference Reed C, Kim IK, Singleton JA, Chaves SS, Flannery B, Finelli L, et al. Estimated influenza illnesses and hospitalizations averted by vaccination — United States, 2013–14 influenza season. Morb Mortal Wkly Rep. 2014;63:1151–4 http://www.cdc.gov/mmwr/pdf/ss/. Accessed 15 Oct 2020. Reed C, Kim IK, Singleton JA, Chaves SS, Flannery B, Finelli L, et al. Estimated influenza illnesses and hospitalizations averted by vaccination — United States, 2013–14 influenza season. Morb Mortal Wkly Rep. 2014;63:1151–4 http://​www.​cdc.​gov/​mmwr/​pdf/​ss/​. Accessed 15 Oct 2020.
61.
go back to reference Mullooly JP, Bridges CB, Thompson WW, Chen J, Weintraub E, Jackson LA, et al. Influenza- and RSV-associated hospitalizations among adults. Vaccine. 2007;25:846–55.CrossRef Mullooly JP, Bridges CB, Thompson WW, Chen J, Weintraub E, Jackson LA, et al. Influenza- and RSV-associated hospitalizations among adults. Vaccine. 2007;25:846–55.CrossRef
64.
go back to reference Kaiser L, Wat C, Mills T, Mahoney P, Ward P, Hayden F. Impact of oseltamivir treatment on influenza-related lower respiratory tract complications and hospitalizations. Arch Intern Med. 2003;163:1667–72.CrossRef Kaiser L, Wat C, Mills T, Mahoney P, Ward P, Hayden F. Impact of oseltamivir treatment on influenza-related lower respiratory tract complications and hospitalizations. Arch Intern Med. 2003;163:1667–72.CrossRef
65.
go back to reference Piedra PA, Schulman KL, Blumentals WA. Effects of oseltamivir on influenza-related complications in children with chronic medical conditions. Pediatrics. 2009;124:170–8.CrossRef Piedra PA, Schulman KL, Blumentals WA. Effects of oseltamivir on influenza-related complications in children with chronic medical conditions. Pediatrics. 2009;124:170–8.CrossRef
72.
go back to reference Leung NHL, Xu C, Ip DKM, Cowling BJ. The fraction of influenza virus infections that are asymptomatic: a systematic review and meta-analysis. Epidemiology. 2015;26:862–72.CrossRef Leung NHL, Xu C, Ip DKM, Cowling BJ. The fraction of influenza virus infections that are asymptomatic: a systematic review and meta-analysis. Epidemiology. 2015;26:862–72.CrossRef
73.
go back to reference Furuya-Kanamori L, Cox M, Milinovich GJ, Soares Magalhaes RJ, Mackay IM, Yakob L. Heterogeneous and dynamic prevalence of asymptomatic influenza virus infections. Emerg Infect Dis. 2016;22:1052–6.CrossRef Furuya-Kanamori L, Cox M, Milinovich GJ, Soares Magalhaes RJ, Mackay IM, Yakob L. Heterogeneous and dynamic prevalence of asymptomatic influenza virus infections. Emerg Infect Dis. 2016;22:1052–6.CrossRef
74.
go back to reference Bell D, Nicoll A, Fukuda K, Horby P, Monto A, Hayden F, et al. Nonpharmaceutical interventions for pandemic influenza, international measures. Emerg Infect Dis. 2006;12:81–7.CrossRef Bell D, Nicoll A, Fukuda K, Horby P, Monto A, Hayden F, et al. Nonpharmaceutical interventions for pandemic influenza, international measures. Emerg Infect Dis. 2006;12:81–7.CrossRef
83.
go back to reference Yamin D, Gavious A. Incentives’ effect in influenza vaccination policy; 2013.CrossRef Yamin D, Gavious A. Incentives’ effect in influenza vaccination policy; 2013.CrossRef
86.
go back to reference He X, Lau EHY, Wu P, Deng X, Wang J, Hao X, et al. Temporal dynamics in viral shedding and transmissibility of COVID-19. Nat Med. 2020;26:672–5.CrossRef He X, Lau EHY, Wu P, Deng X, Wang J, Hao X, et al. Temporal dynamics in viral shedding and transmissibility of COVID-19. Nat Med. 2020;26:672–5.CrossRef
88.
go back to reference Mahmoudi MR, Heydari MH, Avazzadeh Z, Pho KH. Goodness of fit test for almost cyclostationary processes. Digit Signal Process A Rev J. 2020;96:102597.CrossRef Mahmoudi MR, Heydari MH, Avazzadeh Z, Pho KH. Goodness of fit test for almost cyclostationary processes. Digit Signal Process A Rev J. 2020;96:102597.CrossRef
Metadata
Title
Optimizing antiviral treatment for seasonal influenza in the USA: a mathematical modeling analysis
Authors
Matan Yechezkel
Martial L. Ndeffo Mbah
Dan Yamin
Publication date
01-12-2021
Publisher
BioMed Central
Published in
BMC Medicine / Issue 1/2021
Electronic ISSN: 1741-7015
DOI
https://doi.org/10.1186/s12916-021-01926-5

Other articles of this Issue 1/2021

BMC Medicine 1/2021 Go to the issue