Skip to main content
Top

2020 | OriginalPaper | Chapter

Mathematical Models of HIV: Methodologies and Applications

Authors : Emine Yaylali, Zikriye Melisa Erdogan

Published in: Industrial Engineering in the Digital Disruption Era

Publisher: Springer International Publishing

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

HIV is one of the significant public health threats globally, with approximately 36.9 million people living with HIV and 1.8 million people becoming newly infected in 2017 (WHO fact sheet). To prevent HIV, to decrease its impact and to eventually eliminate this infectious disease; clinical, medical, epidemiological, economic, and modeling studies have been conducted in the last 30 years. In this study, we explore the mathematical modeling studies where HIV has been examined to understand the dynamics and spread of the disease as well as to improve HIV prevention. We surveyed HIV modeling literature, summarized primary modeling methodologies, and briefly discussed relevant studies. For each study included in this paper, we presented their modeling method, interventions included, target populations, implementation process, key results, and insights. Two most widely used modeling methodologies for HIV are Bernoulli process models and dynamic compartmental models similar to other infectious diseases. These methodologies have been discussed in detail in this paper. Other modeling methodologies included Markov models, agent-based simulation models, and discrete-event simulation models. Many studies focused on risk populations such as heterosexual (HET), men who have sex with men (MSM), people who inject drugs (PWID) and jail inmates. We included the cost-effectiveness studies where HIV prevention and treatment interventions and strategies are compared concerning their costs and benefits. In this survey, we provided a summary of existing modeling literature as well as suggestions for future studies. We concluded that application of modeling tools for HIV presents excellent opportunities for both decision-makers and public health policymakers while predicting the future of this disease, establishing the most cost-effective prevention strategies and evaluating possibilities for the elimination of HIV.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
go back to reference Adams LM, Kendall S, Smith A, Quigley E, Stuewig JB, Tangney JP (2013) HIV risk behaviors of male and female jail inmates prior to incarceration and one year post-release. AIDS Behav 17(8):2685–2694CrossRef Adams LM, Kendall S, Smith A, Quigley E, Stuewig JB, Tangney JP (2013) HIV risk behaviors of male and female jail inmates prior to incarceration and one year post-release. AIDS Behav 17(8):2685–2694CrossRef
go back to reference Akpinar H (2012) Bulaşici hastaliklarin yayiliminin tahmininde deterministik modellerin kullanilmasi. Dspace Repository Akpinar H (2012) Bulaşici hastaliklarin yayiliminin tahmininde deterministik modellerin kullanilmasi. Dspace Repository
go back to reference Alistar SS, Long EF, Brandeau ML, Beck EJ (2014) HIV epidemic control—a model for optimal allocation of prevention and treatment resources. Health Care Manag Sci 17(2):162–181CrossRef Alistar SS, Long EF, Brandeau ML, Beck EJ (2014) HIV epidemic control—a model for optimal allocation of prevention and treatment resources. Health Care Manag Sci 17(2):162–181CrossRef
go back to reference Baggaley RF, Irvine MA, Leber W, Cambiano V, Figueroa J, McMullen H, Hollingsworth TD (2017) Cost-effectiveness of screening for HIV in primary care: a health economics modelling analysis. Lancet HIV 4(10):e465–e474CrossRef Baggaley RF, Irvine MA, Leber W, Cambiano V, Figueroa J, McMullen H, Hollingsworth TD (2017) Cost-effectiveness of screening for HIV in primary care: a health economics modelling analysis. Lancet HIV 4(10):e465–e474CrossRef
go back to reference Beyrer C, Baral SD, Van Griensven F, Goodreau SM, Chariyalertsak S, Wirtz AL, Brookmeyer R (2012) Global epidemiology of HIV infection in men who have sex with men. Lancet 380(9839): 367–377CrossRef Beyrer C, Baral SD, Van Griensven F, Goodreau SM, Chariyalertsak S, Wirtz AL, Brookmeyer R (2012) Global epidemiology of HIV infection in men who have sex with men. Lancet 380(9839): 367–377CrossRef
go back to reference Bos JM, Fennema JS, Postma MJ (2001) Cost-effectiveness of HIV screening of patients attending clinics for sexually transmitted diseases in Amsterdam. Aids 15(15):2031–2036CrossRef Bos JM, Fennema JS, Postma MJ (2001) Cost-effectiveness of HIV screening of patients attending clinics for sexually transmitted diseases in Amsterdam. Aids 15(15):2031–2036CrossRef
go back to reference Bristow CC, Larson E, Anderson LJ, Klausner JD (2016) Cost-effectiveness of HIV and syphilis antenatal screening: a modelling study. Sex Transm Infect 92(5):340–346CrossRef Bristow CC, Larson E, Anderson LJ, Klausner JD (2016) Cost-effectiveness of HIV and syphilis antenatal screening: a modelling study. Sex Transm Infect 92(5):340–346CrossRef
go back to reference Caro JJ, Briggs AH, Siebert U, Kuntz KM (2012) Modeling good research practices—overview: a report of the ISPOR-SMDM Modeling Good Research Practices Task Force–1. Med Decis Making 32(5):667–677CrossRef Caro JJ, Briggs AH, Siebert U, Kuntz KM (2012) Modeling good research practices—overview: a report of the ISPOR-SMDM Modeling Good Research Practices Task Force–1. Med Decis Making 32(5):667–677CrossRef
go back to reference Cipriano LE, Zaric GS, Holodniy M, Bendavid E, Owens DK, Brandeau ML (2012) Cost effectiveness of screening strategies for early identification of HIV and HCV infection in injection drug users. PLoS ONE 7(9):e45176CrossRef Cipriano LE, Zaric GS, Holodniy M, Bendavid E, Owens DK, Brandeau ML (2012) Cost effectiveness of screening strategies for early identification of HIV and HCV infection in injection drug users. PLoS ONE 7(9):e45176CrossRef
go back to reference Downs AM, De Vincenzi I (1996) Probability of heterosexual transmission of HIV: relationship to the number of unprotected sexual contacts. JAIDS J Acquir Immune Defic Syndr 11(4):388–395CrossRef Downs AM, De Vincenzi I (1996) Probability of heterosexual transmission of HIV: relationship to the number of unprotected sexual contacts. JAIDS J Acquir Immune Defic Syndr 11(4):388–395CrossRef
go back to reference Fox J, White PJ, Weber J, Garnett GP, Ward H, Fidler S (2011) Quantifying sexual exposure to HIV within an HIV-serodiscordant relationship: development of an algorithm. Aids 25(8):1065–1082CrossRef Fox J, White PJ, Weber J, Garnett GP, Ward H, Fidler S (2011) Quantifying sexual exposure to HIV within an HIV-serodiscordant relationship: development of an algorithm. Aids 25(8):1065–1082CrossRef
go back to reference Gilmour S, Li J, Shibuya K (2012) Projecting HIV transmission in Japan. PLoS ONE 7(8):e43473CrossRef Gilmour S, Li J, Shibuya K (2012) Projecting HIV transmission in Japan. PLoS ONE 7(8):e43473CrossRef
go back to reference Gopalappa C, Farnham PG, Hutchinson AB, Sansom SL (2012) Cost effectiveness of the National HIV/AIDS Strategy goal of increasing linkage to care for HIV-infected persons. JAIDS J Acquir Immune Defic Syndr 61(1):99–105CrossRef Gopalappa C, Farnham PG, Hutchinson AB, Sansom SL (2012) Cost effectiveness of the National HIV/AIDS Strategy goal of increasing linkage to care for HIV-infected persons. JAIDS J Acquir Immune Defic Syndr 61(1):99–105CrossRef
go back to reference Hontelez JA, Nagelkerke N, Bärnighausen T, Bakker R, Tanser F, Newell ML, de Vlas SJ (2011) The potential impact of RV144-like vaccines in rural South Africa: a study using the STDSIM microsimulation model. Vaccine 29(36):6100–6106CrossRef Hontelez JA, Nagelkerke N, Bärnighausen T, Bakker R, Tanser F, Newell ML, de Vlas SJ (2011) The potential impact of RV144-like vaccines in rural South Africa: a study using the STDSIM microsimulation model. Vaccine 29(36):6100–6106CrossRef
go back to reference Juusola JL, Brandeau ML, Owens DK, Bendavid E (2012) The cost-effectiveness of preexposure prophylaxis for HIV prevention in the United States in men who have sex with men. Ann Intern Med 156(8):541–550CrossRef Juusola JL, Brandeau ML, Owens DK, Bendavid E (2012) The cost-effectiveness of preexposure prophylaxis for HIV prevention in the United States in men who have sex with men. Ann Intern Med 156(8):541–550CrossRef
go back to reference Keeling MJ, Rohani P (2011) Modeling infectious diseases in humans and animals. Princeton University Press, PrincetonCrossRefMATH Keeling MJ, Rohani P (2011) Modeling infectious diseases in humans and animals. Princeton University Press, PrincetonCrossRefMATH
go back to reference Kretzschmar M, Wallinga J (2009) Mathematical models in infectious disease epidemiology. In: Modern infectious disease epidemiology, pp. 209–221. Springer, New YorkCrossRef Kretzschmar M, Wallinga J (2009) Mathematical models in infectious disease epidemiology. In: Modern infectious disease epidemiology, pp. 209–221. Springer, New YorkCrossRef
go back to reference Lasry A, Sansom SL, Hicks KA, Uzunangelov V (2012) Allocating HIV prevention funds in the United States: recommendations from an optimization model. PLoS ONE 7(6):e37545CrossRef Lasry A, Sansom SL, Hicks KA, Uzunangelov V (2012) Allocating HIV prevention funds in the United States: recommendations from an optimization model. PLoS ONE 7(6):e37545CrossRef
go back to reference Lasry A, Sansom SL, Hicks KA, Uzunangelov V (2011) A model for allocating CDC’s HIV prevention resources in the United States. Health Care Manag Sci 14(1):115–124CrossRef Lasry A, Sansom SL, Hicks KA, Uzunangelov V (2011) A model for allocating CDC’s HIV prevention resources in the United States. Health Care Manag Sci 14(1):115–124CrossRef
go back to reference Longini IM, Clark WS, Gardner LI, Brundage JF (1991) The dynamics of CD4+ T-lymphocyte decline in HIV-infected individuals: a Markov modeling approach. J Acquir Immune Defic Syndr 4(11):1141–1147 Longini IM, Clark WS, Gardner LI, Brundage JF (1991) The dynamics of CD4+ T-lymphocyte decline in HIV-infected individuals: a Markov modeling approach. J Acquir Immune Defic Syndr 4(11):1141–1147
go back to reference Lin F, Lasry A, Sansom SL, Wolitski RJ (2013) Estimating the impact of state budget cuts and redirection of prevention resources on the HIV epidemic in 59 California local health departments. PLoS ONE 8(3):e55713CrossRef Lin F, Lasry A, Sansom SL, Wolitski RJ (2013) Estimating the impact of state budget cuts and redirection of prevention resources on the HIV epidemic in 59 California local health departments. PLoS ONE 8(3):e55713CrossRef
go back to reference Lin F, Farnham PG, Shrestha RK, Mermin J, Sansom SL (2016) Cost effectiveness of HIV prevention interventions in the US. Am J Prev Med 50(6):699–708CrossRef Lin F, Farnham PG, Shrestha RK, Mermin J, Sansom SL (2016) Cost effectiveness of HIV prevention interventions in the US. Am J Prev Med 50(6):699–708CrossRef
go back to reference Macal CM, North MJ (2005) Tutorial on agent-based modeling and simulation. In: Proceedings of the winter simulation conference, p 14. IEEE, December 2005 Macal CM, North MJ (2005) Tutorial on agent-based modeling and simulation. In: Proceedings of the winter simulation conference, p 14. IEEE, December 2005
go back to reference Macal CM, North MJ (2010) Tutorial on agent-based modelling and simulation. J. Simul 4(3):151–162CrossRef Macal CM, North MJ (2010) Tutorial on agent-based modelling and simulation. J. Simul 4(3):151–162CrossRef
go back to reference Pearson CR, Kurth AE, Cassels S, Martin DP, Simoni JM, Hoff P, Gloyd S (2007) Modeling HIV transmission risk among Mozambicans prior to their initiating highly active antiretroviral therapy. AIDS Care 19(5):594–604CrossRef Pearson CR, Kurth AE, Cassels S, Martin DP, Simoni JM, Hoff P, Gloyd S (2007) Modeling HIV transmission risk among Mozambicans prior to their initiating highly active antiretroviral therapy. AIDS Care 19(5):594–604CrossRef
go back to reference Piot P, Quinn TC (2013) Response to the AIDS pandemic—a global health model. N Engl J Med 368(23):2210–2218CrossRef Piot P, Quinn TC (2013) Response to the AIDS pandemic—a global health model. N Engl J Med 368(23):2210–2218CrossRef
go back to reference Pinkerton SD, Abramson PR (1998) The Bernoulli-process model of HIV transmission. In: Handbook of economic evaluation of HIV prevention programs, pp. 13–32. Springer, BostonCrossRef Pinkerton SD, Abramson PR (1998) The Bernoulli-process model of HIV transmission. In: Handbook of economic evaluation of HIV prevention programs, pp. 13–32. Springer, BostonCrossRef
go back to reference Pinkerton SD, Abramson PR (1996) Implications of increased infectivity in early-stage HIV infection: application of a Bernoulli-process model of HIV transmission. Evaluation Review 20(5):516–540CrossRef Pinkerton SD, Abramson PR (1996) Implications of increased infectivity in early-stage HIV infection: application of a Bernoulli-process model of HIV transmission. Evaluation Review 20(5):516–540CrossRef
go back to reference Pinkerton SD, Holtgrave DR, Valdiserri RO (1997) Cost-effectiveness of HIV-prevention skills training for men who have sex with men. Aids 11(3):347–357CrossRef Pinkerton SD, Holtgrave DR, Valdiserri RO (1997) Cost-effectiveness of HIV-prevention skills training for men who have sex with men. Aids 11(3):347–357CrossRef
go back to reference Ross SM (2007) Introduction to probability models. Academic press, Cambridge Ross SM (2007) Introduction to probability models. Academic press, Cambridge
go back to reference Sanders GD, Bayoumi AM, Sundaram V, Bilir SP, Neukermans CP, Rydzak CE, Owens DK (2005) Cost-effectiveness of screening for HIV in the era of highly active antiretroviral therapy. N Engl J Med 352(6):570–585CrossRef Sanders GD, Bayoumi AM, Sundaram V, Bilir SP, Neukermans CP, Rydzak CE, Owens DK (2005) Cost-effectiveness of screening for HIV in the era of highly active antiretroviral therapy. N Engl J Med 352(6):570–585CrossRef
go back to reference Sayan M, Hinçal E, Şanlidağ T, Kaymakamzade B, Sa’ad FT, Baba IA (2017) Dynamics of HIV/AIDS in Turkey from 1985 to 2016. Qual Quant 52:711–723CrossRefMATH Sayan M, Hinçal E, Şanlidağ T, Kaymakamzade B, Sa’ad FT, Baba IA (2017) Dynamics of HIV/AIDS in Turkey from 1985 to 2016. Qual Quant 52:711–723CrossRefMATH
go back to reference Sorensen SW, Sansom SL, Brooks JT, Marks G, Begier EM, Buchacz K, Kilmarx PH (2012) A mathematical model of comprehensive test-and-treat services and HIV incidence among men who have sex with men in the United States. PloS one 7(2):e29098CrossRef Sorensen SW, Sansom SL, Brooks JT, Marks G, Begier EM, Buchacz K, Kilmarx PH (2012) A mathematical model of comprehensive test-and-treat services and HIV incidence among men who have sex with men in the United States. PloS one 7(2):e29098CrossRef
go back to reference Wang S, Moss JR, Hiller JE (2011) The cost-effectiveness of HIV voluntary counseling and testing in China. Asia Pac. J. Public Health 23(4):620–633CrossRef Wang S, Moss JR, Hiller JE (2011) The cost-effectiveness of HIV voluntary counseling and testing in China. Asia Pac. J. Public Health 23(4):620–633CrossRef
go back to reference Wilson SR, Lavori PW, Brown NL, Kao YM (2003) Correlates of sexual risk for HIV infection in female members of heterosexual California Latino couples: an application of a Bernoulli process model. AIDS Behav 7(3):273–290CrossRef Wilson SR, Lavori PW, Brown NL, Kao YM (2003) Correlates of sexual risk for HIV infection in female members of heterosexual California Latino couples: an application of a Bernoulli process model. AIDS Behav 7(3):273–290CrossRef
go back to reference Yaylali E, Farnham PG, Schneider KL, Landers SJ, Kouzouian O, Lasry A, Sansom SL (2016) From theory to practice: implementation of a resource allocation model in health departments. J. Public Health Manag Pract: JPHMP 22(6):567CrossRef Yaylali E, Farnham PG, Schneider KL, Landers SJ, Kouzouian O, Lasry A, Sansom SL (2016) From theory to practice: implementation of a resource allocation model in health departments. J. Public Health Manag Pract: JPHMP 22(6):567CrossRef
Metadata
Title
Mathematical Models of HIV: Methodologies and Applications
Authors
Emine Yaylali
Zikriye Melisa Erdogan
Copyright Year
2020
DOI
https://doi.org/10.1007/978-3-030-42416-9_31

Premium Partner