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HIV/AIDS Mathematical Model of Triangle Transmission. Viruses 2022; 14:v14122749. [PMID: 36560753 PMCID: PMC9786322 DOI: 10.3390/v14122749] [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: 10/17/2022] [Revised: 10/28/2022] [Accepted: 11/21/2022] [Indexed: 12/13/2022] Open
Abstract
In this paper, a mathematical analysis of the HIV/AIDS deterministic model studied in the paper called Mathematical Model of HIV/AIDS Considering Sexual Preferences Under Antiretroviral Therapy, a case study in the previous works preformed by Espitia is performed. The objective is to gain insight into the qualitative dynamics of the model determining the conditions for the persistence or effective control of the disease in the community through the study of basic properties such as positiveness and boundedness; the calculus of the basic reproduction number; stationary points such as disease-free equilibrium (DFE), boundary equilibrium (BE) and endemic equilibrium (EE); and the local stability (LAS) of disease-free equilibrium. The findings allow us to conclude that the best way to reduce contagion and consequently reach a DFE is thought to be the reduction in the rate of homosexual partners, as they are the most affected population by the virus and are therefore the most likely to become infected and spread it. Increasing the departure rate of infected individuals leads to a decrease in untreated infected heterosexual men and untreated infected women.
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Trickey A, Walker JG, Bivegete S, Semchuk N, Saliuk T, Varetska O, Stone J, Vickerman P. Impact and cost-effectiveness of non-governmental organizations on the HIV epidemic in Ukraine among MSM. AIDS 2022; 36:2025-2034. [PMID: 36305181 PMCID: PMC7613764 DOI: 10.1097/qad.0000000000003347] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/01/2022]
Abstract
OBJECTIVE Non-governmental organizations (NGOs) in Ukraine have provided HIV testing, treatment, and condom distribution for MSM. HIV prevalence among MSM in Ukraine is 5.6%. We estimated the impact and cost-effectiveness of MSM-targeted NGO activities in Ukraine. DESIGN A mathematical model of HIV transmission among MSM was calibrated to data from Ukraine (2011-2018). METHODS The model, designed before the 2022 Russian invasion of Ukraine, evaluated the impact of 2018 status quo coverage levels of 28% of MSM being NGO clients over 2016-2020 and 2021-2030 compared with no NGO activities over these time periods. Impact was measured in HIV incidence and infections averted. We compared the costs and disability adjusted life years (DALYs) for the status quo and a counterfactual scenario (no NGOs 2016-2020, but with NGOs thereafter) until 2030 to estimate the mean incremental cost-effectiveness ratio (cost per DALY averted). RESULTS Without NGO activity over 2016-2020, the HIV incidence in 2021 would have been 44% (95% credibility interval: 36-59%) higher than with status quo levels of NGO activity, with 25% (21-30%) more incident infections occurring over 2016-2020. Continuing with status quo NGO coverage levels will decrease HIV incidence by 41% over 2021-2030, whereas it will increase by 79% (60-120%) with no NGOs over this period and 37% (30-51%) more HIV infections will occur. Compared with if NGO activities had ceased over 2016-2020 (but continued thereafter), the status quo scenario averts 14 918 DALYs over 2016-2030 with a mean incremental cost-effectiveness ratio of US$600.15 per DALY averted. CONCLUSION MSM-targeted NGOs in Ukraine have prevented considerable HIV infections and are highly cost-effective compared with a willingness-to-pay threshold of 50% of Ukraine's 2018 GDP (US$1548).
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Affiliation(s)
- Adam Trickey
- Population Health Sciences, University of Bristol, Bristol, UK
| | | | - Sandra Bivegete
- Population Health Sciences, University of Bristol, Bristol, UK
- NIHR Health Protection Research Unit in Behavioural Science and Evaluation at University of Bristol, Bristol, UK
| | | | | | | | - Jack Stone
- Population Health Sciences, University of Bristol, Bristol, UK
- NIHR Health Protection Research Unit in Behavioural Science and Evaluation at University of Bristol, Bristol, UK
| | - Peter Vickerman
- Population Health Sciences, University of Bristol, Bristol, UK
- NIHR Health Protection Research Unit in Behavioural Science and Evaluation at University of Bristol, Bristol, UK
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Apenteng OO, Osei PP, Ismail NA, Chiabai A. Analysing the impact of migration on HIV/AIDS cases using epidemiological modelling to guide policy makers. Infect Dis Model 2022; 7:252-261. [PMID: 35198841 PMCID: PMC8819035 DOI: 10.1016/j.idm.2022.01.002] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2020] [Revised: 01/05/2022] [Accepted: 01/25/2022] [Indexed: 11/18/2022] Open
Abstract
In this paper, we present the impact of migration on the spread of HIV and AIDS cases. A simple model for HIV and AIDS that incorporates migration and addresses its contributions to the spread of HIV and AIDS cases was constructed. The model was calibrated to HIV and AIDS incidence data from Malaysia. We explore the use of Markov chain Monte Carlo (MCMC) simulation method to estimate uncertainty in all the unknown parameters incorporated in our proposed model. Among the migrant population, 1.5572e-01 were susceptible to HIV transmission, which constituted 67,801 migrants. A proportion of migrants, 6.3773e-04, were estimated to be HIV infected, constituting 278 migrants. There were 72 (per 10,000) migrants estimated to have had AIDS, representing a proportion of 1.6611e-08. The result suggests that the disease-free steady state was unstable since the estimated basic reproduction number R0 was 2.0906 and 2.3322 for the models without and with migration, respectively. This is not a good indicator from the public health point of view, as the aim is to stabilize the epidemic at the disease-free equilibrium. The advantage of introduction of migration to the simple model validated the true R0 and the transmission rate β associated with HIV and AIDS epidemic disease in Malaysia. It also indicates an approximately 12 percentage points increase in the rate of HIV infection with migration.
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Affiliation(s)
- Ofosuhene O. Apenteng
- Division for Global Surveillance, Research Group for Genomic Epidemiology, National Food Institute, Technical University of Denmark, Kongens Lyngby, Denmark
| | - Prince P. Osei
- School of Mathematics and Statistics, Carleton University, Canada
- Department of Statistics, University of Haifa, Israel
- Corresponding author. School of Mathematics and Statistics, Carleton, Canada.
| | - Noor Azina Ismail
- Department of Applied Statistics, Faculty of Economics and Administration, University of Malaya, Kuala Lumpur, Malaysia
| | - Aline Chiabai
- Basque Centre for Climate Change (BC3), Leioa, Spain
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Apenteng OO, Osei PP, Oduro B, Kwabla MP, Ismail NA. The impact of implementing HIV prevention policies therapy and control strategy among HIV and AIDS incidence cases in Malaysia. Infect Dis Model 2020; 5:755-765. [PMID: 33073067 PMCID: PMC7536735 DOI: 10.1016/j.idm.2020.09.009] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2020] [Revised: 07/22/2020] [Accepted: 09/12/2020] [Indexed: 11/19/2022] Open
Abstract
Malaysia is faced with a high HIV/AIDS burden that poses a public health threat. We constructed and applied a compartmental model to understand the spread and control of HIV/AIDS in Malaysia. A simple model for HIV and AIDS disease that incorporates condom and uncontaminated needle-syringes interventions and addresses the relative impact of given treatment therapy for infected HIV newborns on reducing HIV and AIDS incidence is presented. We demonstrated how treatment therapy for new-born babies and the use of condoms or uncontaminated needle-syringes impact the dynamics of HIV in Malaysia. The model was calibrated to HIV and AIDS incidence data from Malaysia from 1986 to 2011. The epidemiological parameters are estimated using Bayesian inference via Markov chain Monte Carlo simulation method. The reproduction number optimal for control of the HIV/AIDS disease obtained suggests that the disease-free equilibrium was unstable during the 25 years. However, the results indicated that the use of condoms and uncontaminated needle-syringes are pivotal intervention control strategies; a comprehensive adoption of the intervention may help stop the spread of HIV disease. Treatment therapy for newborn babies is also of high value; it reduces the epidemic peak. The combined effect of condom use or uncontaminated needle-syringe is more pronounced in controlling the spread of HIV/AIDS.
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Affiliation(s)
- Ofosuhene O. Apenteng
- Division for Global Surveillance, Research Group for Genomic Epidemiology, National Food Institute, Technical University of Denmark, Kongens Lyngby, Denmark
- Corresponding author.
| | - Prince P. Osei
- Department of Statistics, University of Haifa, Mount Carmel, Haifa, 31905, Israel
| | - Bismark Oduro
- Department of Mathematics and Physical Sciences, California University of Pennsylvania, California, PA, 15419, USA
| | - Mavis Pearl Kwabla
- Department of Epidemiology and Biostatistics, School of Public Health, University of Health and Allied Sciences, Ho, Ghana
- Department for Epidemiology, Helmholtz Centre for Infection Research, Braunschweig, Germany
| | - Noor Azina Ismail
- Department of Applied Statistics, Faculty of Economics & Administration, University of Malaya, Kuala Lumpur, Malaysia
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Abstract
In recent years, men who have sex with men (MSM) constitute a major group of HIV transmission in China. High primary drug-resistance (PDR) rate in MSM also represents a serious challenge for the Chinese antiretroviral therapy (ART) program. To assess the efficiency of ART in controlling HIV/AIDS infection among MSM, we developed a compartmental model for the annually reported HIV/AIDS MSM from 2007 to 2019 in the Zhejiang Province of China. R0 was 2.3946 (95% CI (2.2961–2.4881)). We predict that 90% of diagnosed HIV/AIDS individuals will have received treatment till 2020, while the proportion of the diagnosed remains as low as 40%. Even when the proportion of the diagnosed reaches 90%, R0 is still larger than the level of AIDS epidemic elimination. ART can effectively control the spread of HIV, even in the presence of drug resistance. The 90-90-90 strategy alone may not eliminate the HIV epidemic in Chinese MSM. Behavioural and biologic interventions are the most effective interventions to control the HIV/AIDS epidemic among MSM.
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Frequent implementation of interventions may increase HIV infections among MSM in China. Sci Rep 2018; 8:451. [PMID: 29323225 PMCID: PMC5765000 DOI: 10.1038/s41598-017-18743-7] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2017] [Accepted: 12/12/2017] [Indexed: 12/21/2022] Open
Abstract
Intervention measures among men who have sex with men (MSM) are usually designed to reduce the frequency of high risk behaviors (within-community level), but unfortunately may change the contact network and consequently increase the opportunity for them to have sex with new partners (between-community level). A multi-community periodic model on complex network is proposed to study the two-side effects of interventions on HIV transmission among MSM in China, in which the wanning process of the impacts of interventions are modelled. The basic reproduction number for the multi-community periodic system is defined and calculated numerically. Based on the number of annual reported HIV/AIDS cases among MSM in China, the unknown parameters are estimated by using MCMC method and the basic reproduction number is estimated as 3.56 (95%CI [3.556, 3.568]). Our results show that strong randomness of the community-connection networks leads to more new infections and more HIV/AIDS cases. Moreover, main conclusion indicates that implementation of interventions may induce more new infections, depending on relative level of between- and within-community impacts, and the frequency of implementation of interventions. The findings can help to guide the policy maker to choose the appropriate intervention measures, and to implement the interventions with proper frequency.
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Modeling and Control for HIV/AIDS Transmission in China Based on Data from 2004 to 2016. COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE 2017; 2017:8935314. [PMID: 29312465 PMCID: PMC5613381 DOI: 10.1155/2017/8935314] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/12/2017] [Revised: 07/14/2017] [Accepted: 08/07/2017] [Indexed: 01/17/2023]
Abstract
HIV is one of the major life-threatening viruses that are spreading in the People's Republic of China (China for short). A susceptible-exposed in the latent stage-infectious (SEI) model is established to sketch the evolution of epidemic. The basic reproduction number is defined. By constructing Lyapunov function, globally asymptotical stabilities of the disease-free and endemic equilibria are given. Then, optimal control theory is applied in HIV/AIDS epidemic. Precaution, screening, and treatment of control variables are introduced and a new model with control is established. Through the HIV/AIDS data in China, all parameters involved in SEI model are analyzed and parts of them are estimated. Further, by control model, optimal strategy is obtained. Results show that the precaution and treatment are the major contributors to preventing and controlling HIV/AIDS epidemic.
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Sun X, Xiao Y, Tang S, Peng Z, Wu J, Wang N. Early HAART Initiation May Not Reduce Actual Reproduction Number and Prevalence of MSM Infection: Perspectives from Coupled within- and between-Host Modelling Studies of Chinese MSM Populations. PLoS One 2016; 11:e0150513. [PMID: 26930406 PMCID: PMC4773120 DOI: 10.1371/journal.pone.0150513] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2015] [Accepted: 02/15/2016] [Indexed: 12/22/2022] Open
Abstract
Having a thorough understanding of the infectivity of HIV, time of initiating treatment and emergence of drug resistant virus variants is crucial in mitigating HIV infection. There are many challenges to evaluating the long-term effect of the Highly Active Antiretroviral Therapy (HAART) on disease transmission at the population level. We proposed an individual based model by coupling within-host dynamics and between-host dynamics and conduct stochastic simulation in the group of men who have sex with men (MSM). The mean actual reproduction number is estimated to be 3.6320 (95% confidence interval: [3.46, 3.80]) for MSM group without treatment. Stochastic simulations show that given relatively high (low) level of drug efficacy after emergence of drug resistant variants, early initiation of treatment leads to a less (greater) actual reproduction number, lower (higher) prevalence and less (more) incidences, compared to late initiation of treatment. This implies early initiation of HAART may not always lower the actual reproduction number and prevalence of infection, depending on the level of treatment efficacy after emergence of drug resistant virus variants, frequency of high-risk behaviors and etc. This finding strongly suggests early initiation of HAART should be implemented with great care especially in the settings where the effective drugs are limited. Coupling within-host dynamics with between-host dynamics can provide critical information about impact of HAART on disease transmission and thus help to assist treatment strategy design and HIV/AIDS prevention and control.
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Affiliation(s)
- Xiaodan Sun
- Department of Applied Mathematics, Xi'an Jiaotong University, Xi'an, Shaanxi, China
| | - Yanni Xiao
- Department of Applied Mathematics, Xi'an Jiaotong University, Xi'an, Shaanxi, China
| | - Sanyi Tang
- College of Mathematics and Information Science, Shaanxi Normal University, Xi'an, Shaanxi, China
| | - Zhihang Peng
- School of Public Health, Nanjing Medical University, Nanjing, Jiangsu, China
| | - Jianhong Wu
- Laboratory for Industrial and Applied Mathematics, Centre for Disease Modelling, York Institute for Health Research, York University, Toronto, ON, Canada
| | - Ning Wang
- National Center for AIDS/STD Prevention and Control, Chinese Center for Disease Control and Prevention, Beijing, China
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Sun X, Xiao Y, Peng Z. Modelling HIV superinfection among men who have sex with men. MATHEMATICAL BIOSCIENCES AND ENGINEERING : MBE 2016; 13:171-191. [PMID: 26776258 DOI: 10.3934/mbe.2016.13.171] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
Abstract
Superinfection, a phenomenon that an individual infected by one HIV strain is re-infected by the second heterologous HIV strain, occurs in HIV infection. A mathematical model is formulated to examine how superinfection affects transmission dynamics of drug sensitive/resistant strains. Three reproduction numbers are defined: reproduction numbers Rr and Rs for drug-resistant and drug-sensitive strains, respectively, and the invasion reproduction number R (r)s. The disease-free equilibrium always exists and is locally stable when the larger of Rs and Rr is less than one. The drug resistant strain-only equilibrium is locally stable when Rr > 1 and R (r)s < 1. Numerical studies show that as the superinfection coefficient of the sensitive strain increases the system may (1) change to bistable states of disease-free equilibrium and the coexistence state from the stable disease-free equilibrium under no superinfection; (2) experience the stable resistant-strain only equilibrium, the bistable states of resistant-strain only equilibrium and the coexistence state, and the stable coexistence state in turn. This implies that superinfection of the sensitive strain is beneficial for two strains to coexist. While superinfection of the resistant strain makes resistant strain more likely to be sustained. The findings suggest that superinfection induces the complicated dynamics, and brings more difficulties in antiretroviral therapy.
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Affiliation(s)
- Xiaodan Sun
- Department of Applied Mathematics, Xi'an Jiaotong University, Xi'an 710049, China.
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Shen M, Xiao Y, Rong L. Global stability of an infection-age structured HIV-1 model linking within-host and between-host dynamics. Math Biosci 2015; 263:37-50. [PMID: 25686694 DOI: 10.1016/j.mbs.2015.02.003] [Citation(s) in RCA: 41] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2014] [Revised: 01/30/2015] [Accepted: 02/05/2015] [Indexed: 11/30/2022]
Abstract
Although much evidence shows the inseparable interaction between the within-host progression of HIV-1 infection and the transmission of the disease at the population level, few models coupling the within-host and between-host dynamics have been developed. In this paper, we adopt the nested approach, viewing the transmission rate at each stage (primary, chronic, and AIDS stage) of HIV-1 infection as a saturated function of the viral load, to formulate an infection-age structured epidemic model. We explicitly link the individual and the host population scale, and derive the basic reproduction number R0 for the coupled system. To analyze the model and perform a detailed global dynamics analysis, two Lyapunov functionals are constructed to prove the global asymptotical stability of the disease-free and endemic equilibria. Theoretical results indicate that R0 provides a threshold value determining whether or not the disease dies out. Numerical simulations are presented to quantitatively investigate the influence of the within-host viral dynamics on between-host transmission dynamics. The results suggest that increasing the effectiveness of inhibitors can decrease the basic reproduction number, but can also increase the overall infected population because of a lower disease-induced mortality rate and a longer lifespan of HIV infected individuals.
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Affiliation(s)
- Mingwang Shen
- School of Mathematics and Statistics, Xi'an Jiaotong University, Xi'an 710049, PR China
| | - Yanni Xiao
- School of Mathematics and Statistics, Xi'an Jiaotong University, Xi'an 710049, PR China.
| | - Libin Rong
- Department of Mathematics and Statistics, Oakland University, Rochester, MI 48309, USA
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Wu J, Hu Y, Jia Y, Su Y, Cui H, Liu H, Wang N. Prevalence of unprotected anal intercourse among men who have sex with men in China: an updated meta-analysis. PLoS One 2014; 9:e98366. [PMID: 24874882 PMCID: PMC4038612 DOI: 10.1371/journal.pone.0098366] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2013] [Accepted: 05/01/2014] [Indexed: 12/19/2022] Open
Abstract
OBJECTIVE The purpose of this review was to assess the prevalence of unprotected anal intercourse (UAI) among men who have sex with men (MSM) in China. METHODS A comprehensive search was conducted including online databases like "Wanfang", Chinese National Knowledge Infrastructure, PubMed and manual searches. Analyses using random-effects models were performed to estimate the prevalence of UAI among MSM in China. RESULTS Sixty-two articles reporting eighty-two studies were selected. The pooled prevalence rates of UAI with any male partner, with regular male partners, with non-regular male partners, with casual male partners, and with commercial male partners among MSM were 53%(95%CI: 51-56%), 45%(95%CI: 39-51%), 34%(95%CI: 24-45%), 33%(95%CI: 30-36%), 12% (95%CI: 5-26%), respectively. A cumulative meta-analysis found that the pooled UAI prevalence decreased over time. CONCLUSIONS Although the prevalence of UAI with male partners among MSM in China presents a decreasing trend over the past decade, the concomitant rise in HIV prevalence and incidence indicates that current prevention intervention efforts are insufficient to effectively contain the spread of HIV. Therefore, the persistently high prevalence of risky sexual behaviors underscores the need for innovative and effective prevention strategies among MSM.
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Affiliation(s)
- Jing Wu
- National Center for AIDS/STD Control and Prevention, China Center for Disease Control and Prevention, Beijing, China
| | - Yifei Hu
- National Center for AIDS/STD Control and Prevention, China Center for Disease Control and Prevention, Beijing, China
| | - Yujiang Jia
- Department of Preventive Medicine, School of Medicine, Vanderbilt University, Nashville, Tennessee, United States of America
| | - Yingying Su
- National Center for AIDS/STD Control and Prevention, China Center for Disease Control and Prevention, Beijing, China
| | - Huixia Cui
- College of Nursing, Liaoning Medical University, Jinzhou, Liaoning, China
| | - Huixin Liu
- National Center for AIDS/STD Control and Prevention, China Center for Disease Control and Prevention, Beijing, China
| | - Ning Wang
- National Center for AIDS/STD Control and Prevention, China Center for Disease Control and Prevention, Beijing, China
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