ABSTRACT:
Objectives:
To estimate the human immunodeficiency virus (HIV) viral load in the Brazilian population and to assess the potential impact of highly active antiretroviral therapy (HAART) in reducing new infections to build evidences and to gather information to support health policies.
Methods:
Spatial analysis and modeling tools were used to describe the existing patterns of the viral load density, using the Kernel method. Data on viral load and treatment were retrieved from the databases Laboratory Tests Control System (SISCEL), which contains information on the individual's history of viral load, and Medication Logistics Control System (SICLOM), which controls the dispensing of drugs used for antiretroviral therapy.
Results:
It was observed that the community viral load (CVL) decreased progressively from 2007 to 2011, accompanied by a decrease of more than 32% in the mean CVL (CVLM) - 22,900 copies/mL in 2007 versus 15,418 copies/mL in 2011. During this period, there was a reduction of CVLM in all regions of Brazil, although North and Northeast showed, respectively, CVLM 1.7 and 1.5 times higher than that in the Southeast region. A comparison between the individuals who underwent and who did not undergo HAART showed an increase of up to 3.9 times in 2011 in the viral load among those who did not undergo the therapy.
Conclusion:
The approach presented in this study indicates the existence of clusters with high concentrations. The use of Kernel in the identification of clusters proved to be a good tool for exploratory analysis, enabling the risk identification in certain geographic areas without the usual political and administrative divisions.
Keywords:
Epidemiology, descriptive; Acquired immunodeficiency syndrome; Risk; Indicators; Viral load; Spatial analysis
INTRODUCTION
Progress has been achieved in combating acquired immune deficiency syndrome (AIDS) in the last 30 years, especially with the discovery and improvement of highly active antiretroviral therapy (HAART). HAART was the most important factor impacting disease prognosis and epidemiology11. Sepkowitz KA. AIDS - the first 20 years. N Engl J Med 2001; 344(23): 1764-72.,22. Killian MS, Levy JA. HIV/AIDS: 30 years of progress and future challenges. Eur J Immunol 2011; 41(12): 3401-11.. Since the beginning of the AIDS pandemic in Brazil, the disease surveillance has undergone revisions in its case definition and has incorporated new prevention practices33. Fleming PL, Wortley PM, Karon JM, DeCock KM, Janssen RS. Tracking the HIV epidemic: current issues, future challenges. Am J Public Health 2000; 90(7): 1037-41.,44. Smith MK, Powers KA, Muessig KE, Miller WC, Cohen MS. HIV treatment as prevention: the utility and limitations of ecological observation. PLoS Med 2012; 9(7): e1001260.. In this context, the analysis of the epidemiological situation turned out to be of major importance to defining and conducting surveillance activities to enable the implementation of new treatment protocols and prevention.
The first case definition of AIDS in the world was issued by the Centers for Disease Control and Prevention (CDC) in the United States of America. The Ministry of Health (MH) of Brazil, in 1987, adopted its first definition restricted to individuals aged 15 years and over. This definition was based on that developed by the CDC in 1985 and was named CDC-Modified Criteria. This was based on laboratory evidence of infection with human immunodeficiency virus (HIV) and at least one diagnosis of a disease indicative of AIDS. Since then, the definition of AIDS cases in adults in Brazil underwent several revisions that had the adequacy of the criteria for laboratory diagnostic conditions and for the morbidity profile in the country as the main objective. The latest revision made in 2004 established as criteria for AIDS case definition the adapted CDC, the Rio de Janeiro/Caracas (only for individuals aged 13 years and over) and the exceptional death criterion55. Ministério da Saúde. Secretaria de Vigilância em Saúde. Programa Nacional de DST e Aids. Critérios de definição de casos de AIDS em adultos e crianças. Brasília: Ministério da Saúde; 2004..
The individual diagnosed as seropositive for HIV in Brazil is subjected to the initial laboratory evaluation to measure their clinical and immunological status and the magnitude of viral multiplication. CD4+ and CD8+ T-lymphocyte counts, quantification of HIV RNA [viral load (VL)], and a full clinical and laboratory evaluation are requested. Regular visits are carried out to monitor the clinical course of patients by means of these tests, which are repeated 3-4 times a year, as recommended by the MS66. Ministério da Saúde. Secretaria de Vigilância em Saúde. Departamento de DST, Aids e Hepatites Virais. [Internet]. Disponível em: http://www.aids.gov.br/pagina/acompanhamento-medico (Acessado em 23 de dezembro de 2014).
http://www.aids.gov.br/pagina/acompanham... . The medical monitoring of HIV infection is essential, both for those who do not have symptoms, and for those who already show signs of the disease66. Ministério da Saúde. Secretaria de Vigilância em Saúde. Departamento de DST, Aids e Hepatites Virais. [Internet]. Disponível em: http://www.aids.gov.br/pagina/acompanhamento-medico (Acessado em 23 de dezembro de 2014).
http://www.aids.gov.br/pagina/acompanham... .
The MS, in 2002, implemented a system for monitoring the immune status of the individual with HIV, both for CD4 and VL, named Laboratory Tests Control System (SISCEL). Concomitantly, the MS launched a system for monitoring of individuals undergoing treatment, named Medication Logistics Control System (SICLOM). As studies show that the VL is associated with HIV transmission77. Das M, Chu PL, Santos GM, Scheer S, Vittinghoff E, McFarland W, et al. Decreases in community viral load are accompanied by reductions in new HIV infections in San Francisco. PloS One 2010; 5(6): e11068., monitoring the VL with an appropriate intervention method may be one of the strategies for breaking the chain of transmission88. Quinn TC, Wawer MJ, Sewankambo N, Serwadda D, Li C, Wabwire-Mangen F, et al. Viral load and heterosexual transmission of human immunodeficiency virus type 1. Rakai Project Study Group. N Engl J Med 2000; 342(13): 921-9.,99. Donnell D, Baeten JM, Kiarie J, Thomas KK, Stevens W, Cohen CR, et al. Heterosexual HIV-1 transmission after initiation of antiretroviral therapy: a prospective cohort analysis. Lancet 2010; 375(9731): 2092-8.. Knowing the magnitude, the distribution as for the location, and the exposure and transmission of HIV means may contribute to targeting actions and policies to the general population. In Brazil, few studies aiming at knowing the magnitude and distribution of the HIV were conducted to date.
The concept of community viral load (CVL) was introduced to quantify the amount of virus circulating in the population and assess the potential impact of antiretroviral therapy in reducing new infections1010. Krentz HB, Gill MJ. The effect of churn on "community viral load" in a well-defined regional population. J Acquir Immune Defic Syndr 2013; 64(2): 190-6.. Under these circumstances, CVC can be used as an indicator of HIV transmission level; consequently, its reduction may be associated with a decreased incidence of virus transmission1111. Castel AD, Befus M, Willis S, Griffin A, West T, Hader S, et al. Use of the community viral load as a population-based biomarker of HIV burden. AIDS 2012; 26(3): 345-53..
Given that both SISCEL and SICLOM can be used to study the VL distribution in Brazil, associated with the use of HAART or not, the proposal was to map the HIV VL to assess the potential level of transmission and contribute to the improvement of policies for breaking the chain of transmission.
Accordingly, this study aimed at estimating the volume of circulating HIV in the population and evaluating the HAART potential impact on reducing new infections, with the purpose of building evidence and information to support the implementation of health policies in Brazil.
METHODS
A retrospective analytical study of the VL distribution in the population, by the municipality of residence, was conducted from 2007 to 2011. Individuals aged 13 years and over, who were included in the combined registration database of SISCEL (laboratory monitoring) and SICLOM [monitoring the use of antiretroviral (ARV) drugs], were studied.
Information on data collection for the VL test, date of ARV dispensing and the individual municipality of residence, which were part of the records on SISCEL/SICLOM, were used. In the analyzed period, the MS applied different methodologies to quantify the VL - the Nucleic Acid Sequence-Based Amplification (NASBA) and b-DNA (recombinant). Each of the methodologies presented different detection limits, both upper and lower. For this study, in an attempt to standardize the detection limits, a VL of 50 copies/mL was assigned to individuals who presented values below the test detection limit, and a VL of 500,000 copies/mL was assigned to those who presented values above the test detection limit.
Given the possibility that an individual has been recorded more than once in the systems (SISCEL and SICLOM) and aiming at obtaining a database without duplication of records, probabilistic procedures were applied1212. Camargo-JR KR, Coeli CM. RecLink III. Guia do Usuário. Rio de Janeiro; 2007. using Reclink application, in which, with established probabilities of duplicated records, common fields such as the patient's name, the patient's mother's name, and date of birth were compared1313. Camargo-JR KR, Coeli CM. Avaliação de diferentes estratégias de blocagem no relacionamento probabilístico de registros. Rev. bras. epidemiol 2002; 5(2): 185-96.,1414. Lucena FFA, Fonseca MGP, Sousa AIA, Coeli CM. O relacionamento de bancos de dados na implementação da vigilância da AIDS. Relacionamento de dados e vigilância da AIDS. Cad. saúde colet 2006; 14(2): 305-12.. After the identification of duplications, a single database was compiled with the merge of the entire history of laboratory tests and medications dispensing under the same record.
After gathering the history of tests and drugs dispensing of the individuals, VL indicators for the years 2007, 2009, and 2011 were calculated. The first indicator was CVL, which is the sum of the VL of all individuals in the period and year of collection of biological material for the examination, according to Equation 1:
Community Viral Load (CVL) in year
Where:
n is the number of subjects.
The second indicator was the mean CVL (CVLM), which is the sum of the VL of all individuals by year of collection of biological material for the examination, divided by the total number of individuals being monitored in the same year, according to Equation 2:
Mean Community Viral Load (CVLM) in year
Where:
n is the number of individuals.
Spatial analysis was performed with CVCM, including the strata of undergoing treatment or not, searching for the identification of density patterns by means of Kernel interpolation and smoothing, with adaptive radius of influence1515. Câmara G, Carvalho MS. Análise espacial de Eventos. In: Druck S, Carvalho MS, Câmara G, Monteiro AMV, editores. Análise espacial de dados geográficos. Brasília: Embrapa; 2004.,1616. Bailey TC, Gatrell AC. Interactive Spatial Data Analysis. Harlow: Longman; 1995.. This method enables estimating the concentration of events in space, indicating clusters in a spatial distribution so that the events are weighted according to proximity to other events, in which the closest "neighbors" receive higher weights1515. Câmara G, Carvalho MS. Análise espacial de Eventos. In: Druck S, Carvalho MS, Câmara G, Monteiro AMV, editores. Análise espacial de dados geográficos. Brasília: Embrapa; 2004.,1717. Barcellos C, Barbosa KC, Pina MF, Magalhães MMAF, Paola JCMD, Santos SM. Inter-relacionamento de dados ambientais e de saúde: análise de risco à saúde aplicada ao abastecimento de água no Rio de Janeiro utilizando Sistema de Informações Geográficas. Cad Saúde Pública 1998; 14(3): 597-605..
For the areas density classification, the gradient between lowest and highest density was used. Light green was adopted for areas with the lowest density, and red was adopted for those with higher density. Smoothing function with adaptive radius was carried out by the quartic kernel.
IBM(r) SPSS(r) version 18.0 was used for the descriptive analysis, whereas TerraView(r) software version 4.2.2 was applied for the analysis of spatial data. Linkage of the databases was carried out by the RecLink(r) version 3.0.
This study was approved by the Ethics Committee of the School of Health Sciences of the Universidade de Brasília (CEP/FS-UNB) and the by Department of STD, AIDS and Viral hepatitis (DDAHV) of the Secretariat of Health Surveillance, Ministry of Health, under opinion No 379.170 of August 30, 2013.
RESULTS
The study included 300,596 subjects aged 13 years and over, whose CVL showed progressive reduction in the period of 2007 - 2011, concomitant with the reduction of CVLM of over 32% in the same period. Table 1 shows the values for CVL and CVLM stratified by individuals treated with HAART.
Table 2 presented the evolution of the CVL and CVLM stratified by variables on the individual characteristics in the studied period. There was a reduction in CVLM in all regions of Brazil comparing 2007 - 2011, which ranged from 21.3% (the lowest reduction in the Northeast region) to 37.3% (the largest reduction in the Southeast). The smallest CVLM was observed in 2011 in the Southeast (13,187 copies/mL). North and Northeast regions had CVLM 1.7 and 1.5 times higher, respectively, when comparing with the average in Southeast, whereas the South and Midwest showed CVLM 1.2 and 1.3 times higher than the Southeast, respectively. In relation to gender, there was a reduction of 32% in CVLM for both the genders, although the CVLM among men have shown persistently lower decrease when compared to women, being approximately 1.2 times higher in 2007 and 2011.
In the analysis of CVLM by age, a decrease in mean CVL was observed in all groups. Despite the decrease, the intensity of CVLM was different among age groups, and the highest average was observed in the range equivalent to 20 - 34 years of age in all studied years (Table 2). Older age groups (34 years old and over) had CVLM systematically lower when compared to those individuals aged 20 - 34 years. With regard to the ethnicity/color of skin, there was also a persistent reduction in CVLM for all groups in the period analyzed (Table 2).
The spatial analysis of the distribution of CVLM density showed changes in the circulating virus concentration in the country in the period analyzed. In 2007, the highest average concentration (Figure 1A) occurred on the route between Natal and João Pessoa, São Paulo and countryside area, and region of Porto Alegre. Moderate concentration (green color) stood out in coastal cities such as São Luís, in Maranhão State, in the south of Brazil, showing its predominance in municipalities of the São Paulo, Paraná, and Santa Catarina States, and in the inner cities of Bahia and Minas Gerais (Figure 1B). In the year 2011, a reduction of concentration in several areas was observed when compared to the beginning of the period analyzed (Figure 1C).
Surface density of mean community viral load (CVLM) of individuals with AIDS aged 13 years and over, monitored by surveillance systems in Brazil, Kernel method (assigning 50 copies/mL for individuals with undetectable viral load). Brazil, (A) 2007, (B) 2009, and (C) 2011.
When the analysis of CVLM among individuals who were or were not undergoing treatment was performed, there was greater VL magnitude among those not treated (Figure 2A and B). Spatially, high concentrations of circulating viruses among untreated individuals in Northeastern areas were found, and less intensity was identified in the Mid-South of the country.
Surface density of mean community viral load (CVLM) of individuals aged 13 years and over, monitored by Unified Health System, according to the treatment status: (A) undergoing treatment or (B) not undergoing treatment, Kernel method (assigning 50 copies/mL for individuals with undetectable viral load). Brazil, 2007, 2009, and 2011.
DISCUSSION
The results show that the spatial distribution of CVL in Brazil progressively decreased over time. However, it is spatially concentrated, evidencing permanently areas of greatest risk of HIV transmission. CVL was consistently lower with the use of HAART, being 70% lower when compared to the stratum of those who did not use the therapy.
The increased incidence of HIV has been strongly associated with the level of circulating virus concentration77. Das M, Chu PL, Santos GM, Scheer S, Vittinghoff E, McFarland W, et al. Decreases in community viral load are accompanied by reductions in new HIV infections in San Francisco. PloS One 2010; 5(6): e11068.. High levels of VL is significantly associated with new cases of HIV, and the reduction of CVL would tend to reduce new infections77. Das M, Chu PL, Santos GM, Scheer S, Vittinghoff E, McFarland W, et al. Decreases in community viral load are accompanied by reductions in new HIV infections in San Francisco. PloS One 2010; 5(6): e11068.. A cohort study in HIV-positive adults showed that individuals in treatment had a reduction in the transmission rate of approximately 92% compared with those who were not in treatment99. Donnell D, Baeten JM, Kiarie J, Thomas KK, Stevens W, Cohen CR, et al. Heterosexual HIV-1 transmission after initiation of antiretroviral therapy: a prospective cohort analysis. Lancet 2010; 375(9731): 2092-8.. With regard to the concentration of VL, the study showed that the transmission ratio was zero when subjects had undetectable VL levels or presented less than 1,500 copies/mL88. Quinn TC, Wawer MJ, Sewankambo N, Serwadda D, Li C, Wabwire-Mangen F, et al. Viral load and heterosexual transmission of human immunodeficiency virus type 1. Rakai Project Study Group. N Engl J Med 2000; 342(13): 921-9..
Geographical differences observed between the periods analyzed showed that the CVLM among individuals who were not in treatment was consistently higher when compared to those who were in treatment, being 3.9 times higher in 2011. This analysis reinforces the evidence that ARV treatment administered to HIV-infected individuals, which aims at achieving and maintaining viral suppression in undetectable levels, would tend to prevent HIV transmission1818. Attia S, Egger M, Müller M, Zwahlen M, Low N. Sexual transmission of HIV according to viral load and antiretroviral therapy: systematic review and meta-analysis. AIDS. 2009; 23(11): 1397-404.,1919. Cohen MS, Chen YQ, McCauley M, Gamble T, Hosseinipour MC, Kumarasamy N, et al. Prevention of HIV-1 infection with early antiretroviral therapy. N Engl J Med 2011; 365(6): 493-505.. The association between growth in the use of the therapy, decreased CVL, and decrease in new HIV cases was observed in a study conducted in Canada2020. Montaner JSG, Lima VD, Barrios R, Yip B, Wood E, Kerr T, et al. Expanded HAART Coverage is Associated with Decreased Population-level HIV-1-RNA and Annual New HIV Diagnoses in British Columbia, Canada. Lancet 2010; 376(9740): 532-9..
Analysis by regions showed reduction in CVLM in all major regions of Brazil, evidencing a gradual reduction of this risk over time in Brazil, as a result of ARV therapy. However, Southeast and South regions presented permanently CVL with higher levels of viral concentration, showing they are more exposed to the risk of HIV transmission.
Gender differences were also observed even with a 32% reduction in CVLM for both the genders. CVLM among men was consistently higher when compared to women, being 1.2 times higher in the analyzed years (2007, 2009, and 2011). To consider studying the CVL in subpopulations for HIV infection in Brazil such as men who have sex with men (MSM), which indicates differentiated magnitude of risk2121. Barbosa-Júnior A, Szwarcwald CL, Pascom ARP, Souza-Júnior PB. Tendências da epidemia de AIDS entre subgrupos sob maior risco no Brasil, 1980-2004. Cad Saúde Pública 2009; 25(4): 727-37. and identifies areas with high levels of VL concentration, would possibly support the decision-making process for better planning of prevention actions and control of epidemic, with specific interventions in space because of the identification of the population subgroups which are more exposed to risks.
A study conducted by Krentz in Brazil with HIV-positive individuals showed that newly diagnosed HIV patients presented a higher VL concentration compared with those undergoing treatment. The newly diagnosed patients (6.6% of cases) contributed with 37.5% to the CVL, while those who were undergoing treatment (79.0% of cases) contributed with 29.5% to the CVL1010. Krentz HB, Gill MJ. The effect of churn on "community viral load" in a well-defined regional population. J Acquir Immune Defic Syndr 2013; 64(2): 190-6.. Additionally, Krentz highlighted that the loss of follow-up of HIV-positive individuals may not decrease the CVL, thus not reducing new cases of HIV in the population with increased coverage of HAART. High mobility in and out of specialized centers that monitors the individuals with HIV may disrupt the care provided to patients2222. Gill MJ, Krentz HB. Epidemiologia desvalorizado: o efeito churn em um programa regional de cuidados do VIH. Int J DST AIDS 2009; 20(8): 540-4..
Early diagnosis of HIV infection has important clinical and public health implications. Early initiation of HAART may be considered to reduce the progression of serious opportunistic diseases. In this context, global initiatives, including Brazil2323. Ministério da Saúde. Secretaria de Vigilância em Saúde. Departamento de DST, Aids e Hepatites Virais. Protocolo Clínico e Diretrizes Terapêuticas - PCDT. [Internet]. Disponível em: http://www.aids.gov.br/pcdt (Acessado em 28 de abril de 2013).
http://www.aids.gov.br/pcdt... , have been implemented as a strategy to break the transmission of HIV, although this strategy remains controversial because it involves ethical challenges, mainly by differences in public health systems worldwide and because of the vulnerability affecting people living with HIV2424. Socías ME, Sued O, Laufer N, Lázaro ME, Mingrone H, Pryluka D, et al. Acute retroviral syndrome and high baseline viral load are predictors of rapid HIV progression among untreated Argentinean seroconverters. J Int AIDS Soc 2011;14: 40.,2525. Sugarman J. Bioethical challenges with HIV treatment as prevention. Clin Infect Dis 2014; 59 (suppl 1): S32-4..
In Brazil, incidence rate for AIDS is the indicator used to establish the degree of risk of occurrence of HIV transmission2626. Szwarcwald CL, Souza-Jr PRB. P3.202 Estimation of HIV Incidence in Brazil, 2004-2011. Sex Transm Infect 2013; 89: A211.. To consider indicators that constituted the VL can additionally contribute to identifying areas that are at higher risks (hot areas)2727. Souza-Santos R, Carvalho MS. Análise da distribuição espacial de larvas de Aedes aegypti na Ilha do Governador, Rio de Janeiro, Brasil. Cad Saúde Pública 2000; 16(1): 31-42.. This identification may support targeting surveillance and health care actions.
The main limitation of this study is related to the patients diagnosed with HIV. This is due to the nonintegration of monitoring information held in the public system (SUS) with the monitoring of HIV cases carried out by the private system. This may lead to the underestimation of risks. In 2014, MS added HIV/AIDS disease to the compulsory notification list, which will allow assessing risk more accurately in the near future.
Another limitation of the study is monitoring of disease dynamics and individual behaviors over time at the municipal level, which requires careful consideration as the monitoring of the individuals can be performed in cities that are different from their residences. Analyzes that consider the relationship between the occurrence of events in the neighboring municipality can better explain the dynamics of the disease. Some authors suggest that the distance between the cities may be a factor that explains the increase in the cases of AIDS2828. Zulu LC, Kalipeni E, Johannes E. Analyzing spatial clustering and the spatiotemporal nature and trends of HIV/AIDS prevalence using GIS: the case of Malawi, 1994-2010. BMC Infect Dis 2014; 14: 285.. It is worth mentioning that Kernel analysis is subjective as there is no standard set of parameters to classify the risk, consequently depending on previous knowledge of the subject studied2727. Souza-Santos R, Carvalho MS. Análise da distribuição espacial de larvas de Aedes aegypti na Ilha do Governador, Rio de Janeiro, Brasil. Cad Saúde Pública 2000; 16(1): 31-42..
The intensification of HAART as a key component for combined prevention strategies2929. Dieffenbach CW. Preventing HIV transmission through antiretroviral treatment-mediated virologic suppression: aspects of an emerging scientific agenda. Curr Opin HIV AIDS 2012; 7(2): 106-10. for HIV transmission break in Brazil now has an important relevance, considering that the country provides, complimentarily and universally, medications to treat HIV/AIDS. The challenge includes the incorporation of a medical monitoring system, integrating laboratory and pharmaceutical components to health care3030. Laurent C, Kouanfack C, Laborde-Balen G, Aghokeng AF, Mbougua JB, Boyer S, et al. Monitoring of HIV viral loads, CD4 cell counts, and clinical assessments versus clinical monitoring alone for antiretroviral therapy in rural district hospitals in Cameroon (Stratall ANRS 12110/ESTHER): a randomised non-inferiority trial. Lancet Infect Dis 2011; 11(11): 825-33., and the increase of the population who know their HIV status.
CONCLUSION
The results of this study highlight the importance in identifying areas under higher risk (hot areas) in the country, estimating the relationship of distribution of CVL density with HIV transmission in space, encompassing the institutionalization of monitoring3131. Santos EM, Oliveira EA, Cruz MM, Goncalves AL, Macedo AD, Cunha CLF. Institutionalization of Monitoring as a Reflexive Managerial Practice. The EES Newsletter Evaluation Connections. [Internet]. Disponível em: http://europeanevaluation.org/sites/default/files/ees_newsletter/ees-newsletter-2013-06-june.pdf (Acessado em 07 de maio de 2014).
http://europeanevaluation.org/sites/defa... of epidemiological information to support decision-making, aiming at the planning of actions for preventing and controlling the epidemic, with specific interventions in space due the higher risks.
ACKNOWLEDGMENTS
The authors thank the Post-Graduate Program in Tropical Medicine of the School of Medicine, Universidade de Brasília , for the support and promotion of research; and the Department of STD, AIDS and Viral Hepatitis of the Secretariat of Health Surveillance, Ministry of Health, for providing access to the information on the Laboratory Tests Control System (SISCEL) and Drug Logistics Management System (SICLOM).
References
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- 2Killian MS, Levy JA. HIV/AIDS: 30 years of progress and future challenges. Eur J Immunol 2011; 41(12): 3401-11.
- 3Fleming PL, Wortley PM, Karon JM, DeCock KM, Janssen RS. Tracking the HIV epidemic: current issues, future challenges. Am J Public Health 2000; 90(7): 1037-41.
- 4Smith MK, Powers KA, Muessig KE, Miller WC, Cohen MS. HIV treatment as prevention: the utility and limitations of ecological observation. PLoS Med 2012; 9(7): e1001260.
- 5Ministério da Saúde. Secretaria de Vigilância em Saúde. Programa Nacional de DST e Aids. Critérios de definição de casos de AIDS em adultos e crianças. Brasília: Ministério da Saúde; 2004.
- 6Ministério da Saúde. Secretaria de Vigilância em Saúde. Departamento de DST, Aids e Hepatites Virais. [Internet]. Disponível em: http://www.aids.gov.br/pagina/acompanhamento-medico (Acessado em 23 de dezembro de 2014).
» http://www.aids.gov.br/pagina/acompanhamento-medico - 7Das M, Chu PL, Santos GM, Scheer S, Vittinghoff E, McFarland W, et al. Decreases in community viral load are accompanied by reductions in new HIV infections in San Francisco. PloS One 2010; 5(6): e11068.
- 8Quinn TC, Wawer MJ, Sewankambo N, Serwadda D, Li C, Wabwire-Mangen F, et al. Viral load and heterosexual transmission of human immunodeficiency virus type 1. Rakai Project Study Group. N Engl J Med 2000; 342(13): 921-9.
- 9Donnell D, Baeten JM, Kiarie J, Thomas KK, Stevens W, Cohen CR, et al. Heterosexual HIV-1 transmission after initiation of antiretroviral therapy: a prospective cohort analysis. Lancet 2010; 375(9731): 2092-8.
- 10Krentz HB, Gill MJ. The effect of churn on "community viral load" in a well-defined regional population. J Acquir Immune Defic Syndr 2013; 64(2): 190-6.
- 11Castel AD, Befus M, Willis S, Griffin A, West T, Hader S, et al. Use of the community viral load as a population-based biomarker of HIV burden. AIDS 2012; 26(3): 345-53.
- 12Camargo-JR KR, Coeli CM. RecLink III. Guia do Usuário. Rio de Janeiro; 2007.
- 13Camargo-JR KR, Coeli CM. Avaliação de diferentes estratégias de blocagem no relacionamento probabilístico de registros. Rev. bras. epidemiol 2002; 5(2): 185-96.
- 14Lucena FFA, Fonseca MGP, Sousa AIA, Coeli CM. O relacionamento de bancos de dados na implementação da vigilância da AIDS. Relacionamento de dados e vigilância da AIDS. Cad. saúde colet 2006; 14(2): 305-12.
- 15Câmara G, Carvalho MS. Análise espacial de Eventos. In: Druck S, Carvalho MS, Câmara G, Monteiro AMV, editores. Análise espacial de dados geográficos. Brasília: Embrapa; 2004.
- 16Bailey TC, Gatrell AC. Interactive Spatial Data Analysis. Harlow: Longman; 1995.
- 17Barcellos C, Barbosa KC, Pina MF, Magalhães MMAF, Paola JCMD, Santos SM. Inter-relacionamento de dados ambientais e de saúde: análise de risco à saúde aplicada ao abastecimento de água no Rio de Janeiro utilizando Sistema de Informações Geográficas. Cad Saúde Pública 1998; 14(3): 597-605.
- 18Attia S, Egger M, Müller M, Zwahlen M, Low N. Sexual transmission of HIV according to viral load and antiretroviral therapy: systematic review and meta-analysis. AIDS. 2009; 23(11): 1397-404.
- 19Cohen MS, Chen YQ, McCauley M, Gamble T, Hosseinipour MC, Kumarasamy N, et al. Prevention of HIV-1 infection with early antiretroviral therapy. N Engl J Med 2011; 365(6): 493-505.
- 20Montaner JSG, Lima VD, Barrios R, Yip B, Wood E, Kerr T, et al. Expanded HAART Coverage is Associated with Decreased Population-level HIV-1-RNA and Annual New HIV Diagnoses in British Columbia, Canada. Lancet 2010; 376(9740): 532-9.
- 21Barbosa-Júnior A, Szwarcwald CL, Pascom ARP, Souza-Júnior PB. Tendências da epidemia de AIDS entre subgrupos sob maior risco no Brasil, 1980-2004. Cad Saúde Pública 2009; 25(4): 727-37.
- 22Gill MJ, Krentz HB. Epidemiologia desvalorizado: o efeito churn em um programa regional de cuidados do VIH. Int J DST AIDS 2009; 20(8): 540-4.
- 23Ministério da Saúde. Secretaria de Vigilância em Saúde. Departamento de DST, Aids e Hepatites Virais. Protocolo Clínico e Diretrizes Terapêuticas - PCDT. [Internet]. Disponível em: http://www.aids.gov.br/pcdt (Acessado em 28 de abril de 2013).
» http://www.aids.gov.br/pcdt - 24Socías ME, Sued O, Laufer N, Lázaro ME, Mingrone H, Pryluka D, et al. Acute retroviral syndrome and high baseline viral load are predictors of rapid HIV progression among untreated Argentinean seroconverters. J Int AIDS Soc 2011;14: 40.
- 25Sugarman J. Bioethical challenges with HIV treatment as prevention. Clin Infect Dis 2014; 59 (suppl 1): S32-4.
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» http://europeanevaluation.org/sites/default/files/ees_newsletter/ees-newsletter-2013-06-june.pdf
- Financial support: Scholarship granted by the Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES), code 53001010015P0
Publication Dates
- Publication in this collection
Jul-Sep 2016
History
- Received
25 June 2015 - Accepted
03 Feb 2016