Estimating incidence of HIV infection in childbearing age African women using serial prevalence data from antenatal clinics

Ades and Medley provided the first flexible method for estimating age‐ and time‐specific HIV incidence using HIV prevalence data collected among pregnant women and adjusting for the effect of differential selection between infected and uninfected women. This paper extends the approach proposed by these authors. We used a parametric model that allows the relative inclusion rate to depend on both age, calendar time, and duration of HIV infection. We developed a two dimensional penalized log‐likelihood approach for estimating time‐ and age‐specific incidence using a binomial likelihood function and a quadratic roughness penalty which allows smoothing over both age and time. Identifiability of the model parameters and effect of sample size are studied through simulations. The method is illustrated using prenatal HIV testing data recorded from 1995 to 2002 in Abidjan, Côte d'Ivoire, to estimate the HIV annual incidence rate among women aged 12–40 year old, from the beginning of the epidemic to 2002. We show that estimated incidence rates are highly dependent on hypotheses made to model the relative inclusion rate. Despite this dependency, the application of the method leads to new and accurate findings on HIV incidence qualitative features in Abidjan. We highlight the relevance of such a method in monitoring the dynamics of HIV epidemic in Africa which is essential for planning vaccine trials and future treatment needs, and for assessment of prevention policy. Copyright © 2006 John Wiley & Sons, Ltd.

[1]  F. Dabis,et al.  Decrease of human immunodeficiency virus prevalence in antenatal clinics in Abidjan, Côte d'Ivoire, 1995–2002 , 2006, International journal of STD & AIDS.

[2]  S. Gregson,et al.  The population impact of HIV on fertility in sub-Saharan Africa , 2004, AIDS.

[3]  L. Shafer,et al.  HIV-1 disease progression and fertility: the incidence of recognized pregnancy and pregnancy outcome in Uganda , 2004, AIDS.

[4]  F. Dabis,et al.  Acceptability and uptake of a package to prevent mother-to-child transmission using rapid HIV testing in Abidjan, Côte d'Ivoire , 2004, AIDS.

[5]  A. Kamali,et al.  HIV‐1 epidemic trends in rural south‐west Uganda over a 10‐year period , 2002, Tropical medicine & international health : TM & IH.

[6]  A. Kamali,et al.  Declining HIV-1 incidence and associated prevalence over 10 years in a rural population in south-west Uganda: a cohort study , 2002, The Lancet.

[7]  H. Sheppard,et al.  High incidence of HIV-1 in South Africa using a standardized algorithm for recent HIV seroconversion. , 2002 .

[8]  Alan E. Greenberg,et al.  Increase in condom use and decline in HIV and sexually transmitted diseases among female sex workers in Abidjan, Côte d'Ivoire, 1991–1998 , 2002, AIDS.

[9]  Orc Macro,et al.  Côte d'Ivoire Enquête Démographique et de Santé 1998-1999 , 2001 .

[10]  S. Karim,et al.  Estimating HIV incidence rates from age prevalence data in epidemic situations , 2001, Statistics in medicine.

[11]  R. Kohn,et al.  Differences in the temporal trends of HIV seroincidence and seroprevalence among sexually transmitted disease clinic patients, 1989-1998: application of the serologic testing algorithm for recent HIV seroconversion. , 2001, American journal of epidemiology.

[12]  Hiv Survival,et al.  Time from HIV-1 seroconversion to AIDS and death before widespread use of highly-active antiretroviral therapy: a collaborative re-analysis , 2000, The Lancet.

[13]  J. Whitworth,et al.  Reduced fertility associated with HIV: the contribution of pre-existing subfertility. , 1999, AIDS.

[14]  C. Struchiner,et al.  A non-parametric method for the reconstruction of age- and time-dependent incidence from the prevalence data of irreversible diseases with differential mortality. , 1999, Theoretical population biology.

[15]  R. Salamon,et al.  6-month efficacy, tolerance, and acceptability of a short regimen of oral zidovudine to reduce vertical transmission of HIV in breastfed children in Côte d'Ivoire and Burkina Faso: a double-blind placebo-controlled multicentre trial , 1999, The Lancet.

[16]  J. Karon,et al.  Short-course oral zidovudine for prevention of mother-to-child transmission of HIV-1 in Abidjan, Côte d'Ivoire: a randomised trial , 1999, The Lancet.

[17]  G A Satten,et al.  New testing strategy to detect early HIV-1 infection for use in incidence estimates and for clinical and prevention purposes. , 1998, JAMA.

[18]  I. Marschner,et al.  Flexible assessment of trends in age-specific HIV incidence using two-dimensional penalized likelihood. , 1998, Statistics in medicine.

[19]  I. Marschner,et al.  A method for assessing age-time disease incidence using serial prevalence data. , 1997, Biometrics.

[20]  F. vanPoppel,et al.  The effects of water supply on infant and childhood mortality: a review of historical evidence. , 1997 .

[21]  M. Wawer,et al.  Trends in HIV‐1 prevalence may not reflect trends in incidence in mature epidemics: data from the Rakai population‐based cohort, Uganda , 1997, AIDS.

[22]  C. Donnelly,et al.  Demographic approaches to the estimation of incidence of HIV-1 infection among adults from age-specific prevalence data in stable endemic conditions. , 1996, AIDS.

[23]  G. Medley,et al.  Estimates of disease incidence in women based on antenatal or neonatal seroprevalence data: HIV in New York City. , 1994, Statistics in medicine.

[24]  R. Salamon,et al.  Seroincidence of HIV‐1 infection in African women of reproductive age: a prospective cohort study in Kigali, Rwanda, 1988–1992 , 1994, AIDS.

[25]  J. Karon,et al.  High HIV‐1 incidence in young women masked by stable overall seroprevalence among childbearing women in Kinshasa, Zaïre: estimating incidence from serial seroprevalence data , 1994, AIDS.

[26]  Graham F. Medley,et al.  The treatment‐free incubation period of AIDS in a cohort of homosexual men , 1993, AIDS.

[27]  A. Collier,et al.  Fertility parameters in men infected with human immunodeficiency virus. , 1991, The Journal of infectious diseases.

[28]  Niels Keiding,et al.  Age‐Specific Incidence and Prevalence: A Statistical Perspective , 1991 .

[29]  P. Green Penalized Likelihood for General Semi-Parametric Regression Models. , 1987 .

[30]  M. C. Leske,et al.  Estimating incidence from age-specific prevalence for irreversible diseases with differential mortality. , 1986, Statistics in medicine.

[31]  W. Cleveland Robust Locally Weighted Regression and Smoothing Scatterplots , 1979 .

[32]  D. Marquardt An Algorithm for Least-Squares Estimation of Nonlinear Parameters , 1963 .

[33]  Y. Pawitan In all likelihood , 2001 .

[34]  D. Kerouédan Sida : douze ans d'épidémie en Côte d'Ivoire, Afrique de l'Ouest : analyse critique des stratégies internationales sur la période 1987-1998, bilan et perspectives , 1998 .

[35]  J. Ntozi Widowhood, remarriage and migration during the HIV/AIDS epidemic in Uganda. , 1997, Health transition review : the cultural, social, and behavioural determinants of health.

[36]  A. Kamali,et al.  Estimates of the impact of HIV infection on fertility in a rural Ugandan population cohort. , 1997 .

[37]  A. Georges,et al.  Decreased number of spermatozoa in HIV-1-infected individuals. , 1992, AIDS.