Dataset Information

Using factor analyses to estimate the number of female sex workers across Malawi from multiple regional sources.

ABSTRACT:

Purpose

Human immunodeficiency virus (HIV) risks are heterogeneous in nature even in generalized epidemics. However, data are often missing for those at highest risk of HIV, including female sex workers. Statistical models may be used to address data gaps where direct, empiric estimates do not exist.

Methods

We proposed a new size estimation method that combines multiple data sources (the Malawi Biological and Behavioral Surveillance Survey, the Priorities for Local AIDS Control Efforts study, and the Malawi Demographic Household Survey). We used factor analysis to extract information from auxiliary variables and constructed a linear mixed effects model for predicting population size for all districts of Malawi.

Results

On average, the predicted proportion of female sex workers among women of reproductive age across all districts was about 0.58%. The estimated proportions seemed reasonable in comparing with a recent study Priorities for Local AIDS Control Efforts II (PLACE II). Compared with using a single data source, we observed increased precision and better geographic coverage.

Conclusions

We illustrate how size estimates from different data sources may be combined for prediction. Applying this approach to other subpopulations in Malawi and to countries where size estimate data are lacking can ultimately inform national modeling processes and estimate the distribution of risks and priorities for HIV prevention and treatment programs.

SUBMITTER: Niu XM

PROVIDER: S-EPMC7901797 | biostudies-literature | 2021 Mar

REPOSITORIES: biostudies-literature

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Publications

Using factor analyses to estimate the number of female sex workers across Malawi from multiple regional sources.

Niu Xiaoyue Maggie XM Rao Amrita A Chen David D Sheng Ben B Weir Sharon S Umar Eric E Trapence Gift G Jumbe Vincent V Kamba Dunker D Rucinski Katherine K Viswasam Nikita N Baral Stefan S Bao Le L

Annals of epidemiology 20201216

<h4>Purpose</h4>Human immunodeficiency virus (HIV) risks are heterogeneous in nature even in generalized epidemics. However, data are often missing for those at highest risk of HIV, including female sex workers. Statistical models may be used to address data gaps where direct, empiric estimates do not exist.<h4>Methods</h4>We proposed a new size estimation method that combines multiple data sources (the Malawi Biological and Behavioral Surveillance Survey, the Priorities for Local AIDS Control E ...[more]

PMID: 33340655

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Project description:BackgroundFemale sex workers (FSW), men who have sex with men (MSM), and transgender women (TGW) are at high risk of acquiring HIV in many settings, such as Papua New Guinea (PNG). An understanding of the approximate size of these populations can inform resource allocation for HIV services for FSW, MSM, and TGW.ObjectiveAn objective of this multi-site survey was to conduct updated population size estimations (PSE) of FSW and MSM/TGW.MethodsRespondent-driven sampling (RDS) biobehavioral surveys of FSW and MSM/TGW were conducted in 3 major cities-(1) Port Moresby, (2) Lae, and (3) Mount Hagen-between June 2016 and December 2017. Eligibility criteria for FSW included: (1) ≥12 years of age, (2) born female, (3) could speak English or Tok Pisin (PNG Pidgin), and (4) had sold or exchanged sex with a man in the past six months. Eligibility for MSM/TGW included: (1) ≥12 years of age, (2) born male, (3) could speak English, or Tok Pisin, and (4) had engaged in oral or anal sex with another person born male in the past six months. PSE methods included unique object multiplier, service multiplier, and successive sampling-population size estimation (SS-PSE) using imputed visibility. Weighted data analyses were conducted using RDS-Analyst and Microsoft Excel.ResultsSample sizes for FSW and MSM/TGW in Port Moresby, Lae, and Mount Hagen included: (1) 673 and 400, (2) 709 and 352, and (3) 709 and 111 respectively. Keychains were used for the unique object multiplier method and were distributed 1 week before the start of each RDS survey. HIV service testing data were only available in Port Moresby and Mount Hagen and SS-PSE estimates were calculated for all cities. Due to limited service provider data and uncertain prior size estimation knowledge, unique object multiplier weighted estimations were chosen for estimates. In Port Moresby, we estimate that there are 16,053 (95% CI 8232-23,874) FSW and 7487 (95% CI 3975-11,000) MSM/TGW, approximately 9.5% and 3.8% of the female and male populations respectively. In Lae, we estimate that there are 6105 (95% CI 4459-7752) FSW and 4669 (95% CI 3068-6271) MSM/TGW, approximately 14.4% and 10.1% of the female and male populations respectively. In Mount Hagen, we estimate that there are 2646 (95% CI 1655-3638) FSW and 1095 (95% CI 913-1151) MSM/TGW using service multiplier and successive sampling, respectively. This is approximately 17.1% and 6.3% of the female and male populations respectively.ConclusionsAs the HIV epidemic in PNG rapidly evolves among key populations, PSE should be repeated to produce current estimates for timely comparison and future trend analysis.

Project description:BackgroundLittle is known about actions taken by female sex workers (FSWs) after male condom failure during male-female sexual intercourse. The objective of this study was to investigate the actions taken by FSWs after condom failure among FSWs in semi-urban, Blantyre in Malawi.MethodsA cross sectional, qualitative study was conducted among FSWs in Blantyre, Malawi between May and July 2019. Snowballing technique was used to recruit study participants in four purposively selected study sites. Focus group discussions and in-depth interviews were conducted by trained research assistants among 40 FSWs. Data were analyzed using thematic content analysis.ResultsStudy participants reported having taken different actions after condom failure. Out of 18 FSWs who experienced condom failure, 10 reported to have stopped sex immediately and changed the condom and then resumed afterwards. They reported to have douched, urinated, and/or squatted to prevent pregnancy, sexually transmitted infections (STIs) and HIV acquisition. Five study participants reported to have asked for extra pay from the client; 10 FSWs didn't seek medical care. They thought the actions taken were enough for HIV and pregnancy prevention. Out of the 18 FSWs, only 3 stopped sexual intercourse completely and sought medical care which included post-exposure prophylaxis for HIV, STI treatment, and emergency contraceptives. Another 3 reported that they did not stop the sexual intercourse but only squatted and/or douched after sexual intercourse. The remaining 2 FSWs reported not to have stopped sexual intercourse and no any other actions were taken after the condom failure.ConclusionWe report some inadequate behaviors among FSWs after condom failure. Health programs should develop interventions and support the performance of safer sex and actions after condom failure among FSWs to prevent STIs including HIV, and unplanned pregnancies. Interpersonal, structural and policy factors hindering FSWs' access to perform effective interventions need to be addressed.

Project description:Highly Exposed-Seronegatives (HESN) individuals do not contract HIV-1 infection despite long-term exposure; few comprehensive studies examining behavior, mucosal tissue, and peripheral immune parameters in sexually-exposed HESN have been completed. To this end, we assessed rate of condomless vaginal sex, the immune activation status (peripheral blood) and gene expression (ectocervical biopsies) in female cohort of high-risk female sex workers [FSW] (n=50) and non-sex worker women [CG] (n=32) in San Juan, Puerto Rico, USA. Of the 50 FSWs examined only 5 had detectable anti-HIV responses by either HIV gag-specific CD8+ T-Cell responses or mucosal anti-HIV envelope IgG/IgA. FSW had a uniform lower CD38 expression on circulating CD4+ or CD8+ T-Cells (both: p<0.0001:Wilcoxon Rank Sum). Cervical tissue from FSWs had greater levels of CD4+ T-Cell (p=0.040), CD123+ plasmacytoid Dendritic Cells (p=0.013) and CD68+ macrophage infiltrates (p=0.038). Cervical gene expression by RNA microarray indicated that FSW had a gene signature characterized by lower expression of genes associated with leukocyte homing and chemotaxis; partial interferon regulated gene signature; and lower gene expression of genes required for HIV infection such as CD4 and NUP153 indicating a lower mucosal immune activation state and reduced susceptibility to HIV-1 infection within mucosal tissue. Notably, Interferon (IFN)-ε expression was higher in FSW than CG women, as detected by RNA (microarray) and protein (IHC) expression in cervical epithelium. The observed levels of IFNε were associated with the reported frequency of unprotected intercourse. Finally, IFNε was induced by treatment of the ECT1 cell line with seminal fluid, suggesting that semen exposure may contribute to long-term protection. Decreased levels of immune activation and gene expression required for HIV infection along with semen-induced epithelial Interferon ε production within the reproductive tract of FSWs highlight distinct host intrinsic resistance mechanisms that may contribute to long-term HIV seronegative status in spite of high-risk condomless sex.

Project description:BackgroundIn Malawi, female sex workers (FSW) have high HIV incidence and regular testing is suggested. HIV self-testing (HIVST) is a safe and acceptable alternative to standard testing services. This study assessed; whether social harms were more likely to be reported after HIVST distribution to FSW by peer distributors than after facility-based HIV testing and whether FSW regretted HIVST use or experienced associated relationship problems.MethodsPeer HIVST distributors, who were FSW, were recruited in Blantyre district, Malawi between February and July 2017. Among HIVST recipients a prospective cohort was recruited. Interviews were conducted at baseline and at end-line, 3 months later. Participants completed daily sexual activity diaries. End-line data were analysed using logistic regression to assess whether regret or relationship problems were associated with HIVST use. Sexual activity data were analysed using Generalised Estimating Equations to assess whether HIVST use was temporally associated with an increase in social harms.ResultsOf 265 FSW recruited and offered HIVST, 131 completed both interviews. Of these, 31/131(23.7%) reported initial regret after HIVST use, this reduced to 23/131(17.6%) at the 3-month follow-up. Relationship problems were reported by 12/131(9.2%). Regret about HIVST use was less commonly reported in those aged 26-35 years compared to those aged 16-25 years (OR immediate regret-0.40 95% CI 0.16-1.01) (OR current regret-0.22 95% CI 0.07 - 0.71) and was not associated with the HIVST result. There was limited evidence that reports of verbal abuse perpetrated by clients in the week following HIVST use were greater than when there was no testing in the preceding week. There was no evidence for increases in any other social harms. There was some evidence of coercion to test, most commonly initiated by the peer distributor.ConclusionsLittle evidence was found that the peer distribution model was associated with increased levels of social harms, however programmes aimed at reaching FSW need to carefully consider possible unintended consequences of their service delivery approaches, including the potential for peer distributors to coerce individuals to test or disclose their test results and alternative distribution models may need to be considered.

Dataset Information

Using factor analyses to estimate the number of female sex workers across Malawi from multiple regional sources.

Purpose

Methods

Results

Conclusions

Publications

Using factor analyses to estimate the number of female sex workers across Malawi from multiple regional sources.

Similar Datasets

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