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Anguzu R, Abbo C, Dickson-Gomez J, Bobholz M, Kiconco A, Shour AR, Kabanda R, Kalani K, Cassidy LD. Depression symptom severity and behavioral impairment in school-going adolescents in Uganda. BMC Psychiatry 2025; 25:75. [PMID: 39863866 PMCID: PMC11762070 DOI: 10.1186/s12888-025-06486-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/23/2024] [Accepted: 01/08/2025] [Indexed: 01/27/2025] Open
Abstract
BACKGROUND During adolescence, a critical developmental phase, cognitive, psychological, and social states interact with the environment to influence behaviors like decision-making and social interactions. Depressive symptoms are more prevalent in adolescents than in other age groups which may affect socio-emotional and behavioral development including academic achievement. Here, we determined the association between depression symptom severity and behavioral impairment among adolescents enrolled in secondary schools of Eastern and Central Uganda. METHODS This cross-sectional study was conducted among 1,669 adolescents enrolled in secondary schools in Eastern and Central Uganda. Our outcome variable was behavioral impairment defined as self-reported behavior that interferes with an individuals' ability to do schoolwork (school performance) or get along with others (peer interaction) (yes/no). The key independent variable was depression symptom severity assessed using the Child and Adolescent Symptom Inventory-5 (CASI-5), a behavior rating scale for symptoms of DSM-5 emotional and behavioral disorders. Modified Poisson regression models tested the independent association between depressive symptom severity and behavioral impairment. Prevalence Rate Ratios (PRR) and 95% confidence intervals (95%CI) were reported. RESULTS Participants' mean age was 15.3 years (SD = 1.8), 58.5% were female, 86.8% witnessed domestic violence, 47.4% had behavioral impairment, and 2.8% had mild depression symptoms. School-going adolescents with mild depression symptoms had two times higher risk of behavioral impairment when compared to those with no or slight depression symptoms, after controlling for potential confounders. Other factors independently associated with higher risk for behavioral impairment were female sex (Adj. PRR 1.27, 95%CI 1.12, 1.43) compared to males, taking alcohol (Adj. PRR 1.42, 95%CI 1.25, 1.61) compared to not taking alcohol, boarding school enrollees (Adj. PRR 1.62, 95%CI 1.33, 1.98), and day school enrollees (Adj. PRR 1.46, 95%CI 1.21, 1.76) compared to mixed (day and boarding) school enrollees respectively, advanced level enrolment (Adj. PRR 1.25, 95%CI 1.05, 1.48) compared to ordinary level enrolment, and attending urban schools (Adj. PRR 1.27, 95%CI 1.11, 1.45) compared to rural secondary school attendance. CONCLUSIONS Behavioral impairments are widespread among Ugandan secondary students. Mild depression symptoms adversely affect adolescents' academic and social lives, potentially leading to long-term consequences. Where feasible, early detection of depressive symptoms and treatment may mitigate their negative effects on student school performance ability and peer/social interaction. Future research should examine school-level factors influencing academic performance by depression status. Policymakers in education and gender sectors should prioritize mental health programs in secondary schools.
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Affiliation(s)
- Ronald Anguzu
- Division of Epidemiology and Social Sciences, Institute for Health and Equity, Medical College of Wisconsin, 8701 Watertown Plank Road, Milwaukee, WI, 53226, USA
| | - Catherine Abbo
- Department of Psychiatry, School of Medicine, Makerere University College of Health Sciences, Kampala, Uganda.
- Faculty of Health Sciences, Busitema University, Mbale Campus, Mbale City, Uganda.
| | - Julia Dickson-Gomez
- Division of Epidemiology and Social Sciences, Institute for Health and Equity, Medical College of Wisconsin, 8701 Watertown Plank Road, Milwaukee, WI, 53226, USA
| | - Max Bobholz
- Division of Epidemiology and Social Sciences, Institute for Health and Equity, Medical College of Wisconsin, 8701 Watertown Plank Road, Milwaukee, WI, 53226, USA
| | - Arthur Kiconco
- Division of Epidemiology and Social Sciences, Institute for Health and Equity, Medical College of Wisconsin, 8701 Watertown Plank Road, Milwaukee, WI, 53226, USA
| | - Abdul R Shour
- Marshfeld Clinic Research Institute, Marshfield Clinic Health System, 1000 N Oak Ave, Marshfield, WI, 54449, USA
| | - Richard Kabanda
- Uganda Martyrs University, Nkozi, Uganda
- Ministry of Health, Kampala, Uganda
| | | | - Laura D Cassidy
- Division of Epidemiology and Social Sciences, Institute for Health and Equity, Medical College of Wisconsin, 8701 Watertown Plank Road, Milwaukee, WI, 53226, USA
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Farquharson K, Quinn-Savory A, Zulaika G, Mason L, Nungo S, Nyothach E, Unger H, Sivakami M, Spinhoven P, Phillips-Howard PA, van Eijk AM. Interventions aiming to improve menstrual, sexual, reproductive, and mental health among out-of-school girls: a systematic review. Front Public Health 2024; 12:1440930. [PMID: 39703482 PMCID: PMC11656019 DOI: 10.3389/fpubh.2024.1440930] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2024] [Accepted: 10/25/2024] [Indexed: 12/21/2024] Open
Abstract
Purpose Out-of-school adolescent girls (OoSGs) can lack education on menstrual, sexual, reproductive, and mental health (SRMH) and be more vulnerable to SRMH harms. Targeted interventions could reduce these risks. We assessed interventions and their effectiveness among OoSGs globally. Methods Six online databases were searched for interventional studies targeting SRMH problems in OoSGs. Two coders independently abstracted data from each eligible study, following the Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines. We summarized results using forest plots. Results A total of 1,244 studies were screened; eight studies with sufficient information on SRMH outcomes were included (9,084 OoSGs, range 100-3,026 per study, overall study quality low-to-moderate). Six were educational programmes, and two were cash interventions; no study was directed at mental health. Participants were recruited through village census, outreach workers, and work locations. Some improvements were seen in indicators of SRMH knowledge (four studies), attitudes (one study), and risky sexual behaviors (four studies); however, no reduction was seen in human immunodeficiency virus or herpes simplex virus-2 incidence (two studies). Discussion This review suggests that programmes can improve OosG's SRMH knowledge, attitudes, and practices and can be delivered in low resource contexts. Effective interventions are needed to support OoSGs, including interventions focusing on SRMH support incorporating elements of cash-transfer, and comprehensive sexual education, and to aid local policy and programming.
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Affiliation(s)
- Karinn Farquharson
- Department of Clinical Sciences, Liverpool School of Tropical Medicine, Liverpool, United Kingdom
| | - Alexandra Quinn-Savory
- Department of Clinical Sciences, Liverpool School of Tropical Medicine, Liverpool, United Kingdom
| | - Garazi Zulaika
- Department of Clinical Sciences, Liverpool School of Tropical Medicine, Liverpool, United Kingdom
| | - Linda Mason
- Department of Clinical Sciences, Liverpool School of Tropical Medicine, Liverpool, United Kingdom
| | - Susan Nungo
- Department of Clinical Sciences, Liverpool School of Tropical Medicine, Liverpool, United Kingdom
| | - Elizabeth Nyothach
- Center for Global Health Research, Kenya Medical Research Institute, Kisumu, Kenya
| | - Holger Unger
- Department of Clinical Sciences, Liverpool School of Tropical Medicine, Liverpool, United Kingdom
- Global and Tropical Health Division, Menzies School of Health Research, Charles Darwin University, Darwin, NT, Australia
- Department of Obstetrics and Gynaecology, Royal Darwin Hospital, Tiwi, NT, Australia
| | - Muthusamy Sivakami
- School of Population and Global Health, Tata Institute of Social Sciences, Mumbai, India
| | - Philip Spinhoven
- Department of Psychiatry, Leiden University Medical Center, Leiden, Netherlands
| | | | - Anna Maria van Eijk
- Department of Clinical Sciences, Liverpool School of Tropical Medicine, Liverpool, United Kingdom
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Oringtho S, Mwaka AD, Garimoi Orach C, Wabinga H. Awareness of cervical cancer risk factors and preventive approaches, and perceived causes of cervical cancer among secondary school girls: a cross-sectional study in Northern Uganda. Ann Med 2024; 56:2374860. [PMID: 38975806 PMCID: PMC11232641 DOI: 10.1080/07853890.2024.2374860] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/27/2023] [Accepted: 06/18/2024] [Indexed: 07/09/2024] Open
Abstract
BACKGROUND The majority of women in low- and middle-income countries have low awareness of cervical cancer. This study sought to establish awareness of cervical cancer risk factors and preventive approaches, as well as sources of information and perceived causes of cervical cancer among secondary school girls in northern Uganda. METHODS This was a cross-sectional study conducted in rural northern Uganda. We collected data using an investigator administered pre-tested questionnaire. Analysis was done with STATA version 14.0. Multivariate analyses with logistic regressions models were used to determine magnitudes of association between independent and outcome variables. Odds ratios and accompanying 95% confidence intervals are reported. Statistical significance was considered if the two sided p-value <.05. RESULTS Most participants (97%; n = 624) had heard of cervical cancer before this study. The most common source of information about cervical cancer was friends (31.1%; n = 194). More than half of the participants (59%; n = 380) had heard about a vaccine that prevents cervical cancer, but only a third (33%; n = 124) had ever received a dose of the vaccine. The majority of participants (89%; n = 550) reported that cervical cancer could be prevented; however only half (52%; n = 290) knew that vaccination of girls aged 9-13 years could prevent cervical cancer. The majority of participants did not recognize the risk factors for cervical cancer; for example, only 15% (n = 98), 7% (n = 45), and 1.4% (n = 9) recognized early onset of sexual intercourse, infection by the human papillomavirus (HPV), and smoking respectively. On adjusting for age, students' class, and religion, students in schools with school health programs were twice (aOR = 2.24: 95%CI; 1.24-4.06) more likely to know that cervical cancer is preventable. CONCLUSION Secondary school girls need information on cervical cancer risk factors and approaches to prevention so that they may avoid exposures to the risk factors and promptly seek and undertake preventive approaches including HPV vaccinations.
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Affiliation(s)
- Stephen Oringtho
- Department of Community Health, Anaka General Hospital, Nwoya district, Gulu, Uganda
- Department of Public Health, School of Medicine, Uganda Christian University, Mukono, Uganda
| | | | - Christopher Garimoi Orach
- Department of Community Health and Behavioural Sciences, School of Public Health, College of Health Sciences, Makerere University, Kampala, Uganda
| | - Henry Wabinga
- Department of Pathology, School of Biomedical Sciences, College of Health Sciences, Makerere University, Kampala, Uganda
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Nabunya P, Byansi W, Muwanga J, Bahar OS, Namuwonge F, Ssentumbwe V, Ssewamala FM. Family Factors and Gender Norms as Protective Factors Against Sexual Risk-Taking Behaviors Among Adolescent Girls in Southern Uganda. GLOBAL SOCIAL WELFARE : RESEARCH, POLICY & PRACTICE 2024; 11:111-121. [PMID: 38859819 PMCID: PMC11164544 DOI: 10.1007/s40609-022-00237-8] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 08/05/2022] [Indexed: 06/11/2024]
Abstract
Adolescent girls and young women are at a higher risk for HIV infection stemming from barriers to accessing comprehensive sexual health education, unequal cultural, social, and economic statuses, limited access to education and health care services, and gender-based violence. This makes adolescent girls susceptible to high-risk sexual behaviors. This study examines the protective role of family, social support factors and gender norms against sexual risk-taking behaviors among secondary school adolescent girls in Uganda. Baseline data from the National Institute of Mental Health-funded Suubi4Her study were analyzed. A total of 1260 girls aged 14-17 years and enrolled in the first or second year of secondary school were recruited across 47 secondary schools. Hierarchical linear regression models were conducted to determine the role of family, social support factors and gender norms on sexual risk-taking behaviors. Results indicate that traditional gender norms, family care and relationships, and social support were all associated with lower levels of sexual risk-taking intentions-a proxy for engaging in sexual risk behaviors. Findings point to the need to develop family level support interventions to equip adolescent girls with adequate sexual health-related knowledge and skills to facilitate safer sexual practices and reduce high-risk sexual-taking behaviors, as they develop and transition into young adulthood.
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Affiliation(s)
- Proscovia Nabunya
- International Center for Child Health and Development (ICHAD), Washington University in St. Louis, Brown School, 1 Brookings Drive, St. Louis, MO 63130, USA
| | - William Byansi
- Boston College School of Social Work, 140 Commonwealth Avenue, Chestnut Hill, MA 02467, USA
| | - Joelynn Muwanga
- Department of Health and Human Services, New Hampshire, Division of Public Health, Littleton, USA
| | - Ozge Sensoy Bahar
- International Center for Child Health and Development (ICHAD), Washington University in St. Louis, Brown School, 1 Brookings Drive, St. Louis, MO 63130, USA
| | - Flavia Namuwonge
- International Center for Child Health and Development (ICHAD), Washington University in St. Louis, Brown School, 1 Brookings Drive, St. Louis, MO 63130, USA
| | - Vicent Ssentumbwe
- International Center for Child Health and Development (ICHAD), Washington University in St. Louis, Brown School, 1 Brookings Drive, St. Louis, MO 63130, USA
| | - Fred M. Ssewamala
- International Center for Child Health and Development (ICHAD), Washington University in St. Louis, Brown School, 1 Brookings Drive, St. Louis, MO 63130, USA
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Oryokot B, Kazibwe A, Oluka AI, Kagimu D, Bakashaba B, Ssentongo S, Mafabi T, Odoi C, Kawuba A, Miya Y, Etukoit BM, Mugisha K, Namusoke-Magongo E. "Swallowing these drugs every day, you get tired": a mixed-methods study to identify Barriers and facilitators to retention and HIV Viral Load suppression among the Adolescents living with HIV in TASO Mbale and TASO Soroti centers of excellence. RESEARCH SQUARE 2024:rs.3.rs-3863602. [PMID: 38313290 PMCID: PMC10836109 DOI: 10.21203/rs.3.rs-3863602/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/06/2024]
Abstract
Background Adolescents aged 10-19, living with HIV (ALHIV) lag behind in attaining optimal viral load suppression (VLS) rates and retention in care, an important impediment to reaching epidemic control. This study aimed to identify barriers and facilitators to both VLS and retention among in the sub-population who seek care from TASO Mbale and TASO Soroti centers of excellence, to facilitate adaptation of the operation triple zero in the setting. Methods We used a mixed methods approach, extracting secondary data on ALHIV who were active in care during April-June 2022 quarter to determine one year retention in care. Analysis was done in STATA Corp, 15.0. We used logistic regression to determine associated factors and adjusted odds ratio (aOR) to report level of predictability, using 95% confidence interval (CI) and P<0.05 for statistical significance. For qualitative component, purposive sampling of 59 respondents was done. Focused group discussions, key informant interviews, and in-depth interviews were used to collect data. Thematic content analysis was done using Atlas ti. Results There were 533 ALHIV, with 12-month retention rate of 95.9% and VLS rate of 74.9%. Predictors for good VLS included good adherence [aOR:95%CI 0.066(0.0115, 0.38) P=0.02], being on first line treatment [aOR:95%CI 0.242 (0.0873,0.6724) P=0.006]. For retention, they include being a school going [aOR:95%CI 0.148(0.024,0.9218) P=0.041], multi month dispensing aOR:95%CI 32.6287(5.1446,206.9404) P<0.001, OVC enrolment aOR:95%CI 0.2625(0.083, 0.83) P=0.023]. Meanwhile key barriers included: individual ones such as internal stigma, lack of transport and treatment/drug fatigue; facility-level such as prolonged waiting time and lack of social activities; community level include stigma and discrimination, inadequate social support and food shortage. In terms of facilitators, individual level ones include good adherence and knowledge of one's HIV status; facility-level such as provision of adolescent friendly services and community-level such as social support and decent nutrition. Conclusions VLS rate was sub-optimal mainly due to poor adherence. HIV programs could utilize the barriers and facilitators identified to improve VLS. Conversely, retention rate at one year was good, likely due to provision of adolescent friendly health services. ALHIV and their caregivers need to be empowered to sustain retention and improve VLS. Contributions to science By accentuating the barriers and facilitators to retention and VLS among the ALHIV, we ensure HIV programs continue to prioritize effective interventions and discard others as the epidemic evolves. To this, our findings strategically validate the effectiveness of provision of adolescent friendly services and client-centered care in attaining good retention rate.Secondly, being a mixed-methods study, complementarily adds value to the existing body of knowledge on barriers and facilitators while reminding programmers that VLS remains sub-optimal and more efforts are necessary.Finally, different stakeholders could use our findings to advocate for more resources to address some of the barriers such as food shortage, empowerment of ALHIV and caregivers and strengthening skilling programs for ALHIV, especially the out-of-school.
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Ooms GI, van Oirschot J, Okemo D, Reed T, van den Ham HA, Mantel-Teeuwisse AK. Healthcare workers' perspectives on access to sexual and reproductive health services in the public, private and private not-for-profit sectors: insights from Kenya, Tanzania, Uganda and Zambia. BMC Health Serv Res 2022; 22:873. [PMID: 35794551 PMCID: PMC9261038 DOI: 10.1186/s12913-022-08249-y] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2021] [Accepted: 06/16/2022] [Indexed: 11/18/2022] Open
Abstract
Background Access to sexual and reproductive health services remains a challenge for many in Kenya, Tanzania, Uganda and Zambia. Health service delivery in the four countries is decentralised and provided by the public, private and private not-for-profit sectors. When accessing sexual and reproductive health services, clients encounter numerous challenges, which might differ per sector. Healthcare workers have first-hand insight into what impediments to access exist at their health facility. The aim of this study was to identify differences and commonalities in barriers to access to sexual and reproductive health services across the public, private and private not-for-profit sectors. Methods A cross-sectional survey was conducted among healthcare workers working in health facilities offering sexual and reproductive health services in Kenya (n = 212), Tanzania (n = 371), Uganda (n = 145) and Zambia (n = 243). Data were collected in July 2019. Descriptive statistics were used to describe the data, while binary logistic regression analyses were used to test for significant differences in access barriers and recommendations between sectors. Results According to healthcare workers, the most common barrier to accessing sexual and reproductive health services was poor patient knowledge (37.1%). Following, issues with supply of commodities (42.5%) and frequent stockouts (36.0%) were most often raised in the public sector; in the other sectors these were also raised as an issue. Patient costs were a more significant barrier in the private (33.3%) and private not-for-profit sectors (21.1%) compared to the public sector (4.6%), and religious beliefs were a significant barrier in the private not-for-profit sector compared to the public sector (odds ratio = 2.46, 95% confidence interval = 1.69–3.56). In all sectors delays in the delivery of supplies (37.4-63.9%) was given as main stockout cause. Healthcare workers further believed that it was common that clients were reluctant to access sexual and reproductive health services, due to fear of stigmatisation, their lack of knowledge, myths/superstitions, religious beliefs, and fear of side effects. Healthcare workers recommended client education to tackle this. Conclusions Demand and supply side barriers were manifold across the public, private and private not-for-profit sectors, with some sector-specific, but mostly cross-cutting barriers. To improve access to sexual and reproductive health services, a multi-pronged approach is needed, targeting client knowledge, the weak supply chain system, high costs in the private and private not-for-profit sectors, and religious beliefs. Supplementary Information The online version contains supplementary material available at 10.1186/s12913-022-08249-y.
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Affiliation(s)
- Gaby I Ooms
- Health Action International, Overtoom 60-2, 1054 HK, Amsterdam, The Netherlands. .,Utrecht WHO Collaborating Centre for Pharmaceutical Policy and Regulation, Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences (UIPS), Utrecht University, Utrecht, The Netherlands.
| | | | | | - Tim Reed
- Health Action International, Overtoom 60-2, 1054 HK, Amsterdam, The Netherlands
| | - Hendrika A van den Ham
- Utrecht WHO Collaborating Centre for Pharmaceutical Policy and Regulation, Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences (UIPS), Utrecht University, Utrecht, The Netherlands
| | - Aukje K Mantel-Teeuwisse
- Utrecht WHO Collaborating Centre for Pharmaceutical Policy and Regulation, Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences (UIPS), Utrecht University, Utrecht, The Netherlands
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Musekiwa A, Silinda P, Bamogo A, Twabi HS, Mohammed M, Batidzirai JM, Matsena Zingoni Z, Singini GC, Moyo M, Mchunu NN, Ekwomadu TI, Nevhungoni P, Maposa I. Prevalence and factors associated with self-reported HIV testing among adolescent girls and young women in Rwanda: evidence from 2019/20 Rwanda Demographic and Health Survey. BMC Public Health 2022; 22:1281. [PMID: 35778711 PMCID: PMC9250268 DOI: 10.1186/s12889-022-13679-8] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2022] [Accepted: 06/21/2022] [Indexed: 11/21/2022] Open
Abstract
BACKGROUND HIV/AIDS remains a major public health problem globally. The majority of people living with HIV are from Sub-Saharan Africa, particularly adolescent girls and young women (AGYW) aged 15-24 years. HIV testing is crucial as it is the gateway to HIV prevention, treatment, and care; therefore this study determined the prevalence and factors associated with self-reported HIV testing among AGYW in Rwanda. METHODS We conducted secondary data analysis on the AGYW using data extracted from the nationally representative population-based 2019/2020 cross-sectional Rwanda Demographic and Health Survey (DHS). We described the characteristics of study participants and determined the prevalence of HIV testing and associated factors using the multivariable logistic regression model. We adjusted all our analyses for unequal sampling probabilities using survey weights. RESULTS There were a total of 5,732 AGYW, with the majority (57%) aged 15-19 years, 83% were not living with a man, 80% were from rural areas, 29% were from the East region, and 20% had a history of pregnancy. Self-reported HIV testing prevalence was 55.4% (95%CI: 53.7 to 57.0%). The odds of ever having an HIV test were significantly higher for those aged 20-24 years (aOR 2.87, 95%CI: 2.44 to 3.37); with higher education (aOR 2.41, 95%CI:1.48 to 3.93); who were rich (aOR 2.06, 95%CI:1.57 to 2.70); with access to at least one media (aOR 1.64, 95%CI: 1.14 to 2.37); who had ever been pregnant (aOR 16.12, 95%CI: 9.60 to 27.07); who ever had sex (aOR 2.40, 95%CI: 1.96 to 2.95); and those who had comprehensive HIV knowledge (aOR 1.34, 95%CI: 1.17 to 1.54). CONCLUSIONS We report an unmet need for HIV testing among AGYW in Rwanda. We recommend a combination of strategies to optimize access to HIV testing services, especially among the 15-19 years adolescent girls, including facility-based testing, school and community outreach, awareness campaigns on HIV testing, and home-based testing through HIV self-testing.
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Affiliation(s)
- Alfred Musekiwa
- School of Health Systems and Public Health, Faculty of Health Sciences, University of Pretoria, Pretoria, South Africa
| | | | - Assanatou Bamogo
- Department of International Health, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD USA
| | - Halima S. Twabi
- Department of Mathematical Sciences, University of Malawi, P.O. Box 280, Zomba, Malawi
| | - Mohanad Mohammed
- School of Mathematics, Statistics, and Computer Science, University of KwaZulu-Natal, Pietermaritzburg, South Africa
- Faculty of Mathematical and Computer sciences, University of Gezira, Wad Madani, Sudan
| | - Jesca Mercy Batidzirai
- School of Mathematics, Statistics, and Computer Science, University of KwaZulu-Natal, Pietermaritzburg, South Africa
| | - Zvifadzo Matsena Zingoni
- Division of Epidemiology & Biostatistics, School of Public Health, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | | | - Maureen Moyo
- School of Health Systems and Public Health, Faculty of Health Sciences, University of Pretoria, Pretoria, South Africa
| | - Nobuhle Nokubonga Mchunu
- School of Mathematics, Statistics, and Computer Science, University of KwaZulu-Natal, Pietermaritzburg, South Africa
- Biostatistics Research Unit, South African Medical Research Council, Durban, South Africa
- Centre for the AIDS Programme of Research in South Africa (CAPRISA), University of KwaZulu-Natal, 719 Umbilo Road, Durban, 4041 South Africa
| | - Theodora Ijeoma Ekwomadu
- Department of Biological Sciences, Faculty of Natural and Agricultural Sciences, North-West University, Mmabatho, 2735 South Africa
| | - Portia Nevhungoni
- School of Mathematics, Statistics, and Computer Science, University of KwaZulu-Natal, Pietermaritzburg, South Africa
- Biostatistics Research Unit, South African Medical Research Council, Pretoria, South Africa
| | - Innocent Maposa
- Division of Epidemiology & Biostatistics, School of Public Health, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
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