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Item Accuracy of nine-item Patient Health Questionnaire against psychiatric diagnosis for depression among people with HIV(Wolters Kluwer, 2024) Yotebieng, Marcel; Zotova, Natalia; Bernard, Charlotte; Goodrich, Suzanne; Rogers Awoh, Ajeh; Watnick, Dana; Nsonde, Dominique Mahambu; Tchiengang Moungang, Elodie Flore; Nguemo Noumedem, Julie Laure; Nko'o Mbongo'o, Guy Calvin; Minga, Albert; Seydi, Moussa; Gandou, Paul; Kwobah, Edith Kamaru; Atwoli, Lukoye; Jaquet, Antoine; Wools-Kaloustian, Kara; Anastos, Kathryn; IeDEA Consortium; Medicine, School of MedicineObjective: The aim of this study was to assess the performance of the nine-item Patient Health Questionnaire (PHQ-9) against psychiatrist diagnosis in people with HIV (PWH). Design: Cross-sectional analysis of data collected between January 2018 and July 2022 across five sites in Cameroon, Cote d'Ivoire, Kenya, Senegal, and the Republic of Congo. Participants were ≥18 years and receiving HIV care at the participating site. PHQ-9 was administered by study staff followed by a psychiatrist's evaluation within 3 days. Results: Overall, 778 participants with complete data were included: 297 (38.2%) in Cameroon, 132 (17.0%) in Congo, 148 (19.0%) in Cote d'Ivoire, 98 (12.6%) in Kenya, and 103 (13.2%) in Senegal. The area under the curve for PHQ-9 score was generally high ranging from 0.935 [95% confidence interval (CI): 0.893, 0.977] in Cote d'Ivoire to 0.768 (95% CI: 0.589, 0.947) in Congo. However, for the common cut-off score ≥10, sensitivity was low: 50% or lower in Cameroon, Congo and Senegal, 66.7% in Kenya and 70.6% in Cote d'Ivoire. But negative predictive values (NPV) were high: 98.9% (95% CI: 96.9%, 99.8%) in Cameroon, 96.1 (95% CI: 91.1, 98.7) in Cote d'Ivoire, 96.3% (95% CI: 89.7%, 99.2%) in Kenya, 95.7% (95% CI: 90.2%, 98.6%) in Congo, and 89.0% (95% CI: 81.2%, 94.4%) in Senegal. Interpretation: Across all countries, PHQ-9 score ≥10 performed very poorly (low sensitivity) as a tool to identify psychiatrist diagnosed depression. However, the observed high NPV suggests it can be used to rule out depression.Item Adaptation of the Client Diagnostic Questionnaire for East Africa(Public Library of Science, 2024-03-19) Kwobah, Edith Kamaru; Goodrich, Suzanne; Kulzer, Jayne Lewis; Kanyesigye, Michael; Obatsa, Sarah; Cheruiyot, Julius; Kiprono, Lorna; Kibet, Colma; Ochieng, Felix; Bukusi, Elizabeth A.; Ofner, Susan; Brown, Steven A.; Yiannoutsos, Constantin T.; Atwoli, Lukoye; Wools-Kaloustian, Kara; Medicine, School of MedicineResearch increasingly involves cross-cultural work with non-English-speaking populations, necessitating translation and cultural validation of research tools. This paper describes the process of translating and criterion validation of the Client Diagnostic Questionnaire (CDQ) for use in a multisite study in Kenya and Uganda. The English CDQ was translated into Swahili, Dholuo (Kenya) and Runyankole/Rukiga (Uganda) by expert translators. The translated documents underwent face validation by a bilingual committee, who resolved unclear statements, agreed on final translations and reviewed back translations to English. A diagnostic interview by a mental health specialist was used for criterion validation, and Kappa statistics assessed the strength of agreement between non-specialist scores and mental health professionals' diagnoses. Achieving semantic equivalence between translations was a challenge. Validation analysis was done with 30 participants at each site (median age 32.3 years (IQR = (26.5, 36.3)); 58 (64.4%) female). The sensitivity was 86.7%, specificity 64.4%, positive predictive value 70.9% and negative predictive value 82.9%. Diagnostic accuracy by the non-specialist was 75.6%. Agreement was substantial for major depressive episode and positive alcohol (past 6 months) and alcohol abuse (past 30 days). Agreement was moderate for other depressive disorders, panic disorder and psychosis screen; fair for generalized anxiety, drug abuse (past 6 months) and Post Traumatic Stress Disorder (PTSD); and poor for drug abuse (past 30 days). Variability of agreement between sites was seen for drug use (past 6 months) and PTSD. Our study successfully adapted the CDQ for use among people living with HIV in East Africa. We established that trained non-specialists can use the CDQ to screen for common mental health and substance use disorders with reasonable accuracy. Its use has the potential to increase case identification, improve linkage to mental healthcare, and improve outcomes. We recommend further studies to establish the psychometric properties of the translated tool.Item Association of Care Environment With HIV Incidence and Death Among Orphaned, Separated, and Street-Connected Children and Adolescents in Western Kenya(American Medical Association, 2021-09-01) Braitstein, Paula; DeLong, Allison; Ayuku, David; Ott, Mary; Atwoli, Lukoye; Galárraga, Omar; Sang, Edwin; Hogan, Joseph; Pediatrics, School of MedicineImportance: In 2015, there were nearly 140 million orphaned children globally, particularly in low- and middle-income regions, and millions more for whom the street is central to their everyday lives. A total of 16.6 million children were orphaned because of deaths associated with HIV/AIDS, of whom 90% live in sub-Saharan Africa. Although most orphaned and separated children and adolescents in this region are cared for by extended family, the large number of children requiring care has produced a proliferation of institutional care. Few studies have investigated the association between care environment and physical health among orphaned and separated youths in sub-Saharan Africa. Objective: To examine the association of care environment with incident HIV and death among orphaned and separated children and adolescents who were living in charitable children's institutions, family-based settings, and street settings in western Kenya over almost 10 years. Design, setting, and participants: The Orphaned and Separated Children's Assessments Related to Their Health and Well-Being (OSCAR) project was an observational prospective cohort study conducted in Uasin Gishu County, Kenya. The cohort comprised 2551 orphaned, separated, and street-connected children from communities within 8 administrative locations, which included 300 randomly selected households (family-based settings) caring for children who were orphaned from all causes, 19 charitable children's institutions (institutional settings), and a convenience sample of 100 children who were practicing self-care on the streets (street settings). Participants were enrolled from May 31, 2010, to April 24, 2013, and were followed up until November 30, 2019. Exposures: Care environment (family-based, institutional, or street setting). Main outcomes and measures: Survival regression models were used to investigate the association between care environment and incident HIV, death, and time to incident HIV or death. Results: Among 2551 participants, 1230 youths were living in family-based settings, 1230 were living in institutional settings, and 91 were living in street settings. Overall, 1321 participants (51.8%) were male, with a mean (SD) age at baseline of 10.4 (4.8) years. Most participants who were living in institutional (1047 of 1230 youths [85.1%]) or street (71 of 91 youths [78.0%]) settings were double orphaned (ie, both parents had died). A total of 59 participants acquired HIV infection or died during the study period. After adjusting for sex, age, and baseline HIV status, living in a charitable children's institution was not associated with death (adjusted hazard ratio [AHR], 0.26; 95% CI, 0.07-1.02) or incident HIV (AHR, 1.49; 95% CI, 0.46-4.83). Compared with living in a family-based setting, living in a street setting was associated with death (AHR, 5.46; 95% CI, 2.30-12.94), incident HIV (AHR, 17.31; 95% CI, 5.85-51.25), and time to incident HIV or death (AHR, 7.82; 95% CI, 3.48-17.55). Conclusions and relevance: In this study, after adjusting for potential confounders, no association was found between care environment and HIV incidence or death among youths living in institutional vs family-based settings. However, living in a street setting vs a family-based setting was associated with both HIV incidence and death. This study's findings suggest that strengthening of child protection systems and greater investment in evidence-based family support systems that improve child and adolescent health and prevent youth migration to the street are needed for safe and beneficial deinstitutionalization to be implemented at scale.Item Building Comprehensive and Sustainable Health Informatics Institutions in Developing Countries: Moi University Experience(IOS, 2015) Were, Martin C.; Siika, Abraham; Ayuo, Paul O.; Atwoli, Lukoye; Esamai, Fabian; Department of Medicine, IU School of MedicineCurrent approaches for capacity building in Health Informatics (HI) in developing countries mostly focus on training, and often rely on support from foreign entities. In this paper, we describe a comprehensive and multidimensional capacity-building framework by Lansang & Dennis, and its application for HI capacity building as implemented in a higher-education institution in Kenya. This framework incorporates training, learning-by-doing, partnerships, and centers of excellence. At Moi University (Kenya), the training dimensions include an accredited Masters in HI Program, PhD in HI, and HI short courses. Learning-by-doing occurs through work within MOH facilities at the AMPATH care and treatment program serving 3 million people. Moi University has formed strategic HI partnerships with Regenstrief Institute, Inc. (USA), University of Bergen (Norway), and Makerere University (Uganda), among others. The University has also created an Institute of Biomedical Informatics to serve as an HI Center of Excellence in the region. This Institute has divisions in Training, Research, Service and Administration. The HI capacity-building approach by Moi provides a model for adoption by other institutions in resource-limited settings.Item Community Perspectives on Research Consent Involving Vulnerable Children in Western Kenya(2012-10) Vreeman, Rachel; Kamaara, Eunice; Kamanda, Allan; Ayuku, David; Nyandiko, Winstone; Atwoli, Lukoye; Ayaya, Samuel; Gisore, Peter; Scanlon, Michael; Braitstein, PaulaInvolving vulnerable pediatric populations in international research requires culturally appropriate ethical protections. We sought to use mabaraza, traditional East African community assemblies, to understand how a community in western Kenya viewed participation of children in health research and informed consent and assent processes. Results from 108 participants revealed generally positive attitudes towards involving vulnerable children in research, largely because they assumed children would directly benefit. Consent from parents or guardians was understood as necessary for participation while gaining child assent was not. They felt other caregivers, community leaders, and even community assemblies could participate in the consent process. Community members believed research involving orphans and street children could benefit these vulnerable populations, but would require special processes for consent.Item Developing Ethical and Sustainable Global Health Educational Exchanges for Clinical Trainees: Implementation and Lessons Learned from the 30-Year Academic Model Providing Access to Healthcare (AMPATH) Partnership(Ubiquity Press, 2020-10) Turissini, Matthew; Mercer, Tim; Baenziger, Jenny; Atwoli, Lukoye; Einterz, Robert; Gardner, Adrian; Litzelman, Debra; Ayuo, Paul; Medicine, School of MedicineBackground: There is strong interest among healthcare trainees and academic institutions in global health rotations. There are a number of guidelines detailing the ethical principles for equitable and ethical global health rotations and bilateral exchanges, but it is often challenging to know to implement those principles and develop longstanding partnerships. Objectives: The Academic Model Providing Access to Healthcare (AMPATH) is a 30-year continuous partnership between a consortium of 12 universities in North America and Moi University in Kenya. The AMPATH bilateral educational exchange has had 1,871 North American and over 400 Kenyan clinical trainees participate to date. The article describes the bilateral exchange of trainees including curriculum, housing, and costs and discusses how each is an application of the principles of ethical global engagement. Findings: The article takes the experiences of the AMPATH partnership and offers practical strategies for implementing similar partnerships based on previously published ethical principles. Conclusions: AMPATH provides a model for developing an institutional partnership for a bilateral educational exchange grounded in cultural humility, bidirectional relationships, and longitudinal, sustainable engagement.Item Impact of Domestic Care Environment on Trauma and Posttraumatic Stress Disorder among Orphans in Western Kenya(2014-03) Atwoli, Lukoye; Ayuku, David; Hogan, Joseph; Koech, Julius; Vreeman, Rachel C.; Ayaya, Samuel; Braitstein, PaulaObjective The aim of this study was to determine the impact of the domestic care environment on the prevalence of potentially traumatic events (PTEs) and posttraumatic stress disorder (PTSD) among orphaned and separated children in Uasin Gishu County, western Kenya. Methods A total of 1565 (55.5% male) orphaned and separated adolescents aged 10–18 years (mean 13.8 years, sd 2.2), were assessed for PTSD and PTEs including bullying, physical abuse and sexual abuse. In this sample, 746 lived in extended family households, 746 in Charitable Children's Institutions (CCIs), and 73 on the street. Posttraumatic stress symptom (PTSS) scores and PTSD were assessed using the Child PTSD Checklist. Results Bullying was the commonest PTE in all domestic care environments, followed by physical and sexual abuse. All PTEs were commonest among the street youth followed by CCIs. However, sexual abuse was more prevalent in households than in CCIs. Prevalence of PTSD was highest among street youth (28.8%), then households (15.0%) and CCIs (11.5%). PTSS scores were also highest among street youth, followed by CCIs and households. Bullying was associated with higher PTSS scores and PTSD odds than either sexual or physical abuse. Conclusion This study demonstrated differences in distribution of trauma and PTSD among orphaned and separated children in different domestic care environments, with street youth suffering more than those in CCIs or households. Interventions are needed to address bullying and sexual abuse, especially in extended family households. Street youth, a heretofore neglected population, are urgently in need of dedicated mental health services and support.Item The Impact of Health Workers' Strikes on Health Outcomes and Health Service Utilization in Low-and Middle-Income Countries: A Systematic Review(Social Science Research Network, 2019) Scanlon, Michael L.; Maldonado, Lauren Y.; Ruhl, Laura J.; Atwoli, Lukoye; Medicine, School of MedicineBackground The impact of strikes by health workers in low- and middle-income countries (LMIC) is not well described. We systematically reviewed articles on the impact of health workers’ strikes on health outcomes or health service utilization in LMIC. Methods We searched PubMed, SCOPUS, Web of Science, and Google Scholar databases on May 27, 2019. To be included for review, articles met the following criteria: (1) reported on a strike that involved at least one cadre of health worker; (2) reported on a strike in a LMIC; (3) included at least one outcome related to patient or population health or health service utilization; and, (4) included a reference group or time period. There were no date or language restrictions. We modified the Newcastle-Ottawa Tool to appraise study quality. The review is registered with PROSPERO (CRD42019124989). Findings Among 5,123 articles, eleven articles met inclusion criteria. Studies examined 20 strikes in LMIC from 1991 to 2017 (average strike length of 32·9 days), with five studies from Kenya, two each from India and Nigeria, and one each from Malawi and South Africa. The majority of studies reported hospital admissions or inpatient mortality. Generally, health service utilization decreased during strike periods, but changes in patient mortality and other health outcomes varied. Study quality was heterogenous with most studies reporting from a single facility or medical department. Interpretation Compared to high-income settings, our study suggests a more complex picture of the effect of strikes by health workers on health and health service utilization outcomes in LMIC.Item Knowledge, Attitudes, and Substance Use Practices Among Street Children in Western Kenya(2012-09) Embleton, Lonnie; Ayuku, David; Atwoli, Lukoye; Vreeman, Rachel; Braitstein, PaulaThe study describes the knowledge of and attitudes toward substance use among street-involved youth in Kenya, and how they relate to their substance use practices. In 2011, 146 children and youth ages 10–19 years, classified as either children on the street or children of the street were recruited to participate in a cross-sectional survey in Eldoret, Kenya. Bivariate analysis using χ2 or Fisher's Exact Test was used to test the associations between variables, and multiple logistic regression analysis was used to identify independent covariates associated with lifetime and current drug use. The study's limitations and source of funding are noted.Item Models of care for orphaned and separated children and upholding children’s rights: cross-sectional evidence from western Kenya(2014-04) Embleton, Lonnie; Ayuku, David; Kamanda, Allan; Atwoli, Lukoye; Ayaya, Samuel; Vreeman, Rachel; Nyandiko, Winstone; Gisore, Peter; Koech, Julius; Braitstein, PaulaBackground Sub-Saharan Africa is home to approximately 55 million orphaned children. The growing orphan crisis has overwhelmed many communities and has weakened the ability of extended families to meet traditional care-taking expectations. Other models of care and support have emerged in sub-Saharan Africa to address the growing orphan crisis, yet there is a lack of information on these models available in the literature. We applied a human rights framework using the United Nations Convention on the Rights of the Child to understand what extent children’s basic human rights were being upheld in institutional vs. community- or family-based care settings in Uasin Gishu County, Kenya. Methods The Orphaned and Separated Children’s Assessments Related to their Health and Well-Being Project is a 5-year cohort of orphaned children and adolescents aged ≤18 year. This descriptive analysis was restricted to baseline data. Chi-Square test was used to test for associations between categorical /dichotomous variables. Fisher’s exact test was also used if some cells had expected value of less than 5. Results Included in this analysis are data from 300 households, 19 Charitable Children’s Institutions (CCIs) and 7 community-based organizations. In total, 2871 children were enrolled and had baseline assessments done: 1390 in CCI’s and 1481 living in households in the community. We identified and described four broad models of care for orphaned and separated children, including: institutional care (sub-classified as ‘Pure CCI’ for those only providing residential care, ‘CCI-Plus’ for those providing both residential care and community-based supports to orphaned children , and ‘CCI-Shelter’ which are rescue, detention, or other short-term residential support), family-based care, community-based care and self-care. Children in institutional care (95%) were significantly (p < 0.0001) more likely to have their basic material needs met in comparison to those in family-based care (17%) and institutions were better able to provide an adequate standard of living. Conclusions Each model of care we identified has strengths and weaknesses. The orphan crisis in sub-Saharan Africa requires a diversity of care environments in order to meet the needs of children and uphold their rights. Family-based care plays an essential role; however, households require increased support to adequately care for children.