Figures
Abstract
Background
Implementing effective self-care practices for non-communicable diseases (NCD) prevents complications and morbidity. However, scanty evidence exists among patients in rural sub-Saharan Africa (SSA). We sought to describe and compare existing self-care practices among patients with hypertension (HTN) and diabetes (DM) in rural Uganda.
Methods
Between April and August 2019, we executed a cross-sectional investigation involving 385 adult patients diagnosed with HTN and/or DM. These participants were systematically randomly selected from three outpatient NCD clinics in the Nakaseke district. Data collection was facilitated using a structured survey that inquired about participants’ healthcare-seeking patterns, access to self-care services, education on self-care, medication compliance, and overall health-related quality of life. We utilized Chi-square tests and logistic regression analyses to discern disparities in self-care practices, education, and healthcare-seeking actions based on the patient’s conditions.
Results
Of the 385 participants, 39.2% had only DM, 36.9% had only HTN, and 23.9% had both conditions (HTN/DM). Participants with DM or both conditions reported more clinic visits in the past year than those with only HTN (P = 0.005). Similarly, most DM-only and HTN/DM participants monitored their weight monthly, unlike those with only HTN (P<0.0001). Participants with DM or HTN/DM were more frequently educated about their health condition(s), dietary habits, and weight management than those with only HTN. Specifically, education about their conditions yielded adjusted odds ratios (aOR) of 5.57 for DM-only and 4.12 for HTN/DM. Similarly, for diet, aORs were 2.77 (DM-only) and 4.21 (HTN/DM), and for weight management, aORs were 3.62 (DM-only) and 4.02 (HTN/DM). Medication adherence was notably higher in DM-only participants (aOR = 2.19). Challenges in self-care were significantly more reported by women (aOR = 2.07) and those above 65 years (aOR = 5.91), regardless of their specific condition(s).
Conclusion
Compared to rural Ugandans with HTN-only, participants with DM had greater utilization of healthcare services, exposure to self-care education, and adherence to medicine and self-monitoring behaviors. These findings should inform ongoing efforts to improve and integrate NCD service delivery in rural SSA.
Citation: Tusubira AK, Ssinabulya I, Kalyesubula R, Nalwadda CK, Akiteng AR, Ngaruiya C, et al. (2023) Self-care and healthcare seeking practices among patients with hypertension and diabetes in rural Uganda. PLOS Glob Public Health 3(12): e0001777. https://doi.org/10.1371/journal.pgph.0001777
Editor: Zulkarnain Jaafar, Universiti Malaya, MALAYSIA
Received: December 21, 2022; Accepted: November 6, 2023; Published: December 11, 2023
This is an open access article, free of all copyright, and may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose. The work is made available under the Creative Commons CC0 public domain dedication.
Data Availability: Dataset uploaded as a supplementary attachment.
Funding: This study was supported by funding from the Yale Institute of Global Health Hecht Global Health Faculty Network Award. This was an award to the Yale Network for Global Non-communicable Diseases (CN, TLR, EH, NLH, and JIS). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript, and no author received salary from this award/ funding.
Competing interests: The authors have declared that no competing interests exist.
Introduction
The growing burden of non-communicable diseases (NCDs), particularly hypertension (HTN) and diabetes mellitus (DM), in sub-Saharan Africa (SSA), threatens already overburdened health systems [1]. SSA health systems, primarily oriented toward acute and episodic care, remain ill-equipped to support ongoing care for chronic conditions [2, 3]. In such settings where resources are limited and access to critical care is a challenge, prevention of chronic disease progression and mitigation of complications benefits from active participation of the patient through self-care [4, 5].
Self-care is the ability of an individual, in conjunction with family, community, and healthcare professionals to manage symptoms, treatments, lifestyle changes, psychosocial, cultural, and spiritual consequences of health conditions [6]. The process of self-care includes understanding one’s condition, monitoring one’s perceived health status, implementing strategies to promote adherence to lifestyle and medicines, and identifying and managing symptoms [7]. Promoting self-care for NCD control in low-resource settings benefits both patients and health systems by shifting fundamental care tasks from providers to patients, empowering patients, and enhancing well-being [8]. Little is, however, known about how those living with NCDs in SSA engage in self-care, particularly in rural settings where health system challenges associated with staffing and medicine supply chains are amplified.
In Uganda, the prevalence of both HTN and DM are increasing and most patients with these conditions experience suboptimal glycemic and/or blood pressure control [9–11]. Efforts to improve the care and associated health outcomes of these conditions that share risk factors and frequently co-occur are ongoing, albeit inconsistently implemented. These include integrated care clinics, patient support groups, education to promote self-care, and equipping community health workers to support patients with NCDs [12–14]. Improving the reach and fidelity of self-care could be a cost-effective, and proactive approach to the prevention and treatment of these increasingly common conditions [15].
While self-care offers numerous advantages, studies from SSA indicate that people with NCDs are not sufficiently engaged in it [16]. Recently conducted studies in rural Uganda highlighted how patients with HTN or DM adopted diverse self-care practices based on specific symptoms [17–19]. This paper delves into the self-care behaviors and healthcare-seeking tendencies of patients in rural Uganda diagnosed with HTN and/or DM. A comprehensive analysis of such practices for prevalent NCDs is essential to devise strategies that promote self-care and enhance patient outcomes. Recognizing that disease severity and self-care requirements can vary based on individual or combined conditions, we’ve also scrutinized the differences in self-care practices among patients with HTN, DM, or both HTN and DM.
Materials and methods
Study design and site
We conducted a cross-sectional study at three health centers in Nakaseke District from April to August 2019. Nakaseke is located in central Uganda, approximately 66 km north of Kampala, the capital city, and has an estimated population of 191,100 residents [20]. Nakaseke is home to the African Community Center for Social Sustainability (ACCESS), a community-based organization that serves as a Center of Excellence for NCDs in rural Uganda [21]. The organization, among other activities, coordinates NCD clinics at three local health facilities (Nakaseke General Hospital, Semuto Health Centre IV, and Nakaseke LifeCare Center) on alternating days of the week. The three health facilities provide healthcare services to a catchment area beyond Nakaseke district to include “greater Luwero region” which encompasses several counties of surrounding districts like Luwero, Nakasongola and Wakiso. These NCD clinics offer an integrated approach for both DM and HTN whereby patients attend the same clinic and receive care, for one or both conditions, from a clinical group trained in diagnosis and management. At the time of this study, weekly patient volume at these clinics was approximately 75 at Nakaseke General Hospital, 38 at Semuto Health Centre and 25 at Nakaseke LifeCare Center. These clinics constituted the recruitment sites for the current study.
Study population and sample
We recruited adult patients (above 17 years) with HTN, DM, or HTN/DM attending outpatient NCD clinics at these three health facilities. Eligible participants should have been diagnosed at least three months before enrollment to ensure that they were able to reflect on their experiences with facility-based care and self-care practices. We, however, exclude those who were critically ill and were unable to provide written informed consent.
Our sample size was 385 patients based on power calculations using the Leslie Kish formula (n = (z2pq)/d2)) [22], with parameters: 1.96 standard normal deviation(z); 5% precision(d) and 50% estimated proportion(p) for patients following recommended self-care behaviors/practices. Since the actual proportion of patients in this population with DM and/or HTN engaging in self-care is unknown, we used 50%, based on maximum variation [23]. Probability-proportional-to-size sampling was used to determine the number of participants selected from each health facility. Together with the lead clinicians at the NCD-clinics, we used patient registers to determine the number of patients enrolled and expected to be attending these facilities—481 at the time of data collection. The sample size for each facility was proportionally allocated based on patient volume. This resulted in a target sample size of 272 patients from Nakaseke General Hospital, 60 patients from Semuto Health Centre, and 53 patients from Nakaseke LifeCare Clinic.
At each facility, participants were selected using systematic random sampling. The approximate number of patients with HTN or DM expected on each clinic day was used to calculate the sampling interval. The sampling interval therefore differed each clinic day in each facility and across facilities. Patients were sampled and recruited while in the waiting area and were invited to participate in the study. All patients who were invited during sampling agreed to participate in the study.
Data collection
Seven trained research assistants with a nursing background, and were unaffiliated with the health facilities, collected the data under supervision of the first author. We translated the structured questionnaire into Luganda, the most spoken local language in Nakaseke district, and pre-tested it among patients with HTN, DM, and HTN/DM attending outpatient care at a rural, public sector health center outside of Nakaseke. We then made appropriate revisions to enhance clarity and streamline administration. Research assistants administered face-to-face interviews in private rooms, at the health facilities, in either English or Luganda.
Measures
In addition to the socio-demographic characteristics (e.g., age, gender), our tool included the following domains: 1) Self-care practice outcomes including medication practices, alcohol consumption, smoking, and physical activity; 2) Healthcare seeking behavior; 3) exposure to self-care education/information; and 4) health-related quality of life (HRQoL).
Self-care practice outcomes
While self-care is a broad concept that encompasses what patients get engaged in to manage the condition, treatments, including lifestyle changes [6], self-care practices in this study comprised four dependent outcomes practices for self-management and care: adherence to medications, level of physical activity, smoking and alcohol use. These practices are conventionally recommended (overlapping) for both HTN and DM self-care. Questions about adherence to medications, smoking cessation, and alcohol consumption, were taken from the Summary of Diabetes Self-care Assessment Scale (DSCA)” for DM [24] and from the “Hypertension Self-care Activity Level Effects Scale (H-scale)” for HTN [25, 26]. These tools provide similar measurement for medication adherence, nonsmoking, and alcohol consumption. We captured data self-reported data on medicine adherence, which included questions about how often a participant took their medicines in the past seven days, including recommended dosage and timing. Participants who had taken their medicines on all the past seven days, as prescribed, were categorized as adherent to medication. Participants who reported 0-day smoking in the past seven days were categorized as nonsmoking and a three-item scales assessed alcohol consumption and those who did not consumer are considered abstainers. Level of physical activity was assessed using the International Physical Activity Questionnaire Short Form (IPAQ-SF) [27].
Healthcare seeking behaviors
These are characterized by the proactive measures that patients take to access services and resources essential for self-care. Crucial aspects within this category encompass accessibility to self-care services or equipment and the introduction to self-care education. To gauge this access, we gathered data on the self-reported number of clinic visits in the past year. Questions regarding self-care services included the availability of a weighing scale and a blood pressure machine outside the clinic. Furthermore, we evaluated how often participants checked their weight and blood pressure.
Exposure to self-care education/information and medication practices
This domain included questions about receipt of disease-specific self-care related education, healthy diet, and weight management.
Health-related quality of life (HRQOL) assessment
We used the EQ-5D-5L tool to measure HRQOL, a validated instrument frequently applied in low-resource settings [28]. This tool encompasses five specific dimensions: 1) mobility, 2) self-care, 3) usual activities, 4) pain/discomfort, and 5) anxiety/depression. Each dimension has five levels of severity: no problems, slight problems, moderate problems, severe problems, and extreme problems [28].
Statistical analysis
Descriptive analyses were conducted to obtain frequencies and percentages for the socio-demographic characteristics and the variables under the self-care related domains. Comparative analyses between HTN-only, DM-only, and HTN/DM, were conducted using Chi-square test to assess differences among demographic characteristics, healthcare seeking, and access to services for self-care. The analysis of variance ANOVA (with adjustment for multiple comparisons using Tukey’s P-value) was run to determine differences in age (normally distributed continuous variable) across the three conditions. Logistic regression was used to model the association between five outcomes: a) receipt of education on condition; b) education on a healthy diet; c) education on weight management; d) adherence to medications; e) self-care related problems and the three condition as the predictors of interest while adjusting for age, sex, and level of education as other key covariates selected basing on how they performed in univariate analysis. Multicollinearity checks were conducted as well as likelihood ratio tests to identify the best fitting models. Analyses were conducted using Stata Statistical Software: (Release 14), College Station, TX: StataCorp LP.
Human subjects and ethical approval
We received ethical approval from the Makerere University School of Medicine Ethics Review Committee (REF 2019–060), the Yale Human Subjects Committee (2000025066), and the Uganda National Council of Science and Technology (HS2698). Administrative clearance was also obtained from the Nakaseke District Health Office and from the three health facilities. All participants provided written informed consent prior to participation in study activities.
Results
Demographic characteristics of the participants
The mean age of participants was 54.0 years (SD: ±14.6). Most participants, 67% (257/385), were women; 60% (230/385) resided in Nakaseke district; 59% (227/385) were married; and 52% (201/385) reported farming as their occupation. Although 80% (310/385) had some level of formal education, more than half, 56% (215/385) had attained only primary level education. The largest number of participants (39.2%; 151/385) had DM-only; 36.9% (142/385) had HTN-only; and 23.9% (92) had HTN/DM.
HTN-only, DM-only, and HTN/DM varied significantly by age (p<0.0001); sex (p = 0.005); district of residence (p<0.0001); marital status (p = 0.012); and level of education (p = 0.003). Participants with DM-only were significantly younger (mean age:48.0±14.9 years) than participants with HTN-only (mean age:58.33±14.6 years; p<0.0001) and HTN/DM (mean age:57.3±9.8 years; p<0.0001). Although the number of women was higher than for men in all conditions, women comprised more than three quarters (78%; 72/92) of participants with HTN/DM compared to 68% (97/142) women with HTN-only and 58% (88/151) DM-only women. While 75% (106/142) of HTN-only participants and 60% (55/92) HTN/DM were residents of Nakaseke district, participants with DM-only were evenly split between Nakaseke (46%; 69/151) and neighboring Luwero district (44%; 67 /151). More than 80% of the participants with DM-only (83%; 125/151) and HTN/DM (87%; 80/92) had attained at least primary level education compared to 74% (105/142) of patients with HTN-only (p = 0.003) (Table 1).
Healthcare seeking and access to services for self-care
Differences by condition existed among the number of clinic visits over the last twelve months, and frequency of weight and blood pressure monitoring over the last month. More than 70% (109/151) of DM-only and 80% (74/92) HTN/DM participants had attended the clinic seven to 14 times over the preceding twelve months compared to 61% (86/142) of HTN-only participants (P = 0.005). Also, the majority of DM-only (97%, 146/151) and HTN/DM (98%, 90/92) participants checked their weight at least once over the prior month compared to 78%, 111/142) of HTN-only participants (P< 0.0001). No differences existed in access to equipment for self-care (Table 2).
Differences in self-care-related education and adherence to medications
Significant differences existed between the three disease groups in multiple domains related to health education and adherence to medications. Compared to those with HTN-only, participants with DM were more likely to receive education about their specific condition (DM-only: aOR = 5.57 CI:2.72, 11.41; HTN/DM: aOR = 4.12; CI:1.90, 8.93); healthy diet (DM-only: aOR = 2.77; CI: 1.34, 5.71; HTN/DM: aOR = 4.21; CI: 1.74, 10.66); or weight management (DM-only: aOR = 3.62; CI: 1.73, 7.49; HTN/DM: aOR = 4.02; CI: 1.76, 9.18). Lastly, DM-only participants were twice as likely to report adherence to medications compared to participants with HTN-only (aOR = 2.19; CI: 1.16, 4.11). There was no significant difference in adherence to medicines when comparing HTN/DM and HTN-only (Table 3).
Health-related quality of life
Considering the five EQ-5D-5L dimensions of HRQoL, significant statistical differences were only present for the dimension of self-care (P = 0.004). In the unadjusted estimates, DM-only participants were less likely to have problems with self-care compared to HTN-only participants (crude OR = 0.45; CI:0.26, 0.77) and no difference when compared to those with HTN/DM (cO.R = 1.11; CI:0.64, 1.92). However, in the adjusted model, participants aged 66 years and above were five times more likely to have problems with self-care compared to those between 18 and 29 years (aOR = 5.91; CI:1.24,28.06). Although not significant in the model, the odds of having self-care problems increased with increase in age from aOR = 1.58; CI:0.32, 7.75 for those aged 30–45; aOR = 2.63; CI:0.56, 12.40 for those aged 46–55; aOR = 3.77; CI:0.80, 17.68 for those aged 56–65. Women participants were twice as likely to report having problems with self-care than men (aOR = 2.07; CI:1.21, 3.56) (Table 4).
Discussion
In this study, we sought to describe self-care and healthcare seeking practices among patients living with HTN and/or DM in rural Uganda and to explore differences in self-care by condition. This study adds to a growing literature regarding HTN and DM health service delivery and self-care in Uganda and SSA [17, 18, 29]. Across multiple domains, significant statistical differences existed between participants based on their condition. In this study, compared to HTN-only, participants with DM-only and those with HTN/DM had more frequent contact with healthcare providers, more frequent weight monitoring, greater exposure to condition-specific health education, dietary and weight management education, and greater self-reported medication adherence. Irrespective of condition, older participants and women were more likely to report problems with self-care.
Even when these NCD-clinics give monthly appointments to all patients, there were more DM patients attending integrated clinics compared to HTN patients in this study, which is not expected given the estimated national prevalence of HTN is far greater than that of DM [9, 30]. A possible reason could be the asymptomatic nature of HTN, often called the ‘silent killer’ [31]. The less intrusive symptoms among HTN-only patients might lead to reluctance or lower their motivation to overcome barriers to adherence to clinic appointments. A systematic review that investigated causes of non-adherence to HTN treatment in 16 countries showed that some patients with HTN think that absence of symptoms indicates normalization of blood pressure and, hence, less need for continued treatment, decreasing healthcare seeking [32]. Moreover, despite the access barrier that transport typically represents in such settings, more DM-only participants than HTN, in this study, traveled from outside Nakaseke District to seek NCD care. This finding might suggest that DM-only patients perceive a benefit from traveling for care including perceived higher quality of care or medication availability [12] and is supported by literature on healthcare seeking among rural dwellers [33, 34]. Further research should be conducted to better understand these differences in healthcare seeking.
We found greater reported medicine adherence among participants with DM-only or HTN/DM, compared to those with HTN only. This finding could perhaps, further, indicate differences in how the severity of DM is perceived and patients’ response to symptoms faced. Patients who believe that they are at risk of severe disease outcomes tend to have greater symptom awareness and self-care practices [35]. A study in rural Uganda reported that patients with DM perceived DM as a severe disease due to its numerous health effects and incurability [36]. Another Ugandan study showed how patients with DM expressed deep worry and lost hope due to the condition however, appreciated the potential for improved quality of life with consistent treatment [37]. Given the greater medicine adherence gap in patients with HTN-only, effective innovative strategies should be introduced to motivate medicine adherence across persons with NCDs irrespective of the disease or symptom severity experienced.
Perhaps because of more frequent clinic attendance, participants with DM had greater exposure to condition-specific health education than participants with HTN-only. This greater exposure likely contributes to the higher self-reported medicine adherence among the DM subgroups. Our recent findings from another study in Nakaseke district found that patients with HTN, more than those with DM or both conditions, desired clinics with health education; this corresponds with the finding in our current study that participants with HTN only were less likely to have had exposure to disease-specific education [29]. While both HTN and DM patients in this community receive health education at these facilities and through community outreach focusing on both diseases [38], strategies to reduce discrepancies in exposure to health education between HTN and DM patients should be implemented. Further exploration can be done to understand the reasons why patients with HTN are less likely to be offered education at their clinic visits in this rural setting. An understanding of one’s chronic health condition represents a major upstream component of self-care, without which the awareness of symptoms and the motivation to self-manage and seek care are limited [39]. These differences between disease subgroups in terms of exposure to self-care education and healthcare seeking choices represent an opportunity for improvement and future work.
Our findings reveal that reported problems with self-care were higher among older patients (above 64 years) irrespective of their disease. Studies have shown that older adults with chronic NCDs have unique self-care challenges that can impair daily activities, increase risk of depression, and worsen perceived symptoms, all of which can negatively impact HRQoL [40, 41]. Mechanisms to improve self-care in older patients with NCDs might require availing opportunities to increase their knowledge about their condition and offer tailored self-care support [42]. In this study, self-care problems were also higher among women patients. Unique barriers including financial constraints to overcome the healthcare costs, gender inequality, and women’s family responsibilities have been documented to challenge women’s access to NCD care in developing countries [43]. Our recent parallel qualitative study among patients with HTN and/or DM in Nakaseke revealed the importance of instrumental and emotional support for self-care from family and peer networks [17]. All these findings might suggest an interaction between age and gender with social networks and connectedness. Further research is needed to further elucidate the factors that might create obstacles for self-care and negatively impact HRQoL among older women patients in rural settings. This work should be regarded within the context of some limitations. The participants were recruited from health facilities, which means these patients may face fewer barriers to accessing care and were more likely to have invested in self-care. Therefore, the results may not be generalizable to the total population of persons with HTN and/or DM including those who are not accessing or not enrolled in clinical care. Also, some stand-alone conventional self-care practices, (including foot care, eye care, reduced sugar foods/drink for DM and reduced sodium diet for HTN) were not measured.
Conclusion
In our study, multiple self-care domains and health seeking behaviors varied by chronic condition. Notable differences were in the domains of adherence to medicines, frequency of contact with healthcare providers, self-monitoring practices, and health education. Greater problems with self-care were seen among older women participants. The presence of DM appeared to drive greater or improved adherence to appropriate self-care and more frequent utilization of healthcare services. It is therefore important to further understand and leverage the factors that are driving better DM self-care and health seeking behavior as Uganda and other SSA countries aim to improve and integrate NCD care. To optimize integrated services, programs should place attention on increasing uptake of self-care across NCDs and learning from successful strategies already being used by patients. In health systems in which integrated care delivery is increasingly being sought, these findings may offer a metric of success and highlight opportunities for continued improvement.
Acknowledgments
We are grateful to the following persons for their contributions to this study: The District Health Officer of Nakaseke, the health facility administrators, the NCD clinic staff and the research assistants who participated in data collection. We are also grateful for training and support from the PART Mixed-Methods Fellowship at Makerere University (NIH/FIC D43 TW009607-07).
References
- 1. Bigna JJ, Noubiap JJ. The rising burden of non-communicable diseases in sub-Saharan Africa. Lancet Glob Health. 2019;7(10):e1295–e6. pmid:31537347
- 2. Mohan V, Seedat YK, Pradeepa R. The rising burden of diabetes and hypertension in southeast asian and african regions: need for effective strategies for prevention and control in primary health care settings. Int J Hypertens. 2013;2013:409083. pmid:23573413
- 3. Miranda JJ, Kinra S, Casas JP, Davey Smith G, Ebrahim S. Non-communicable diseases in low- and middle-income countries: context, determinants and health policy. Trop Med Int Health. 2008;13(10):1225–34. pmid:18937743
- 4. Hearn J, Ssinabulya I, Schwartz JI, Akiteng AR, Ross HJ, Cafazzo JA. Self-management of non-communicable diseases in low- and middle-income countries: A scoping review. PLoS One. 2019;14(7):e0219141. pmid:31269070
- 5. Narasimhan M, Aujla M, Van Lerberghe W. Self-care interventions and practices as essential approaches to strengthening health-care delivery. The Lancet Global Health. 2023;11(1):e21–e2. pmid:36306809
- 6. Wilkinson A, Whitehead L. Evolution of the concept of self-care and implications for nurses: a literature review. Int J Nurs Stud. 2009;46(8):1143–7. pmid:19200992
- 7. Richard AA, Shea K. Delineation of self‐care and associated concepts. J Nurs Scholarsh. 2011;43(3):255–64. pmid:21884371
- 8. Shrivastava SR, Shrivastava PS, Ramasamy J. World Health Organization Recommends Cost-effective Interventions to Control the Rise in Incidence of Noncommunicable Diseases in Low-resource Settings. Int J Prev Med. 2016;7(1):54. pmid:27076892
- 9. Guwatudde D, Mutungi G, Wesonga R, Kajjura R, Kasule H, Muwonge J, et al. The Epidemiology of Hypertension in Uganda: Findings from the National Non-Communicable Diseases Risk Factor Survey. PLoS One. 2015;10(9):e0138991. pmid:26406462
- 10. Kibirige D, Akabwai GP, Kampiire L, Kiggundu DS, Lumu W. Frequency and predictors of suboptimal glycemic control in an African diabetic population. Int J Gen Med. 2017;10:33–8. pmid:28260942
- 11. Ssinabulya I, Nabunnya Y, Kiggundu B, Musoke C, Mungoma M, Kayima J. Hypertension control and care at Mulago Hospital ambulatory clinic, Kampala-Uganda. BMC Res Notes. 2016;9(1):487. pmid:27855717
- 12. Tusubira AK, Akiteng AR, Nakirya BD, Nalwoga R, Ssinabulya I, Nalwadda CK, et al. Accessing medicines for non-communicable diseases: Patients and health care workers’ experiences at public and private health facilities in Uganda. PLoS One. 2020;15(7):e0235696. pmid:32634164
- 13. Bukenya D, Van Hout MC, Shayo EH, Kitabye I, Junior BM, Kasidi JR, et al. Integrated healthcare services for HIV, diabetes mellitus and hypertension in selected health facilities in Kampala and Wakiso districts, Uganda: A qualitative methods study. PLOS Glob Public Health. 2022;2(2):e0000084. pmid:36962287
- 14. Adeyemi O, Lyons M, Njim T, Okebe J, Birungi J, Nana K, et al. Integration of non-communicable disease and HIV/AIDS management: a review of healthcare policies and plans in East Africa. BMJ global health. 2021;6(5):e004669. pmid:33947706
- 15. Grady PA, Gough LL. Self-management: a comprehensive approach to management of chronic conditions. Am J Public Health. 2014;104(8):e25–31. pmid:24922170
- 16. Stephani V, Opoku D, Beran D. Self-management of diabetes in Sub-Saharan Africa: a systematic review. BMC Public Health. 2018;18(1):1148. pmid:30268115
- 17. Tusubira AK, Nalwadda CK, Akiteng AR, Armstrong-Hough M, Hsieh E, Ngaruiya C, et al. Self-care practices and needs in patients with hypertension, diabetes, or both in rural Uganda: a mixed-methods study. The Lancet Global Health. 2020;8:S19.
- 18. Chang H, Hawley NL, Kalyesubula R, Siddharthan T, Checkley W, Knauf F, et al. Challenges to hypertension and diabetes management in rural Uganda: a qualitative study with patients, village health team members, and health care professionals. 2019;18(1):1–14. pmid:30819193
- 19. Gang R, Matsabisa M, Okello D, Kang Y. Ethnomedicine and ethnopharmacology of medicinal plants used in the treatment of diabetes mellitus in Uganda. Applied Biological Chemistry. 2023;66(1):1–41.
- 20.
Uganda Bureau of Statistics. The national population and housing census 2014–main report. Uganda Bureau of statistics Kampala; 2016.
- 21.
ACCESS. ACCESS 2018 ANNUAL REPORT. Nakaseke District: African Community Centre for Social Sustainability (ACCESS); 2019.
- 22.
Kish L. Survey Sampling. New York: John Wiley and Sons, Inc.; 1965.
- 23. Singh A, Masuku M. Sampling Techniques & Determination of Sample Size in Applied Statistics Research: an Overview. IjecmCoUk [Internet]. 2014; II (11): 1–22.
- 24. Toobert DJ, Hampson SE, Glasgow RE. The summary of diabetes self-care activities measure: results from 7 studies and a revised scale. Diabetes Care. 2000;23(7):943–50. pmid:10895844
- 25. Motlagh SFZ, Chaman R, Sadeghi E, Eslami AA. Self-care behaviors and related factors in hypertensive patients. Iranian Red Crescent Medical Journal. 2016;18(6).
- 26. Warren‐Findlow J, Basalik DW, Dulin M, Tapp H, Kuhn L. Preliminary Validation of the Hypertension Self‐Care Activity Level Effects (H‐SCALE) and Clinical Blood Pressure Among Patients With Hypertension. The Journal of Clinical Hypertension. 2013;15(9):637–43. pmid:24034656
- 27.
The_IPAQ_group. International Physical Activity Questionnaire_IPAQ 2020 [Available from: https://sites.google.com/site/theipaq/questionnaire_links.
- 28. Group TE. EuroQol-a new facility for the measurement of health-related quality of life. Health Policy. 1990;16(3):199–208. pmid:10109801
- 29. Moor SE, Tusubira AK, Wood D, Akiteng AR, Galusha D, Tessier-Sherman B, et al. Patient preferences for facility-based management of hypertension and diabetes in rural Uganda: a discrete choice experiment. BMJ Open. 2022;12(7):e059949. pmid:35863829
- 30. Bahendeka S, Wesonga R, Mutungi G, Muwonge J, Neema S, Guwatudde D. Prevalence and correlates of diabetes mellitus in Uganda: a population-based national survey. Trop Med Int Health. 2016;21(3):405–16. pmid:26729021
- 31.
WHO. A global brief on hypertension: silent killer, global public health crisis: World Health Day 2013. World Health Organization; 2013. Contract No.: WHO/DCO/WHD/2013.2.
- 32. Marshall IJ, Wolfe CD, McKevitt C. Lay perspectives on hypertension and drug adherence: systematic review of qualitative research. BMJ. 2012;345:e3953. pmid:22777025
- 33. Akullian AN, Mukose A, Levine GA, Babigumira JB. People living with HIV travel farther to access healthcare: a population-based geographic analysis from rural Uganda. J Int AIDS Soc. 2016;19(1):20171. pmid:26869359
- 34. Buzza C, Ono SS, Turvey C, Wittrock S, Noble M, Reddy G, et al. Distance is relative: unpacking a principal barrier in rural healthcare. 2011;26(2):648–54. pmid:21989617
- 35. Smith M, Saunders R, Stuckhardt L, McGinnis JM. Engaging patients, families, and communities. Best Care at Lower Cost: The Path to Continuously Learning Health Care in America: National Academies Press (US); 2013.
- 36. Mayega RW, Etajak S, Rutebemberwa E, Tomson G, Kiguli J. ‘Change means sacrificing a good life’: perceptions about severity of type 2 diabetes and preventive lifestyles among people afflicted or at high risk of type 2 diabetes in Iganga Uganda. BMC Public Health. 2014;14(1):864. pmid:25146387
- 37. Mayega R, Ekirapa E, Kirunda B, Nalwadda C, Aweko J, Tomson G, et al. ‘What kind of life is this?’Diabetes related notions of wellbeing among adults in eastern Uganda and implications for mitigating future chronic disease risk. BMC Public Health. 2018;18(1):1409. pmid:30587168
- 38.
ACCESS. EKFS Center of Excellence in Non Communicable Diseases Management in Rural Uganda. Nakaseke, Uganda: Arican Community Center or Social Sustainability (ACCESS); 2018.
- 39. Riegel B, Moser DK, Anker SD, Appel LJ, Dunbar SB, Grady KL, et al. State of the science: promoting self-care in persons with heart failure: a scientific statement from the American Heart Association. Circulation. 2009;120(12):1141–63. pmid:19720935
- 40. Weinger K, Beverly EA, Smaldone A. Diabetes Self-Care and the Older Adult. West J Nurs Res. 2014;36(9):1272–98. pmid:24510969
- 41. Klompstra L, Ekdahl AW, Krevers B, Milberg A, Eckerblad J. Factors related to health-related quality of life in older people with multimorbidity and high health care consumption over a two-year period. BMC Geriatr. 2019;19(1):187. pmid:31277674
- 42. Pennbrant S, Berg A, Fohlin Johansson L. Self-care experiences of older patients with diabetes mellitus: a qualitative systematic literature review. Nordic Journal of Nursing Research. 2020;40(2):64–72.
- 43.
NCDA. Noncommunicable Diseases: A Priority For Women’s Health And Development. Geneva, Switzerland: NCD _Alliance (NCDA); 2011.