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Blanchette V, Patry J, Brousseau-Foley M, Todkar S, Libier S, Leclerc AM, Armstrong DG, Tremblay MC. Diabetic foot complications among Indigenous peoples in Canada: a scoping review through the PROGRESS-PLUS equity lens. Front Endocrinol (Lausanne) 2023; 14:1177020. [PMID: 37645408 PMCID: PMC10461566 DOI: 10.3389/fendo.2023.1177020] [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: 03/01/2023] [Accepted: 07/18/2023] [Indexed: 08/31/2023] Open
Abstract
Introduction Indigenous peoples in Canada face a disproportionate burden of diabetes-related foot complications (DRFC), such as foot ulcers, lower extremity amputations (LEA), and peripheral arterial disease. This scoping review aimed to provide a comprehensive understanding of DRFC among First Nations, Métis, and Inuit peoples in Canada, incorporating an equity lens. Methods A scoping review was conducted based on Arksey and O'Malley refined by the Joanna Briggs Institute. The PROGRESS-Plus framework was utilized to extract data and incorporate an equity lens. A critical appraisal was performed, and Indigenous stakeholders were consulted for feedback. We identified the incorporation of patient-oriented/centered research (POR). Results Of 5,323 records identified, 40 studies were included in the review. The majority of studies focused on First Nations (92%), while representation of the Inuit population was very limited populations (< 3% of studies). LEA was the most studied outcome (76%). Age, gender, ethnicity, and place of residence were the most commonly included variables. Patient-oriented/centered research was mainly included in recent studies (16%). The overall quality of the studies was average. Data synthesis showed a high burden of DRFC among Indigenous populations compared to non-Indigenous populations. Indigenous identity and rural/remote communities were associated with the worse outcomes, particularly major LEA. Discussion This study provides a comprehensive understanding of DRFC in Indigenous peoples in Canada of published studies in database. It not only incorporates an equity lens and patient-oriented/centered research but also demonstrates that we need to change our approach. More data is needed to fully understand the burden of DRFC among Indigenous peoples, particularly in the Northern region in Canada where no data are previously available. Western research methods are insufficient to understand the unique situation of Indigenous peoples and it is essential to promote culturally safe and quality healthcare. Conclusion Efforts have been made to manage DRFC, but continued attention and support are necessary to address this population's needs and ensure equitable prevention, access and care that embraces their ways of knowing, being and acting. Systematic review registration Open Science Framework https://osf.io/j9pu7, identifier j9pu7.
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Affiliation(s)
- Virginie Blanchette
- Department of Human Kinetics and Podiatric Medicine, Université du Québec à Trois-Rivières, Trois-Rivières, QC, Canada
- VITAM-Centre de Recherche en Santé Durable, Québec, QC, Canada
- Centre de Recherche du Centre Intégré de Santé et Services Sociaux de Chaudière-Appalaches, Lévis, QC, Canada
| | - Jérôme Patry
- Centre de Recherche du Centre Intégré de Santé et Services Sociaux de Chaudière-Appalaches, Lévis, QC, Canada
- Faculty of Medicine, Family and Emergency Medicine Department, Université Laval, Québec, QC, Canada
| | - Magali Brousseau-Foley
- Department of Human Kinetics and Podiatric Medicine, Université du Québec à Trois-Rivières, Trois-Rivières, QC, Canada
- Faculty of Medicine, Centre Intégré Universitaire de Santé et de Services Sociaux de la Mauricie et du Centre-du-Québec Affiliated with Université de Montréal, Trois-Rivières Family Medicine University Clinic, Trois-Rivières, QC, Canada
| | - Shweta Todkar
- Department of Nursing, Université du Québec à Trois-Rivières, Trois-Rivières, QC, Canada
| | - Solène Libier
- Department of Human Kinetics and Podiatric Medicine, Université du Québec à Trois-Rivières, Trois-Rivières, QC, Canada
| | - Anne-Marie Leclerc
- Department of Nursing, Université du Québec à Trois-Rivières, Trois-Rivières, QC, Canada
| | - David G. Armstrong
- Southwestern Academic Limb Salvage Alliance (SALSA), Department of Surgery, Keck School of Medicine of University of Southern California, Los Angeles, CA, United States
| | - Marie-Claude Tremblay
- VITAM-Centre de Recherche en Santé Durable, Québec, QC, Canada
- Faculty of Medicine, Family and Emergency Medicine Department, Université Laval, Québec, QC, Canada
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Schuettig W, Sundmacher L. The impact of ambulatory care spending, continuity and processes of care on ambulatory care sensitive hospitalizations. THE EUROPEAN JOURNAL OF HEALTH ECONOMICS : HEPAC : HEALTH ECONOMICS IN PREVENTION AND CARE 2022; 23:1329-1340. [PMID: 35091856 PMCID: PMC9550748 DOI: 10.1007/s10198-022-01428-y] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/27/2020] [Accepted: 01/06/2022] [Indexed: 06/14/2023]
Abstract
Ambulatory care sensitive hospitalizations are widely considered as important measures of access to as well as quality and performance of primary care. In our study, we investigate the impact of spending, process quality and continuity of care in the ambulatory care sector on ambulatory care sensitive hospitalizations in patients with type 2 diabetes. We used observational data from Germany's major association of insurance companies from 2012 to 2014 with 55,924 patients, as well as data from additional sources. We conducted negative binomial regression analyses with random effects at the district level. To control for potential endogeneity of spending and physician density in the ambulatory care sector, we used an instrumental variable approach. We controlled for a wide range of covariates, such as age, sex, and comorbidities. The results of our analysis suggest that spending in the ambulatory care sector has weak negative effects on ambulatory care sensitive hospitalizations. We also found that continuity of care was negatively associated with hospital admissions. Patients with type 2 diabetes are at increased risk of hospitalization resulting from ambulatory care sensitive conditions. Our study provides some evidence that increased spending and improved continuity of care while controlling for process quality in the ambulatory care sector may be effective ways to reduce the rate of potentially avoidable hospitalizations among patients with type 2 diabetes.
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Affiliation(s)
- Wiebke Schuettig
- Chair of Health Economics, Technical University of Munich, Georg-Brauchle-Ring 60/62, 80992 Munich, Germany
| | - Leonie Sundmacher
- Chair of Health Economics, Technical University of Munich, Georg-Brauchle-Ring 60/62, 80992 Munich, Germany
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Vigneault LP, Diendere E, Sohier-Poirier C, Abi Hanna M, Poirier A, St-Onge M. Acute health care among Indigenous patients in Canada: a scoping review. Int J Circumpolar Health 2021; 80:1946324. [PMID: 34320910 PMCID: PMC8330756 DOI: 10.1080/22423982.2021.1946324] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2021] [Revised: 06/14/2021] [Accepted: 06/17/2021] [Indexed: 11/25/2022] Open
Abstract
A recent report by the Chief Public Health Officer of Canada demonstrates the inferior health status of Indigenous Peoples in Canada when compared to non-Indigenous populations. This scoping review maps out the available literature concerning acute health care for Indigenous Peoples in Canada in order to better understand the health care issues they face. All existing articles concerning health care provided to Indigenous Peoples in Canada in acute settings were included in this review. The targeted studied outcomes were access to care, health care satisfaction, hospital visit rates, mortality, quality of care, length of stay and cost per hospitalisation. 114 articles were identified. The most studied outcomes were hospitalisation rates (58.8%), length of stay (28.0%), mortality (25.4%) and quality of care (24.6%) Frequently studied topics included pulmonary disease, injuries, cardiovascular disease and mental illness. Indigenous Peoples presented lower levels of satisfaction and access to care although they tend to be over-represented in hospitalisation rates for acute care. Greater inclusion of Indigenous Peoples in the health care system and in the training of health care providers is necessary to ensure a better quality of care that is culturally safe for Indigenous Peoples.
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Affiliation(s)
| | - Ella Diendere
- Centre de recherche sur les soins et les services de première ligne de l’Université Laval (CERSSPL-UL), Quebec, Canada
| | | | - Margo Abi Hanna
- Faculty of Medicine and Health Sciences, McGill University, Montreal, Canada
| | - Annie Poirier
- Département de médecine familiale et de médecine d'urgence, Université Laval, Quebec, Canada
| | - Maude St-Onge
- Département de médecine familiale et de médecine d'urgence, Université Laval, Quebec, Canada
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Lavoie JG, Philips-Beck W, Kinew KA, Kyoon-Achan G, Sinclair S, Katz A. The relationship between rates of hospitalization for ambulatory care sensitive conditions and local access to primary healthcare in Manitoba First Nations communities : Results from the Innovation in Community-based Primary Healthcare Supporting Transformation in the Health of First Nations in Manitoba (iPHIT) study. CANADIAN JOURNAL OF PUBLIC HEALTH = REVUE CANADIENNE DE SANTE PUBLIQUE 2021; 112:219-230. [PMID: 33125638 PMCID: PMC7910355 DOI: 10.17269/s41997-020-00421-3] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/19/2019] [Accepted: 09/15/2020] [Indexed: 01/19/2023]
Abstract
OBJECTIVES The objective of this study was to assess the performance of models of primary healthcare (PHC) delivered in First Nation and adjacent communities in Manitoba, using hospitalization rates for ambulatory care sensitive conditions (ACSC) as the primary outcome. METHODS We used generalized estimating equation logistic regression on administrative claims data for 63 First Nations communities from Manitoba (1986-2016) comprising 140,111 people, housed at the Manitoba Centre for Health Policy. We controlled for age, sex, and socio-economic status to describe the relationship between hospitalization rates for ACSC and models of PHC in First Nation communities. RESULTS Hospitalization rates for acute, chronic, vaccine-preventable, and mental health-related ACSCs have decreased over time in First Nation communities, yet remain significantly higher in First Nations and remote non-First Nations communities as compared with other Manitobans. When comparing different models of care, hospitalization rates were historically higher in communities served by health centres/offices, whether or not supplemented by itinerant medical services. These rates have significantly declined over the past two decades. CONCLUSION Local access to a broader complement of PHC services is associated with lower rates of avoidable hospitalization in First Nation communities. The lack of these services in many First Nation communities demonstrates the failure of the current Canadian healthcare system to meet the need of First Nation peoples. Improving access to PHC in all 63 First Nation communities can be expected to result in a reduction in ACSC hospitalization rates and reduce healthcare cost.
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Affiliation(s)
- Josée G Lavoie
- Department of Community Health Science, University of Manitoba, 715-727 McDermot Avenue, Winnipeg, MB, R3E 3P5, Canada.
- Ongomiizwin Research, University of Manitoba, Winnipeg, Canada.
| | - Wanda Philips-Beck
- Department of Community Health Science, University of Manitoba, 715-727 McDermot Avenue, Winnipeg, MB, R3E 3P5, Canada
- Ongomiizwin Research, University of Manitoba, Winnipeg, Canada
- First Nations Health and Social Secretariat of Manitoba, Winnipeg, Canada
| | - Kathi Avery Kinew
- Department of Community Health Science, University of Manitoba, 715-727 McDermot Avenue, Winnipeg, MB, R3E 3P5, Canada
- First Nations Health and Social Secretariat of Manitoba, Winnipeg, Canada
| | - Grace Kyoon-Achan
- Ongomiizwin Research, University of Manitoba, Winnipeg, Canada
- First Nations Health and Social Secretariat of Manitoba, Winnipeg, Canada
| | - Stephanie Sinclair
- First Nations Health and Social Secretariat of Manitoba, Winnipeg, Canada
| | - Alan Katz
- Department of Community Health Science, University of Manitoba, 715-727 McDermot Avenue, Winnipeg, MB, R3E 3P5, Canada
- Manitoba Centre for Health Policy, University of Manitoba, Winnipeg, Canada
- Department of Family Medicine, University of Manitoba, Winnipeg, Canada
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Systemic Disease and Ocular Comorbidity Analysis of Geographically Isolated Federally Recognized American Indian Tribes of the Intermountain West. J Clin Med 2020; 9:jcm9113590. [PMID: 33171720 PMCID: PMC7694968 DOI: 10.3390/jcm9113590] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2020] [Revised: 11/04/2020] [Accepted: 11/06/2020] [Indexed: 02/06/2023] Open
Abstract
BACKGROUND The American Indian Navajo and Goshute peoples are underserved patient populations residing in the Four Corners area of the United States and Ibupah, Utah, respectively. METHODS We conducted a cross-sectional study of epidemiological factors and lipid biomarkers that may be associated with type II diabetes, hypertension and retinal manifestations in tribal and non-tribal members in the study areas (n = 146 participants). We performed multivariate analyses to determine which, if any, risk factors were unique at the tribal level. Fundus photos and epidemiological data through standardized questionnaires were collected. Blood samples were collected to analyze lipid biomarkers. Univariate analyses were conducted and statistically significant factors at p < 0.10 were entered into a multivariate regression. RESULTS Of 51 participants for whom phenotyping was available, from the Four Corners region, 31 had type II diabetes (DM), 26 had hypertension and 6 had diabetic retinopathy (DR). Of the 64 participants from Ibupah with phenotyping available, 20 had diabetes, 19 had hypertension and 6 had DR. Navajo participants were less likely to have any type of retinopathy as compared to Goshute participants (odds ratio (OR) = 0.059; 95% confidence interval (CI) = 0.016-0.223; p < 0.001). Associations were found between diabetes and hypertension in both populations. Older age was associated with hypertension in the Four Corners, and the Navajo that reside there on the reservation, but not within the Goshute and Ibupah populations. Combining both the Ibupah, Utah and Four Corners study populations, being American Indian (p = 0.022), residing in the Four Corners (p = 0.027) and having hypertension (p < 0.001) increased the risk of DM. DM (p < 0.001) and age (p = 0.002) were significantly associated with hypertension in both populations examined. When retinopathy was evaluated for both populations combined, hypertension (p = 0.037) and living in Ibupah (p < 0.001) were associated with greater risk of retinopathy. When combining both American Indian populations from the Four Corners and Ibupah, those with hypertension were more likely to have DM (p < 0.001). No lipid biomarkers were found to be significantly associated with any disease state. CONCLUSIONS We found different comorbid factors with retinal disease outcome between the two tribes that reside within the Intermountain West. This is indicated by the association of tribe and with the type of retinopathy outcome when we combined the populations of American Indians. Overall, the Navajo peoples and the Four Corners had a higher prevalence of chronic disease that included diabetes and hypertension than the Goshutes and Ibupah. To the best of our knowledge, this is the first study to conduct an analysis for disease outcomes exclusively including the Navajo and Goshute tribe of the Intermountain West.
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Gupta N, Crouse DL, Balram A. Individual and community-level income and the risk of diabetes rehospitalization among women and men: a Canadian population-based cohort study. BMC Public Health 2020; 20:60. [PMID: 31937292 PMCID: PMC6961319 DOI: 10.1186/s12889-020-8159-1] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2019] [Accepted: 01/06/2020] [Indexed: 01/15/2023] Open
Abstract
BACKGROUND Marked disparities by socioeconomic status in the risk of potentially avoidable hospitalization for chronic illnesses have been observed in many contexts, including those with universal health coverage. Less well known is how gender mediates such differences. We conducted a population-based cohort study to describe associations between household and community-level income and rehospitalizations for types 1 and 2 diabetes mellitus among Canadian women and men. METHODS Our cohorts were drawn from respondents to the 2006 mandatory long-form census linked longitudinally to 3 years of nationally standardized hospital records. We included adults 30-69 years hospitalized with diabetes at least once during the study period. We used logistic regressions to estimate odds ratios for 12-month diabetes rehospitalization associated with indicators of household and community-level income, with separate models by gender, and controlling for a range of other sociodemographic characteristics. Since diabetes may not always be recognized as the main reason for hospitalization, we accounted for disease progression through consideration of admissions where diabetes was previously identified as a secondary diagnosis. RESULTS Among persons hospitalized at least once with diabetes (n = 41,290), 1.5% were readmitted within 12 months where the initial admission had diabetes as the primary diagnosis, and 1.8% were readmitted where the initial admission had diabetes as a secondary diagnosis. For men, being in the lowest household income quintile was associated with higher odds of rehospitalization in cases where the initial admission listed diabetes as either the primary diagnosis (OR = 2.21; 95% CI = 1.38-3.51) or a secondary diagnosis (OR = 1.51; 95% CI = 1.02-2.24). For women, we found no association with income and rehospitalization, but having less than university education was associated with higher odds of rehospitalization where diabetes was a secondary diagnosis of the initial admission (OR = 1.88; 95% CI = 1.21-2.92). We also found positive, but insignificant associations between community-level poverty and odds of rehospitalization. CONCLUSIONS Universal health coverage remains insufficient to eliminate socioeconomic inequalities in preventable diabetes-related hospitalizations, as illustrated in this Canadian context. Decision-makers should tread cautiously with gender-blind poverty reduction actions aiming to enhance population health that may inadequately respond to the different needs of disadvantaged women and men with chronic illness.
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Affiliation(s)
- Neeru Gupta
- Department of Sociology, University of New Brunswick, P.O. Box 4400, Fredericton, New Brunswick E3B 5A3 Canada
| | - Dan L. Crouse
- Department of Sociology, University of New Brunswick, P.O. Box 4400, Fredericton, New Brunswick E3B 5A3 Canada
| | - Adele Balram
- New Brunswick Institute for Research, Data and Training (NB-IRDT), P.O. Box 4400, Fredericton, New Brunswick E3B 5A3 Canada
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Dai W. Is China facing the social risks associated with reliance on hospitalization for the care of the elderly with chronic diseases? Int J Health Plann Manage 2019; 34:794-805. [DOI: 10.1002/hpm.2738] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2018] [Revised: 12/27/2018] [Accepted: 01/03/2019] [Indexed: 11/10/2022] Open
Affiliation(s)
- Weidong Dai
- School of Public AdministrationZhejiang University of Finance and Economics Hangzhou China
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Kulhawy-Wibe S, King-Shier KM, Barnabe C, Manns BJ, Hemmelgarn BR, Campbell DJT. Exploring structural barriers to diabetes self-management in Alberta First Nations communities. Diabetol Metab Syndr 2018; 10:87. [PMID: 30524507 PMCID: PMC6276258 DOI: 10.1186/s13098-018-0385-7] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/29/2018] [Accepted: 11/09/2018] [Indexed: 01/20/2023] Open
Abstract
BACKGROUND Type 2 diabetes is highly prevalent in Canadian First Nations (FN) communities. FN individuals with diabetes are less likely to receive guideline recommended care and access specialist care. They are also less likely to be able to engage in optimal self-management behaviours. While the systemic and racial contributors to this problem have been well described, individuals' experiences with structural barriers to care and self-management remain under-characterized. METHODS We utilized qualitative methods to gain insight into the structural barriers to self-management experienced by FN individuals with diabetes. We conducted a qualitative descriptive analysis of a subcohort of patients with diabetes from FN communities (n = 5) from a larger qualitative study. Using detailed semi-structured telephone interviews, we inquired about participants' diabetes and barriers to diabetes self-management. Inductive thematic analysis was performed in duplicate using NVivo 10. RESULTS The structural barriers faced by this population were substantial yet distinct from those described by non-FN individuals with diabetes. For example, medication costs, which are usually cited as a barrier to care, are covered for FN persons with status. The barriers to diabetes self-management that were commonly experienced in this cohort included transportation-related difficulties, financial barriers to uninsured health services, and lack of accessible diabetes education and resultant knowledge gaps. CONCLUSIONS FN Albertans with diabetes face a myriad of barriers to self-management, which are distinct from the Non-FN population. In addition to the barriers introduced by colonialism and historical injustices, finances, geographic isolation, and lack of diabetes education each impede optimal management of diabetes. Programs targeted at addressing FN-specific barriers may improve aspects of diabetes self-management in this population.
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Affiliation(s)
- Stephanie Kulhawy-Wibe
- Department of Medicine, Cumming School of Medicine, University of Calgary, North Tower, 9th Floor, 3330 Hospital Drive NW, Calgary, AB T2N 4N1 Canada
| | - Kathryn M. King-Shier
- Department of Community Health Sciences, Cumming School of Medicine, O’Brien Institute for Public Health, Libin Cardiovascular Institute of Alberta, Faculty of Nursing, University of Calgary, TRW 3rd Floor, 3330 Hospital Drive NW, Calgary, AB T2N 4N1 Canada
| | - Cheryl Barnabe
- Departments of Medicine and Community Health Sciences, Cumming School of Medicine, O’Brien Institute for Public Health, Libin Cardiovascular Institute of Alberta, University of Calgary, North Tower, 9th Floor, 3330 Hospital Drive NW, Calgary, AB T2N 4N1 Canada
| | - Braden J. Manns
- Departments of Medicine and Community Health Sciences, Cumming School of Medicine, O’Brien Institute for Public Health, Libin Cardiovascular Institute of Alberta, University of Calgary, North Tower, 9th Floor, 3330 Hospital Drive NW, Calgary, AB T2N 4N1 Canada
| | - Brenda R. Hemmelgarn
- Departments of Medicine and Community Health Sciences, Cumming School of Medicine, O’Brien Institute for Public Health, Libin Cardiovascular Institute of Alberta, University of Calgary, North Tower, 9th Floor, 3330 Hospital Drive NW, Calgary, AB T2N 4N1 Canada
| | - David J. T. Campbell
- Department of Medicine, Cumming School of Medicine, University of Calgary, 1820 Richmond Road SW, Calgary, AB T2N 4N1 Canada
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Manderbacka K, Arffman M, Lumme S, Lehikoinen M, Winell K, Keskimäki I. Regional trends in avoidable hospitalisations due to complications among population with diabetes in Finland in 1996-2011: a register-based cohort study. BMJ Open 2016; 6:e011620. [PMID: 27550651 PMCID: PMC5013371 DOI: 10.1136/bmjopen-2016-011620] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/22/2016] [Revised: 06/28/2016] [Accepted: 08/02/2016] [Indexed: 11/17/2022] Open
Abstract
OBJECTIVES Diabetes requires continuous medical care including prevention of acute complications and risk reduction for long-term complications. Diabetic complications impose a substantial burden on public health and care delivery. We examined trends in regional differences in hospitalisations due to diabetes-related complications among the total diabetes population in Finland. RESEARCH DESIGN A longitudinal register-based cohort study 1996-2011 among a total population with diabetes in Finland. PARTICIPANTS All persons with diabetes identified from several administrative registers in Finland in 1964-2011 and alive on 1 January 1996. OUTCOME MEASURES We examined hospitalisations due to diabetes-related short-term and long-term complications, uncomplicated diabetes, myocardial infarction, stroke, lower extremity amputation and end-stage renal disease (ESRD). We calculated annual age-adjusted rates per 10 000 person years and the systematic component of variation. Multilevel models were used for studying time trends in regional variation. RESULTS There was a steep decline in complication-related hospitalisation rates during the study period. The decline was relatively small in ESRD (30%), whereas rates of hospitalisations for short-term and long-term complications as well as uncomplicated diabetes diminished by about 80%. The overall correlation between hospital district intercepts and slopes in time was -0.72 (p<0.001) among men and -0.99 (p<0.001) among women indicating diminishing variation. Diminishing variation was found in each of the complications studied. The variation was mainly distributed at the health centre level. CONCLUSIONS Our study suggests that the prevention of complications among persons with diabetes has improved in Finland between 1996 and 2011. The results further suggest that the prevention of complications has become more uniform throughout the country.
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Affiliation(s)
- Kristiina Manderbacka
- Service System Research Unit, National Institute for Health and Welfare, Helsinki, Finland
| | - Martti Arffman
- Service System Research Unit, National Institute for Health and Welfare, Helsinki, Finland
| | - Sonja Lumme
- Service System Research Unit, National Institute for Health and Welfare, Helsinki, Finland
| | - Markku Lehikoinen
- Department of Social Services and Health Care, Health Centre of City of Helsinki, Helsinki, Finland
- Department of General Practice and Primary Health Care, Network of Academic Health Centres, University of Helsinki, Helsinki, Finland
| | - Klas Winell
- Conmedic, Espoo, Finland
- Health Monitoring Unit, National Institute for Health and Welfare, Helsinki, Finland
| | - Ilmo Keskimäki
- Service System Research Unit, National Institute for Health and Welfare, Helsinki, Finland
- School of Health Sciences, University of Tampere, Tampere, Finland
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