1
|
Maurer M, Augustin M, Bauer S, Ekanayake-Bohlig S, Kircher P, Knöll A, Kramps T, Kurzen H, Laemmel S, Novak N, Oppel E, Pirouzmandi L, Rebhan M, Reimnitz U, Richter-Huhn G, Schwarz B, Schwichtenberg U, Staubach P, Termeer C, Thielen A, Varga K, von Bubnoff D, Zink A, Gmeiner B, Nathan P. Modelling of patient journey in chronic spontaneous urticaria: Increasing awareness and education by shorten patients' disease journey in Germany. J Eur Acad Dermatol Venereol 2024; 38:2093-2101. [PMID: 38441370 DOI: 10.1111/jdv.19940] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2023] [Accepted: 02/09/2024] [Indexed: 10/26/2024]
Abstract
BACKGROUND Chronic spontaneous urticaria (CSU) is both physically and emotionally stressful, and guideline recommendations are often not optimally implemented in clinical practice. The objective of this study was to provide an overview on the patient journey in CSU and to develop a mathematical model based on solid data. METHODS The journey of CSU patients in Germany was traced through literature review and expert meetings that included medical experts, pharmacists and representatives of patient organizations. The current situation's main challenges in the patient journey (education, collaboration and disease management) were discussed in depth. Then, a probabilistic model was developed in a co-creation approach to simulate the impact of three potential improvement strategies: (1) patient education campaign, (2) medical professional education programme and (3) implementation of a disease management programme (DMP). RESULTS Chronic spontaneous urticaria patients are severely burdened by delays in diagnosis and optimal medical care. Our simulation indicates that in Germany, it takes on average of 3.8 years for patients to achieve disease control in Germany. Modelling all three optimization strategies resulted in a reduction to 2.5 years until CSU symptom control. On a population level, the proportion of CSU patients with disease control increased from 44.2% to 58.1%. CONCLUSIONS In principle, effective CSU medications and a disease-specific guideline are available. However, implementation of recommendations is lagging in practice. The approach of quantitative modelling of the patient journey validates obstacles and shows a clear effect of multiple interventions on the patient journey. The data generated by our simulation can be used to identify strategies for improving patient care. Our approach might helping in understanding and improving the management of patients beyond CSU.
Collapse
Affiliation(s)
- Marcus Maurer
- Institute of Allergology, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
- Immunology and Allergology, Fraunhofer Institute for Translational Medicine and Pharmacology ITMP, Berlin, Germany
| | | | | | | | | | | | | | | | - Sonja Laemmel
- Deutscher Allergie- und Asthmabund e.V. - DAAB, Berlin, Germany
| | - Natalija Novak
- Department of Dermatology and Allergy, University Hospital Bonn, Bonn, Germany
| | - Eva Oppel
- Department of Dermatology and Allergology, University Hospital, LMU Munich, Munich, Germany
| | | | - Michael Rebhan
- Novartis Institute for Biomedical Research, DAX Translational Research & Data Science, Basel, Switzerland
| | | | | | | | | | - Petra Staubach
- Department of Dermatology, University Medical Center Mainz, Mainz, Germany
| | - Christian Termeer
- Praxis, Stuttgart, Germany
- Department of Dermatology, University of Freiburg, Freiburg, Germany
| | | | | | - Dagmar von Bubnoff
- Department Dermatology, Allergology and Venereology, University Medical Center Lübeck, Lübeck, Germany
| | - Alexander Zink
- Klinik und Poliklinik für Dermatologie und Allergologie am Biederstein, Fakultät für Medizin, Technische Universität München, Munich, Germany
- Division of Dermatology and Venereology, Department of Medicine Solna, Karolinska Institute, Stockholm, Sweden
| | | | | |
Collapse
|
2
|
Ihana-Sugiyama N, Sano K, Sugiyama T, Goto A, Hirata T, Ueki K, Tsushita K. Evaluation of a program designed to prevent diabetic nephropathy aggravation: A retrospective cohort study using health checkups and claims data in Japanese municipalities. Diabetes Res Clin Pract 2024; 215:111804. [PMID: 39084292 DOI: 10.1016/j.diabres.2024.111804] [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: 03/14/2024] [Revised: 07/08/2024] [Accepted: 07/29/2024] [Indexed: 08/02/2024]
Abstract
AIMS Japan started the Diabetic Nephropathy Aggravation Prevention Program. Its early impact was assessed in this study. METHODS This study used the Kokuho Database of patients with type 2 diabetes from program-implementing and non-implementing municipalities (fiscal years [FYs] 2015-2021). Implementing municipalities facilitated clinic visits and provided education to eligible patients. Average treatment effects on the treated in FYs 2016 and 2018 were evaluated using the inverse probability of treatment weighting. Comparison included intervened vs. non-intervened patients in program-implementing municipalities (Comparison A), intervened patients in program-implementing vs. eligible patients in non-implementing municipalities (Comparison B), and eligible patients in implementing and non-implementing municipalities (Comparison C). RESULTS Overall, 89,611/89,685 patients from FY 2016/2018 were eligible. Among 68,125/68,170 patients in program-implementing municipalities, 1,470/1,819 were intervened. In Comparison A, the estimated effect of the program on ΔeGFR at 3 years were -0.4 (95 % confidence interval; -1.0, 0.2)/-0.4 (-0.9, 0.1) mL/min/1.73 m2 in FY 2016/2018. Comparisons B and C demonstrated similar tendency; distribution of %change in eGFR varied between municipalities. CONCLUSIONS Early in the program, renal function did not improve in the intervened patients or program-implementing municipalities. Diverse eGFR changes across municipalities highlighted diverse intervention outcomes, emphasizing the need of program refinement.
Collapse
Affiliation(s)
- Noriko Ihana-Sugiyama
- Diabetes and Metabolism Information Center, Research Institute, National Center for Global Health and Medicine, 1-21-1, Toyama, Shinjuku-Ku, Tokyo 162-8655, Japan; Department of Diabetes, Endocrinology, and Metabolism, National Center for Global Health and Medicine Hospital, 1-21-1, Toyama, Shinjuku-Ku, Tokyo 162-8655, Japan.
| | - Kazuaki Sano
- Diabetes and Metabolism Information Center, Research Institute, National Center for Global Health and Medicine, 1-21-1, Toyama, Shinjuku-Ku, Tokyo 162-8655, Japan; Kellogg School of Management, Northwestern University, 2211 Campus Drive, Evanston, IL 60208, USA.
| | - Takehiro Sugiyama
- Diabetes and Metabolism Information Center, Research Institute, National Center for Global Health and Medicine, 1-21-1, Toyama, Shinjuku-Ku, Tokyo 162-8655, Japan; Institute for Global Health Policy Research, Bureau of International Health Cooperation, National Center for Global Health and Medicine, 1-21-1, Toyama, Shinjuku-Ku, Tokyo 162-8655, Japan; Department of Health Services Research, Institute of Medicine, University of Tsukuba, 1-1-1 Tenno-dai, Tsukuba, Ibaraki 305-8575, Japan; Health Services Research and Development Center, University of Tsukuba, 1-1-1 Tenno-dai, Tsukuba, Ibaraki 305-8575, Japan.
| | - Atsushi Goto
- Department of Public Health, School of Medicine, Yokohama City University, 2-2-2, Seto, Kanazawa-ku, Yokohama, Kanagawa 236-0027, Japan.
| | - Takumi Hirata
- Human Care Research Team, Tokyo Metropolitan Institute for Geriatrics and Gerontology, 35-2 Sakae-cho, Itabashi-ku, Tokyo 173-0015, Japan.
| | - Kohjiro Ueki
- Diabetes Research Center, Research Institute, National Center for Global Health and Medicine, 1-21-1, Toyama, Shinjuku-Ku, Tokyo 162-8655, Japan.
| | - Kazuyo Tsushita
- Kagawa Nutrition University, 3-9-21 Chiyoda, Sakado, Saitama 350-0288, Japan.
| |
Collapse
|
3
|
Leiner J, Pellissier V, König S, Stellmacher L, Hohenstein S, Schanner C, Kwast S, Kuhlen R, Bollmann A. Patient Characteristics and Outcomes of Hospitalized Chronic Kidney Disease Patients with and without Type 2 Diabetes Mellitus: Observations from the German Claims Data-Based Cohort of the CaReMe-CKD Multinational Study. Clin Epidemiol 2024; 16:487-500. [PMID: 39070102 PMCID: PMC11276866 DOI: 10.2147/clep.s459767] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2024] [Accepted: 06/12/2024] [Indexed: 07/30/2024] Open
Abstract
Introduction Type 2 diabetes mellitus (T2DM) is a leading cause of chronic kidney disease (CKD) globally. Both conditions substantially worsen patients' prognosis. Current data on German in-hospital CKD cohorts are scarce. The multinational CaReMe study was initiated to evaluate the current epidemiology and healthcare burden of cardiovascular, renal and metabolic diseases. In this substudy, we share real-world data on CKD inpatients stratified for coexisting T2DM derived from a large German hospital network. Methods This study used administrative data of inpatient cases from 89 Helios hospitals from 01/01/2016 to 28/02/2022. Data were extracted from ICD-10-encoded discharge diagnoses and OPS-encoded procedures. The first case meeting a previously developed CKD definition (defined by ICD-10- and OPS-codes) was considered the index case for a particular patient. Subsequent hospitalizations were analysed for readmission statistics. Patient characteristics and pre-defined endpoints were stratified for T2DM at index case. Results In total, 48,011 patients with CKD were included in the present analysis (mean age ± standard deviation, 73.8 ± 13.1 years; female, 44%) of whom 47.9% had co-existing T2DM. Patients with T2DM were older (75 ± 10.6 vs 72.7 ± 14.9 years, p < 0.001), but gender distribution was similar to patients without T2DM. The burden of cardiovascular disease was increased in patients with T2DM, and index and follow-up in-hospital mortality rates were higher. Non-T2DM patients were characterised by more advanced CKD at baseline. Patients with T2DM had consistently higher readmission numbers for all events of interest, except for readmissions due to kidney failure/dialysis, which were more common in non-T2DM patients. Conclusion In this study, we present recent data on hospitalized patients with CKD in Germany. In this CKD cohort, nearly half had T2DM, which substantially affected cardiovascular disease burden, rehospitalization frequency and mortality. Interestingly, non-diabetic patients had more advanced underlying renal disease, which affected renal outcomes.
Collapse
Affiliation(s)
- Johannes Leiner
- Department of Electrophysiology, Heart Center Leipzig at University of Leipzig, Leipzig, Saxony, Germany
- Real World Evidence and Health Technology Assessment, Helios Health Institute, Berlin, Germany
| | - Vincent Pellissier
- Real World Evidence and Health Technology Assessment, Helios Health Institute, Berlin, Germany
| | - Sebastian König
- Department of Electrophysiology, Heart Center Leipzig at University of Leipzig, Leipzig, Saxony, Germany
- Real World Evidence and Health Technology Assessment, Helios Health Institute, Berlin, Germany
| | - Lars Stellmacher
- Real World Evidence and Health Technology Assessment, Helios Health Institute, Berlin, Germany
| | - Sven Hohenstein
- Real World Evidence and Health Technology Assessment, Helios Health Institute, Berlin, Germany
| | - Carolin Schanner
- Real World Evidence and Health Technology Assessment, Helios Health Institute, Berlin, Germany
| | - Stefan Kwast
- Real World Evidence and Health Technology Assessment, Helios Health Institute, Berlin, Germany
| | - Ralf Kuhlen
- Helios Health Institute, Berlin, Germany
- Helios Health, Berlin, Germany
| | - Andreas Bollmann
- Department of Electrophysiology, Heart Center Leipzig at University of Leipzig, Leipzig, Saxony, Germany
- Real World Evidence and Health Technology Assessment, Helios Health Institute, Berlin, Germany
- Helios Health Institute, Berlin, Germany
| |
Collapse
|
4
|
Prabowo MH, Febrinasari RP, Pamungkasari EP, Mahendradhata Y, Pulkki-Brännström AM, Probandari A. Health-related Quality of Life of Patients With Diabetes Mellitus Measured With the Bahasa Indonesia Version of EQ-5D in Primary Care Settings in Indonesia. J Prev Med Public Health 2023; 56:467-474. [PMID: 37828874 PMCID: PMC10579634 DOI: 10.3961/jpmph.23.229] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2023] [Accepted: 09/12/2023] [Indexed: 10/14/2023] Open
Abstract
OBJECTIVES Diabetes mellitus (DM) is a serious public health issue that places a heavy financial, social, and health-related burden on individuals, families, and healthcare systems. Self-reported health-related quality of life (HRQoL) is extensively used for monitoring the general population's health conditions and measuring the effectiveness of interventions. Therefore, this study investigated HRQoL and associated factors among patients with type 2 DM at a primary healthcare center in Indonesia. METHODS A cross-sectional study was conducted in Klaten District, Central Java, Indonesia, from May 2019 to July 2019. In total, 260 patients with DM registered with National Health Insurance were interviewed. HRQoL was measured with the EuroQol Group's validated Bahasa Indonesia version of the EuroQoL 5-Dimension 5-Level (EQ-5D-5L) with the Indonesian value set. Multivariate regression models were used to identify factors influencing HRQoL. RESULTS Data from 24 patients were excluded due to incomplete information. Most participants were men (60.6%), were aged above 50 years (91.5%), had less than a senior high school education (75.0%), and were unemployed (85.6%). The most frequent health problems were reported for the pain/discomfort dimension (64.0%) followed by anxiety (28.4%), mobility (17.8%), usual activities (10.6%), and self-care (6.8%). The average EuroQoL 5-Dimension (EQ-5D) index score was 0.86 (95% confidence interval [CI], 0.83 to 0.88). In the multivariate ordinal regression model, a higher education level (coefficient, 0.08; 95% CI, 0.02 to 0.14) was a significant predictor of the EQ-5D-5L utility score. CONCLUSIONS Patients with diabetes had poorer EQ-5D-5L utility values than the general population. DM patients experienced pain/discomfort and anxiety. There was a substantial positive relationship between education level and HRQoL.
Collapse
Affiliation(s)
- Muhammad Husen Prabowo
- Doctoral Program of Public Health, School of Graduate, Universitas Sebelas Maret, Surakarta, Indonesia
| | | | | | - Yodi Mahendradhata
- Department of Health Policy and Management, Faculty of Medicine, Nursing and Public Health, Universitas Gadjah Mada, Yogyakarta, Indonesia
| | | | - Ari Probandari
- Department of Public Health, Faculty of Medicine, Universitas Sebelas Maret, Surakarta, Indonesia
| |
Collapse
|
5
|
Safieddine B, Trachte F, Sperlich S, Epping J, Lange K, Geyer S. Trends of Antidiabetic and Cardiovascular Diseases Medication Prescriptions in Type 2 Diabetes between 2005 and 2017-A German Longitudinal Study Based on Claims Data. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2023; 20:4491. [PMID: 36901500 PMCID: PMC10001865 DOI: 10.3390/ijerph20054491] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/23/2023] [Revised: 02/27/2023] [Accepted: 02/28/2023] [Indexed: 06/18/2023]
Abstract
BACKGROUND With an attempt to understand possible mechanisms behind the severity-dependent development of type 2 diabetes (T2D) comorbidities, this study examines the trends of antidiabetic and cardiovascular diseases (CVD) medication prescriptions in individuals with T2D. METHODS The study is based on claims data from a statutory health insurance provider in Lower Saxony, Germany. The period prevalence of antidiabetic and CVD medication prescriptions was examined for the periods 2005-2007, 2010-2012, and 2015-2017 in 240,241, 295,868, and 308,134 individuals with T2D, respectively. (Ordered) logistic regression analyses were applied to examine the effect of time period on the number and prevalence of prescribed medications. Analyses were stratified by gender and three age groups. RESULTS The number of prescribed medications per person has increased significantly for all examined subgroups. For the two younger age groups, insulin prescriptions decreased but those of non-insulin medications increased, while both increased significantly over time for the age group of 65+ years. Except for glycosides and antiarrhythmic medications, the predicted probabilities for CVD medications increased over the examined periods, with lipid-lowering agents demonstrating the highest increase. CONCLUSIONS Results point towards an increase in medication prescriptions in T2D, which is in line with the evidence of the increase in most comorbidities indicating morbidity expansion. The increase in CVD medication prescriptions, especially lipid-lowering agents, could explain the specific development of severe and less severe T2D comorbidities observed in this population.
Collapse
Affiliation(s)
- Batoul Safieddine
- Medical Sociology Unit, Hannover Medical School, Carl-Neuberg-Str. 1, 30625 Hannover, Germany
| | - Florian Trachte
- Accident and Emergency Department, St. Vincenz Hospital, Am Busdorf 2, 33098 Paderborn, Germany
| | - Stefanie Sperlich
- Medical Sociology Unit, Hannover Medical School, Carl-Neuberg-Str. 1, 30625 Hannover, Germany
| | - Jelena Epping
- Medical Sociology Unit, Hannover Medical School, Carl-Neuberg-Str. 1, 30625 Hannover, Germany
| | - Karin Lange
- Medical Psychology Unit, Hannover Medical School, Carl-Neuberg-Str. 1, 30625 Hannover, Germany
| | - Siegfried Geyer
- Medical Sociology Unit, Hannover Medical School, Carl-Neuberg-Str. 1, 30625 Hannover, Germany
| |
Collapse
|
6
|
Riedl R, Robausch M, Berghold A. Disease Management Program in patients with type 2 diabetes mellitus, long-term results of the early and established program cohort: A population-based retrospective cohort study. PLoS One 2022; 17:e0279090. [PMID: 36512601 PMCID: PMC9746970 DOI: 10.1371/journal.pone.0279090] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2022] [Accepted: 11/30/2022] [Indexed: 12/15/2022] Open
Abstract
BACKGROUND The aim of this study was to evaluate the long-term follow up of the early and the effectiveness of the established program of the Austrian Disease Management Program (DMP) 'Therapie aktiv-Diabetes im Griff' for patients with type 2 diabetes mellitus concerning mortality, major macrovascular complications, costs and process quality of care parameters. METHODS We conducted a propensity score matched cohort study based on routine health insurance data for type 2 diabetic patients. The observational period from the matched early program cohort starts from January 1, 2009 to December 31, 2017 and includes 7181 DMP participants and 21543 non-participants. In the established matched program cohort, 3087 DMP participants and 9261 non-participants were observed within January 1, 2014 to December 31, 2017. RESULTS In the early program cohort, 22.1% of the patients in the DMP-group and 29.7% in the control-group died after 8 years follow-up (HR = 0.70; 95% CI: 0.66-0.73). A difference of € 1070 (95% bootstrap-T interval: € 723 - € 1412) in mean total costs per year was observed. In the established program cohort, 10.4% DMP participants died 4 years after enrollment, whereas in the control-group 11.9% of the patients died (HR = 0.88, 95% CI: 0.78-0.99). Healthcare utilization is higher in the DMP-group (75%-96%) compared to the control-group (63%-90%). CONCLUSIONS The 8-year long-term follow up of the DMP program showed a relevant improvement of survival and healthcare costs of patients with type 2 diabetes. The established program cohort had improved survival and quality of care. Our findings indicate that the DMP "Therapie aktiv" provides a long-term advantage for type 2 diabetes patients.
Collapse
Affiliation(s)
- Regina Riedl
- Institute for Medical Informatics, Statistics and Documentation, Medical University of Graz, Graz, Austria
| | - Martin Robausch
- Controlling Department (ÄIRCON), Lower Austria Health Insurance Fund, St. Pölten, Austria
| | - Andrea Berghold
- Institute for Medical Informatics, Statistics and Documentation, Medical University of Graz, Graz, Austria
- * E-mail:
| |
Collapse
|
7
|
Carmienke S, Fink A, Baumert J, Heidemann C, Du Y, Frese T, Heise M. Participation in structured diabetes self-management education programs and its associations with self-management behaviour - a nationwide population-based study. PATIENT EDUCATION AND COUNSELING 2022; 105:843-850. [PMID: 34272129 DOI: 10.1016/j.pec.2021.07.017] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/01/2021] [Revised: 07/08/2021] [Accepted: 07/09/2021] [Indexed: 06/13/2023]
Abstract
OBJECTIVE To evaluate the relationship between participation in structured diabetes self-management education programs (DSME) and self-management behaviour (SMB) in routine care. METHODS The study included 864 ever- and 515 never-DSME participants from the population-based survey German Health Update (GEDA) 2014/2015. SMB and clinical care variables were: Following a diet plan, keeping a diabetes diary, holding a diabetes pass, self-monitoring of blood glucose (SMBG), foot self-examination (FSE), retinopathy screening, haemoglobin A1c (HbA1c) measurement and examination of the feet by clinicians (FEC). We conducted logistic regression analyses for association of DSME-participation with SMB, adjusting for various variables. RESULTS DSME-participation was significantly associated with SMB including following a diet plan (OR 1.88 [95% CI 1.21-2.92]), keeping a diabetes journal (OR 3.83 [2.74-5.36]), holding a diabetes health passport (OR 6.11 [4.40-8.48]), SMBG (OR 2.96 [2.20-3.98]) and FSE (OR 2.64 [2.01-3.47]) as well as retinopathy screening (OR 3.30 [2.31-4.70]), HbA1c measurement (OR 2.58 [1.88-3.52]), and FEC (OR 3.68 [2.76-4.89]) after adjusting for confounders. CONCLUSION DSME-participation is associated with higher frequencies of various SMB and clinical care variables in routine care. Never-DSME attenders are more likely not to receive retinopathy screening, FEC and HbA1c measurements as recommended. PRACTICE IMPLICATIONS Clinicians should refer diabetes patients to a DSME and ensure a regular follow up for never-DSME attenders.
Collapse
Affiliation(s)
- Solveig Carmienke
- Institute of General Practice and Family Medicine, Medical Faculty, Martin-Luther-University Halle-Wittenberg, Magdeburger Strasse 8, 06112 Halle, Saale, Germany
| | - Astrid Fink
- Institute of Medical Sociology, Medical Faculty, Martin-Luther-University Halle-Wittenberg, Halle, Saale, Germany
| | - Jens Baumert
- Robert Koch Institute, Department of Epidemiology and Health Monitoring, Unit Physical Health, Berlin, Germany
| | - Christin Heidemann
- Robert Koch Institute, Department of Epidemiology and Health Monitoring, Unit Physical Health, Berlin, Germany
| | - Yong Du
- Robert Koch Institute, Department of Epidemiology and Health Monitoring, Unit Physical Health, Berlin, Germany
| | - Thomas Frese
- Institute of General Practice and Family Medicine, Medical Faculty, Martin-Luther-University Halle-Wittenberg, Magdeburger Strasse 8, 06112 Halle, Saale, Germany
| | - Marcus Heise
- Institute of General Practice and Family Medicine, Medical Faculty, Martin-Luther-University Halle-Wittenberg, Magdeburger Strasse 8, 06112 Halle, Saale, Germany.
| |
Collapse
|
8
|
Heise M, Fink A, Baumert J, Heidemann C, Du Y, Frese T, Carmienke S. Patterns and associated factors of diabetes self-management: Results of a latent class analysis in a German population-based study. PLoS One 2021; 16:e0248992. [PMID: 33740024 PMCID: PMC7978380 DOI: 10.1371/journal.pone.0248992] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2021] [Accepted: 03/10/2021] [Indexed: 11/19/2022] Open
Abstract
OBJECTIVE Few studies on diabetes self-management considered the patterns and relationships of different self-management behaviours (SMB). The aims of the present study are 1) to identify patterns of SMB among persons with diabetes, 2) to identify sociodemographic and disease-related predictors of SMB among persons with diabetes. RESEARCH DESIGN AND METHODS The present analysis includes data of 1,466 persons (age 18 to 99 years; 44.0% female; 56.0% male) with diabetes (type I and II) from the population-based study German Health Update 2014/2015 (GEDA 2014/2015-EHIS). We used latent class analysis in order to distinguish different patterns of self-management behaviours among persons with diabetes. The assessment of SMB was based on seven self-reported activities by respondents (dietary plan, diabetes-diary, diabetes health pass, self-assessment of blood glucose, self-examination of feet, retinopathy-screenings and assessment of HbA1c). Subsequent multinomial latent variable regressions identified factors that were associated with self-management behaviour. RESULTS Latent class analysis suggested a distinction between three patterns of SMB. Based on modal posterior probabilities 42.8% of respondents showed an adherent pattern of diabetes self-management with above-average frequency in all seven indicators of SMB. 32.1% showed a nonadherent pattern with a below-average commitment in all seven forms of SMB. Another 25.1% were assigned to an ambivalent type, which showed to be adherent with regard to retinopathy screenings, foot examinations, and the assessment of HbA1c, yet nonadherent with regard to all other forms of SMB. In multivariable regression analyses, participation in Diabetes Self-Management Education programs (DSME) was the most important predictor of good self-management behaviour (marginal effect = 51.7 percentage points), followed by attentiveness towards one's personal health (31.0 percentage points). Respondents with a duration of illness of less than 10 years (19.5 percentage points), employed respondents (7.5 percentage points), as well as respondents with a high socioeconomic status (24.7 percentage points) were more likely to show suboptimal forms of diabetes self-management. DISCUSSION In the present nationwide population-based study, a large proportion of persons with diabetes showed suboptimal self-management behaviour. Participation in a DSME program was the strongest predictor of good self-management. Results underline the need for continual and consistent health education for patients with diabetes.
Collapse
Affiliation(s)
- Marcus Heise
- Institute of General Practice and Family Medicine, Medical Faculty of Martin Luther-University Halle-Wittenberg, Halle (Saale), Germany
| | - Astrid Fink
- Institute of Medical Sociology, Medical Faculty of Martin Luther-University Halle-Wittenberg, Halle (Saale), Germany
| | - Jens Baumert
- Department of Epidemiology and Health Monitoring, Robert Koch Institute, Berlin, Germany
| | - Christin Heidemann
- Department of Epidemiology and Health Monitoring, Robert Koch Institute, Berlin, Germany
| | - Yong Du
- Department of Epidemiology and Health Monitoring, Robert Koch Institute, Berlin, Germany
| | - Thomas Frese
- Institute of General Practice and Family Medicine, Medical Faculty of Martin Luther-University Halle-Wittenberg, Halle (Saale), Germany
| | - Solveig Carmienke
- Institute of General Practice and Family Medicine, Medical Faculty of Martin Luther-University Halle-Wittenberg, Halle (Saale), Germany
| |
Collapse
|
9
|
Sperlich S, Beller J, Epping J, Safieddine B, Tetzlaff J, Geyer S. Are Disability Rates among People with Diabetes Increasing in Germany? A Decomposition Analysis of Temporal Change between 2004 and 2015. J Aging Health 2021; 33:205-216. [PMID: 33135530 PMCID: PMC7917560 DOI: 10.1177/0898264320970324] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Objectives: We investigated changes in the prevalence of disabilities among individuals with type 2 diabetes and analyzed the contribution of comorbidities on this change. Methods: Data were drawn from the Survey of Health, Ageing, and Retirement in Europe (SHARE). We estimated predicted probabilities of impaired (instrumental) activities of daily living (IADL and ADL) by means of logistic regression. Multivariate decomposition was employed for analyzing the impact of comorbidities on changes in disability rates. Results: Among people with diabetes, ADL difficulties rose significantly from 11.3% (2004) to 19.1% (2015), while IADL difficulties increased among younger diabetics from 11.5% to 18.3%. Decomposition analysis revealed that the parallel increase in comorbidities contributed to the rise in disabilities. Discussion: We found disability rates among people with diabetes in Germany to be increasing over time, pointing toward a growing demand of tertiary prevention for these individuals to maintain functional health and quality of life.
Collapse
Affiliation(s)
| | - Johannes Beller
- Medical Sociology, Hannover Medical School, Hannover, Germany
| | - Jelena Epping
- Medical Sociology, Hannover Medical School, Hannover, Germany
| | | | | | - Siegfried Geyer
- Medical Sociology, Hannover Medical School, Hannover, Germany
| |
Collapse
|
10
|
Does disease management for diabetic nephropathy reduce medical expenditure? Evidence from a three-period difference-in-differences analysis. BMC Health Serv Res 2020; 20:403. [PMID: 32393380 PMCID: PMC7212603 DOI: 10.1186/s12913-020-05297-0] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2019] [Accepted: 05/05/2020] [Indexed: 01/07/2023] Open
Abstract
Background To discriminatively evaluate the cost-saving effects of a disease management program for diabetic nephropathy patients through care process rectification and, subsequently, improved health outcomes. Methods This study links public medical insurance claims data to the health records of a disease management program for diabetic nephropathy patients. To account for selection bias caused by the non-randomized allocation of the disease management program for diabetes patients, we adopted a fixed-effect model of panel data analysis. To discriminatively evaluate the cost-saving effects of the disease management program for diabetic nephropathy patients through care process rectification and, subsequently, improved health outcomes, we expanded the difference-in-differences analysis from the traditional two-period model to a three-period model, comprising the before-intervention, during-intervention, and after-intervention periods. Data were extracted from municipal public insurers in Kure, Japan. Results The cost-reduction effect in terms of treatment costs from the before-intervention period to the during-intervention period (the rectification effect) was 4.02%, and the cost-saving effect from the during-intervention period to the after-intervention period (the health improvement effect) was 2.95%. Conclusions A disease management program for diabetes patients organized by local public insurers in Japan reduced costs both by amending treatment processes and by subsequently improving the prognosis of the disease.
Collapse
|
11
|
Carmienke S, Baumert J, Gabrys L, Heise M, Frese T, Heidemann C, Fink A. Participation in structured diabetes mellitus self-management education program and association with lifestyle behavior: results from a population-based study. BMJ Open Diabetes Res Care 2020; 8:e001066. [PMID: 32205327 PMCID: PMC7206925 DOI: 10.1136/bmjdrc-2019-001066] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/20/2019] [Revised: 02/12/2020] [Accepted: 02/26/2020] [Indexed: 12/02/2022] Open
Abstract
OBJECTIVE Whether participation in structured diabetes self-management education programs (DSME) for participants with diabetes mellitus is associated with a healthy lifestyle in routine care apart from randomized-controlled studies remains unclear and is this studies' research question. RESEARCH DESIGN AND METHODS We identified 1300 persons with diabetes mellitus drawn from the cross-sectional population-based analysis German Health Update 2014/2015 (GEDA 2014/2015), which integrated the modules of the European Health Interview Survey (EHIS) wave 2. Of those, 816 were ever-DSME participants and 484 never-participants. We conducted multivariable weighted logistic regression analyses for lifestyle differences comparing ever-DSME and never-DSME participants. Lifestyle was defined by physical activity (PA), current smoking, fruit/vegetable consumption and body mass index (BMI). Age, sex, socioeconomic status, living together, limitation due to health problems for at least for 6 months, self-efficacy and attention to one's health were included as confounders in the regression models. RESULTS Ever-DSME participants engaged significantly more often in cycling at least 1 day per week (OR 1.62, 95% CI: 1.15-2.30) and performed significantly more often aerobic endurance training of 150 min per week (including walking: OR 1.42, 95% CI: 1.03-1.94, without walking: OR 1.48, 95% CI: 1.08-2.03) compared with never-DSME participants. Ever-DSME participants were significantly more often ex-smoker compared with never-DSME participants (OR 1.39, 95% CI: 1.03-1.88). DSME attendance was not significantly associated with current smoking, BMI and fruit or vegetable consumption. CONCLUSION DSME participation is associated with a moderately healthier lifestyle particularly for PA even in routine healthcare. Study results emphasize the importance of a broadly dissemination of DSME access for nationwide diabetes healthcare. Future studies should adjust for DSME participation when investigating lifestyle in persons with diabetes.
Collapse
Affiliation(s)
- Solveig Carmienke
- Institute for General Practice and Family Medicine, Medical Faculty of Martin-Luther-Universitat Halle-Wittenberg, Halle, Germany
| | - Jens Baumert
- Department of Epidemiology and Health Monitoring, Robert Koch-Institute, Berlin, Germany
| | - Lars Gabrys
- Department of Epidemiology and Health Monitoring, Robert Koch-Institute, Berlin, Germany
- Fachhochschule für Sport und Management Potsdam, Potsdam, Germany
| | - Marcus Heise
- Institute for General Practice and Family Medicine, Medical Faculty of Martin-Luther-Universitat Halle-Wittenberg, Halle, Germany
| | - Thomas Frese
- Institute for General Practice and Family Medicine, Medical Faculty of Martin-Luther-Universitat Halle-Wittenberg, Halle, Germany
| | - Christin Heidemann
- Department of Epidemiology and Health Monitoring, Robert Koch-Institute, Berlin, Germany
| | - Astrid Fink
- Institute of Medical Sociology, Martin-Luther-Universitat Halle-Wittenberg, Halle, Germany
| |
Collapse
|
12
|
Ceriello A, deValk HW, Guerci B, Haak T, Owens D, Canobbio M, Fritzen K, Stautner C, Schnell O. The burden of type 2 diabetes in Europe: Current and future aspects of insulin treatment from patient and healthcare spending perspectives. Diabetes Res Clin Pract 2020; 161:108053. [PMID: 32035117 DOI: 10.1016/j.diabres.2020.108053] [Citation(s) in RCA: 25] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/03/2019] [Revised: 01/23/2020] [Accepted: 02/04/2020] [Indexed: 02/08/2023]
Abstract
Due to the progressive nature of type 2 diabetes (T2DM), initiation of insulin therapy is very likely in the disease continuum. This article aims at highlighting the current situation with regard to insulin therapy in people with T2DM in Europe and at presenting the associated unmet need. Challenges for both people with T2DM and healthcare professionals include clinical inertia also derived from fear of hypoglycaemia, weight gain and injections as well as increased need for a comprehensive diabetes management. We compare national and international guidelines and recommendations for the initiation and intensification of insulin therapy with the real-world situation in six European countries, demonstrating that glycaemic targets are only met in a minority of people with T2DM on insulin therapy. Furthermore, this work evaluates currently recorded numbers of people with T2DM treated with insulin in Europe, the proportion not achieving the stated glycaemic targets and thus in need to enhance insulin therapy e.g. by a change in means of insulin delivery including, but not limited to, insulin pens, wearable mealtime insulin delivery patches, patch pumps, and conventional insulin pumps with continuous subcutaneous insulin infusion.
Collapse
Affiliation(s)
| | - Harold W deValk
- Department of Internal Medicine, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Bruno Guerci
- Endocrinology, Diabetology & Nutrition Clinical Unit, Brabois Hospital & Center of Clinical Investigation ILCV, Centre Hospitalier Universitaire of Nancy, University of Lorraine Vandoeuvre-lès-Nancy, France
| | - Thomas Haak
- Diabetes Klinik Bad Mergentheim, Bad Mergentheim, Germany
| | - David Owens
- Diabetes Research Unit Cymru, Swansea University, Swansea, Wales, UK
| | | | | | | | - Oliver Schnell
- Sciarc GmbH, Baierbrunn, Germany; Forschergruppe Diabetes e.V., Muenchen-Neuherberg, Germany.
| |
Collapse
|
13
|
Tazhbenova ST, Millere I, Yermukhanova LS, Sultanova G, Turebaev M, Sultanova BP. Effectiveness of diabetes mellitus management program at primary health care level. ELECTRONIC JOURNAL OF GENERAL MEDICINE 2019. [DOI: 10.29333/ejgm/115848] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
|
14
|
Timpel P, Harst L, Reifegerste D, Weihrauch-Blüher S, Schwarz PEH. What should governments be doing to prevent diabetes throughout the life course? Diabetologia 2019; 62:1842-1853. [PMID: 31451873 DOI: 10.1007/s00125-019-4941-y] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/28/2019] [Accepted: 06/05/2019] [Indexed: 11/25/2022]
Abstract
Health systems and governments are increasingly required to implement measures that target at-risk populations to prevent noncommunicable diseases. In this review we lay out what governments should be doing to prevent diabetes throughout the life course. The following four target groups were used to structure the specific recommendations: (1) pregnant women and young families, (2) children and adolescents, (3) working age population, and (4) the elderly. The evidence to date supports the effectiveness of some known government policy measures, such as sugar taxes and regulatory measures in the (pre-)school setting for children and adolescents. Many of these appear to be more effective if they are part of a bundle of strategies and if they are supplemented by communication strategies. Although there is a current focus on strategies that target the individual, governments can make use of evidence-based population-level prevention strategies. More research and continuous evaluation of the overall and subgroup-specific effectiveness of policy strategies using high-quality longitudinal studies are needed.
Collapse
Affiliation(s)
- Patrick Timpel
- Department for Prevention and Care of Diabetes, Department of Medicine III, Faculty of Medicine Carl Gustav Carus, Technische Universität Dresden, Fetscherstraße 74, 01307, Dresden, Germany.
| | - Lorenz Harst
- Research Association Public Health Saxony/Center for Evidence-Based Healthcare, Faculty of Medicine Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany
| | - Doreen Reifegerste
- Department of Media and Communication Science, University of Erfurt, Erfurt, Germany
| | - Susann Weihrauch-Blüher
- Department of Pediatrics I, Pediatric Endocrinology and Diabetology, Martin-Luther-University Halle-Wittenberg, Halle, Germany
| | - Peter E H Schwarz
- Department for Prevention and Care of Diabetes, Department of Medicine III, Faculty of Medicine Carl Gustav Carus, Technische Universität Dresden, Fetscherstraße 74, 01307, Dresden, Germany
- Paul Langerhans Institute Dresden of the Helmholtz Center Munich at University Hospital and Faculty of Medicine, Technische Universität Dresden, Dresden, Germany
- German Center for Diabetes Research (DZD), Munich, Neuherberg, Germany
| |
Collapse
|
15
|
Facchini LA, Tomasi E, Dilélio AS. Qualidade da Atenção Primária à Saúde no Brasil: avanços, desafios e perspectivas. SAÚDE EM DEBATE 2018. [DOI: 10.1590/0103-11042018s114] [Citation(s) in RCA: 43] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
RESUMO O ensaio reúne avanços, problemas e propostas sobre a qualidade da Atenção Básica no Brasil, com ênfase na integralidade do cuidado, expressa na completude das ações de saúde. Estudos sobre acesso e qualidade da Estratégia Saúde da Família (ESF) evidenciam avanços na ampliação das coberturas da ESF e do acesso da população, na melhoria da estrutura dos serviços, na provisão de médicos e na cobertura de ações de saúde. Persistem problemas de estrutura, com destaque para a disponibilidade de insumos essenciais e de tecnologias de informação e comunicação. A organização e a gestão dos serviços e a prática profissional das equipes padecem de um problema sistêmico de incompletude da oferta de ações e de cuidados de saúde, apesar dos padrões de referência, diretrizes, metas e protocolos. Propõe-se a universalização do modelo de atenção da ESF no Brasil com garantias de aportes na estrutura dos serviços de equipes completas com médicos, enfermeiros, dentistas, técnicos de enfermagem e Agentes Comunitários de Saúde com dedicação integral. Programas de educação permanente, institucionalização de práticas de monitoramento e avaliação em equipes locais e a realização de 'mutirões de qualidade' estimulam a melhoria sistêmica da qualidade da ESF no Brasil, contribuindo para a redução das desigualdades em saúde.
Collapse
|
16
|
Panisch S, Johansson T, Flamm M, Winkler H, Weitgasser R, Sönnichsen AC. The impact of a disease management programme for type 2 diabetes on health-related quality of life: multilevel analysis of a cluster-randomised controlled trial. Diabetol Metab Syndr 2018; 10:28. [PMID: 29643940 PMCID: PMC5892002 DOI: 10.1186/s13098-018-0330-9] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/11/2018] [Accepted: 03/28/2018] [Indexed: 12/21/2022] Open
Abstract
BACKGROUND Type 2 diabetes is a chronic disease associated with poorer health outcomes and decreased health related quality of life (HRQoL). The aim of this analysis was to explore the impact of a disease management programme (DMP) in type 2 diabetes on HRQoL. A multilevel model was used to explain the variation in EQ-VAS. METHODS A cluster-randomized controlled trial-analysis of the secondary endpoint HRQoL. Our study population were general practitioners and patients in the province of Salzburg. The DMP "Therapie-Aktiv" was implemented in the intervention group, and controls received usual care. Outcome measure was a change in EQ-VAS after 12 months. For comparison of rates, we used Fisher's Exact test; for continuous variables the independent T test or Welch test were used. In the multilevel modeling, we examined various models, continuously adding variables to explain the variation in the dependent variable, starting with an empty model, including only the random intercept. We analysed random effects parameters in order to disentangle variation of the final EQ-VAS. RESULTS The EQ-VAS significantly increased within the intervention group (mean difference 2.19, p = 0.005). There was no significant difference in EQ-VAS between groups (mean difference 1.00, p = 0.339). In the intervention group the improvement was more distinct in women (2.46, p = 0.036) compared to men (1.92, p = 0.063). In multilevel modeling, sex, age, family and work circumstances, any macrovascular diabetic complication, duration of diabetes, baseline body mass index and baseline EQ-VAS significantly influence final EQ-VAS, while DMP does not. The final model explains 28.9% (EQ-VAS) of the total variance. Most of the unexplained variance was found on patient-level (95%) and less on GP-level (5%). CONCLUSION DMP "Therapie-Aktiv" has no significant impact on final EQ-VAS. The impact of DMPs in type 2 diabetes on HRQoL is still unclear and future programmes should focus on patient specific needs and predictors in order to improve HRQoL.Trial registration Current Controlled trials Ltd., ISRCTN27414162.
Collapse
Affiliation(s)
- Sigrid Panisch
- Department of Mathematics, University of Salzburg, Hellbrunner Str. 34, 5020 Salzburg, Austria
| | - Tim Johansson
- Institute of General Practice, Family Medicine and Preventive Medicine, Paracelsus Medical University, Salzburg, Strubergasse 21, 5020 Salzburg, Austria
| | - Maria Flamm
- Institute of General Practice, Family Medicine and Preventive Medicine, Paracelsus Medical University, Salzburg, Strubergasse 21, 5020 Salzburg, Austria
| | - Henrike Winkler
- Paris Lodron University, Kapitelgasse 4-6, 5020 Salzburg, Austria
| | - Raimund Weitgasser
- Department of Internal Medicine, Wehrle-Diakonissen Hospital, Haydnstrasse 18, 5020 Salzburg, Austria
- Paracelsus Medical University, Strubergasse 21, 5020 Salzburg, Austria
| | - Andreas C. Sönnichsen
- Institute of General Practice and Family Medicine, Witten/Herdecke University, Alfred-Herrhausen-Straße 50, 58448 Witten, Germany
- Division of Population Health, Health Services Research and Primary Care, School of Health Sciences, University of Manchester, Oxford Rd, Manchester, M13 9PL UK
| |
Collapse
|