Patterns and associated factors of diabetes self-management: Results of a latent class analysis in a German population-based study

被引:5
作者
Heise, Marcus [1 ]
Fink, Astrid [2 ]
Baumert, Jens [3 ]
Heidemann, Christin [3 ]
Du, Yong [3 ]
Frese, Thomas [1 ]
Carmienke, Solveig [1 ]
机构
[1] Martin Luther Univ Halle Wittenberg, Inst Gen Practice & Family Med, Med Fac, Halle, Saale, Germany
[2] Martin Luther Univ Halle Wittenberg, Inst Med Sociol, Med Fac, Halle, Saale, Germany
[3] Robert Koch Inst, Dept Epidemiol & Hlth Monitoring, Berlin, Germany
关键词
SOCIOECONOMIC-STATUS; HEALTH INTERVIEW; CARE; MELLITUS; EDUCATION; ADULTS; BARRIERS; OUTCOMES; LIFE;
D O I
10.1371/journal.pone.0248992
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
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.
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页数:23
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共 63 条
[1]   Enablers and barriers to effective diabetes self-management: A multi-national investigation [J].
Adu, Mary D. ;
Malabu, Usman H. ;
Malau-Aduli, Aduli E. O. ;
Malau-Aduli, Bunmi S. .
PLOS ONE, 2019, 14 (06)
[2]   NEW LOOK AT STATISTICAL-MODEL IDENTIFICATION [J].
AKAIKE, H .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1974, AC19 (06) :716-723
[3]  
[Anonymous], 2014, STAT ANAL MISSING DA
[4]   The importance of specialist treatment, treatment satisfaction and diabetes education for the compliance of subjects with type 2 diabetes -: Results from a population-based survey [J].
Arnold-Woemer, N. ;
Holle, R. ;
Rathmann, W. ;
Mielck, A. .
EXPERIMENTAL AND CLINICAL ENDOCRINOLOGY & DIABETES, 2008, 116 (02) :123-128
[5]   Assessment of self-management in patients with diabetes using the novel LMC Skills, Confidence and Preparedness Index (SCPI) [J].
Aronson, Ronnie ;
Brown, Ruth E. ;
Jiandani, Dishay ;
Walker, Ashleigh ;
Orzech, Naomi ;
Mbuagbaw, Lawrence .
DIABETES RESEARCH AND CLINICAL PRACTICE, 2018, 137 :128-136
[6]  
Arzneimittelkommission Der Deutschen Arzteschaft (AkdA) ABDA-Bundesvereinigung Deutscher Apothekerverbande Deutsche Diabetes-Gesellschaft (DDG) Deutsche Gesellschaft Fur Allgemeinmedizin Und Familienmedizin (DEGAM) Fachkommission Diabetes Der Sachsischen Landesarztekammer (FKDS) Verband Der Diabetesberatungs- Und Schulungsberufe Deutschland (VDBD), 2012, NATL VERSORGUNGSLEIT, V1
[7]  
Arzneimittelkommission Der Deutschen Arzteschaft (AkdA) Deutsche Diabetes Gesellschaft (DDG) Deutsche Gesellschaft Fur Allgemeinmedizin Und Familienmedizin (DEGAM) Deutsche Gesellschaft Fur Innere Medizin (DGIM) (Vertreten Durch Die DDG) Verband Der Diabetesberatungs- Und Schulungsberufe Deutschland (VDBD) Arztliches Zentrum Fur Qualitat In Der Medizin (AZQ)., 2013, NATL VERSORGUNGSLEIT, V1
[8]   Auxiliary Variables in Mixture Modeling: Three-Step Approaches Using Mplus [J].
Asparouhov, Tihomir ;
Muthen, Bengt .
STRUCTURAL EQUATION MODELING-A MULTIDISCIPLINARY JOURNAL, 2014, 21 (03) :329-341
[9]   Associations between self-management behavior and sociodemographic and disease-related characteristics in elderly people with type 2 diabetes - New results from the population-based KORA studies in Germany [J].
Becker, Jana ;
Emmert-Fees, Karl M. F. ;
Greiner, Gregory Gordon ;
Rathmann, Wolfgang ;
Thorand, Barbara ;
Peters, Annette ;
Karl, Florian M. ;
Laxy, Michael ;
Schwettmann, Lars .
PRIMARY CARE DIABETES, 2020, 14 (05) :508-514
[10]   A solution-focused approach to understanding patient motivation in diabetes self-management: Gender differences and implications for primary care [J].
Bhaloo, Tajudaullah ;
Juma, Michael ;
Criscuolo-Higgins, Christine .
CHRONIC ILLNESS, 2018, 14 (04) :243-255