| Literature DB >> 29216868 |
Andreas Heltberg1,2,3, Volkert Siersma4, John Sahl Andersen5, Christina Ellervik6,7,8, Henrik Brønnum-Hansen9, Jakob Kragstrup5, Niels de Fine Olivarius4.
Abstract
BACKGROUND: We investigated how four aspects of socio-demography influence the effectiveness of an intervention with structured personal diabetes care on long-term outcomes.Entities:
Keywords: Clinical outcomes; Intervention; Social inequalities; Type 2 diabetes mellitus
Mesh:
Year: 2017 PMID: 29216868 PMCID: PMC5721594 DOI: 10.1186/s12902-017-0227-x
Source DB: PubMed Journal: BMC Endocr Disord ISSN: 1472-6823 Impact factor: 2.763
Fig. 1Patient flow diagram from inclusion until 19-year register based follow-up
Patient characteristics at diabetes diagnosis according to treatment arm
| No. of respondents | Routine | Structured |
| |
|---|---|---|---|---|
| Socioeconomic | ||||
| Age, years | 620/761 | 65.2 (73.4; 56.2) | 65.5 (73.7; 55.6) | 0.59 |
| Male gender | 620/761 | 329 (53.1) | 404 (53.1) | 0.99 |
| Living alone | 606/743 | 198 (32.7) | 236 (37.6) | 0.72 |
| Rural residence | 596/728 | 161 (27.0) | 153 (21.0) | 0.011 |
| Basic school education only | 588/723 | 459 (78.1) | 574 (79.4) | 0.56 |
| Employment status | 605/744 | 0.51 | ||
| In labor market | 157 (26.0) | 208 (28.0) | ||
| Out of labor marketa | 181 (29.9) | 203 (27.3) | ||
| Retired | 267 (44.1) | 333 (44.8) | ||
| Medical history | ||||
| Cardiovascular diseaseb | 603/743 | 191 (31.7) | 223 (30.0) | 0.51 |
| Clinical | ||||
| Body mass index, kg/m2 | 619/753 | 28.7 (32.2; 26.0) | 29.4 (33.0; 26.2) | 0.21 |
| Hypertensionc | 620/761 | 458 (73.9) | 568 (74.6) | 0.75 |
| Biochemical | ||||
| Fasting plasma glucose, mmol/L | 620/761 | 13.8 (10.7; 17.1) | 13.6 (10.7; 16.9) | 0.44 |
| HbA1c, %d | 512/624 | 10.2 (8.7; 11.9) | 10.2 (8.6; 11.7) | 0.75 |
| Total cholesterol, mmol/L | 620/740 | 6.2 (5.5; 7.2) | 6.2 (5.3; 7.1) | 0.16 |
| Fasting triglycerides, mmol/L | 610/736 | 2.0 (1.4; 3.0) | 2.0 (1.4; 2.9) | 0.62 |
| Serum creatinine, μmol/L | 611/740 | 88 (79; 100) | 90 (80; 101) | 0.41 |
| Urinary micro- or proteinuriae | 595/723 | 254 (42.7) | 304 (42.1) | 0.81 |
| Behavioral | ||||
| Sedentary (leisure-time) physical activity | 604/741 | 162 (26.8) | 210 (28.3) | 0.54 |
| Current smokers | 604/742 | 208 (34.4) | 264 (35.6) | 0.66 |
Values are medians (interquartile range) or numbers (% of randomization group). The p-values are from Chi square tests for categorical data and Kruskal-Wallis tests for numeric data. aWelfare benefits (unemployment-, social- health related benefits); bKnown cardiovascular disease: History of myocardial infarction, angina pectoris, stroke, intermittent claudication or amputation; cPatients with systolic/diastolic BP > 160/90 mmHg and/or the use of antihypertensive and/or diuretic drugs; dHbA1c measured within 45 days of diabetes diagnosis, reference range 5.4–7.4% (59-81 mmol/mol); eProtein level in urin > = 15 mg/L
Fig. 2Kaplan-Meier plot showing the proportion of surviving patients since diabetes diagnosis in patients according to randomization arm and highest attained education level, only basic schooling vs. higher
Fig. 3Kaplan-Meier plot showing the proportion of patients without any diabetes related endpoint since diagnosis according to randomization arm and highest attained education level, only basic schooling vs. higher
Any diabetes-related outcome and all-cause mortality during 19 years of follow-up, according to socio-demographic group
| No. of patients without outcome at | No. (%) of patients with outcome | Absolute risk (events per 1000 patient years) | Hazard ratio (HR)a for structured- versus routine care (=reference group) | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Routine care | Structured personal care | p valueb | Routine care | Structured personal care | p valuec | Adjusted for age, sex and clustering | p valued | Additionally adjusted for clinical and behavioral variablesf | p valued | Interaction p valuee | ||
| Educationf
| 0.11 | |||||||||||
| Basic | 377/461 | 281 (74.5) | 313 (67.9) | 0.04 | 89.2 | 74.5 | 0.01 | 0.80 (0.67–0.94) | 0.008 | 0.75 (0.63–0.89) | 0.0008 | |
| Higher | 108/124 | 72 (66.7) | 74 (59.7) | 0.27 | 61.5 | 53.0 | 0.31 | 0.94 (0.69–1.28) | 0.69 | 1.01 (0.73–1.40) | 0.97 | |
| All-cause mortality | 0.35 | |||||||||||
| Basic | 459/574 | 343 (74.7) | 410 (71.4) | 0.26 | 66.4 | 63.0 | 0.45 | 0.94 (0.81–1.08) | 0.37 | 0.90 (0.77–1.06) | 0.20 | |
| Higher | 129/149 | 78 (60.5) | 84 (56.4) | 0.56 | 47.8 | 43.0 | 0.48 | 1.03 (0.78–1.37) | 0.84 | 1.06 (0.78–1.43) | 0.73 | |
| Employment statusg
| 0.50 | |||||||||||
| Out of labor market | 148/165 | 109 (73.7) | 106 (64.2) | 0.07 | 75.2 | 61.7 | 0.06 | 0.76 (0.58–1.01) | 0.06 | 0.73 (0.55–0.97) | 0.03 | |
| In labor market | 148/192 | 90 (60.8) | 108 (56.3) | 0.38 | 51.5 | 44.4 | 0.23 | 0.87 (0.67–1.14) | 0.32 | 0.84 (0.63–1.12) | 0.23 | |
| All-cause mortality | 0.87 | |||||||||||
| Out of labor market | 181/203 | 116 (64.1) | 127 (62.6) | 0.75 | 50.8 | 48.1 | 0.67 | 0.94 (0.74–1.20) | 0.61 | 0.90 (0.69–1.18) | 0.44 | |
| In labor market | 157/208 | 62 (39.5) | 78 (37.5) | 0.69 | 25.2 | 24.1 | 0.76 | 1.02 (0.74–1.39) | 0.92 | 0.93 (0.66–1.31) | 0.68 | |
| Residence | 0.033 | |||||||||||
| Rural | 137/133 | 94 (68.6) | 89 (66.9) | 0.09 | 67.1 | 77.7 | 0.24 | 1.01 (0.75–1.36) | 0.95 | 1.07 (0.77–1.48) | 0.70 | |
| Urban | 353/455 | 263 (74.5) | 300 (65.9) | 0.01 | 91.0 | 67.4 | <0.0001 | 0.75 (0.63–0.88) | 0.0007 | 0.71 (0.60–0.85) | 0.0001 | |
| All-cause mortality | 0.21 | |||||||||||
| Rural | 161/153 | 108 (67.1) | 112 (73.2) | 0.28 | 54.0 | 64.9 | 0.14 | 1.09 (0.83–1.43) | 0.55 | 1.08 (0.83–1.42) | 0.56 | |
| Urban | 435/575 | 321 (73.8) | 391 (68.0) | 0.04 | 66.8 | 58.1 | 0.05 | 0.91 (0.78–1.06) | 0.21 | 0.89 (0.75–1.05) | 0.16 | |
| Civil status | 0.46 | |||||||||||
| Living alone | 158/176 | 120 (76.0) | 127 (72.2) | 0.42 | 101.6 | 92.7 | 0.41 | 0.83 (0.64–1.08) | 0.16 | 0.88 (0.68–1.15) | 0.36 | |
| Cohabiting | 344/426 | 244 (70.9) | 273 (64.1) | 0.04 | 74.4 | 62.4 | 0.02 | 0.83 (0.70–0.98) | 0.03 | 0.78 (0.65–0.93) | 0.007 | |
| All-cause mortality | 0.32 | |||||||||||
| Living alone | 198/236 | 167 (84.3) | 195 (82.6) | 0.62 | 87.5 | 85.1 | 0.80 | 0.84 (0.68–1.03) | 0.09 | 0.84 (0.68–1.03) | 0.09 | |
| Cohabiting | 408/507 | 267 (65.4) | 314 (61.9) | 0.31 | 52.6 | 49.3 | 0.41 | 1.00 (0.85–1.19) | 0.98 | 0.97 (0.80–1.17) | 0.71 | |
aThe Hazard Ratio (HR), from a Cox proportional hazard regression model, reference group was routine care group. The corresponding 95% CIs and p values are determined using a sandwich estimator for the variance to account for clustering of patients within practices; b p value from a Rao-Scott χ2 test: a Pearson χ2 test adjusted for clustering of patients with general practitioners; c p. value from a log-rank test; dTests whether the effect of randomization differs between groups; e Adjusted for age at diagnosis, sex, clustering, BMI, hypertension, HbA1c, total cholesterol, urinary albumin, physical activity, smoking, known cardiovascular disease (see Table 1) and use of glucose- or lipid-lowering medication and antihypertensive therapy; f highest attained education level (Basic school education only/ higher level of education), g We excluded retired for this analysis
The effect of structured personal care on behavioral, clinical, process of care and biochemical variables according to socio-demographic group
| Significance (p-value)a of the modification of the intervention effect by the various socio-demographic variables | ||||
|---|---|---|---|---|
| Educational level: | Residence: | Employment: | Civil status: | |
| Patient attitudesb | ||||
| Altered habits after diagnosis | 0.22 | 0.08 | 0.50 | 0.33 |
| Not full diabetes diet | 0.53 | 0.74 | 0.78 | 0.45 |
| Performs home blood/urinary glucose monitoring | 0.17 | 0.89 | 0.94 | 0.88 |
| For the patient in question the GP’s opinionb | ||||
| Patient’s motivation; good or very good for best possible | 0.34 | 0.07 | 0.19 | 0.80 |
| Clinical | ||||
| Body mass index | 0.29 | 0.50 | 0.15 | 0.65 |
| Systolic blood pressure | 0.47 | 0.23 | 0.71 | 0.54 |
| Biochemical | ||||
| Hemoglobin A1c | 0.48 | 0.31 | 0.91 | 0.97 |
| Total cholesterol | 0.05(↓) | 0.67 | 0.83 | 0.79 |
| Serum creatinine | 0.42 | 0.05 (↓) | 0.69 | 0.22 |
| Micro- or proteinuriac | 0.81 | 0.55 | 0.47 | 0.92 |
| Behavioralb | ||||
| Sedentary (leisure time) physical activity | 0.90 | 0.20 | 0.57 | 0.67 |
| Current smoking | 0.44 | 0.41 | 0.56 | 0.59 |
| Process of careb | ||||
| Consultations/year | 0.93 | 0.26 | 0.86 | 0.53 |
| Diabetes-related consultations/year | 0.91 | 0.18 | 0.56 | 0.04 (↑) |
| Ever treated at diabetic clinic | 0.95 | 0.17 | 0.87 | 0.32 |
| Glucose-lowering drugsb | 0.26 | 0.96 | 0.60 | 0.33 |
| Antihypertensive drugsb | 0.33 | 0.18 | 0.55 | 0.98 |
| Lipid-lowering drugsb | 0.82 | 0.04 (↓) | 0.40 | 0.40 |
aP-value from a test whether the effect of the intervention differs between socio-demographic groups (e.g. patients with basic school only vs higher education), adjusted for age, sex and diabetes duration. Clustering with general practice is accounted for by the use of generalized estimating equations. Arrows (↓) indicate the direction of the effect modification for cases where p < 0.05, e.g. the intervention lowered serum creatinine more in patients living in rural areas than in patients living in urban areas. bData from questionnaires to patients and their general practitioners. cProteinuria > =15 mg/L