| Literature DB >> 30363325 |
Sandra Pouplier1, Maria Åhlander Olsen1, Tora Grauers Willadsen1, Håkon Sandholdt1, Volkert Siersma1, Christen Lykkegaard Andersen1, Niels de Fine Olivarius1.
Abstract
OBJECTIVE: The aims of this study were to (1) quantify the development and composition of multimorbidity (MM) during 16 years following the diagnosis of type 2 diabetes and (2) evaluate whether the effectiveness of structured personal diabetes care differed between patients with and without MM. RESEARCH DESIGN AND METHODS: One thousand three hundred eighty-one patients with newly diagnosed type 2 diabetes were randomized to receive either structured personal diabetes care or routine diabetes care. Patients were followed up for 19 years in Danish nationwide registries for the occurrence of outcomes. We analyzed the prevalence and degree of MM based on 10 well-defined disease groups. The effect of structured personal care in diabetes patients with and without MM was analyzed with Cox regression models.Entities:
Keywords: Multimorbidity; chronic diseases; comorbidity; general practice; intervention; patient-centered care; post hoc analysis; primary care; type 2 diabetes
Year: 2018 PMID: 30363325 PMCID: PMC6169975 DOI: 10.1177/2235042X18801658
Source DB: PubMed Journal: J Comorb ISSN: 2235-042X
Figure 1.Patient flow.
Figure 2.The development of MM during 16 years after diabetes diagnosis. Orange: diabetes only; light blue: diabetes + one chronic disease; green: diabetes + two chronic diseases; yellow: diabetes + three chronic diseases; blue: diabetes + four chronic diseases; red: diabetes + five chronic diseases. MM: multimorbidity.
Characteristics of patients with and without MM at diabetes diagnosis and 6 years later.a
| At diabetes diagnosis | Six years after diabetes diagnosis | |||||
|---|---|---|---|---|---|---|
|
| DM alone | MM |
| DM alone | MM | |
| Sociodemographic | ||||||
| Age (years) | 964/417 | 64.1 (54.0–72.7) | 67.3 (59.4–75.2) | 490/480 | 66.4 (57.3–74.9) | 71.4 (62.8–79.0) |
| Male gender | 964/417 | 509 (52.8) | 224 (53.7) | 541/528d | 279 (51.6) | 271 (51.33) |
| Live aloneb | 942/407 | 283 (30.0) | 151 (37.1) | 467/443 | 145 (31.1) | 178 (40.2) |
| Basic school education | 916/395 | 708 (77.3) | 325 (82.3) | 523/499d | 388 (74.2) | 404 (81.0) |
| Clinical | ||||||
| Body mass index (kg/m2) | 958/414 | 29.0 (26.0–32.7) | 29.3 (26.3–32.6) | 483/464 | 28.4 (25.7–31.8) | 28.3 (25.1–32.1) |
| Hypertension (yes) | 964/417 | 683 (70.9) | 343 (82.3) | 490/480 | 330 (67.4) | 379 (79.0) |
| Systolic blood pressure (mmHg) | 959/415 | 150 (130–160) | 150 (130–160) | 487/474 | 150 (135–160) | 148.5 (130–160) |
| Diastolic blood pressure (mmHg) | 959/415 | 85 (80–90) | 80 (80–90) | 487/474 | 85 (80–90) | 80 (76–90) |
| Biochemical | ||||||
| Hemoglobin A1c (%)c | 827/309 | 10.2 (8.8–11.8) | 9.9 (8.4–11.6) | 483/470 | 8.7 (7.9–9.9) | 8.5 (7.6–9.7) |
| Hemoglobin A1c (mmol/mol) | 827/309 | 88 (73–105) | 85 (68–103) | 483/470 | 72 (63–85) | 69 (60–83) |
| Fasting plasma glucose | 964/417 | 13.9 (10.8–17.2) | 13.2 (10.3–16.6) | 378/348 | 8.5 (6.9–10.9) | 8.3 (6.5–13.9) |
| Total cholesterol (mmol/l) | 945/405 | 6.2 (5.4–7.1) | 6.2 (5.4–7.2) | 483/469 | 6.0 (5.3–6.8) | 6.0 (5.2–6.9) |
| Fasting triglycerides (mmol/l) | 943/403 | 1.9 (1.4–2.9) | 2.1 (1.5–3.0) | 442/417 | 1.7 (1.2–2.5) | 1.9 (1.4–2.8) |
| Serum creatinine (μmol/l) | 946/405 | 88 (79–98) | 93 (82–107) | 483/469 | 87 (79–99) | 94 (81–109) |
| Urinary albumin | 928/390 | 468/439 | ||||
| Normal | 539 (58.1) | 221 (56.7) | 300 (64.1) | 247 (56.3) | ||
| Microalbuminuria | 345 (37.2) | 148 (38.0) | 158 (33.8) | 158 (36.0) | ||
| Proteinuria | 44 (4.7) | 21 (5.3) | 10 (2.1) | 34 (7.7) | ||
| Behavioralb | ||||||
| Sedentary physical activity (yes) | 939/406 | 225 (24.0) | 147 (36.2) | 465/436 | 99 (21.3) | 172 (39.5) |
| Current smoking (yes) | 940/406 | 348 (37.0) | 124 (30.5) | 461/442 | 145 (31.5) | 133 (30.1) |
| Patient attitudesb | ||||||
| Self-rated health | 943/407 | 943 (100) | 407 (100) | 468/441 | 468 (100) | 441 (100) |
| Excellent | 133 (14.1) | 26 (6.4) | 113 (24.2) | 58 (13.2) | ||
| Good | 360 (38.2) | 88 (21.6) | 218 (46.6) | 148 (33.6) | ||
| Fair | 375 (39.8) | 230 (56.5) | 127 (27.1) | 200 (45.4) | ||
| Poor/very poor | 75 (8.0) | 63 (15.5) | 10 (2.1) | 35 (7.9) | ||
| Process of careb | ||||||
| Number of consultations last year | 489/480 | 6 (4–9) | 7 (5–11.5) | |||
| Number of diabetes-related consultations | 489/480 | 4 (3–6) | 4 (3–6) | |||
DM: diabetes mellitus; MM: multimorbidity; IQR: interquartile range.
a Values are medians (IQR) or numbers (percentages of group).
b Data from questionnaires to patients (behavioral) or their general practitioners (process of care).
c The diagnostic value is limited to measurements from within 45 days of diabetes diagnosis. Reference range: 5.4–7.4%.
d For these variables, the totals refer to the number of patients alive when the 6-year examination was initiated.
Figure 3.The prevalence of 10 disease groups during 16 years after diabetes diagnosis.
Mortality and diabetes-related outcomes for diabetes patients with and without MM during 19 years of follow-up.
| Structured personal care | Routine care | HRb for structured care versus routine care (95% CI)c |
| Interaction | |||||
|---|---|---|---|---|---|---|---|---|---|
| Number of events | Person years | Absolute risk | Number of events | Person years | Absolute risk | ||||
| Events per 1000 patient years (95% CI) | Events per 1000 patient years (95% CI) | ||||||||
| All-cause mortality | |||||||||
| DM alone | 54 | 4081 | 13.2 (9.9–17.3) | 53 | 3188 | 16.6 (12.5–21.8) | 0.80 (0.55–1.18) | 0.27 | 0.39 |
| MMa | 476 | 4776 | 99.7 (90.9–109.0) | 400 | 3940 | 101.5 (91.8–112.0) | 0.96 (0.83–1.11) | 0.59 | |
| Diabetes-related deaths | |||||||||
| DM alone | 30 | 4081 | 7.4 (5.0–10.5) | 28 | 3188 | 8.8 (5.8–12.7) | 0.89 (0.50–1.58) | 0.69 | 0.78 |
| MM | 305 | 4776 | 63.9 (56.9–71.4) | 257 | 3940 | 65.2 (57.5–73.7) | 0.97 (0.81–1.16) | 0.73 | |
| “Any diabetes-related end point” | |||||||||
| DM alone | 214 | 3845 | 55.7 (48.4–63.6) | 191 | 3027 | 63.1 (54.5–72.7) | 0.88 (0.71–1.09) | 0.25 | 0.20 |
| MM | 382 | 2139 | 178.6 (161.2–197.5) | 344 | 1596 | 215.5 (193.3–239.6) | 0.72 (0.58–0.89) | 0.0022 | |
| Myocardial infarction | |||||||||
| DM alone | 53 | 4044 | 13.1 (9.8–17.2) | 54 | 3158 | 17.1 (12.8–22.3) | 0.75 (0.48–1.17) | 0.21 | 0.77 |
| MM | 205 | 3969 | 51.6 (44.8–59.2) | 192 | 3105 | 61.8 (53.4–71.2) | 0.81 (0.65–1.02) | 0.068 | |
| Stroke | |||||||||
| DM alone | 50 | 4036 | 12.4 (9.2–16.3) | 42 | 3130 | 13.4 (9.7–18.2) | 0.98 (0.64–1.52) | 0.94 | 0.72 |
| MM | 151 | 3981 | 37.9 (32.1–44.5) | 144 | 3273 | 44.0 (37.1–51.8) | 0.90 (0.68–1.17) | 0.42 | |
| Peripheral vascular disease | |||||||||
| DM alone | 8 | 4048 | 2.0 (0.8–3.9) | 8 | 3151 | 2.5 (1.1–5.0) | 1.04 (0.36–3.06) | 0.94 | 0.73 |
| MM | 32 | 4702 | 6.8 (4.7–9.6) | 31 | 3870 | 8.0 (5.4–11.4) | 0.84 (0.47–1.52) | 0.57 | |
| Microvascular disease | |||||||||
| DM alone | 31 | 4074 | 7.6 (5.2–10.8) | 30 | 3188 | 9.4 (6.3–13.4) | 0.78 (0.46–1.33) | 0.36 | 0.46 |
| MM | 96 | 4388 | 21.9 (17.7–26.7) | 82 | 3562 | 23.0 (18.3–28.6) | 0.97 (0.67–1.40) | 0.87 | |
DM: diabetes mellitus; MM: multimorbidity; CI: confidence interval; HR: hazard ratio.
a MM is defined as DM + 1 or more morbidities (see Online Supplemental Material, Table S1).
b The HR is calculated in a Cox proportional hazard regression model where the degree of MM is a time-varying covariate. The corresponding 95% CI and p values are determined using a sandwich estimator for the variance to account for clustering of patients within practices.
c Adjusted for age, sex, and clustering, as well as for the following variables at diagnosis: live alone, basic school education, body mass index, hypertension, diagnostic fasting plasma glucose, total cholesterol, sedentary physical activity, and current smoking.
d Tests the effect of randomization within patient groups with and without MM.
e Tests whether the effect of randomization is different between patient groups with and without MM.