| Literature DB >> 24788804 |
Carlos K H Wong1, William C W Wong1, Cindy L K Lam1, Y F Wan1, Winnie H T Wong1, K L Chung2, Daisy Dai3, Eva L H Tsui4, Daniel Y T Fong5.
Abstract
BACKGROUND: To evaluate the effects of a large population-based patient empowerment programme (PEP) on clinical outcomes and health service utilization rates in type 2 diabetes mellitus (T2DM) patients in the primary care setting. RESEARCH DESIGN ANDEntities:
Mesh:
Substances:
Year: 2014 PMID: 24788804 PMCID: PMC4006782 DOI: 10.1371/journal.pone.0095328
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Baseline Characteristics of Participants in PEP group and non-participants in non-PEP group.
| PEP (N = 1,141) | Non-PEP (N = 1,141) | P-value | |
| Mean Age± SD | 64.25±10.01 | 64.93±11.41 | 0.129 |
| Sex (n, %) | 1.000 | ||
| Male | 567 (50%) | 567 (50%) | |
| Female | 574 (50%) | 574 (50%) | |
| Smoking status | 0.591 | ||
| Non-smoker | 851 (75.4%) | 575 (74.3%) | |
| Ever smoking | 278 (24.6%) | 199 (25.7%) | |
| Alcohol status | 0.149 | ||
| Non-drinker | 869 (77.1%) | 552 (74.2%) | |
| Ever drinking | 258 (22.9%) | 192 (25.8%) | |
| Clinical Characteristics | |||
| Duration of DM | 7.08±6.07 | 7.58±6.24 | 0.057 |
| Presence of diabetic complication | 94 (8.2%) | 124 (10.9%) | 0.033 |
| Hypertension | 927 (81.2%) | 867 (76.0%) | 0.002 |
| Treatment Modality | 0.207 | ||
| Diet only | 137 (12.0%) | 118 (10.3%) | |
| Oral and/or insulin treated | 1004 (88.0%) | 1023 (89.7%) |
PEP = Patient Empowerment Programme; SD = Standard Deviation; DM = Diabetes Mellitus.
*Statistically different (P<0.05) by independent t-test or Chi-square test.
Figure 1Flow of Participants on the Subject Assignment, Follow-up and Analysis.
Comparisons of within-subject changes from baseline to post-assessment and Difference-in-difference estimates of the PEP on Clinical Outcomes and 12-month Health Service Utilization.
| PEP | Non-PEP | Unadjusted Difference-in-difference | Adjusted Difference-in-difference | |||||||||||
| Baseline | After PEP | Paired Difference | P-value | Baseline | After 12 months | Paired Difference | P-value | Estimate | 95%CI | P-value | Estimate | 95%CI | P-value | |
| Clinical Outcomes | ||||||||||||||
| HbA1c (Mean ± SD) | 7.297±1.245 | 7.094±0.985 | 0.203 | <0.001 | 7.289±1.189 | 7.224±1.141 | 0.065 | 0.090 | −0.138 | (−0.252, −0.024) | 0.017 | −0.160 | (−0.272, −0.048) | 0.005 |
| ≤7% (n, %) | 395 (50.254%) | 441 (56.107%) | −5.852% | 0.003 | 358 (48.840%) | 369 (50.341%) | −1.414% | 0.455 | 4.438% | (4.025,4.851) | <0.001 | 5.100% | (0.002,0.100) | 0.043 |
| >7% (n, %) | 391 (49.746%) | 345 (43.893%) | 375 (51.160%) | 364 (49.659%) | ||||||||||
| SBP (Mean ± SD) | 134.209±16.741 | 130.162±14.611 | 4.047 | <0.001 | 134.999±17.663 | 132.977±16.417 | 2.022 | <0.001 | −2.025 | (−3.609, −0.440) | 0.012 | −2.127 | (−3.702, −0.553) | 0.008 |
| ≤130 mmHg (n, %) | 433 (43.474%) | 513 (51.506%) | −8.032% | <0.001 | 399 (40.508%) | 451 (45.787%) | −5.279% | 0.008 | 2.753% | (2.094,3.412) | 0.018 | 3.136% | (−0.021,0.084) | 0.240 |
| >130 mmHg (n, %) | 563 (56.526%) | 483 (48.494%) | 586 (59.492%) | 534 (54.213%) | ||||||||||
| DBP (Mean ± SD) | 76.063±9.683 | 73.274±9.543 | 2.789 | <0.001 | 75.464±10.904 | 74.148±10.474 | 1.316 | <0.001 | −1.473 | (−2.344, −0.602) | <0.001 | −1.512 | (−2.382, −0.643) | 0.001 |
| ≤80 mmHg (n, %) | 684 (68.675%) | 767 (77.008%) | −8.333% | <0.001 | 668 (67.817%) | 717 (72.792%) | −4.975% | 0.004 | 3.359% | (2.693,4.024) | 0.014 | 3.675% | (−0.008,0.081) | 0.107 |
| >80 mmHg (n, %) | 312 (31.325%) | 229 (22.992%) | 317 (32.183%) | 268 (27.208%) | ||||||||||
| SBP/DBP | ||||||||||||||
| ≤130/80 mmHg (n, %) | 384 (38.554%) | 457 (45.884%) | −7.329% | <0.001 | 350 (35.533%) | 407 (41.320%) | −5.787% | 0.003 | 1.543% | (0.904,2.181) | 0.195 | 0.019 | (−0.032,0.070) | 0.471 |
| >130/80 mmHg (n, %) | 612 (61.446%) | 539 (54.116%) | 635 (64.467%) | 578 (58.680%) | ||||||||||
| LDL-C (Mean ± SD) | 2.801±0.803 | 2.547±0.702 | 0.254 | <0.001 | 2.894±0.802 | 2.776±0.732 | 0.118 | <0.001 | −0.136 | (−0.223, −0.048) | <0.001 | −0.129 | (−0.212, −0.045) | 0.002 |
| ≤2.6 mmol/l (n, %) | 267 (40.639%) | 372 (56.621%) | −15.982% | <0.001 | 182 (38.641%) | 211 (44.798%) | −6.157% | 0.011 | 9.825% | (8.635,11.014) | 7.878% | (0.022,0.135) | 0.006 | |
| >2.6 mmol/l (n, %) | 390 (59.361%) | 285 (43.379%) | 289 (61.359%) | 260 (55.202%) | ||||||||||
| 12-month Health Service Utilization | ||||||||||||||
| GOPC visits (Mean ± SD) | 4.101±2.448 | 3.794±2.482 | 0.307 | <0.001 | 4.491±2.413 | 4.997±2.356 | −0.507 | <0.001 | −0.813 | (−0.994, −0.632) | <0.001 | −0.813 | (−0.968, −0.659) | <0.001 |
| Unchanged/Decreased(n, %) | 814 | 71.341% | 683 | 59.860% | <0.001 | |||||||||
| Increased (n, %) | 327 | 28.659% | 458 | 40.140% | ||||||||||
| SOPC visits (Mean ± SD) | 2.052±3.008 | 2.319±3.529 | −0.267 | <0.001 | 2.069±3.523 | 2.142±3.288 | −0.073 | 0.321 | 0.195 | (−0.015,0.404) | 0.069 | 0.195 | (0.103,0.286) | <0.001 |
| Unchanged/Decreased(n, %) | 837 | 73.357% | 847 | 74.233% | 0.634 | |||||||||
| Increased (n, %) | 304 | 26.643% | 294 | 25.767% | ||||||||||
| ED visits (Mean ± SD) | 0.368±0.852 | 0.358±0.918 | 0.010 | 0.749 | 0.442±0.994 | 0.427±1.041 | 0.015 | 0.678 | 0.005 | (−0.087,0.097) | 0.911 | 0.005 | (−0.055,0.066) | 0.865 |
| Unchanged/Decreased(n, %) | 967 | 84.750% | 953 | 83.523% | 0.422 | |||||||||
| Increased (n, %) | 174 | 15.250% | 188 | 16.477% | ||||||||||
| Inpatient admissions (Mean ± SD) | 0.169±0.550 | 0.185±0.718 | −0.016 | 0.510 | 0.218±0.701 | 0.223±0.712 | −0.004 | 0.857 | 0.011 | (−0.056,0.078) | 0.739 | 0.011 | (−0.033,0.056) | 0.615 |
| Unchanged/Decreased(n, %) | 1044 | 91.499% | 1019 | 89.308% | 0.076 | |||||||||
| Increased (n, %) | 97 | 8.501% | 122 | 10.692% | ||||||||||
PEP = Patient Empowerment Programme;HbA1c = Haemoglobin A1c; SBP = Systolic Blood Pressure; DBP = Diastolic Blood Pressure; LDL-C = Low Density Lipoprotein – Cholesterol;
GOPC = General Outpatient Clinic; SOPC = Specialist Outpatient Clinic; ED = Emergency Department; CI = Confidence interval;
*P-value of testing significance using paired t-test.
P-value of testing significance using independent t-test or Chi-square test, where appropriate.
P-value of testing significance in adjusted difference-in-difference estimate (The result of Generalized Estimating Equation was attached in Table S1).
Figure 2The change from baseline to post-assessment on Clinical Outcomes.