| Literature DB >> 33035261 |
Kim Sui Wan1,2, Foong Ming Moy1, Khalijah Mohd Yusof2, Feisul Idzwan Mustapha3, Zainudin Mohd Ali2, Noran Naqiah Hairi1.
Abstract
BACKGROUND: Clinical inertia can lead to poor glycemic control among type 2 diabetes patients. However, there is paucity of information on clinical inertia in low- and middle-income countries including Malaysia. This study aimed to determine the time to treatment intensification among T2D patients with HbA1c of ≥7% (≥53 mmol/mol) in Malaysian public health clinics. The proportion of patients with treatment intensification and its associated factors were also determined.Entities:
Mesh:
Substances:
Year: 2020 PMID: 33035261 PMCID: PMC7546487 DOI: 10.1371/journal.pone.0240531
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Fig 1Definitions and an example using best- and worst-case scenario analysis.
Characteristics of all patients and by treatment intensification status.
| Characteristics | Total | Treatment intensification | |||
|---|---|---|---|---|---|
| n (column %) | Yes, n (row %) | No, n (row %) | |||
| 7,646 (100) | 3,469 (45.4) | 4,177 (54.6) | |||
| 58.1 (10.3) | 56.9 (10.1) | 59.1 (10.4) | <0.001 | ||
| Younger adults | 4,249 (55.6) | 2,096 (49.3) | 2,153 (50.7) | <0.001 | |
| Older adults | 3,397 (44.4) | 1,373 (40.4) | 2,024 (59.6) | ||
| Male | 3,021 (39.5) | 1,370 (45.3) | 1,651 (54.7) | 0.976 | |
| Female | 4,625 (60.5) | 2,099 (45.4) | 2,526 (54.6) | ||
| Malay | 5,010 (65.5) | 2,371 (47.3) | 2,639 (52.7) | <0.001 | |
| Chinese | 1,149 (15.0) | 459 (39.9) | 690 (60.1) | ||
| Indian | 1,444 (18.9) | 616 (42.7) | 828 (57.3) | ||
| Others | 43 (0.6) | 23 (53.5) | 20 (46.5) | ||
| 5.0 (6.0) | 5.0 (6.0) | 4.0 (6.0) | 0.486 | ||
| <5 years | 3,821 (50.0) | 1,724 (45.1) | 2,097 (54.9) | 0.907 | |
| 5–10 years | 2,746 (35.9) | 1,253 (45.6) | 1,493 (54.4) | ||
| >10 years | 1,079 (14.1) | 492 (45.6) | 587 (54.4) | ||
| Yes | 457 (6.0) | 218 (47.7) | 239 (52.3) | 0.302 | |
| No | 7,189 (94.0) | 3,251 (45.2) | 3,938 (54.8) | ||
| 28.1 (5.2) | 28.5 (5.3) | 27.8 (5.2) | <0.001 | ||
| Underweight, <18.5 | 74 (1.0) | 26 (35.1) | 48 (64.9) | <0.001 | |
| Normal, 18.5 - <25.0 | 2,109 (27.6) | 864 (41.0) | 1,245 (59.0) | ||
| Overweight, 25 - <30.0 | 3,027 (39.6) | 1,390 (45.9) | 1,637 (54.1) | ||
| Obese, ≥30.0 | 2,371 (31.0) | 1,170 (49.3) | 1,201 (50.7) | ||
| Yes | 6,148 (80.4) | 2,764 (45.0) | 3,384 (55.0) | 0.142 | |
| No | 1,498 (19.6) | 705 (47.1) | 793 (52.9) | ||
| Yes | 5,858 (76.6) | 2,652 (45.3) | 3,206 (54.7) | 0.754 | |
| No | 1,788 (23.4) | 817 (45.7) | 971 (54.3) | ||
| Yes | 201 (2.6) | 99 (49.3) | 102 (50.7) | 0.262 | |
| No | 7,445 (97.4) | 3,370 (45.3) | 4,075 (54.7) | ||
| Yes | 55 (0.7) | 28 (50.9) | 27 (49.1) | 0.408 | |
| No | 7,591 (99.3) | 3,441 (45.3) | 4,150 (54.7) | ||
| Yes | 316 (4.1) | 135 (42.7) | 181 (57.3) | 0.334 | |
| No | 7,330 (95.9) | 3,334 (45.5) | 3,996 (54.5) | ||
| Yes | 174 (2.3) | 78 (44.8) | 96 (55.2) | 0.884 | |
| No | 7,472 (97.7) | 3,391 (45.4) | 4,081 (54.6) | ||
| Yes | 35 (0.5) | 20 (57.1) | 15 (42.9) | 0.161 | |
| No | 7,611 (95.5) | 3,449 (45.3) | 4,162 (54.7) | ||
| None or lifestyle modification | 144 (1.9) | 136 (94.4) | 8 (5.6) | <0.001 | |
| Monotherapy | 2,415 (31.6) | 1,601 (66.3) | 814 (33.7) | ||
| Dual or triple therapy | 5,087 (66.5) | 1,732 (34.0) | 3,335 (66.0) | ||
| Yes | 5,927 (77.5) | 2,642 (44.6) | 3,285 (55.4) | 0.010 | |
| No | 1,719 (22.5) | 827 (48.1) | 892 (51.9) | ||
| Yes | 5,368 (70.2) | 2,408 (44.9) | 2,960 (55.1) | 0.168 | |
| No | 2,278 (29.8) | 1,061 (46.6) | 1,217 (53.4) | ||
| Yes | 2,125 (27.8) | 1,012 (47.6) | 1,113 (52.4) | 0.014 | |
| No | 5,521 (72.2) | 2,457 (44.5) | 3,064 (55.5) | ||
| Yes | 3,077 (40.2) | 1,271 (41.3) | 1,806 (58.7) | <0.001 | |
| No | 4,569 (59.8) | 2,198 (48.1) | 2,371 (51.9) | ||
| 7 –<8% (53 –<64 mmol/mol) | 2,951 (38.6) | 923 (31.1) | 2,028 (68.7) | <0.001 | |
| 8 –<9% (64 –<75 mmol/mol) | 1,729 (22.6) | 760 (44.0) | 969 (56.0) | ||
| ≥9% (≥75 mmol/mol) | 2,966 (38.8) | 1,786 (60.2) | 1,180 (39.8) | ||
IQR, interquartile range; SD, standard deviation
Median time to treatment intensification under different scenarios and HbA1c cutoffs.
| HbA1c cutoffs | n | Best-case, year | Average-case, year | Worst-case, year | |
|---|---|---|---|---|---|
| ≥7% (≥53 mmol/mol) | 7,646 | 1.29 | 1.58 | 2.32 | |
| ≥8% (≥64 mmol/mol) | 4,695 | 0.92 | 1.19 | 1.84 | |
| ≥9% (≥75 mmol/mol) | 2,966 | 0.81 | 0.94 | 1.52 | |
n, number of patients
Fig 2Survival curves for median time to treatment intensification using different HbA1c cutoffs.
Proportion of patients with timely treatment intensification under different scenarios and HbA1c cutoffs.
| HbA1c cutoffs | n | n (%) with TI | Proportion of patients with timely TI among those with TI | |||
|---|---|---|---|---|---|---|
| Best-case, % | Average-case, % | Worst-case, % | ||||
| ≥7% (≥53 mmol/mol) | 7,646 | 3,469 (45.4) | 77.7 | 65.4 | 46.8 | |
| ≥8% (≥64 mmol/mol) | 4,695 | 2,522 (53.7) | 82.3 | 70.9 | 52.0 | |
| ≥9% (≥75 mmol/mol) | 2,966 | 1,767 (59.6) | 86.0 | 76.1 | 56.4 | |
CI, confidence interval; n, number of patients; TI, treatment intensification
Multivariate proportional hazards model for treatment intensification, n = 7,581.
| Characteristics | Wald Chi-square | Hazard ratio | 95% CI | ||
|---|---|---|---|---|---|
| 23.59 | 1.21 | 1.12–1.30 | <0.001 | ||
| Underweight | 0.29 | 0.89 | 0.60–1.34 | 0.589 | |
| Normal weight | 1.00 | ||||
| Overweight | 19.61 | 1.23 | 1.12–1.34 | <0.001 | |
| Obese | 30.35 | 1.31 | 1.19–1.44 | <0.001 | |
| None or lifestyle modification | 1.00 | ||||
| Monotherapy | 63.36 | 0.33 | 0.26–0.44 | <0.001 | |
| Dual or triple therapy | 281.06 | 0.10 | 0.08–0.13 | <0.001 | |
| 27.46 | 1.24 | 1.14–1.34 | <0.001 | ||
| 7 –<8% (53 –<64 mmol/mol) | 1.00 | ||||
| 8 –<9% (64 –<75 mmol/mol) | 128.27 | 1.79 | 1.62–1.98 | <0.001 | |
| ≥9% (≥75 mmol/mol) | 712.64 | 3.30 | 3.03–3.60 | <0.001 | |
CI, confidence interval
Bayesian Information Criterion (BIC): 578.1, Akaike’s Information Criterion (AIC): 508.8, Log likehood: -244.4
Number of cases excluded was 65 (0.9%) due to missing data for variable BMI.