| Literature DB >> 34265175 |
Yosuke Seki1, Kazunori Kasama1, Renzo Yokoyama1, Akihiro Maki2, Hideharu Shimizu2, Hyejin Park3, Yoshimochi Kurokawa4.
Abstract
AIMS/Entities:
Keywords: Bariatric surgery; Mild obesity; Type 2 diabetes mellitus
Mesh:
Substances:
Year: 2021 PMID: 34265175 PMCID: PMC8756306 DOI: 10.1111/jdi.13631
Source DB: PubMed Journal: J Diabetes Investig ISSN: 2040-1116 Impact factor: 4.232
Figure 1Flowchart showing the process of selecting individuals for inclusion in the study. The total number of patients in the target period was 119 in the bariatric surgery group and 10,117 in the medical treatment group. Through propensity score matching, 78 patients in the bariatric surgery group and 238 patients in the medical treatment group were extracted. BS, bariatric surgery; F/U, follow up; HbA1c, glycated hemoglobin; MT, medical treatment.
Baseline characteristics of obese patients with type 2 diabetes before and after propensity score matching by treatment group
| Variable | Before PSM | AMD | After PSM | AMD | ||
|---|---|---|---|---|---|---|
| BS ( | MT ( | BS ( | MT ( | |||
| Age at index date, mean ± SD (years) | 47.7 ± 9.9 | 50.7 ± 7.0 | 0.344 | 47.9 ± 9.6 | 47.8 ± 7.7 | 0.06 |
| Sex, male, | 49 (47.6%) | 8,648 (85.5%) | 0.379 | 39 (50.0%) | 121 (50.8%) | 0.009 |
| BMI level at index date, mean ± SD (kg/m2) | 32.2 ± 1.9 | 30.3 ± 2.0 | 0.986 | 32.1 ± 1.8 | 32.0 ± 2.0 | 0.006 |
| HbA1c level at index date, mean ± SD (%) | 8.0 ± 1.1 | 7.6 ± 1.1 | 0.354 | 7.9 ± 1.1 | 7.9 ± 1.4 | 0.044 |
| Duration of type 2 diabetes, | ||||||
| <1 year | 13 (12.6%) | 2,779 (27.5%) | 0.148 | 11 (14.1%) | 53 (22.3%) | 0.032 |
| ≤1 and <4 years | 17 (16.5%) | 6,240 (61.7%) | 0.452 | 17 (21.8%) | 71 (29.8%) | 0.018 |
| ≤4 and <8 years | 18 (17.5%) | 947 ( 9.4%) | 0.081 | 18 (23.1%) | 52 (21.9%) | 0.013 |
| ≥8 years | 55 (53.4%) | 151 ( 1.5%) | 0.519 | 32 (41.0%) | 62 (26.1%) | 0.037 |
|
|
| |||||
| HbA1c level group at index date, | ||||||
| 6.5–6.9 (mild) | 15 (14.6%) | 3,304 (32.7%) | 0.0001 | 12 (15.4%) | 68 (28.6%) | 0.0665 |
| 7.0–7.9 (moderate) | 45 (43.7%) | 4,065 (40.2%) | 34 (43.6%) | 86 (36.1%) | ||
| ≥8.0 (severe) | 43 (41.8%) | 2,748 (27.2%) | 32 (41.0%) | 84 (35.3%) | ||
| Patients being treated for type 2 diabetes at 1‐month pre‐index date, | 96 ( 93.2%) | 10,117 (100.0%) | <0.0001 | 73 ( 93.6%) | 238 (100.0%) | 0.0008 |
| Patients being treated for hypertension at 1‐month pre‐index date, | 50 (48.5%) | 5,837 (57.7%) | 0.0768 | 39 (50.0%) | 136 (57.1%) | 0.3320 |
| Patients being treated for dyslipidemia at 1‐month pre‐index date, | 57 (55.3%) | 5,276 (52.2%) | 0.5853 | 45 (57.7%) | 124 (52.1%) | 0.4663 |
AMD, absolute mean difference; BMI, body mass index; BS, bariatric surgery; HbA1c, glycated hemoglobin; MT, medical treatment; PSM, propensity score matching; SD, standard difference.
Primary outcomes in the matched obese patients with type 2 diabetes by treatment group
| Variable | Total ( | BS ( | MT ( |
|
|---|---|---|---|---|
| Diabetes remission at 1‐year post‐index date | ||||
| Yes | 47 (14.9%) | 46 (59.0%) | 1 (0.4%) | <0.0001 |
| No | 269 (85.1%) | 32 (41.0%) | 237 (99.6%) | |
| HbA1c level at 1‐year post‐index date | 7.5 ± 1.5 | 6.3 ± 1.0 | 7.9 ± 1.5 | <0.0001 |
| HbA1c level group at 1‐year post‐index date | ||||
| <6.5 | 72 (22.8%) | 49 (62.8%) | 23 (9.7%) | <0.0001 |
| 6.5–6.9 (mild) | 56 (17.7%) | 10 (12.8%) | 46 (19.3%) | |
| 7.0–7.9 (moderate) | 97 (30.7%) | 15 (19.2%) | 82 (34.5%) | |
| ≥8.0 (severe) | 91 (28.8%) | 4 ( 5.1%) | 87 (36.6%) | |
| <7.0 | 128 (40.5%) | 59 (75.6%) | 69 (29.0%) | <0.0001 |
| ≥7.0 | 188 (59.5%) | 19 (24.4%) | 169 (71.0%) | |
| Treatment of type 2 diabetes at 1‐year post‐index date | ||||
| Oral medication + injectable agent | 6 (1.9%) | 0 (0.0%) | 6 (2.5%) | <0.0001 |
| Oral medication only | 230 (72.8%) | 16 (20.5%) | 214 (89.9%) | |
| Injectable agent only (Insulin) | 2 (0.6%) | 2 (2.6%) | 0 (0.0%) | |
| Injectable agent only (others) | 1 (0.3%) | 1 (1.3%) | 0 (0.0%) | |
| None | 77 (24.47%) | 59 (75.6%) | 18 (7.6%) | |
%: n / (number of total participants in each category) × 100.
BMI, body mass index; BS, bariatric surgery; HbA1c,; MT, medical treatment; SD, standard difference.
Glycated hemoglobin (HbA1c) level <6.5% and no treatment of type 2 diabetes at 1‐year post‐index date.
The outcome did statistical processing by independent t‐test (if normality test was not significant, Mann–Whitney test was carried out instead of independent t‐test).
If cells with an expected frequency of ≤5 exceed 20%, Fisher's exact test was carried out instead of the χ2‐test.
Secondary outcomes in the matched obese patients with type 2 diabetes by treatment group
| Variable | Total ( | BS ( | MT ( |
|
|---|---|---|---|---|
| ΔHbA1c level for 1‐year post‐index date, (%) |
|
|
| <0.0001 |
| Mean ± SD | −0.4 ± 1.4 | −1.6 ± 1.2 | 0.0 ± 1.2 | |
| Median | −0.2 | −1.5 | 0.0 | |
| ΔBMI level for 1‐year post‐index date, (kg/m2) |
|
|
| <0.0001 |
| Mean ± SD | −2.1 ± 3.5 | −7.5 ± 2.8 | −0.4 ± 1.3 | |
| Median | −0.7 | −7.5 | −0.3 | |
| ΔTC level for 1‐year post‐index date, (mg/dL) |
|
|
| 0.3222 |
| Mean ± SD | −3.5 ± 40.3 | −6.5 ± 44.6 | 0.2 ± 34.3 | |
| Median | −2.0 | −8.0 | 0.0 | |
| ΔLDL‐c level for 1‐year post‐index date, (mg/dL) |
|
|
| 0.0053 |
| Mean ± SD | −2.0 ± 30.2 | −10.2 ± 38.1 | 0.6 ± 26.8 | |
| Median | −1.0 | −12.0 | 1.0 | |
| ΔHDL‐c level for 1‐year post‐index date (mg/dL) |
|
|
| <0.0001 |
| Mean ± SD | 3.1 ± 9.4 | 12.1 ± 12.4 | 0.2 ± 5.7 | |
| Median | 1.0 | 12.0 | 0.0 | |
| ΔTG level for 1‐year post‐index date (mg/dL) |
|
|
| <0.0001 |
| Mean ± SD | −21.6 ± 111.3 | −77.5 ± 121.7 | −3.5 ± 101.6 | |
| Median | −12.0 | −53.0 | −2.0 | |
| ΔSBP level for 1‐year post‐index date (mmHg) |
|
|
| 0.0021 |
| Mean ± SD | −3.5 ± 16.5 | −10.1 ± 23.3 | −1.4 ± 12.9 | |
| Median | −2.0 | −10.5 | −1.0 | |
| ΔDBP level for 1nyear post‐index date (mmHg) |
|
|
| 0.0004 |
| Mean ± SD | −3.0 ± 11.8 | −8.7 ± 17.3 | −1.1 ± 8.5 | |
| Median | −2.0 | −6.0 | −1.0 | |
| ΔFramingham score for 1‐ year post‐index date, (point) |
|
|
| 0.0034 |
| Mean ± SD | −1.0 ± 2.9 | −1.6 ± 3.0 | −0.1 ± 2.7 | |
| Median | −1.0 | −2.0 | 0.0 |
BMI, body mass index; BS, bariatric surgery; DBP, diastolic blood pressure; HDL‐c, high‐density lipoprotein cholesterol; LDL‐c, low‐density lipoprotein cholesterol; MT, medical treatment; SBP, systolic blood pressure; SD, standard difference; TC, total cholesterol; TG, triglycerides.
Comparison of the monthly drug treatment costs between index date and one‐year post‐index date for bariatric surgery group and medical treatment group
| Variable ($US per patient) | BS ( | MT ( | ||
|---|---|---|---|---|
| Pre‐index | Post‐index | Pre‐index | Post‐index | |
| Antidiabetic drugs | ||||
| Mean ± SD | 102.9 ± 94.4 | 12.3 ± 30.6 | 52.5 ± 52.9 | 64.6 ± 69.1 |
| Median | 70.6 | 0.0 | 40.9 | 46.4 |
| Antihypertensive drugs | ||||
| Mean ± SD | 18.7 ± 24.8 | 5.2 ± 11.7 | 7.6 ± 14.2 | 7.5 ± 13.9 |
| Median | 2.0 | 0.0 | 2.8 | 2.9 |
| Lipid‐lowering drugs | ||||
| Mean ± SD | 18.7 ± 25.3 | 6.2 ± 16.3 | 5.2 ± 11.8 | 4.9 ± 11.4 |
| Median | 14.3 | 0.0 | 1.9 | 0 |
Pre‐index: for 1‐month before index date. Post‐index: for 1‐month before 1‐year post‐index date.
BS, bariatric surgery; MT, medical treatment; T2DM, type 2 diabetes.
Figure 2The monthly drug treatment costs for metabolic diseases were compared between the index date and the 1‐year post‐index date. In the median comparison, the costs for the bariatric surgery (BS) group were $US0.0 for all the target drugs (antidiabetic drugs, antihypertensive drugs and lipid‐lowering drugs) at the 1‐year post‐index date. In contrast, for the medical treatment (MT) group, the cost for those drugs increased from $US52.4 on the index date to $US58.3 at the 1‐year post‐index date. obs, observation; T2DM, type 2 diabetes; SD, standard difference. Pre index: for 1‐month before index date. Post index: for 1 month before 1‐year post‐index date.
Logistic regression analysis for diabetes remission in obese patients with type 2 diabetes
| Variable | Multivariable | |
|---|---|---|
| Adjusted OR (95% CI) |
| |
| Group | ||
| Drug | 1 (Reference) | |
| LSG | 3,153.18 (257.26–38,647.98) | <0.001 |
| LSG‐DJB | 2,121.88 (174.63–25,782.15) | <0.001 |
| Age (years) | 0.94 (0.87–1.01) | 0.076 |
| BMI level at index date (kg/m2) | 1.3 (0.91–1.86) | 0.144 |
| HbA1c level group at index date (%) | ||
| 6.5–6.9 (mild) | 1 (Reference) | 0.111 |
| ≥7.0 | 0.37 (0.11–1.25) | |
| Duration of type 2 diabetes | ||
| <1 year | 1 (Reference) | |
| ≤1 and <4 years | 0.93 (0.09–9.63) | 0.953 |
| ≤4 and <8 years | 0.62 (0.06–6) | 0.682 |
| ≤8 years | 0.24 (0.03–2.25) | 0.212 |
| Insulin use at 1‐month pre‐index date (vs no insulin use) | ||
| No | 1 (Reference) | |
| Yes | 0.15 (0.04–0.61) | 0.008 |
BMI, body mass index; CI, confidence interval; LSG, laparoscopic sleeve gastrectomy; LSG‐DJB, laparoscopic sleeve gastrectomy with duodenojejunal bypass; MT, medical treatment; OR, odds ratio.
Generalized linear model for the treatment cost for type 2 diabetes in the 1 month before 1‐year post‐index date in obese patients with type 2 diabetes
| Variable | Multivariable |
|
|---|---|---|
| Exp(beta) (95% CI) | ||
| Group | ||
| Drug | 1 (Reference) | |
| LSG | 0.018 (0.011–0.029) | <0.001 |
| LSG‐DJB | 0.016 (0.01–0.026) | <0.001 |
| Age (years) | 1.006 (0.99–1.021) | 0.472 |
| BMI level at index date (kg/m2) | 1.013 (0.95–1.079) | 0.7 |
| HbA1c level group at index date (%) | ||
| 6.5–6.9 (mild) | 1 (Reference) | 0.067 |
| ≥7.0 | 1.279 (0.984–1.662) | |
| Duration of type 2 diabetes | ||
| <1 year | 1 (Reference) | |
| ≤1 and <4 years | 0.926 (0.646–1.326) | 0.674 |
| ≤4 and <8 years | 0.846 (0.58–1.235) | 0.387 |
| ≤8 years | 1.211 (0.834–1.757) | 0.315 |
| Insulin use at 1‐month pre‐index date (vs no insulin use) | 17.869 (10.568–30.217) | <0.001 |
Beta, regression coefficient; BMI, body mass index; CI, confidence interval; Exp, exponential; LSG, laparoscopic sleeve gastrectomy; LSG‐DJB, laparoscopic sleeve gastrectomy with duodenojejunal bypass; MT, medical treatment.
Generalized linear model for the total treatment cost for metabolic disease (type 2 diabetes, hypertension and dyslipidemia) in the 1 month before 1‐year post‐index date in obese patients with type 2 diabetes
| Variable | Multivariable |
|
|---|---|---|
| Exp(beta) (95% CI) | ||
| Group | ||
| Drug | 1 (Reference) | |
| LSG | 0.104 (0.063–0.17) | <0.001 |
| LSG‐DJB | 0.122 (0.074–0.202) | <0.001 |
| Age (years) | 1.016 (1–1.033) | 0.056 |
| BMI level at index date (kg/m2) | 1.026 (0.959–1.098) | 0.455 |
| HbA1c level group at index date (%) | ||
| 6.5–6.9 (mild) | 1 (Reference) | |
| ≥7.0 | 1.398 (1.059–1.847) | 0.019 |
| Duration of type 2 diabetes | ||
| <1 year | 1 (Reference) | |
| ≤1 and <4 years | 0.943 (0.644–1.382) | 0.765 |
| ≤4 and <8 years | 0.934 (0.625–1.395) | 0.737 |
| ≤8 years | 1.359 (0.915–2.018) | 0.13 |
| Insulin use at 1‐month pre‐index date (vs no insulin use) | 3.12 (1.786–5.451) | <0.001 |
Beta, regression coefficient; BMI, body mass index; CI, confidence interval; Exp, exponential; LSG, laparoscopic sleeve gastrectomy; LSG‐DJB, laparoscopic sleeve gastrectomy with duodenojejunal bypass; MT, medical treatment.