| Literature DB >> 35087397 |
Faqiang Zhang1,2, Yulong Ma2, Yao Yu2, Miao Sun2, Hao Li2, Jingsheng Lou2, Jiangbei Cao2, Yanhong Liu2, Mu Niu3, Long Wang4, Weidong Mi1,2.
Abstract
Objective: Diabetes mellitus (DM) has been critically associated with unfavorable outcomes in the general population. We aimed to investigate the association between type 2 DM and long-term survival outcomes for postoperative ischemic stroke in patients who underwent non-cardiac surgery. Research Design andEntities:
Keywords: large hemispheric infarction (LHI); overall survival; perioperative stroke; postoperative complications; type 2 diabetes mellitus (type 2 DM)
Year: 2022 PMID: 35087397 PMCID: PMC8786912 DOI: 10.3389/fnagi.2021.810050
Source DB: PubMed Journal: Front Aging Neurosci ISSN: 1663-4365 Impact factor: 5.750
FIGURE 1Study flow diagram. ASA, American Society of Anesthesiologists; DM, diabetes mellitus; PSM, propensity score matching; IPTW, inverse probability treatment weighting.
Association between diabetes mellitus (DM) and overall survival (OS) using the Cox proportional hazards regression model and propensity score analysis.
| Analysis method | HR | 95% CI | |
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| Model 1 (univarible analysis) | 1.763 | 1.319–2.356 | < |
| Model 2 (preoperative patient- related covariates adjusted) | 2.039 | 1.475–2.818 | < |
| Model 3 (surgery-related covariates adjusted) | 1.775 | 1.310–2.406 | < |
| Model 4 (postoperative patient- related covariates adjusted) | 2.061 | 1.520–2.792 | < |
| Model 5 (fully adjusted) | 1.947 | 1.397–2.713 | < |
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| PS matching ( | 2.19 | 1.354–3.540 | 0.001 |
| IPTW ( | 2.551 | 1.769–3.679 | < |
DM, diabetes mellitus; OS, overall survival; HR, hazard ratio; CI, confidence interval; PS, propensity score; IPTW, inverse probability of treatment weighting.
*Model 1 was a univariate crude model.
Baseline characteristics unadjusted sample, propensity score-matched sample, and inverse probability of treatment-weighted sample.
| Characteristic | Unadjusted sample ( | PSM adjusted (1:1) ( | IPTW adjusted ( | ||||||
| Patients without DM ( | Patients with DM ( | SMD | Patients without DM ( | Patients with DM ( | SMD | Patients without DM ( | Patients with DM ( | SMD | |
| Age, years | 64.0 (54.0, 70.0) | 65.0 (59.0, 71.0) | 0.314 | 67.0 (59.0, 73.0) | 65.0 (58.0, 70.0) | 0.007 | 66.0 (58.0, 72.0) | 65.0 (58.0, 70.0) | 0.068 |
| Female sex (%) | 133 (45.1) | 50 (44.2) | 0.017 | 45 (46.9) | 44 (45.8) | 0.021 | 163.5 (44.7) | 150.3 (44.2) | 0.011 |
| BMI, kg/m2† | 24.5 (22.5, 26.8) | 25.4 (23.0, 27.6) | 0.296 | 25.3 (22.8, 27.3) | 25.2 (22.8, 27.4) | 0.065 | 24.9 (22.8, 27.2) | 25.1 (22.3, 27.2) | 0.007 |
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| Class I | 11 (3.7) | 2 (1.8) | 0.205 | 2 (2.1) | 2 (2.1) | 0.022 | 7.8 (2.1) | 7.7 (2.3) | 0.082 |
| Class II | 199 (67.5) | 69 (61.0) | 57 (59.4) | 58 (60.4) | 236.4 (64.6) | 206.1 (60.6) | |||
| Class III | 85 (28.8) | 42 (37.2) | 37 (38.5) | 36 (37.5) | 121.8 (33.3) | 126.2 (37.1) | |||
| Hypertension (%) | 139 (47.1) | 71 (62.8) | 0.320 | 56 (58.3) | 57 (59.4) | 0.021 | 205.2 (56.1) | 191.9 (56.5) | 0.008 |
| Previous ischemic stroke (%) | 74 (25.1) | 51 (45.1) | 0.430 | 41 (42.7) | 40 (41.7) | 0.021 | 124.9 (34.1) | 121.6 (35.7) | 0.033 |
| Myocardial infarction (%) | 17 (5.8) | 15 (13.3) | 0.258 | 10 (10.4) | 13 (13.5) | 0.096 | 31.5 (8.6) | 31.8 (9.3) | 0.022 |
| Peripheral vascular disease (%) | 57 (19.3) | 27 (23.9) | 0.111 | 24 (25.0) | 20 (20.8) | 0.099 | 83.6 (22.8) | 74.2 (21.8) | 0.027 |
| Chronic kidney disease (%) | 7 (2.4) | 4 (3.5) | 0.069 | 2 (2.1) | 1 (1.0) | 0.084 | 8.3 (2.2) | 6.4 (1.9) | 0.025 |
| Preoperative β blockers (%) | 34 (11.5) | 14 (12.4) | 0.027 | 13 (13.5) | 11 (11.5) | 0.098 | 48.6 (13.3) | 34.2 (10.0) | 0.098 |
| Preoperative aspirin (%) | 83 (28.1) | 46 (40.7) | 0.267 | 33 (34.4) | 37 (38.5) | 0.087 | 121.5 (33.2) | 127.1 (37.4) | 0.090 |
| Preoperative Hb, g/L | 132.0 (122.0, 145.5) | 132.0 (119.0, 145.0) | 0.100 | 131.0 (119.0, 141.0) | 132.5 (120.0, 146.3) | 0.089 | 132.0 (122.0, 144.7) | 131.7 (118.4, 142.0) | 0.092 |
| Preoperative ALB, g/L | 40.5 (37.8, 42.6) | 40.5 (38.2, 43.0) | 0.033 | 40.1 (37.3, 42.5) | 40.5 (38.3, 43.3) | 0.078 | 40.4 (37.5, 42.6) | 40.5 (37.8, 43.1) | 0.049 |
| Preoperative TBIL, μmol/L | 10.8 (8.10, 14.7) | 10.0 (7.2, 13.7) | 0.035 | 10.9 (8.0, 14.9) | 10.1 (7.1, 13.7) | 0.020 | 10.5 (8.0, 14.5) | 9.8 (7.0, 14.2) | 0.032 |
| Preoperative PT, s | 13.1 (11.5, 14.5) | 13.6 (11.4, 14.9) | 0.064 | 13.2 (11.5, 14.8) | 13.8 (11.4, 15.1) | 0.062 | 13.1 (11.3, 15.0) | 13.3 (11.6, 14.4) | 0.053 |
| Preoperative NLR | 2.3 (1.7, 3.9) | 2.3 (1.7, 3.5) | 0.079 | 2.2 (1.6, 3.8) | 2.2 (1.7, 3.3) | 0.036 | 2.3 (1.7, 3.8) | 2.3 (1.7, 3.9) | 0.020 |
| Preoperative PLR | 132.8 (96.6, 174.1) | 130.2 (99.1, 176.0) | 0.012 | 125.3 (102.2, 173.6) | 124.6 (94.1, 168.8) | 0.075 | 129.4 (94.9, 169.5) | 126.1 (94.0, 176.0) | 0.064 |
| Emergency (%) | 34 (11.5) | 10 (8.8) | 0.089 | 8 (8.3) | 9 (9.4) | 0.017 | 35.6 (9.7) | 34.9 (10.3) | 0.018 |
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| Spine | 29 (9.8) | 19 (16.8) | 0.499 | 13 (13.5) | 16 (16.7) | 0.084 | 47.2 (12.9) | 44.0 (12.9) | 0.083 |
| Intra-abdominal surgery | 41 (13.9) | 31 (27.4) | 24 (25.0) | 25 (26.0) | 73.1 (20.0) | 71.9 (21.1) | |||
| Joint arthroplary | 25 (8.5) | 9 (8.0) | 4 (4.2) | 7 (7.3) | 33.6 (9.2) | 32.9 (9.7) | |||
| Oral and maxillofacial | 13 (4.4) | 4 (3.5) | 4 (4.2) | 3 (3.1) | 13.4 (3.7) | 18.9 (5.6) | |||
| Urologic | 22 (7.5) | 10 (8.8) | 10 (10.4) | 9 (9.4) | 32.8 (9.0) | 31.4 (9.2) | |||
| Neurosurgery | 112 (38.0) | 28 (24.9) | 27 (28.1) | 25 (26.0) | 117.1 (31.9) | 98.8 (29.1) | |||
| Thoracic or vascular | 11 (3.7) | 4 (3.5) | 3 (3.1) | 4 (4.2) | 15.3 (4.2) | 9.7 (2.9) | |||
| Other (ENT, etc.) | 42 (14.2) | 8 (7.1) | 11 (11.5) | 7 (7.3) | 33.5 (9.1) | 32.4 (9.5) | |||
| Malignant tumor surgery (%) | 109 (36.9) | 55 (48.7) | 0.239 | 46 (47.9) | 45 (46.9) | 0.021 | 156.7 (42.8) | 151.9 (44.7) | 0.038 |
| Duration of surgery, min | 202.0 (136.0, 296.5) | 190.0 (141.0, 265.0) | 0.144 | 201.0 (149.8, 266.3) | 190.0 (140.0, 266.8) | 0.076 | 205.0 (139.6, 295.0) | 211.8 (143.2, 288.6) | 0.022 |
| Estimated blood loss, mL | 200.0 (50.0, 300.0) | 200.0 (100.0, 300.0) | 0.042 | 200.0 (80.0, 300.0) | 175.0 (100.0, 300.0) | 0.003 | 200.0 (68.9, 400.0) | 200.0 (100.0, 300.0) | 0.048 |
| Preoperative MAP, mmHg | 96.7 (90.0, 106.3) | 99.3 (92.0, 105.7) | 0.090 | 97.7 (92.3, 103.3) | 98.2 (91.3, 104.5) | 0.061 | 97.7 (92.1, 106.7) | 97.6 (91.0, 104.8) | 0.075 |
| Blood products depot (%) | 58 (19.7) | 24 (21.2) | 0.039 | 16 (16.7) | 18 (18.8) | 0.092 | 70.9 (19.4) | 79.2 (23.3) | 0.097 |
| Colloids infusion, ml/kg/min | 0.04 (0.03, 0.07) | 0.05 (0.02, 0.06) | 0.146 | 0.05 (0.03, 0.07) | 0.05 (0.02, 0.07) | 0.075 | 0.05 (0.03, 0.07) | 0.05 (0.02, 0.06) | 0.086 |
| Crystalloids infusion, ml/kg/min | 0.12 (0.09, 0.16) | 0.13 (0.10, 0.18) | 0.144 | 0.12 (0.09, 0.14) | 0.13 (0.10, 0.16) | 0.091 | 0.12 (0.10, 0.16) | 0.12 (0.10, 0.17) | 0.090 |
| NSAIDs (%) | 223 (75.6) | 91 (80.5) | 0.120 | 77 (80.2) | 76 (79.2) | 0.026 | 284.9 (77.9) | 259.7 (76.4) | 0.031 |
| Morphine equivalents, mg[ | 135.0 (105.0, 165.0) | 150.0 (120.0, 180.0) | 0.146 | 150.0 (120.0, 165.0) | 150.0 (120.0, 180.0) | 0.069 | 145.0 (105.0, 165.0) | 150.0 (120.0, 180.0) | 0.093 |
| ICU admission after surgery (%) | 144 (48.8) | 52 (46.0) | 0.129 | 43 (44.8) | 45 (46.9) | 0.042 | 170.6 (46.6) | 159.1 (46.8) | 0.006 |
| Stroke severity (NIHSS) | 12 (7,18) | 13 (5,21) | 0.094 | 12 (8,15) | 13 (5,16) | 0.020 | 13.0 (6.0, 18.0) | 13.0 (6.0, 20.0) | 0.059 |
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| Left | 107 (36.3) | 47 (41.6) | 0.140 | 36 (37.5) | 37 (38.5) | 0.053 | 125.8 (34.4) | 133.8 (39.3) | 0.117 |
| Right | 113 (38.3) | 36 (31.9) | 38 (39.6) | 35 (36.5) | 143.3 (39.2) | 124.9 (36.7) | |||
| Bilateral | 75 (25.4) | 30 (26.5) | 22 (22.9) | 24 (25.0) | 96.8 (26.4) | 81.7 (24.0) | |||
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| Cortical | 60 (20.3) | 12 (10.6) | 0.332 | 12 (12.5) | 10 (10.4) | 0.089 | 52.6 (14.4) | 38.3 (11.3) | 0.096 |
| Subcortical | 144 (48.8) | 63 (55.8) | 57 (59.5) | 56 (58.3) | 199.2 (54.4) | 192.3 (56.5) | |||
| Cerebellar | 4 (1.4) | 2 (1.8) | 1 (1.0) | 2 (2.1) | 6.5 (1.8) | 7.2 (2.1) | |||
| Brainstem | 1 (0.3) | 3 (2.7) | 1 (1.0) | 0 (0.0) | 3.8 (1.0) | 3.2 (0.9) | |||
| Multiple | 86 (29.2) | 33 (29.2) | 25 (26.0) | 28 (29.2) | 103.9 (28.4) | 99.0 (29.2) | |||
| LHI (%) | 45 (15.3) | 12 (10.6) | 0.138 | 9 (9.4) | 7 (7.3) | 0.092 | 50.1 (13.7) | 41.8 (12.3) | 0.096 |
| Thrombolysis (%) | 1 (0.3) | 0 (0.0) | 0.006 | 0 (0.0) | 0 (0.0) | <0.001 | 0 (0.0) | 0 (0.0) | <0.001 |
| Follow-up, months | 50.9 (24.8, 89.1) | 33.8 (17.0, 67.8) | 0.217 | 54.6 (29.7, 94.1) | 35.7 (17.8, 72.8) | 0.259 | 50.6 (27.5, 88.0) | 30.9 (17.0, 72.2) | 0.381 |
| Midian OS (95% CI), months | 52.8 (47.2, 60.2) | 34.3 (29.4, 40.9) | 0.318 | 55.9 (47.2, 68.2) | 36.6 (31.4, 49.6) | 0.352 | 51.8 (47.0, 59.4) | 31.7 (25.4, 41.4) | 0.452 |
The data are shown as the median (interquartile range), n (%), or mean ± SD.
*Proportions and medians are weighted using IPTW.
DM, diabetes mellitus; PSM, propensity score matching; IPTW, inverse probability of treatment weighting; SMD, standardized mean difference; BMI, body mass index; ASA, American Society of Anesthesiologists; Hb, hemoglobin; ALB, albumin; TBIL, total bilirubin; PT, prothrombin time; NLR, neutrophil-lymphocyte ratio; PLR, platelet to lymphocyte ratio; ENT, ear, nose, and throat; MAP, mean arterial pressure; NSAIDs, non-steroid anti-inflammatory drugs; ICU, intensive care unit; NIHSS, national institutes of health stroke scale; LHI, large hemispheric infarction; OS, overall survival; CI, confidence interval.
FIGURE 2The Kaplan-Meier survival curves for overall survival from the date of surgery. (A) Before matching. (B) After matching. (C) Inverse probability of treatment-weighting analysis. DM, diabetes mellitus.
FIGURE 3Distribution of propensity scores in the postoperative ischemic stroke patients with DM group and without DM group. (A) Before matching. (B) After matching. (C) IPTW. DM, diabetes mellitus.
FIGURE 4Subgroup analysis of the association between DM and overall survival (OS). HR, hazard ratio; DM, diabetes mellitus; LHI, large hemispheric infarction.