| Literature DB >> 35130878 |
Ruiqi Zhang1,2, Jil Billy Mamza2, Tamsin Morris2, George Godfrey2, Folkert W Asselbergs3,4,5, Spiros Denaxas3,6, Harry Hemingway3,6, Amitava Banerjee7,8,9,10.
Abstract
BACKGROUND: Cardiovascular and renal diseases (CVRD) are major causes of mortality in individuals with type 2 diabetes (T2D). Studies of lifetime risk have neither considered all CVRD together nor the relative contribution of major risk factors to combined disease burden.Entities:
Keywords: Attributable risk; Cardiovascular; Kidney; Lifetime; Population health; Type 2 diabetes
Mesh:
Substances:
Year: 2022 PMID: 35130878 PMCID: PMC8822817 DOI: 10.1186/s12916-022-02234-2
Source DB: PubMed Journal: BMC Med ISSN: 1741-7015 Impact factor: 11.150
Fig. 1Study population: individuals with T2D and underlying cardiovascular and chronic kidney disease. Abbreviations: cardiovascular and renal diseases, CVRD; clinical practice research datalink, CPRD; gestational diabetes, GD; Type 1 diabetes, T1D, Hospital Episode Statistics, HES; office for national Statistics, ONS
Baseline characteristics in individuals with type 2 diabetes and pre-existing cardiovascular disease and chronic kidney disease
| All T2D | CVRD free | HF only | CKD only | MI only | Stroke only | PAD only | Multiple CVRD | ||
|---|---|---|---|---|---|---|---|---|---|
| 473,399 | 276,941 | 5310 | 35,019 | 2721 | 17,044 | 5898 | 126,615 | ||
| Follow-up (years) | Median [IQR] | 6 [3 , 9] | 6 [3 , 10] | 4 [2 , 8] | 5 [3 , 9] | 6 [3 , 10] | 5 [3 , 9] | 6 [3 , 10] | 5 [3 , 9] |
| Age (years) | Mean (SD) | 63.5 (14.4) | 58.3 (13.7) | 70.2 (13.4) | 71.8 (12.2) | 67.3 (12.4) | 69.3 (12.6) | 68.4 (11.1) | 70.9 (11.71) |
| Female | N (%) | 216,273 (45.7%) | 128,516 (46.4%) | 2542 (47.9%) | 20,411 (58.3%) | 813 (29.9%) | 7760 (45.5%) | 2147 (36.4%) | 51,891 (41.0%) |
| BMI | Mean (SD) | 31.5 (6.9) | 32.1 (7.0) | 32.7 (8.1) | 30.8 (6.7) | 30.6 (6.2) | 30.2 (6.4) | 29.9 (6.3) | 30.7 (6.40) |
| Smoking status | Never | 69,360 (19.7%) | 40,209 (20.5%) | 765 (19.1%) | 6178 (23.4%) | 326 (16.3%) | 2333 (18.3%) | 633 (12.4%) | 18,348 (17.9%) |
| Former | 162,659 (46.3%) | 82,255 (42.0%) | 2083 (51.9%) | 12,539 (47.5%) | 1054 (52.8%) | 6056 (47.6%) | 2364 (46.3%) | 54,739 (53.3%) | |
| Current | 119,532 (34.0%) | 73,296 (37.4%) | 1162 (29.0%) | 7658 (29.0%) | 618 (30.9%) | 4325 (34.0%) | 2109 (41.3%) | 29,675 (28.9%) | |
| HbA1c Category | < 7% | 131,242 (50.8%) | 66,677 (48.4%) | 1471 (51.9%) | 12,527 (55.8%) | 731 (50.0%) | 4931 (54.4%) | 1757 (46.8%) | 41,950 (53.1%) |
| 7-10% | 105,662 (40.9%) | 56,517 (41.1%) | 1148 (40.5%) | 8750 (39.0%) | 627 (42.9%) | 3557 (39.3%) | 1683 (44.8%) | 32,490 (41.1%) | |
| > 10% | 21,574 (8.3%) | 14,451 (10.5%) | 213 (7.5%) | 1161 (5.2%) | 103 (7.0%) | 570 (6.3%) | 313 (8.3%) | 4604 (5.8%) | |
| SBP (mmHg) | < 130 | 142,824 (32.2%) | 79,050 (30.8%) | 1944 (39.1%) | 9947 (29.7%) | 756 (31.7%) | 4890 (31.0%) | 1487 (26.7%) | 43,201 (35.8%) |
| 130–150 | 224,531 (50.7%) | 131,672 (51.3%) | 2256 (45.3%) | 17,648 (52.7%) | 1241 (52.0%) | 8191 (51.9%) | 2919 (52.4%) | 59,054 (48.9%) | |
| 150+ | 75,840 (17.1%) | 45,956 (17.9%) | 775 (15.6%) | 5894 (17.6%) | 391 (16.4%) | 2707 (17.1%) | 1165 (20.9%) | 18,437 (15.3%) | |
| DBP (mmHg) | < 80 | 221,401 (50.0%) | 106,627 (41.5%) | 2858 (57.4%) | 19,960 (59.6%) | 1335 (55.9%) | 8489 (53.8%) | 3259 (58.5%) | 76,401 (63.3%) |
| 80–100 | 206,329 (46.6%) | 138,113 (53.8%) | 1962 (39.4%) | 12,820 (38.3%) | 1012 (42.4%) | 6899 (43.7%) | 2205 (39.6%) | 42,248 (35.0%) | |
| 100+ | 15,412 (3.5%) | 11,906 (4.6%) | 156 (3.1%) | 710 (2.1%) | 42 (1.8%) | 400 (2.5%) | 107 (1.9%) | 2019 (1.7%) | |
| Atrial fibrillation | 32,972 (7.0%) | 6392 (2.3%) | 1884 (35.5%) | 2321 (6.6%) | 206 (7.6%) | 1739 (10.2%) | 354 (6.0%) | 18,569 (14.7%) | |
| HDL (mmol/L) | Mean (SD) | 1.2 (0.37) | 1.2 (0.36) | 1.3 (0.38) | 1.3 (0.39) | 1.2 (0.35) | 1.3 (0.38) | 1.2 (0.37) | 1.2 (0.37) |
| LDL (mmol/L) | Mean (SD) | 2.7 (1.03) | 2.9 (1.02) | 2.6 (0.94) | 2.6 (0.99) | 2.4 (0.96) | 2.4 (0.95) | 2.5 (1.02) | 2.3 (0.94) |
| Triglyceride (mmol/L) | Median (IQR) | 1.7 [1.2 , 2.4] | 1.8 [1.2 , 2.5] | 1.6 [1.1 , 2.3] | 1.7 [1.2 , 2.3] | 1.6 [1.1 , 2.4] | 1.6 [1.1 , 2.3] | 1.7 [1.2 , 2.5] | 2.0 (1.29) |
| Physical activity | Inactive | 83,736 (43.0%) | 39,805 (36.8%) | 1083 (52.1%) | 6565 (47.4%) | 388 (37.7%) | 3424 (50.6%) | 1166 (49.8%) | 30,344 (51.5%) |
| Moderately inactive | 17,637 (9.1%) | 11,148 (10.3%) | 193 (9.3%) | 1272 (9.2%) | 84 (8.2%) | 530 (7.8%) | 149 (6.4%) | 4144 (7.0%) | |
| Moderately active | 70,060 (36.0%) | 41,557 (38.4%) | 606 (29.1%) | 4502 (32.5%) | 451 (43.8%) | 2159 (31.9%) | 798 (34.1%) | 19,655 (33.4%) | |
| Active | 23,315 (12.0%) | 15,750 (14.5%) | 198 (9.5%) | 1503 (10.9%) | 106 (10.3%) | 655 (9.7%) | 227 (9.7%) | 4787 (8.1%) | |
| Low dose aspirin | 29.0% | 14.2% | 25.1% | 27.5% | 50.2% | 45.1% | 49.8% | 58.4% | |
| Statins | 53.1% | 40.4% | 48.7% | 58.9% | 64.2% | 68.5% | 69.5% | 76.5% | |
| Anti-hypertensive medications: | 55.6% | 43.1% | 73.2% | 73.0% | 59.5% | 63.9% | 62.2% | 75.5% | |
| ACE inhibitors | 34.7% | 26.0% | 51.7% | 44.2% | 40.9% | 39.5% | 38.7% | 48.9% | |
| ARBs | 13.1% | 9.3% | 17.7% | 20.9% | 13.0% | 13.2% | 12.6% | 18.7% | |
| Calcium channel blockers | 26.3% | 20.1% | 25.0% | 35.9% | 22.6% | 33.4% | 33.2% | 36.0% | |
| Beta blockers | 23.0% | 11.1% | 41.0% | 23.3% | 40.1% | 19.8% | 13.7% | 48.2% | |
| Potassium-sparing diuretics | 3.6% | 1.2% | 19.4% | 3.5% | 2.5% | 2.1% | 2.1% | 7.8% | |
| Loop diuretics | 12.7% | 4.2% | 55.5% | 15.6% | 9.5% | 10.1% | 9.7% | 27.6% | |
| Thiazides | 13.9% | 12.5% | 10.8% | 22.7% | 11.9% | 18.5% | 18.4% | 14.0% | |
| Warfarin | 5.2% | 1.7% | 26.0% | 4.9% | 5.7% | 7.6% | 6.7% | 10.9% | |
| P2Y12 inhibitors | 4.8% | 0.4% | 1.5% | 1.1% | 7.0% | 14.8% | 8.3% | 14.1% | |
| Other antiplatelets | 26.2% | 12.7% | 22.4% | 24.7% | 45.2% | 42.5% | 44.4% | 53.1% | |
| Corticosteroids | 19.9% | 16.8% | 25.6% | 22.2% | 15.6% | 20.4% | 20.6% | 25.4% | |
| Any CVD risk treatment | 71.4% | 59.6% | 83.9% | 84.8% | 76.5% | 83.7% | 84.7% | 90.0% | |
| SGLT-2 inhibitors | 0.2% | 0.2% | 0.2% | 0.2% | 0.5% | 0.1% | 0.3% | 0.2% | |
| Metformin | 39.4% | 39.8% | 36.3% | 38.9% | 39.6% | 38.1% | 45.6% | 39.0% | |
| Sulfonylurea | 15.5% | 12.6% | 15.7% | 22.0% | 16.1% | 16.1% | 22.1% | 19.5% | |
| DPP-4 inhibitors | 1.9% | 1.6% | 1.6% | 2.9% | 1.8% | 1.5% | 1.8% | 2.2% | |
| GLP-1RA | 0.5% | 0.5% | 0.7% | 0.5% | 0.6% | 0.3% | 0.7% | 0.5% | |
| Metiglinides | 0.3% | 0.2% | 0.1% | 0.3% | 0.3% | 0.3% | 0.4% | 0.3% | |
| Glitazones | 4.9% | 4.5% | 3.5% | 7.0% | 5.3% | 4.2% | 7.5% | 5.3% | |
| Acarbose | 0.2% | 0.1% | 0.2% | 0.3% | 0.2% | 0.2% | 0.4% | 0.3% | |
| Insulins | 7.2% | 4.8% | 5.9% | 10.5% | 7.3% | 6.0% | 12.1% | 11.3% | |
Abbreviations: ACE angiotensin-converting enzyme, ARBs angiotensin II receptor blockers, BMI body mass index, CVD cardiovascular disease, DBP diastolic blood pressure, DPP-4 dipeptidyl peptidase-4, GLP-1RA glucagon-like peptide-1 receptor antagonist, HbA1c glycated haemoglobin, HF heart failure, HDL high-density lipoprotein, CKD chronic kidney disease, CVD cardiovascular disease, HDL low-density lipoprotein, MI myocardial infarction, MARCE major adverse renal cardiovascular events, PAD peripheral artery disease, P2Y12 platelet adenosine diphosphate receptor, SGLT2 sodium-glucose transport protein-2, SBP systolic blood pressure
Fig. 2Lifetime risk of major adverse renal and cardiovascular events (MARCE) by gender for reference CVRD-free population. Major adverse renal cardiovascular events (MARCE) includes a composite of cardiovascular death, and any hospitalisations due to heart failure chronic kidney disease, myocardial infarction, stroke or peripheral artery disease
Lifetime risk (%) with 95% confidence interval of individual and composite major adverse renal and cardiovascular events by baseline disease status in T2D
| Baseline status | Outcomes | ||||||
|---|---|---|---|---|---|---|---|
| HF | CKD | MI | Stroke | PAD | CVD death | MARCE | |
| Reference: CVRD free | 29.2 (27.5–29.7) | 53.6 (52.6–54.1) | 18.9 (17.2–19.3) | 20.2 (18.5–20.6) | 9.2 (8.1–9.5) | 40.5 (40.0–41.1) | 80.0 (79.7–80.4) |
| HF only | – | 66.0 (65.2–70.6) | 25.7 (21.6–29.4) | 18.7 (13.2–21.7) | 12.8 (8.8–15.5) | 66.0 (65.0–69.4) | 97.1 (97.1–100) |
| CKD only | 34.7 (32.9–36.2) | – | 20.7 (18.7–22.0) | 20.3 (18.2–21.6) | 13.0 (11.2–14.3) | 45.7 (44.3–47.2) | 93.3 (93.3–96.3) |
| MI only | 44.0 (37.2–49.8) | 53.2 (49.1–58.8) | – | 24.4 (15.9–28.1) | 14.3 (9.1–17.9) | 60.3 (56.1–64.4) | 97.6 (97.6–100) |
| Stroke only | 28.8 (25.5–30.5) | 54.5 (52.9–56.7) | 23.8 (20.4–25.8) | – | 12.3 (10.2–13.6) | 56.2 (54.7–57.9) | 89.2 (89.1–92.1) |
| PAD only | 35.2 (30.0–38.4) | 56.0 (53.8–61.4) | 29.2 (21.4–33.7) | 27.7 (21.0–31.8) | – | 52.5 (49.0–56.0) | 90.8 (90.8–98.9) |
Abbreviations: HF heart failure, CKD chronic kidney disease, CVD cardiovascular disease, MI myocardial infarction, MARCE major adverse renal cardiovascular events, PAD peripheral artery disease
Age, sex and baseline CVRD status-adjusted risk estimates and population attributable fractions (PAR) for non-modifiable and modifiable risk factors of MARCE in type 2 diabetes
| Risk factors | Category | OR (95%CI) | Estimated risk | ARE | % of events (Pe) | PAR |
|---|---|---|---|---|---|---|
| Non-modifiable | ||||||
| Age | < 45 | 1 | 0.030 | 11.1 | ||
| 45–54 | 1.55 (1.49, 1.61) | 0.045 | 0.345 | 17.5 | 0.060 | |
| 55–64 | 2.47 (2.38, 2.55) | 0.070 | 0.577 | 23.4 | 0.135 | |
| 65–74 | 4.35 (4.20, 4.50) | 0.118 | 0.747 | 24.3 | 0.181 | |
| 75–84 | 7.75 (7.47, 8.03) | 0.192 | 0.845 | 17.8 | 0.150 | |
| 85+ | 9.79 (9.38, 10.21) | 0.231 | 0.871 | 5.9 | 0.052 | |
| Sex | Female | 1 | 0.514 | 45.7 | ||
| Male | 1.20 (1.18, 1.23) | 0.559 | 0.082 | 54.3 | 0.044 | |
| Modifiable | ||||||
| Comorbidities | CVRD free | 1 | 0.045 | 58.5 | ||
| HF only | 4.60 (4.20, 5.04) | 0.177 | 0.748 | 1.1 | 0.008 | |
| CKD only | 2.86 (2.76, 2.96) | 0.118 | 0.621 | 7.4 | 0.046 | |
| MI only | 4.29 (3.79, 4.85) | 0.167 | 0.733 | 0.6 | 0.004 | |
| Stroke only | 2.17 (2.06, 2.28) | 0.092 | 0.515 | 3.6 | 0.019 | |
| PAD only | 3.81 (3.54, 4.10) | 0.151 | 0.704 | 1.2 | 0.009 | |
| Multiple CVRD | 4.69 (4.58, 4.79) | 0.180 | 0.751 | 27.6 | 0.207 | |
| BMI | Normal (20–24) | 1 | 0.124 | 12.7 | ||
| Under weight (< 20) | 0.96 (0.88, 1.04) | 0.120 | -0.039 | 1.6 | -0.001 | |
| Over weight (25–29) | 0.99 (0.96, 1.03) | 0.123 | -0.005 | 31.6 | -0.002 | |
| Obese (30–39) | 1.12 (1.09, 1.16) | 0.137 | 0.096 | 43.3 | 0.042 | |
| Severely obese (40+) | 1.49 (1.42, 1.56) | 0.174 | 0.287 | 10.8 | 0.031 | |
| Smoking | Never | 1 | 0.129 | 19.7 | ||
| Former | 1.03 (1.00, 1.06) | 0.132 | 0.026 | 46.3 | 0.012 | |
| Current | 1.15 (1.12, 1.19) | 0.146 | 0.117 | 34.0 | 0.040 | |
| HbA1c | < 7% | 1 | 0.109 | 50.8 | ||
| 7–10% | 1.45 (1.42, 1.48) | 0.150 | 0.276 | 40.9 | 0.113 | |
| 10% | 1.96 (1.88, 2.04) | 0.192 | 0.436 | 8.3 | 0.036 | |
| Hypertension | SBP < 150 and DBP < 100 | 1 | 0.134 | 83.3 | ||
| SBP > 150 or DBP > 100 | 1.24 (1.21, 1.27) | 0.161 | 0.167 | 16.7 | 0.028 | |
| High cholesterol | HDL ≥1 and LDL ≤3 and triglyceride ≤2.3 | 1 | 0.127 | 38.4 | ||
| HDL ≤1 or LDL ≥3 or triglyceride ≥2.3 | 1.10 (1.08, 1.13) | 0.139 | 0.083 | 61.6 | 0.051 | |
| Physical activity | Inactive | 2.19 (2.07, 2.32) | 0.140 | 0.506 | 43.0 | 0.217 |
| Moderately inactive | 1.01 (0.93, 1.09) | 0.069 | 0.005 | 9.1 | 0.000 | |
| Moderately active | 1.49 (1.41, 1.58) | 0.100 | 0.307 | 36.0 | 0.110 | |
| Active | 1 | 0.069 | 12.0 | |||
| Overall cardiovascular health* | Ideal | 1 | 0.080 | 1.0 | ||
| ≥1 risk factor | 1.84 (1.72, 1.97) | 0.138 | 0.419 | 99.0 | 0.415 |
*Risk factors: BMI ≥30, current smoker, HbA1c ≥7%, hypertension, high cholesterol, inactive. Each multivariable logistic model adjusted for age, sex and baseline cardio-renal status. ARE = (R − R)/R, where R is the estimated risk of the outcome in the exposed and R is the estimated risk in the unexposed groups. PAR=ARE*proportion of exposed in the population (P). Abbreviations: ARE attributable risk among the exposed, BMI body mass index, CVRD cardiovascular and renal diseases, DBP diastolic blood pressure, HbA1c glycated haemoglobin, HF heart failure, HDL high-density lipoprotein, CKD chronic kidney disease, HDL low-density lipoprotein, MI myocardial infarction, SBP systolic blood pressure, PAR population attributable risk, PAD peripheral artery disease
Fig. 3Lifetime risk of individual and composite major adverse renal and cardiovascular events. Abbreviations: cardiovascular and renal diseases, CVRD; heart failure, HF; chronic kidney disease, CKD; myocardial infarction, MI; peripheral artery disease, PAD
Fig. 4Summary figure. *Among T2D patients free of CVRD at >45 years of age