Observational Study
Copyright ©The Author(s) 2022.
World J Diabetes. Mar 15, 2022; 13(3): 260-271
Published online Mar 15, 2022. doi: 10.4239/wjd.v13.i3.260
Table 1 Summary of studies included in the pooled dataset
Study name
Aim
Eligible age range (yr)
Exclusion criteria1
Clinical Trials.gov Registration Number
Ongoing/completed
CODECObservational study to investigate the effect of chronotype on glycaemic controls in adults with T2DM18-75N/ANCT02973412Ongoing
LYDIARandomised active-comparator trial to investigate the effect of liraglutide compared to sitagliptin on cardiac structure and function in younger adults with T2DM18-60Treatment with insulin, SGLT-2 inhibitors, GLP-1 receptor agonists of DPP-4 inhibitors; Active cardiovascular disease, including history of myocardial infarction within the past 6 mo and/or heart failureNCT02043054Completed
EXPEDITIONObservational study to phenotype younger adults with T2DM18-40N/AN/ACompleted
DIASTOLICRandomised controlled trial to compare diet and exercise interventions to standard care in adults with T2DM18-65Current treatment with more than three glucose-lowering medications or insulin; Stroke, peripheral vascular disease, atrial fibrillation, heart failure/disease, anginaNCT02590822Completed
PREDICTObservational study to investigate the prevalence and determinants of subclinical cardiovascular dysfunction in adults with T2DM18-75Stroke, symptomatic peripheral vascular disease, atrial fibrillation, history of heart failure, history of myocardial infarction, moderate or severe heart valve disease, anginaNCT03132129Ongoing
Table 2 Demographic characteristics, cardiovascular complications and medication use by age of diagnosis

Age at T2DM diagnosis
Total sample (n = 1409)
Under 40 yr (n = 196)
40-59 yr (n = 846)
60 yr or over (n = 367)
Number of participants from each dataset, n (%)
CODEC111 (56.6)636 (75.2)326 (88.8)1073 (76.2)
LYDIA35 (17.9)41 (4.9)0 (0.0)76 (5.4)
EXPEDITION20 (10.2)0 (0.0)0 (0.0)20 (1.4)
DIASTOLIC17 (8.7)72 (8.5)0 (0.0)89 (6.3)
PREDICT13 (6.6)97 (11.5)41 (11.2)151 (10.7)
Current age, yr (n = 1408)46 (38-55)61 (56-67)71 (68-73)63 (55-69)
Diabetes duration, yr (n = 1408)11 (5-21)10 (5-15)5 (3-8)8 (4-14)
Sex, n (%)
Male100 (51.0)565 (66.8)243 (66.2)908 (64.4)
Female96 (49.0)281 (33.2)124 (33.8)501 (35.6)
Ethnicity, n (%)
White125 (63.8)665 (78.6)333 (90.7)1123 (79.7)
Asian55 (28.1)145 (17.1)28 (7.6)228 (16.2)
Other6 (3.1)33 (3.9)5 (1.4)44 (3.1)
Unknown10 (5.1)3 (0.4)1 (0.3)14 (1.0)
Smoking status, n (%)
Current smoker24 (12.2)66 (7.8)20 (5.5)110 (7.98)
Ex-smoker58 (29.6)367 (43.4)182 (49.6)607 (43.1)
Never smoked114 (58.2)413 (48.8)165 (45.0)692 (49.1)
Family history of T2D, n (%)
Yes90 (45.9)326 (38.5)131 (35.7)547 (38.8)
No37 (18.9)264 (31.2)169 (46.1)470 (33.3)
Unknown69 (35.2)256 (30.3)67 (18.3)393 (27.9)
Cardiovascular complications, n (%)
Myocardial infarction (n = 1233)7 (4.3)60 (8.0)36 (11.1)103 (8.4)
Heart failure (n = 1229)4 (2.5)12 (1.6)9 (2.8)25 (2.0)
Heart valve disease (n = 1228)3 (1.8)22 (3.0)11 (3.4)36 (2.9)
Atrial fibrillation (n = 1223)2 (1.2)42 (5.7)20 (6.2)64 (5.2)
Peripheral vascular disease (n = 1227)7 (4.4)43 (5.8)21 (6.5)71 (5.8)
Stroke (n = 1235)3 (1.9)31 (4.1)24 (7.4)58 (4.7)
Angina (n = 1230)5 (3.1)60 (8.1)33 (10.2)98 (8.0)
Glucose-lowering medication use, n (%)
Any glucose-lowering medication (n = 1403)185 (94.9)753 (89.5)257 (70.0)1195 (85.2)
Insulin74 (37.8)178 (21.0)24 (6.5)276 (19.6)
Metformin (n = 1407)157 (80.1)658 (78.0)234 (63.8)1049 (74.6)
Sulphonylurias (n = 1407)36 (18.4)205 (24.3)51 (13.9)292 (20.8)
DPP-4 inhibitors18 (9.2)139 (16.4)39 (10.6)196 (13.9)
GLP-1 agonists33 (16.8)63 (7.5)9 (2.5)105 (7.5)
SGLT2 inhibitors (n = 1389)27 (17.0)89 (11.5)15 (4.1)131 (10.1)
Other1 (n = 1390)3 (1.9)19 (2.4)4 (1.1)26 (2.0)
Lipid-lowering medication use, n (%)
Any lipid-lowering medication (n = 1407)112 (57.4)583 (69.0)254 (69.2)949 (67.5)
Statins (n = 1408)108 (55.4)580 (68.6)251 (68.4)939 (66.7)
Fibrates (n = 1407)10 (5.1)23 (2.7)4 (1.1)37 (2.6)
Antihypertensive medication use, n (%)
Any antihypertensive medication (n = 1389)97 (54.8)582 (68.8)252 (68.9)931 (67.0)
ACE inhibitors (n = 1390)68 (38.4)356 (42.1)125 (34.1)549 (39.5)
Alpha blockers (n = 1388)8 (4.6)86 (10.2)53 (14.5)147 (10.6)
Angiotensin receptor blockers (n = 1389)17 (9.7)134 (15.8)61 (16.6)212 (15.3)
Beta blockers (n = 1388)20 (11.4)157 (18.6)70 (19.1)247 (17.8)
Calcium channel blockers (n = 1389)31 (17.6)246 (29.1)103 (28.1)380 (27.4)
Diuretics (n = 1389)25 (14.2)122 (14.4)58 (15.8)205 (14.8)
Metabolic syndrome prevalence, n (%)2 (n = 1290)159 (94.1) 697 (90.2) 298 (85.6) 1154 (89.5)
Table 3 Cardiovascular risk factors by age at diagnosis

Age at T2DM diagnosis
Total sample (n = 1409)
Under 40 yr (n = 196)
40-59 yr (n = 846)
60 yr or over (n = 367)
Weight (kg)95.2 (82.5-108.9)92.0 (79.6-105.6)84.6 (73.7-97.4)90.6 (78.2-103.8)
BMI (kg/m2)33.0 (29.0-36.8)31.6 (28.0-35.3)29.2 (26.3-33.0)31.1 (27.5-35.0)
Waist circumference (cm), n = 1403112.0 (102.2-119.1)109.0 (100.0-118.0)104.0 (96.8-113.5)108.0 (99.0-117.8)
Body fat (%), n = 107636.9 (29.5-44.5)34.0 (27.6-40.7)32.5 (26.3-41.0)33.8 (27.4-41.2)
HbA1c (%), n = 13707.5 (6.7-8.5)7.1 (6.4-7.9)6.5 (6.0-7.2)7.0 (6.3-7.8)
Total cholesterol (mmol/L), n = 13524.4 (3.8-5.2)4.2 (3.6-4.9)4.1 (3.5-4.8)4.2 (3.6-4.9)
LDL cholesterol (mmol/L), n = 13082.3 (1.8-2.9)2.1 (1.6-2.7)2.1 (1.6-2.6)2.1 (1.6-2.7)
HDL cholesterol (mmol/L), n = 13381.1 (1.0-1.4)1.2 (1.0-1.5)1.3 (1.1-1.5)1.2 (1.0-1.5)
Triglycerides (mmol/L), n = 13511.8 (1.2-2.7)1.7 (1.2-2.3)1.5 (1.1-2.1)1.6 (1.1-2.3)
Systolic blood pressure (mmHg), n = 1408128.0 (119.0-140.0)135.0 (124.0-146.5)137.0 (125.5-148.7)135.0 (123.8-146.0)
Diastolic blood pressure (mmHg), n = 140883.0 (76.5-90.5)82.0 (76.0-89.0)79.5 (73.0-86.5)81.5 (75.0-88.6)
Table 4 Results from linear regression models investigating the effect of age at diagnosis on each cardiovascular risk factor
Model 1
Model 2
Model 3
Estimate
n
Estimate
n
Estimate
n
Weight (kg)-0.32 [(-0.51) to (-0.14)]a1409-0.45 [(-0.60) to (-0.31)]a1408-0.67 [(-0.82) to (-0.52)]a1394
BMI (kg/m2)-0.11 [(-0.19) to (-0.02)]b1409-0.15 [(-0.23) to (-0.07)]a1408-0.18 [(-0.25) to (-0.10)]a1394
Waist circumference (cm)-0.21 [(-0.32) to (-0.09)]a1403-0.23 [(-0.41) to (-0.05)]b1402-0.32 [(-0.49) to (-0.14)]a1388
Body fat (%)-0.10 (-0.80 to 0.60)1076-0.16 (-0.85 to 0.53)1075-0.11 (-0.43 to 0.20)1073
HbA1c (%)-0.04 [(-0.04) to (-0.03)]a1370-0.03 [(-0.04) to (-0.03)]a1369-0.03 [(-0.04) to (-0.03)]a1356
Total cholesterol (mmol/L)-0.01 (-0.01 to 0.00)1352-0.02 [(-0.02) to (-0.01)]a1351-0.01 [(-0.02) to (-0.01)]a1337
LDL cholesterol (mmol/L)-0.01 (-0.01 to 0.00)b1308-0.01 [(-0.02) to (-0.01)]a1307-0.01 [(-0.02) to (-0.01)]a1294
HDL cholesterol (mmol/L)0.00 (0.00 to 0.01)13380.00 (0.00 to 0.01)13370.01 (0.00 to 0.01)1323
Triglycerides (mmol/L)-0.01 (-0.03 to 0.00)1351-0.02 [(-0.03) to (-0.01)]b1350-0.02 [(-0.03) to (-0.01)]a1336
Systolic BP (mmHg)0.24 (0.14 to 0.35)a14080.31 (0.11 to 0.51)b14070.24 (0.02 to 0.45)b1393
Diastolic BP (mmHg)-0.10 (-0.21 to 0.02)1408-0.20 [(-0.29) to (-0.12)]a1407-0.22 [(-0.30) to (-0.14)]a1393