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. 2023 Jul 7;10:1205481. doi: 10.3389/fcvm.2023.1205481

Table 1.

Characteristics of included cohort studies in the meta-analysis.

Studies Country Target population Sample size/cases Gender, age range Exposure assessment Outcome Comparison HR (95% CI) Adjustment for covariate Follow-up (years) NOS scores
Marx et al. (21) Germany Undergoing angiography 2,306/440 M, F
61.5 ± 11.2 years
Enzyme immunoassay All-cause mortality C-peptide
(T3 vs. T1)
HR = 1.46 (1.10–1.93) Age, sex, BMI, hypertension, smoking, GFR, triglycerides, LDL cholesterol, and HDL cholesterol, fasting glucose, fasting insulin, glycated hemoglobin, newly diagnosed type 2 diabetes per American Diabetes Association 2,010 guidelines, proinsulin, free fatty acids, free glycerol, and CRP. 7.6 years 9/9
Marx et al. (21) Germany Undergoing angiography 2,306/252 M, F
61.5 ± 11.2 years
Enzyme immunoassay CVD mortality C-peptide
(T3 vs. T1)
HR = 1.55 (1.07–2.24) Age, sex, BMI, hypertension, smoking, GFR, triglycerides, LDL cholesterol, and HDL cholesterol, fasting glucose, fasting insulin, glycated hemoglobin, newly diagnosed type 2 diabetes per American Diabetes Association 2,010 guidelines, proinsulin, free fatty acids, free glycerol, and CRP. 7.6 years 9/9
Pikkemaat et al. (17) Sweden Diabetic 398/104 M, F
52.4 ± 8.7 years
Laboratory analyses All-cause mortality C-peptide
per 1 nmol/L
HR = 2.20 (1.49–3.25) Age, sex, smoking, SBP, HbA1c, antihypertensive treatment, BMI, CRP, eGFR, cholesterol, and previous myocardial infarction or ischemic stroke. 17 years 8/9
Pikkemaat et al. (17) Sweden Diabetic 398/35 M, F
52.4 ± 8.7 years
Laboratory analyses CVD mortality C-peptide
per 1 nmol/L
HR = 2.69 (1.49–4.85) Age, sex, smoking, SBP, HbA1c, antihypertensive treatment, BMI, CRP, eGFR, cholesterol, and previous myocardial infarction or ischemic stroke. 17 years 8/9
Hirai et al. (23) USA Diabetic 1,007/824 M, F
68.6 ± 11.0 years
N/A All-cause mortality C-peptide
per 1 nmol/L
HR = 1.15 (1.04–1.29) Age, sex, BMI, diabetes duration, SBP, history of cardiovascular disease, presence of diabetic retinopathy, cigarette smoking, time since last meal, exogenous insulin use, and glycosylated hemoglobin. 16 years 8/9
Hirai et al. (23) USA Diabetic 1,007/358 M, F
68.6 ± 11.0 years
N/A Ischemic heart mortality C-peptide
per 1 nmol/L
HR = 1.19 (1.02–1.39) Age, sex, BMI, diabetes duration, SBP, history of cardiovascular disease, presence of diabetic retinopathy, cigarette smoking, time since last meal, exogenous insulin use, and glycosylated hemoglobin. 16 years 8/9
Hirai et al. (23) USA Diabetic 1,007/137 M, F
68.6 ± 11.0 years
N/A Stroke
mortality
C-peptide
per 1 nmol/L
HR = 1.09 (0.85–1.40) Age, sex, BMI, diabetes duration, SBP, history of cardiovascular disease, presence of diabetic retinopathy, cigarette smoking, time since last meal, exogenous insulin use, and glycosylated hemoglobin. 16 years 8/9
Patel et al. (18) USA General 5,152/932 M, F
40–74 years
N/A All-cause mortality C-peptide
per 1 nmol/L
HR = 1.72 (1.34–2.21) Age, sex, race, waist-to-hip ratio, BMI, blood pressure (normal, prehypertension, hypertension), total cholesterol, triglycerides, HDL, presence or absence of past history of stroke, heart attack, peripheral arterial disease, presence or absence of family history of diabetes and heart attack, history of chest pain (suggestive of angina, not suggestive of angina and no chest pain), level of education, smoking status, level of physical activity, alcohol use, CRP level, urinary albumin/creatinine ratio, GFR, and glycated hemoglobin levels. 14.4 years 8/9
Patel et al. (18) USA General 5,140/370 M, F
40–74 years
N/A CVD mortality C-peptide
per 1 nmol/L
HR = 1.60 (1.07–2.39) Age, sex, race, waist-to-hip ratio, BMI, blood pressure (normal, prehypertension, hypertension), total cholesterol, triglycerides, HDL, presence or absence of past history of stroke, heart attack, peripheral arterial disease, presence or absence of family history of diabetes and heart attack, history of chest pain, level of education, smoking status, level of physical activity, alcohol use, CRP level, urinary albumin/creatinine ratio, GFR, and glycated hemoglobin levels. 14.4 years 8/9
Min et al. (19) USA General 5,902/2,020 M, F
40- 70 years
Radioimmunoassay All-cause mortality C-peptide
per 1 unit
HR = 1.80 (1.33–2.43) Age, sex, ethnic background, education, smoking status, alcohol consumption status, day on which the last meal or snack was consumed, history of hypertension, hypercholesterolemia, heart attack and BMI, CRP, total cholesterol, triglyceride, serum insulin, glycated hemoglobin and fasting serum glucose levels. 8/9
Min et al. (19) USA General 5,902/895 M, F
40- 70 years
Radioimmunoassay CVD mortality C-peptide
per 1 unit
HR = 3.20 (2.07–4.93) Age, sex, ethnic background, education, smoking status, alcohol consumption status, day on which the last meal or snack was consumed, history of hypertension, hypercholesterolemia, heart attack and BMI, CRP, total cholesterol, triglyceride, serum insulin, glycated hemoglobin and fasting serum glucose levels. 8/9
Cardellini et al. (29) Italy Atherosclerotic 268/44 M, F
31–91 years
Immunochemiluminescence assay All-cause mortality C-peptide
per SD
HR (97/5%CI) = 1.09 (0.90–1.32) Age, sex, diabetes treatment, GFR and known diabetes status. 4.6 years 8/9
Cardellini et al. (29) Italy Atherosclerotic 268/20 M, F
31–91 years
Immunochemiluminescence assay CVD mortality C-peptide
per SD
HR (97/5%CI) = 1.38 (1.05–1.80) Age, sex, diabetes treatment, GFR and known diabetes status. 4.6 years 8/9
Volkova et al. (28) New Zealand Cancer 344/91 M, F
31–91 years
Immunoassay Survival (mortality) C-peptide HR = 1.02 (0.96–1.07) - 10 years 8/9
Wolpin et al. (22) USA Cancer 350/98 M, F
30–75 years
Enzyme-linked immunosorbent assay Overall mortality C-peptide
(Q4 vs. Q1)
HR = 2.11 (1.06–4.21) Age at diagnosis, cohort (sex), stage of disease, histologic differentiation, tumor location, time period of diagnosis, time between last meal and plasma collection, receipt of chemotherapy, and patient characteristics from the most recent questionnaire before blood draw, including smoking status, aspirin use, alcohol consumption (g/d), total vitamin D intake (U/d), and postmenopausal hormone use. 5.9 years 9/9
Rovere et al. (30) Italy Diabetic 113/22 M, F
66.9 ± 9.9 years
Specific immunoassay Macrovascular mortality C-peptide HR = 0.25 (0.08–0.74) - 9 years 9/9
Schrauben et al. (25) USA General 1,883/379 M, F
56.5 years
NA All-cause mortality C-peptide
per 1 SD
HR = 1.09 (0.94–1.27) Age, sex, race, ethnicity, level of education, clinical center, BMI, waist circumference, smoking status, SBP, ACEi/ARB use, HDL, LDL, triglycerides, high sensitivity CRP, fat-free mass, eGFR, hemoglobin, physical activity, use of statins, use of other lipid-lowering medications, history of CVD, 24-h urine protein, FGF-23, uric acid, serum albumin. 7.7 years 9/9
Guercio et al. (26) USA Cancer 1,086/932 M, F
59 yeras
Enzyme-linked immunosorbent assays Overall survival C-peptide
(Q5 vs. Q1)
HR = 1.13 (0.91- 1.40) Age, sex, performance status, planned chemotherapy, prior adjuvant chemotherapy, assigned treatment arm, KRAS status, tumor sidedness, plasma albumin, diabetes, BMI, and fasting status. 6.2 years 8/9
Bo et al. (27) Italy Diabetic 2,112/973 M, F
66 years
Enzyme immunoassay All-cause mortality C-peptide
(T3 vs. T1)
HR = 1.10 (0.93–1.30) Age, sex, BMI, smoking, time since diagnosis, insulin treatment, values of HbA1c, SBP, HDL-cholesterol and triglycerides, presence of retinopathy, nephropathy, neuropathy and CVDs. 14 years 9/9
Bo et al. (27) Italy Diabetic 2,113/458 M, F
66 years
Enzyme immunoassay CVD mortality C-peptide
(T3 vs. T1)
HR = 0.92 (0.73–1.17) Age, sex, BMI, smoking, time since diagnosis, insulin treatment, values of HbA1c, SBP, HDL-cholesterol and triglycerides, presence of retinopathy, nephropathy, neuropathy and CVDs. 14 years 9/9
Zhu et al. (24) China Cancer 2,682/55 F,
55.3 ± 12.4 years
Electrochemiluminescence immunoassay All-cause mortality C-peptide
high vs. low
HR = 1.14 (0.63–2.08) Age, BMI, menopausal status, tumor size, lymph node status, chemotherapy, radiotherapy, endocrine therapy, and targeted therapy. 3.1 years 8/9
Irwin et al. (20) USA Cancer 604/64 F,
>18 years
Radioimmunoassay method All-cause mortality C-peptide
(ng/ml)
HR = 1.31 (1.06–1.63) Age, race/site, and initial treatment; BMI, disease stage, and estrogen receptor status, and women with type 2 diabetes. 6 years 8/9
Griffith et al. (26) USA Diabetic 84/27 M-F > 18 years Overall survival C-peptide
(ng/ml)
HR = 1.05 (1.01–1.09) Peak steroid dose, myeloablative conditioning. 1.46 years 8/9

BMI, body mass index; CI, confidence interval; CRP, C-reactive protein; CVDs, cardiovascular diseases; FGF-23, fibroblast growth factor 23; F, female; GFR, glomerular filtration rate; HDL, high-density lipoprotein; HR, hazard ratio; HbA1c, hemoglobin A1C; LDL, low-density lipoprotein; NOS, Newcastle–Ottawa scale; M, male; Q, quartile; SD, standard deviation; SBP, systolic blood pressure; T, tertile.