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Table 1 Characteristics and results of studies regarding TyG index in cardiovascular diseases

From: Triglyceride-glucose index as a marker in cardiovascular diseases: landscape and limitations

Author, year, and country

Study design and population

Outcomes evaluated and evaluation methods

Adjusted variables

Key findings

Stable Coronary artery disease

 Jin, 2018, China [22]

Case–control, 1282 T2DM with new-onset, stable CAD

Incidence of MACCEs during follow up

Age, sex, body mass index, hypertension, family history of CAD, smoke, HDL-C, non-HDL-C, creatinine, UA, hsCRP, Gensini score

TyG index was associated with increased risk of MACCEs (HR: 1.693, 95% CI: 1.238–2.316)

 Jin, 2018, China [23]

Case–control, 3745 patients with stable CAD

Incidence of CVEs

BMI, LVEF, hypertension, DM, UA, smoke, hsCRP, HDL-C, LDL-C

TyG index was positively associated with CVES (HR: 1.364, 95% CI: 1.100–1.691)

 Gao, 2021, China [24]

Observational study, 1093 CAD patients with CTO lesion

Coronary collateralization grading evaluated by Rentrop score

Age, sex, BMI, hypertension, hypercholesterolemia, T2DM, smoke, stroke, UA, monocyte count, hsCRP

TyG index was correlated with the occurrence of impaired collateralization (OR: 1.59–5.72) in the T2 and T3 group compared with the first tertile group

 Lee, 2016, Korea [25]

observational Study, 888 asymptomatic adults with T2DM

CAS evaluated by coronary CT angiography

Age, sex, glycemic control, blood pressure, LDL-C, medication

TyG index was an independent risk factor for CAS (OR:3.19, 95% CI: 1.371–7.424)

 Si, 2021, China [79]

Observational study, 697 asymptomatic patients

CACS evaluated by coronary CT angiography

Age, smoke, hypertension, DM, LDL-C

TyG index was an independent risk factor for CAD (OR:2.007, 95% CI: 1.066–3.780)

 Thai, 2020, Vietnam [26]

Cross-sectional observational study, 166 patients with T2DM

CAS evaluated by coronary CT angiography

Duration of diabetes, BMI, eGFR, physical activity, smoke, HbA1c, blood pressure

TyG index threshold at 10 resulted in 57% sensitivity and 75% specificity for predicting the presence of CS ≥ 70%

 Park, 2020, Korea [29]

Retrospective, observational study,

1250 asymptomatic individuals without traditional CVRFs

CAS evaluated by coronary CT angiography

Age, sex, blood pressure, BMI, LDL-C, HDL-C, UA

TyG index had an incremental impact on CAD (OR: 1.473, 95%CI: 1.026–2.166)

 Silva, 2019, Brazil [80]

Observational study,

2330 at least had one CVD in the last 10 years

Evaluation of risk factors for CAD

Sex, age, medication, presence of disease history

TyG index was positively associated with a higher prevalence of symptomatic CAD

 Yang, 2021, China [81]

Prospective observational study, 5489 nondiabetic patients after PCI

Incidence of MACCEs during follow up

Age, sex, previous PCI/CABG, LVEF, HbA1c, TG, hsCRP

TyG index was not independently related to MACE for nondiabetic patients who underwent PCI (HR: 0.77, 95%CI 0.56–1.16)

 Si, 2021, china [82]

Observational study, 680 CAD with T2DM, 985 non-CAD without T2DM

Identification of risk factors for CAD with T2DM

BMI, smoke, blood pressure, DM, ischemic stroke

TyG index was an independent risk factor for CAD with T2DM (OR:2.641, 95% CI: 1.154–6.045)

 Chen, 2022, China [83]

Observational study,

1578 diabetic patients with OPCABG

Incidence of MACCEs during follow up

CKD, preoperative LVEF, insulin dependence, LDL-C, HDL-C, extent of CAD, left main disease, use of arterial graft, complete revascularization, use of IABP

TyG index was significantly and positively associated with MACCEs after OPCABG in patients with T2DM (OR:2.133, 95% CI: 1.347–3.377)

Acute coronary syndrome

 Wang, 2020, China [32]

Retrospective, observational study,

2531 ACS patients with diabetes

New-onset MACEs during 3-year follow up

Age, sex, smoke, previous MI and CABG, BMI, LVEF, multi-vessel disease, left main disease, HbA1c, hsCRP, statin and insulin use

TyG index was an independent predictor of MACEs (HR:1.455, 95% CI: 1.208–1.753)

 Luo, 2019, China [33]

Retrospective, observational study,

1092 STEMI patients

Incidence of MACCEs during follow up

Age, blood pressure, smoke, platelet counts, albumin, HbA1c, UA, eGFR, three-vessel disease, number of stents

TyG index was positively associated with an increased risk of MACCEs (HR:1.529, 95% CI: 1.001–2.061)

 Mao, 2019, China [34]

Observational study,

438 patients with NSTE-ACS

Incidence of MACEs during follow up

Age, Mets, LDL-C, HDL-C, eGFR, Killip class, GRACE score, CRP

TyG index was an independent predictor of the occurrence of the MACEs (HR:1.878, 95% CI: 1.130–3.121)

 Zhang, 2022, China [35]

Observational study,

1655 nondiabetic patients with ACS with LDL-C < 1.8 mmol/l

Incidence of MACEs during follow up

Multi-vessel disease, PCI/CABG

TyG index was positively associated with revascularization (HR: 1.67, 95% CI: 1.02–2.75)

 Drwita, 2021, Poland [84]

Observational study, 1340 nondiabetic patients with AMI

Incidence of MACEs during1-yaer follow up

CAD, eGFR, LDL-C, TC

TyG index was not independently related to MACE for nondiabetic patients who underwent PCI

 Gao, 2021, China [36]

Prospective, observational study 1179 MINOCA patients

Incidence of MACEs during follow up

Age, sex, MI type, hypertension, diabetes, dyslipidemia

TyG index was significantly associated with an increased risk of MACE (HR: 1.33, 95% CI: 1.04–1.69)

 Guo, 2022, China [85]

Retrospective, observational study

2030 prediabetic patients with ACS

Incidence of MACCEs during follow up

Age, sex, BMI, blood pressure, smoke, LDL-C, HDL-C, Cr, UA, eGFR, BNP, CRP, DM, hypertension

TyG index was significantly associated with an increased risk of MACCE (HR: 3.256, 95% CI: 2.618–4.749)

 Jiao, 2022, China [86]

Observational study

662 ACS patients over 80 years old

Incidence of all cause of death and MACEs during follow up

Age, gender, BMI, blood pressure, LVEF, Gensini score, hypertension, diabetes, DM, previous MI, previous stroke, CKD, current smoking, TC, LDL-C, HDL-C, eGFR, UA, medication, LM lesion, multivessel lesion and treatment

TyG index is an independent predictor of long-term all-cause mortality (HR: 1.64, 95% CI: 1.06–2.54) and MACE (HR: 1.36, 95% CI: 1.05–1.95)

 Zhao, 2021, China [87]

Observational study

1510 NSTE-ACS patients received elective PCI without diabetes

Incidence of MACEs during follow up

Age, gender, BMI, smokie, hypertension, dyslipidemia, previous history of MI, PCI, stroke, PAD, LM disease, three-vessel disease, chronic total occlusion, diffuse lesion, in-stent restenosis, SYNTAX score, treatment of LM, LCX, RCA, DES implantation, DCB application, complete revascularization, number of stents

TyG index is an independent predictor of MACE (HR: 2.433, 95% CI 1.853–3.196)

 Ma, 2020, China [88]

Observational study

776 ACS with T2DM patients received PCI

Incidence of MACEs during follow up

Age, BMI, cblood pressure, HDL-Cl, HbA1c, sex, smoke, drinking, presence of peripheral artery disease, chronic kidney disease, cardiac failure, previous myocardial infarction, past percutaneous coronary intervention, medication, coronary artery disease severity, presence of lesions > 20 mm long, use of drug-coated balloon, complete revascularization

TyG index is an independent predictor of MACE (HR:2.17, 95% CI: 1.45–3.24)

 Yang, 2022, China [89]

Retrospective, observational study

549 STEMI with NOAF patients

Incidence of MACEs during hospitalization and follow up

Age, hypertension, DM, BMI, Hb, WBC, neutrophil, platelet, glucose, TG, TC, HDL-c, LDL-c, eGFR, Left atrium diameter, LVEF, SS, Stent length, Killip class ≥ II

TyG index is an independent predictor of NOAF during hospitalization (OR: 8.884, 95% CI: 1.570–50.265)

 Zhao, 2021, China [90]

Observational study

274 STEMI patients over 18 years old received OCT

Incidence of MACEs during follow up

Age, sex, LVEF, smoke, hypertension, hyperlipidemia, DM; Cr, heart rate, CRP

The middle tertile of TyG was associated with greater rates of MACEs in patients with PR but not in those with PE (HR: 6.01; 95% CI: 1.25–28.88)

Zhang, 2021, China [91]

Observational study

1932 ACS patients with T2DM

Incidence of MACCEs during follow up

Age, sex, BMI, blood pressure, medical history, smoke, duration of diabetes

TyG index is an independent predictor of MACCES in patients with T2DM and ACS (OR: 2.32, 95% CI: 1.92–2.80)

 Zhang, 2020, China [92]

Observational study

3181 ACS patients

Incidence of MACEs during follow up

Age, gender, DM, hypertension, previous AMI, hemoglobin, albumin, eGFR, TGs, LVEF, multi-vessel/ left main coronary artery

TyG index was positively associated with MACEs (HR:1.19, 95% CI: 1.01–1.41) in patients with AMI

 Hu, 2020, China [93]

Observational study

9285 ACS patients received PCI

Incidence of MACEs during follow up

Age, sex, smoke, hypertension, previous MI, previous stroke, previous PCI, previous CABG, ACS status, medication

High TyG index had a significantly greater risk of cardiovascular events regardless of diabetes status (HR:1.92, 95% CI: 1.33–2.77)

 Zhao, 2020, China [94]

Observational study

798 NSTE-ACS patients with diabetes received PCI

Incidence of MACEs during follow up

Age, sex, BMI, blood pressure, smoke, drinking, duration of diabetes, dyslipidemia, prior MI, PCI, stroke, PVD, TC, HDL-C, eGFR, HbA1c, LVEF, SYNTAX score, LM treatment, DCB use, complete revascularization and number of stents, medication

TyG index was independently associated with higher risk of MACEs in NSTE-ACS patients with diabetes

In-stent restenosis

 Zhu, 2021, China [39]

Retrospective study, 1574 ACS patients with DES-based PCI

Incidence of ISR evaluated by follow-up angiography

Age, sex, BMI, LVEF, hsCRP, hypertension, DM, previous PCI, SYNTAX score, target vessel in LAD or RCA, application of intracoronary imagine; DES-sirolimus; total length of stents, and minimal stent diameter

TyG index was positively associated with DES-ISR (OR: 1.424, 95% CI: 1.116–1.818)

Arterial stiffness

 Lambrinoudaki, 2018, Greece [44]

Cross-sectional study,

473 non-diabetic postmenopausal women, without overt CVD

Carotid IMT, flow-mediated dilation of the brachial artery, PWV evaluated by ultrasound image

Mets, age, BMI, LDL-C, smoke, hypertension

TyG index was associated with carotid atherosclerosis and AS in lean postmenopausal women (OR: 3.119, 95% CI: 1.187–8.194)

 Lee, 2018, Korea [45]

Observational study, 3587 healthy subjects

AS evaluated by baPWV

Age, blood pressure, BMI, LDL-C, HDL-C, DM, menopause

TyG index was significantly associated with increased baPWV (OR: 2.92, 95% CI: 1.92–4.44 in men, OR: 1.84, 95% CI: 1.15–2.96 in women)

 Won, 2018, Korea [46]

Cross-sectional study,

2560 subjects without CAD, stroke, and malignancies

AS evaluated by baPWV

Age, sex, blood pressure, abdominal obesity, HDL, smoke, DM

TyG index was independently related to the baPWV (β = 0.158)

 Su, 2021, China [47]

Cross-sectional study,

2035 subjects over 60 years old

AS evaluated by baPWV

Age, sex, BMI, waist circumference, SBP, DBP, TC, HDL-C, LDL-C, UA, eGFR, smoke, drinking status, CAD, hypertension, DM, anti-platelet agents, anti-hypertensive agents, hypoglycemic therapy, lipid-lowering therapy

TyG index was positively associated with baPWV (OR: 1.32, 95% CI: 1.09–1.60)

 Li, 2020, China [50]

Observational study,

4718 patients with hypertension

AS evaluated by baPWV

Age, sex, education, BMI, waist circumference, physical activity, smoke, current drinking, blood pressure, UA, serum homocysteine, HDL-C, LDL-C, eGFR, DM, antihypertensive drugs, antiplatelet drugs

TyG index was positively associated with baPWV (OR: 2.12, 95% CI: 1.80–2.50)

 Nakagomi, 2020, Japan [51]

Observational study,

1720 healthy men and 1098 healthy women aged between 25 and 55 years

AS evaluated by baPWV

Age, BMI, blood pressure, HbA1c, FBG, LDL-C, HDL-C, UA, smoke, alcohol drinking

TyG index was positively associated with baPWV (95% CI: 0.11–0.14)

 Wu, 2021, China [52]

Cross-sectional study, 1895 prehypertensive patients

AS evaluated by baPWV

Age, sex, BMI, smoke, drinking, physical activity, DM, dyslipidaemia, FBG, TG, PBG, LDL-C, eGFR, UA, homocysteine, medications

TyG index was positively associated with baPWV (95% CI: 58.7–200.0)

 Wang, 2021, China [53]

Observational study,

3185 patients with T2DM

AS evaluated by baPWV

BMI, waist circumference, blood pressure, LDL-C, HDL-C, WBC counts, smoke, drinking, medication

TyG index was positively associated with baPWV (OR: 1.40, 95% CI: 1.16–1.70)

 Guo, 2021, China [54]

Observational study

13,706 healthy subjects

AS evaluated by baPWV, 10-year CVD risk was evaluated using the Framingham risk score

age, smoke, BMI, pulse pressure, HbA1c, TC, LDL-C, HDL-C, UA, medication

TyG index was independently associated with AS (OR: 1.514, 95% CI: 1.371–1.671) and 10-year CVD risk (OR: 1.420, 95% CI: 1.147–1.756)

 Yan, 2022, China [95]

Cross-sectional

study

2480 individuals from Hanzhong Adolescent Hypertension Cohort study

AS evaluated by baPWV

Age, sex, smoke, alcohol drinking, regular exercise, BMI, blood pressure, hs-CRP, diabetes

Higher long-term trajectory of TyG index were independently associated with increased arterial stiffness (OR: 2.760, 95% CI: 1.40–7.54)

 Wu, 2021, China [96]

Prospective study

6028 individuals from Kailuan study

AS evaluated by baPWV

Age, se, smoke, alcohol drinking, physical activity, MAP, diabetes, hs-CRP, and BMI at baseline

TyG index was independently associated with AS (HR: 1.58, 95% CI: 1.25–2.01)

Coronary artery calcification

 Kim, 2017, Korea [57]

Observational study 4319 healthy subjects

CAC evaluated by multidetector CT scanner

Age, sex, blood pressure, BMI, LDL-C, HDL-C, smoke, alcohol, exercise habits

TyG index was independently associated with CAC (OR: 1.950, 95% CI: 1.23–3.11)

 Won, 2020, Korea [58]

Observational study 12,326 asymptomatic subjects

CAC evaluated by multidetector CT scanner

Age, male sex, BMI, blood pressure, TC, TG, HDL-C, LDL-C, glucose, and creatinine, smoke

TyG index was significantly associated with CAC progression in baseline CACS ≤ 100

 Park, 2019, Korea [97]

Retrospective study 1175 individuals

CAC evaluated by multidetector CT scanner

Age, sex, BMI, blood pressure, LDL-C, HDL-C, exercise, alcohol, smoking, presence of diabetes and hypertension, medication

TyG index is an independent predictor of CAC progression (OR: 1.82, 95% CI: 1.20–2.77)

Heart failure

 Guo, 2021, China [61]

Retrospective study,

546 patients with CHF and T2DM

Cardiovascular death or rehospitalization due to HF during follow up

Age, sex, BMI, blood pressure, HR, CRP, eGFR, NT-proBNP, HbA1c, LVEF, AF, NYHA

TyG index was positively associated with cardiovascular death (HR: 4.42, 95% CI: 1.49–13.15) and rehospitalization (HR: 1.84, 95% CI: 1.16–2.91)

 Yang, 2021, China [63]

Retrospective study,

103 hospitalized HF patients

ECV fraction calculated by CMR measurements and T1 mapping, all-cause death or HF rehospitalization during follow up

age, DM, HbA1c, NT-proBNP

TyG index was the significant factor determined for ECV fraction (r partial = 0.36) and primary outcome events (HR = 2.01, 95% CI = 1.03–4.01)

  1. CAD coronary artery disease, T2DM type II diabetes mellitus, MACCE major adverse cardiac and cerebrovascular events, HDL-C high density lipoprotein cholesterol, UA uric acid, HR hazard ratio, CI confidence interval, CVE cardiovascular events, BMI body mass index, hsCRP hypersensitive C-reactive protein, LVEF left ventricular ejection fraction, OR odds ratio, LDL-C low density lipoprotein cholesterol, HbA1c hemoglobin A1c, CAS coronary artery stenosis, CACS Coronary artery calcification score, CT computed tomographic, Cr creatinine, CS coronary stenoses, CVRF cardiovascular risk factor, ACS acute coronary syndrome, MACE major adverse cardiovascular events, MI myocardial infarction, STEMI ST-elevated myocardial infarction, OCT optical coherence tomography, PR plaque rupture, PE plaque erosion, CABG coronary artery bypass graft, OPCABG off-pump coronary artery bypass graft, CKD chronic kidney disease, IABP intra-aortic balloon pump, eGFR estimated glomerular filtration rate, NSTE non-ST-segment elevation, GRACE Global Registry of Acute Coronary Events, MINOCA MI patients with nonobstructive coronary arteries, Mets metabolic syndrome, DES drug-eluting stent, ISR in-stent restenosis, SYNTAX Synergy Between Percutaneous Coronary Intervention With Taxus and Cardiac Surgery, LAD left anterior descending artery, RCA right coronary artery, CVD cardiovascular disease, IMT intima-mediated thickness, baPWV brachial ankle pulse wave velocity, AS arterial stiffness, FBG fasting blood glucose, PBG postprandial blood glucose, TG triglyceride, TC total cholesterol, CAC coronary artery calcification, TC total cholesterol, CHF chronic heart failure, HR heart rate, NT_proBNP N-terminal B-type natriuretic peptide, AF atrial fibrillation, NYHA New York Heart Association functional classification, PCI percutaneous coronary intervention, NOAF new-onset atrial fibrillation, Hb hemoglobin, WBC white blood cell, PVD Peripheral vascular disease, MAP mean arterial blood pressure