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Table 1 Baseline characteristics and main findings of the included studies

From: Triglyceride-glucose index and heart failure: a systematic review and meta-analysis

Study

Year

Location

Population

Sample size

Mean age

Male (%)

LVEF (%)

TyG index

Main findings

Abuduaini et al. [24]

2023

China

Patients with cardiomyopathy and T2DM

1514

65.6 (11.1)

73.9

41.9 (7.6)

7.6 (0.8)

Increased TyG levels were associated with higher HF incidence in patients with cardiomyopathy and T2DM (HR 7.3, 95% CI 3.4 to 15.7, P < 0.001).

Al-Ali et al. [25]

2022

Iraq

Non-diabetic patients presenting with acute STEMI

61

54.6 (11.6)

78.7

58.5 (9.8)

4.8 (0.2)

No significant difference was found in HF incidence between tertiles of TyG (P = 0.09). However, LVEF was negatively correlated with the TyG index (r = -0.32, P = 0.01).

Chen et al. [26]

2023

China

Hospitalized patients with T2DM and LVEF ≥ 50%

150

53.4 (13.8)

64.0

60.1 (4.7)

NR

Higher quartiles of TyG were associated with left ventricular systolic dysfunction (GLS < 18%).

Cheng et al. [17]

2023

China

Non-diabetic patients with acute HF and without ACS

886

68.9 (14.8)

55.5

43.3 (10.4)

9.5 (1.3)

Acute HF patients with higher-than-median TyG levels had significantly higher mortality compared to the lower-than-median TyG group (12.6% vs. 5.6%, P < 0.001).

Chiu et al. [27]

2021

Taiwan

Individuals undergoing echocardiography

823

61.3 (13.1)

58.7

63.6 (13.1)

8.9 (0.3)

The higher TyG index quartile was correlated with lower LVEF (P = 0.003), elevated LVM (P = 0.081), and increased LAD (P = 0.004).

Gao et al. [28]

2021

China

Non-obstructive acute MI without previous revascularization

1179

55.7 (11.7)

73.5

60.5 (7.5)

8.8 (0.3)

No difference was found in terms of hospitalization for HF in tertiles of TyG (P = 0.081).

Guo et al. [13]

2021

China

Patients with chronic HF and T2DM

546

65.2 (12.0)

66.3

40.2 (14.9)

NR

Cardiovascular death and rehospitalization for HF were significantly higher in higher tertiles of TyG compared to tertile 1 (P < 0.05).

Han et al. [29]

2022

China

Patients with HF

4411

70.6 (12.6)

48.4

49.1 (10.4)

8.6 (0.7)

Higher TyG levels were associated with higher in-hospital mortality (OR 1.3, 95% CI 1.0 to 1.6, P = 0.024).

Huang et al. [30]

2022

China

CAD patients who underwent PCI

922

64.1 (11.0)

79.6

43.8 (13.7)

NR

Higher TyG levels were associated with higher worsening HF (HR 1.03, 95% CI 1.02 to 1.08, P < 0.001).

Huang et al. [14]

2022

USA

Population-based cohort aged 45 to 64 years

12,374

54.1 (5.7)

44.7

65.2 (6.7)

8.7 (0.2)

Higher TyG levels were associated with a higher risk of incident HF (HR 1.15, 95% CI 1.10 to 1.21, P < 0.001).

Huang et al. [31]

2022

China

Patients with acute decompensated HF

932

69.0 (14.1)

62.1

NR

NR

Comparable incidences of all-cause mortality, cardiovascular death, and MACCE were found between tertiles of TyG (P > 0.05).

Jung et al. [32]

2022

Korea

Cancer survivors

155,167

59.9 (12.9)

40.9

NR

8.5 (0.6)

A comparable association between HF incidence and TyG index was found (P > 0.05).

Li et al. [33]

2022

China & Hong Kong

Population-based adult cohort

115,341

51.4 (12.5)

79.6

NR

8.6 (0.7)

The incidence of HF was significantly higher in higher levels of TyG (P < 0.001).

Li et al. [9]

2023

USA

Population-based adult cohort

12,388

47.5 (0.3)

48.2

NR

8.6 (0)

Higher incidence of HF was found in patients with higher TyG levels (OR 1.34, 95% CI 1.02 to 1.76, P = 0.04).

Liao et al. [34]

2022

China

Hypertensive HF patients (LVEF ≥ 50%)

559

52.8 (9.6)

54.6

64.5 (8.1)

7.9 (1.0)

TyG index was significantly higher in HFpEF patients compared to non-HFpEF ones (P < 0.001). A significant negative correlation between LVEF and TyG index was found (r = -0.468, P = 0.001).

Mao et al. [35]

2019

China

Patients with NSTE-ACS

438

61.1 (11.2)

67.4

NR

8.8 (0.5)

Incidence of congestive HF was comparable between high-TyG and low-TyG groups (P > 0.05).

Muhammad et al. [36]

2023

Sweden

Population-based cohort

32,960

45.6 (7.4)

67.5

NR

NR

Higher TyG levels were associated with higher incidence of HF (HR 1.30, 95% CI 1.08 to 1.56, P < 0.01).

Sanlialp et al. [37]

2021

Turkey

Hospitalized patients with ACS

170

66.1 (13.0)

61.8

NR

9.1 (0.7)

In-hospital incidence of HF was comparable between high-TyG and low-TyG groups (P = 0.715).

Sanlialp et al. [38]

2021

Turkey

HF and non-HF patients without ACS

69

63.4 (9.4)

46.4

43.2 (4.1)

8.8 (0.6)

TyG index was significantly higher in patients with HF compared to non-HF controls (P < 0.001).

Shi et al. [39]

2022

China

Patients with HF

901

NR

44.5

50.8 (13.2)

7.8 (0.7)

No significant differences between 1- month mortality and readmission rates were found between quartiles of TyG.

Si et al. [40]

2021

UK

Population-based cohort aged 40 to 69 years

273,368

55.8 (8.0)

42.7

NR

8.6 (0.5)

Comparable rate of HF incidence between quartiles of TyG was found (P > 0.05).

Sun et al. [41]

2023

China

Adult patients with T2DM

183

49.2 (12.3)

70.5

61.1 (1.2)

9.3 (0.8)

TyG level were significantly higher in SLVD patients compared to non-SLVD ones (P < 0.001). However, LVEF were comparable between tertiles of TyG (P = 0.56).

Sun et al. [18]

2023

China

Patients with ischemic HF undergoing elective PCI

2055

60.3 (11.0)

82.2

40.6 (6.2)

9.0 (0.7)

Higher MACE incidence was found in higher quartiles of TyG (P < 0.001).

Tai et al. [42]

2022

North America

Patients with T2DM

10,196

62.8 (6.6)

61.5

NR

9.5 (0.7)

Higher MACE incidence was found in quartile 2, 3, and 4 of TyG compared to quartile 1 (P < 0.01). Moreover, increase in TyG was associated with higher MACE (P < 0.001).

Wang et al. [43]

2022

China

Patients admitted with ACS and underwent CCTA

935

65.0 (13.7)

69.0

54.4 (8.6)

NR

Patients with higher quartiles of TyG showed higher HF rehospitalization (P = 0.004).

Wang et al. [44]

2023

China

T2DM patients without cardiac symptoms

180

53.8 (9.2)

56.7

64.2 (2.9)

9.5 (NR)

LVEF was comparable between high-TyG and low-TyG groups (P = 0.09). TyG index showed an AUC of 0.706 [95% CI 0.612 to 0.801) in detecting T2DM patients with risk of HFpEF.

Xu et al. [15]

2022

China

Population-based cohort

138,620

48.5 (13.3)

79.5

NR

8.6 (0.2)

Patients in quartiles 3 and 4 of TyG showed significantly higher HF incidence compared to quartile 1 (P < 0.05).

Yang et al. [16]

2021

China

Hospitalized HF patients with CMR examination

103

58.3 (8.9)

68.9

48.8 (14.9)

10.0 (0.8)

The composite outcome of all-cause mortality and HF hospitalization was significantly higher in higher tertiles of TyG (P < 0.001).

Zeng et al. [45]

2022

USA

Population-based adult cohort

4992

25.0 (4.4)

45.5

NR

7.8 (0.5)

Higher quartiles of TyG were associated with higher congestive HF incidence (P < 0.001).

Zhang et al. [46]

2022

China

Patients who underwent isolated CABG with T2DM

386

66.0 (8.9)

71.5

52.4 (6.7)

9.2 (0.7)

Rehospitalization for HF was significantly higher in patients with high TyG compared to the low-TyG group (33.1% vs. 10.9%, P = 0.001).

  1. T2DM type 2 diabetes mellitus, TyG triglyceride-glucose index, HR hazard ratio, OR odds ratio, CI confidence interval, HF heart failure, LVEF left ventricular ejection fraction, GLS global longitudinal strain, NR not reported, ACS acute coronary syndrome, LVM left ventricular mass, LAD left atrial diameter, CAD coronary artery disease, PCI percutaneous coronary intervention, MACE major adverse cardiovascular events, MACCE major adverse cardiac and cerebrovascular events, NSTE-ACS non-ST-elevation acute coronary syndrome, CCTA coronary computed tomography angiography, CMR cardiac magnetic resonance imaging