Retrospective Study
Copyright ©The Author(s) 2025.
World J Diabetes. Mar 15, 2025; 16(3): 101488
Published online Mar 15, 2025. doi: 10.4239/wjd.v16.i3.101488
Table 1 Baseline characteristics of participants by quartiles of triglyceride glucose-waist height ratio, n (%)
        
Overall
Q1 (n = 2524)
Q2 (n = 2523)
Q3 (n = 2523)
Q4 (n = 2524)
P value
TyG-WHtR5.97 ± 0.924.83 ± 0.375.62 ± 0.176.24 ± 0.197.17 ± 0.50< 0.001
Age (years)62.80 ± 6.6463.56 ± 7.0463.10 ± 6.7362.63 ± 6.5061.92 ± 6.16< 0.001
Sex< 0.001
    Male6206 (61.48)1706 (67.59)1661 (65.83)1525 (60.44)1314 (52.06)
    Female3888 (38.52)818 (32.41)862 (34.17)998 (39.56)1210 (47.94)
Race< 0.001
    White6302 (62.43)1201 (47.58)1489 (59.02)1677 (66.47)1935 (76.66)
    Non-white3792 (37.57)1323 (52.42)1034 (40.98)846 (33.53)589 (23.34)
Education< 0.001
    Less than high school graduate1492 (14.79)364 (14.44)389 (15.42)400 (15.87)339 (13.44)
    High school grad (or GED)2662 (26.39)668 (26.50)657 (26.05)645 (25.59)692 (27.43)
    Some college or technical school3311 (32.82)736 (29.19)818 (32.43)839 (33.28)918 (36.39)
    College graduate or more2622 (25.99)753 (29.87)658 (26.09)637 (25.27)574 (22.75)
CVD History3556 (35.23)848 (33.60)931 (36.90)856 (33.93)921 (36.49)0.022
Duration of diabetes (years)10.79 ± 7.5811.70 ± 7.9911.07 ± 7.6810.30 ± 7.2910.08 ± 7.26< 0.001
Previous hypertension7609 (75.38)1847 (73.18)1908 (75.62)1899 (75.27)1955 (77.46)0.006
Previous hyperlipidemia7065 (69.99)1713 (67.87)1792 (71.03)1784 (70.71)1776 (70.36)0.058
Proteinuria2001 (19.83)443 (17.55)443 (17.56)527 (20.90)588 (23.30)< 0.001
Heart failure484 (4.80)102 (4.04)94 (3.73)107 (4.24)181 (7.17)< 0.001
Depression2394 (23.72)409 (16.20)510 (20.21)631 (25.02)844 (33.45)< 0.001
Living alone2039 (20.20)460 (18.23)496 (19.67)519 (20.57)564 (22.35)0.003
Smoking< 0.001
    Yes5886 (58.31)1391 (55.11)1483 (58.78)1474 (58.42)1538 (60.94)
    No4208 (41.69)1133 (44.89)1040 (41.22)1049 (41.58)986 (39.06)
Alcohol< 0.001
    Yes2414 (23.92)637 (25.24)655 (25.97)612 (24.28)510 (20.21)
    No7676 (76.08)1887 (74.76)1867 (74.03)1909 (75.72)2013 (79.79)
BMI (kg/m2)32.21 ± 5.4027.09 ± 3.4330.63 ± 3.6333.62 ± 3.9137.49 ± 4.21< 0.001
SBP (mmHg)136.36 ± 17.10136.11 ± 17.04136.41 ± 16.81136.64 ± 17.21136.30 ± 17.360.823
DBP (mmHg)74.89 ± 10.6673.41 ± 10.6774.31 ± 10.3175.66 ± 10.6676.18 ± 10.78< 0.001
Heart rate, bpm72.66 ± 11.7470.82 ± 11.3171.81 ± 11.5873.47 ± 11.8274.54 ± 11.90< 0.001
FPG (mg/dL)175.21 ± 56.16154.52 ± 52.23168.84 ± 51.57179.59 ± 54.19197.88 ± 57.38< 0.001
HbA1C (%)8.30 ± 1.068.16 ± 1.068.24 ± 1.028.32 ± 1.038.48 ± 1.09< 0.001
TC (mg/dL)183.29 ± 41.85173.74 ± 37.60179.77 ± 39.06184.93 ± 40.26194.72 ± 47.02< 0.001
TG (mg/dL)190.26 ± 148.59113.74 ± 57.49166.67 ± 93.30201.97 ± 120.21278.64 ± 217.96< 0.001
VLDL-C (mg/dL)36.56 ± 24.3822.69 ± 11.3332.88 ± 16.7739.16 ± 20.6851.52 ± 33.22< 0.001
LDL-C (mg/dL)104.86 ± 33.89104.48 ± 31.87105.21 ± 33.52104.97 ± 33.83104.77 ± 36.220.717
eGFR (mL/minute/1.73 m2)91.05 ± 27.1890.82 ± 24.2391.06 ± 29.9191.03 ± 27.4891.30 ± 26.790.941
WC (cm)106.74 ± 13.6492.87 ± 8.68102.75 ± 8.36110.47 ± 8.81120.85 ± 9.98< 0.001
WHtR0.63 ± 0.080.54 ± 0.040.60 ± 0.040.65 ± 0.040.72 ± 0.05< 0.001
Medications
    ARB/ACEI6992 (69.27)1678 (66.48)1738 (68.89)1754 (69.52)1822 (72.19)< 0.001
    CCB1929 (19.11)457 (18.11)469 (18.59)488 (19.34)515 (20.40)0.178
    β-Blockers3041 (30.21)641 (25.45)725 (28.84)807 (32.07)868 (34.47)< 0.001
    Biguanides6455 (63.96)1563 (61.93)1618 (64.13)1644 (65.19)1630 (64.58)0.085
    Thiazolidinediones2228 (22.07)527 (20.88)503 (19.94)598 (23.71)600 (23.77)< 0.001
    Sulfonylureas5401 (53.51)1374 (54.44)1372 (54.38)1329 (52.70)1326 (52.54)0.351
    Insulins3522 (34.89)822 (32.57)858 (34.01)908 (35.99)934 (37.00)0.004
    Statins6417 (63.81)1644 (65.39)1636 (65.23)1601 (63.58)1536 (61.03)0.004
    Aspirin5497 (54.70)1341 (53.36)1344 (53.61)1436 (57.12)1376 (54.71)0.030
    Cholesterol absorption inhibitors205 (2.04)46 (1.83)58 (2.31)52 (2.07)49 (1.95)0.658
MACEs1791 (17.74)367 (14.54)458 (18.15)467 (18.51)499 (19.77)< 0.001
Total mortality1914 (18.96)420 (16.64)457 (18.11)484 (19.18)553 (21.91)< 0.001
Table 2 Baseline characteristics of participants by quartiles of triglyceride glucose-waist circumference, n (%)
        
Overall
Q1 (n = 2524)
Q2 (n = 2523)
Q3 (n = 2523)
Q4 (n = 2524)
P value
TyG-WC1014.05 ± 160.17815.26 ± 67.01955.95 ± 31.221062.40 ± 31.751222.59 ± 85.99< 0.001
Age (years)62.80 ± 6.6463.61 ± 7.0963.26 ± 6.6862.68 ± 6.5461.66 ± 6.07< 0.001
Sex< 0.001
        Male6206 (61.48)1323 (52.42)1527 (60.52)1617 (64.09)1739 (68.90)
        Female3888 (38.52)1201 (47.58)996 (39.48)906 (35.91)785 (31.10)
Race< 0.001
        White6302 (62.43)1075 (42.59)1445 (57.27)1778 (70.47)2004 (79.40)
        Non-white3792 (37.57)1449 (57.41)1078 (42.73)745 (29.53)520 (20.60)
Education< 0.001
        Less than high school graduate1492 (14.79)420 (16.66)415 (16.46)370 (14.67)287 (11.38)
        High school grad (or GED)2662 (26.39)713 (28.28)640 (25.39)646 (25.61)663 (26.28)
        Some college or technical school3311 (32.82)715 (28.36)799 (31.69)850 (33.70)947 (37.53)
        College graduate or more2622 (25.99)673 (26.70)667 (26.46)656 (26.01)626 (24.81)
CVD history3556 (35.23)821 (32.53)872 (34.56)924 (36.62)939 (37.20)0.002
Duration of diabetes (years)10.79 ± 7.5811.82 ± 8.0611.11 ± 7.7210.37 ± 7.219.86 ± 7.17< 0.001
Previous hypertension7609 (75.38)1895 (75.08)1896 (75.15)1868 (74.04)1950 (77.26)0.059
Previous hyperlipidemia7065 (69.99)1712 (67.83)1774 (70.31)1786 (70.79)1793 (71.04)0.050
Proteinuria2001 (19.83)432 (17.12)460 (18.23)519 (20.58)590 (23.38)< 0.001
Heart failure484 (4.80)107 (4.24)85 (3.37)121 (4.80)171 (6.77)< 0.001
Depression2394 (23.72)433 (17.16)519 (20.57)631 (25.03)811 (32.13)< 0.001
Living alone2039 (20.20)516 (20.44)514 (20.38)497 (19.70)512 (20.29)0.908
Smoking< 0.001
        Yes5886 (58.31)1257 (49.80)1449 (57.43)1532 (60.72)1648 (65.29)
        No4208 (41.69)1267 (50.20)1074 (42.57)991 (39.28)876 (34.71)
Alcohol0.002
        Yes2414 (23.92)540 (21.39)629 (24.94)650 (25.78)595 (23.58)
        No7676 (76.08)1984 (78.61)1893 (75.06)1871 (74.22)1928 (76.42)
BMI (kg/m2)32.21 ± 5.4027.32 ± 3.8030.80 ± 3.9133.52 ± 4.0737.20 ± 4.21< 0.001
SBP (mmHg)136.36 ± 17.10136.82 ± 17.10136.56 ± 17.39136.27 ± 17.23135.81 ± 16.670.156
DBP (mmHg)74.89 ± 10.6673.40 ± 10.6074.49 ± 10.4175.37 ± 10.7876.29 ± 10.64< 0.001
Heart rate, bpm72.66 ± 11.7471.20 ± 11.2572.08 ± 11.7172.87 ± 11.7374.50 ± 12.01< 0.001
FPG (mg/dL)175.21 ± 56.16154.21 ± 53.15168.08 ± 50.86179.83 ± 52.30198.70 ± 58.37< 0.001
HbA1c (%)8.30 ± 1.068.18 ± 1.058.25 ± 1.048.29 ± 1.048.47 ± 1.07< 0.001
TC (mg/dL)183.29 ± 41.85176.93 ± 38.09180.96 ± 40.52183.75 ± 41.18191.52 ± 45.89< 0.001
TG (mg/dL)190.26 ± 148.59116.86 ± 69.17162.72 ± 90.13201.83 ± 119.22279.62 ± 216.65< 0.001
VLDL-C (mg/dL)36.56 ± 24.3823.21 ± 12.7432.12 ± 16.3539.43 ± 21.3551.50 ± 32.60< 0.001
LDL-C (mg/dL)104.86 ± 33.89105.98 ± 32.30106.31 ± 34.13104.31 ± 33.70102.85 ± 35.27< 0.001
eGFR (mL/minute/1.73 m2)91.05 ± 27.1891.55 ± 29.2690.87 ± 29.1989.95 ± 23.7391.84 ± 26.110.074
WC (cm)106.74 ± 13.6491.52 ± 7.73102.48 ± 6.70110.63 ± 7.10122.32 ± 8.99< 0.001
WHtR0.63 ± 0.080.55 ± 0.050.61 ± 0.050.65 ± 0.050.71 ± 0.06< 0.001
Medications
        ARB/ACEI6992 (69.27)1674 (66.32)1736 (68.81)1752 (69.44)1830 (72.50)< 0.001
        CCB1929 (19.11)475 (18.82)493 (19.54)457 (18.11)504 (19.97)0.353
        β-Blockers3041 (30.21)647 (25.71)715 (28.37)795 (31.64)884 (35.12)< 0.001
        Biguanides6455 (63.96)1542 (61.09)1638 (64.92)1618 (64.16)1657 (65.65)0.004
        Thiazolidinediones2228 (22.07)513 (20.32)516 (20.45)572 (22.68)627 (24.84)< 0.001
        Sulfonylureas5401 (53.51)1370 (54.28)1335 (52.91)1342 (53.21)1354 (53.65)0.784
        Insulins3522 (34.89)834 (33.04)878 (34.80)888 (35.20)922 (36.53)0.075
        Statins6417 (63.81)1630 (64.91)1595 (63.37)1622 (64.57)1570 (62.38)0.221
        Aspirin5497 (54.70)1302 (51.89)1343 (53.38)1432 (57.05)1420 (56.48)< 0.001
        Cholesterol absorption inhibitors205 (2.04)50 (1.99)55 (2.19)51 (2.03)49 (1.95)0.940
MACEs1791 (17.74)366 (14.50)426 (16.88)484 (19.18)515 (20.40)< 0.001
Total mortality1914 (18.96)406 (16.09)447 (17.72)484 (19.18)577 (22.86)< 0.001
Table 3 Risk of major adverse cardiovascular events and total mortality based on triglyceride glucose-waist height ratio
Outcome
Events/n
Non-adjusted
Model 1
Model 2
Model 3
HR (95%CI)
P value
HR (95%CI)
P value
HR (95%CI)
P value
HR (95%CI)
P value
MACEs
TyG-WHtR1.147 (1.091, 1.206)< 0.00011.184 (1.123, 1.249)< 0.00011.146 (1.081, 1.214)< 0.00011.128 (1.064, 1.196)< 0.0001
Q1367/2524ReferenceReferenceReferenceReference
Q2458/25231.273 (1.110, 1.461)0.00061.216 (1.059, 1.397)0.00561.196 (1.040, 1.376)0.01211.179 (1.025, 1.357)0.0211
Q3467/25231.303 (1.137, 1.494)0.00011.336 (1.162, 1.536)< 0.00011.291 (1.120, 1.488)0.00041.266 (1.097, 1.460)0.0012
Q4499/25241.442 (1.260, 1.650)< 0.00011.526 (1.326, 1.757)< 0.00011.408 (1.212, 1.635)< 0.00011.353 (1.164, 1.574)< 0.0001
Per 1 SD1.135 (1.084, 1.188)< 0.00011.169 (1.113, 1.227)< 0.00011.134 (1.075, 1.196)< 0.00011.117 (1.059, 1.180)< 0.0001
P for trend< 0.0001< 0.0001< 0.0001< 0.0001
Total mortality
TyG-WHtR1.141 (1.088, 1.198)< 0.00011.230 (1.168, 1.295)< 0.00011.177 (1.113, 1.246)< 0.00011.163 (1.099, 1.231)< 0.0001
Q1420/2524ReferenceReferenceReferenceReference
Q2457/25231.09 (0.96, 1.25)0.18021.07 (0.94, 1.23)0.29121.06 (0.92, 1.21)0.43101.04 (0.91, 1.19)0.5849
Q3484/25231.175 (1.031, 1.339)0.01561.266 (1.108, 1.446)0.00051.214 (1.060, 1.391)0.00521.187 (1.035, 1.361)0.0140
Q4553/25241.399 (1.232, 1.588)< 0.00011.625 (1.423, 1.855)< 0.00011.474 (1.279, 1.698)< 0.00011.420 (1.231, 1.638)< 0.0001
Per 1 SD1.130 (1.080, 1.181)< 0.00011.210 (1.154, 1.269)< 0.00011.162 (1.104, 1.224)< 0.00011.149 (1.091, 1.211)< 0.0001
P for trend< 0.0001< 0.0001< 0.0001< 0.0001
Table 4 Risk of major adverse cardiovascular events and total mortality based on triglyceride glucose-waist circumference
Outcome
Events/n
Non-adjusted
Model 1
Model 2
Model 3
HR (95%CI)
P value
HR (95%CI)
P value
HR (95%CI)
P value
HR (95%CI)
P value
MACEs
TyG-WC (per 100 units)1.102 (1.070, 1.134)< 0.00011.100 (1.067, 1.135)< 0.00011.080 (1.044, 1.117)< 0.00011.070 (1.034, 1.108)0.0001
Q1366/2524ReferenceReferenceReferenceReference
Q2426/25231.176 (1.023, 1.353)0.02261.13 (0.98, 1.31)0.08381.10 (0.96, 1.27)0.17121.09 (0.94, 1.25)0.2551
Q3484/25231.354 (1.182, 1.551)< 0.00011.300 (1.131, 1.496)0.00021.245 (1.080, 1.436)0.00261.225 (1.061, 1.413)0.0056
Q4515/25241.481 (1.295, 1.693)< 0.00011.471 (1.276, 1.695)< 0.00011.370 (1.179, 1.592)< 0.00011.314 (1.129, 1.529)0.0004
Per 1 SD1.168 (1.115, 1.223)< 0.00011.165 (1.109, 1.225)< 0.00011.131 (1.071, 1.194)< 0.00011.115 (1.056, 1.178)0.0001
P for trend< 0.0001< 0.0001< 0.0001< 0.0001
Total mortality
TyG-WC (per 100 units)1.105 (1.075, 1.136)< 0.00011.136 (1.102, 1.171)< 0.00011.109 (1.073, 1.146)< 0.00011.101 (1.065, 1.138)< 0.0001
Q1406/2524ReferenceReferenceReferenceReference
Q2447/25231.11 (0.97, 1.27)0.11831.11 (0.97, 1.27)0.14481.08 (0.94, 1.24)0.27691.06 (0.93, 1.22)0.3817
Q3484/25231.219 (1.068, 1.391)0.00331.241 (1.084, 1.422)0.00181.183 (1.030, 1.359)0.01711.170 (1.018, 1.344)0.0272
Q4577/25241.520 (1.339, 1.726)< 0.00011.689 (1.475, 1.933)< 0.00011.535 (1.330, 1.770)< 0.00011.480 (1.282, 1.710)< 0.0001
Per 1 SD1.173 (1.122, 1.226)< 0.00011.227 (1.169, 1.288)< 0.00011.180 (1.120, 1.244)< 0.00011.166 (1.106, 1.230)< 0.0001
P for trend< 0.0001< 0.0001< 0.0001< 0.0001
Table 5 Analysis of the threshold effects of triglyceride glucose-waist height ratio and triglyceride glucose-waist circumference levels on overall mortality

One linear-regression model
Inflection point (K)
< K, effect 1
> K, effect 2
P value for LRT
TyG-WHtR1.163 (1.099, 1.231); P < 0.00015.0620.802 (0.626, 1.026); P = 0.07971.223 (1.146, 1.306); P < 0.00010.004
TyG-WC1.101 (1.065, 1.138); P < 0.0001870.10.891 (0.781, 1.017); P = 0.08801.137 (1.094, 1.182); P < 0.00010.002
Table 6 Additional predictive value of triglyceride-glucose related indices for major adverse cardiovascular events and total mortality

AUC (95%CI)
P value
NRI (95%CI)
P value
IDI (95%CI)
P value
MACEs
Basic model0.6264 (0.6131, 0.6396)ReferenceReference
Basic model + TyG0.6318 (0.6186, 0.6450)0.00390.0660 (0.0380, 0.1000)< 0.00010.0030 (0.0010, 0.0060)< 0.0001
Basic model + TyG-WHtR0.6344 (0.6213, 0.6475)0.00120.0770 (0.0450, 0.1060)< 0.00010.0040 (0.0020, 0.0070)< 0.0001
Basic model + TyG-WC0.6322 (0.6191, 0.6454)0.00430.0610 (0.0280, 0.0850)< 0.00010.0030 (0.0010, 0.0060)< 0.0001
Total mortality
Basic model0.6667 (0.6539, 0.6794)ReferenceReference
Basic model + TyG0.6683 (0.6556, 0.6811)0.03240.0340 (0.0020, 0.0630)0.04000.0010 (0.0000, 0.0020)0.1200
Basic model + TyG-WHtR0.6696 (0.6569, 0.6823)0.00380.0520 (0.0200, 0.0800)< 0.00010.0020 (0.0000, 0.0040)0.0070
Basic model + TyG-WC0.6701 (0.6574, 0.6829)0.00250.0410 (0.0110, 0.0690)< 0.00010.0020 (0.0000, 0.0050)0.0070