| Literature DB >> 35600376 |
Yuri Cho1, Eun Ju Cho2, Jeong-Ju Yoo3, Young Chang4, Goh Eun Chung5, In Young Choi6, Sang-Hyun Park7, Kyungdo Han7, Yoon Jun Kim2, Jung-Hwan Yoon2, Dong Wook Shin8,9,10, Su Jong Yu2.
Abstract
The positive association between metabolic syndrome (MetS) and hepatocellular carcinoma (HCC) has been suggested. However, no studies have yet looked at how the risk of developing HCC varies with changes in MetS status. Therefore, we aimed to investigate the association between changes in MetS and subsequent HCC development. Data were obtained from the Korean National Health Insurance Service. In this study, 5,975,308 individuals who participated in health screenings both in 2009-2010 and 2011-2012 were included. Individuals with preexisting viral hepatitis, liver cirrhosis, or cancer diagnoses were excluded. Subjects were divided into four groups according to change in MetS status during the 2-year interval screening (from 2009 to 2011): sustained non-MetS, transition to MetS, transition to non-MetS, and sustained MetS. Cox regression analysis was used to examine the hazard ratios of HCC. The subjects were followed through December 31, 2018. During a median of 7.3 years of follow-up, 25,880 incident HCCs were identified. Compared to the sustained non-MetS group, age, sex, smoking, alcohol, regular exercise, and body mass index-adjusted hazard ratios (95% confidence interval) for HCC development were 1.01 (0.97-1.05) for the transition to MetS group, 1.05 (1.003-1.09) for the transition to non-MetS group, and 1.07 (1.03-1.10) for the sustained MetS group. Stratified analyses according to age, sex, smoking, alcohol intake, exercise, diabetes mellitus, hypertension, dyslipidemia, and chronic kidney disease showed similar results. A significantly increased HCC risk was observed in the sustained MetS and transition to non-MetS groups. The baseline status of MetS was associated with the risk of HCC development. Strategies to improve MetS, especially targeting insulin resistance, might prevent HCC development.Entities:
Keywords: epidemiology; hepatocellular carcinoma; metabolic syndrome; nonalcoholic fatty liver disease; obesity
Year: 2022 PMID: 35600376 PMCID: PMC9116136 DOI: 10.3389/fonc.2022.863352
Source DB: PubMed Journal: Front Oncol ISSN: 2234-943X Impact factor: 5.738
Figure 1Flowchart of the study population selection process.
Baseline characteristics of the study population (at the time of second national health examinations).
| Change in the presence of MetS during 2 years | ||||||
|---|---|---|---|---|---|---|
| Sustained non-MetS group | Transition to MetS group | Transition to non-MetS group | Sustained MetS group |
| ASD | |
| Number of subjects | 3,907,855 | 632,688 | 502,856 | 931,909 | ||
| Age, years | 45.4 ± 12.7 | 52.2 ± 13.0 | 52.8 ± 12.9 | 57.1 ± 12.5 | <0.0001 | 0.51681 |
| Men (%) | 2,229,163 (57.0) | 389,660 (61.6) | 311,410 (61.9) | 500,751 (53.7) | <0.0001 | 0.21245 |
| Smoking status | <0.0001 | 0.16147 | ||||
| Never smoker (%) | 2,293,421 (58.7) | 341,236 (53.9) | 272,991 (54.3) | 553,657 (59.4) | ||
| Ex-smoker (%) | 627,632 (16.1) | 121,891 (19.3) | 97,188 (19.3) | 169,092 (18.1) | ||
| Current smoker (%) | 986,802 (25.3) | 169,561 (26.8) | 132,677 (26.4) | 209,160 (22.4) | ||
| Alcohol consumption | <0.0001 | 0.13315 | ||||
| 0 g/day (%) | 1,866,282 (47.8) | 316,308 (50.0) | 257,227 (51.2) | 537,408 (57.7) | ||
| <30 g/day (%) | 1,784,713 (45.7) | 257,563 (40.7) | 202,285 (40.2) | 314, 829 (33.8) | ||
| ≥30 g/day (%) | 256,860 (6.6) | 58,817 (9.3) | 43,344 (8.6) | 79,672 (8.6) | ||
| Regular physical activity (%) | 780,532 (20.0) | 124,932 (19.8) | 112,037 (22.3) | 189,783 (20.4) | <0.0001 | 0.06024 |
| Body weight, kg | 62.3 ± 10.6 | 68.5 ± 12.2 | 67.2 ± 11.8 | 69.9 ± 13.0 | <0.0001 | 0.57862 |
| BMI, kg/m2 | 22.8 ± 2.8 | 25.3 ± 3.0 | 24.9 ± 2.9 | 26.3 ± 3.2 | <0.0001 | 0.84728 |
| WC, cm | 77.7 ± 8.0 | 85.5 ± 7.9 | 83.2 ± 7.6 | 88.0 ± 8.2 | <0.0001 | 0.99818 |
| SBP, mmHg | 118.8 ± 13.3 | 129.9 ± 13.6 | 125.2 ± 13.9 | 131.6 ± 14.6 | <0.0001 | 0.83427 |
| DBP, mmHg | 74.4 ± 9.2 | 80.7 ± 9.6 | 78.0 ± 9.4 | 80.9 ± 10.0 | <0.0001 | 0.68391 |
| Comorbidities | ||||||
| Hypertension (%) | 466,743 (11.9) | 261,519 (41.3) | 168,826 (33.6) | 614,732 (66.0) | <0.0001 | 1.386 |
| DM (%) | 103,901 (2.7) | 79,209 (12.5) | 52,487 (10.4) | 298,027 (32.0) | <0.0001 | 0.85838 |
| Dyslipidemia (%) | 342,374 (8.8) | 193,668 (30.6) | 77,187 (15.4) | 371,218 (39.8) | <0.0001 | 0.99773 |
| Chronic kidney disease (%) | 485,762 (3.9) | 40,362 (6.4) | 31,427 (6.3) | 95,557 (10.3) | <0.0001 | 0.25767 |
| Laboratory results | ||||||
| Fasting glucose (mg/dl) | 92.1 ± 14.8 | 104.8 ± 23.9 | 98.8 ± 23.5 | 113.7 ± 34.0 | <0.0001 | 0.64994 |
| Total cholesterol (mg/dl) | 192.3 ± 33.7 | 205.1 ± 40.3 | 201.5 ± 37.0 | 200.6 ± 42.6 | <0.0001 | 0.24726 |
| Triglycerides (mg/dl) | 93 (67–130) | 171 (122–227) | 122 (92–163) | 177 (124–247) | <0.0001 | 0.91686 |
| HDL cholesterol (mg/dl) | 58.0 ± 19.3 | 49.6 ± 24.0 | 53.0 ± 30.0 | 48.1 ± 19.2 | <0.0001 | 0.52733 |
| Creatinine (mg/dl) | .03 ± 1.2 | 1.04 ± 1.1 | 1.03 ± 1.1 | 1.01 ± 1.1 | <0.0001 | 0.02064 |
| ALT (IU/L) | 18 (14–25) | 25 (18–35) | 22 (16–31) | 25 (18–37) | <0.0001 | 0.443 |
| AST (IU/L) | 21 (18–26) | 24 (20–30) | 23 (19–29) | 25 (20–31) | <0.0001 | 0.3 |
| GGT (IU/L) | 20 (14–32) | 31 (20–54) | 28 (19–47) | 33 (21–58) | <0.0001 | 0.379 |
MetS, metabolic syndrome; HCC, hepatocellular carcinoma; BMI, body mass index; WC, waist circumference; SBP, systolic blood pressure; DBP, diastolic blood pressure; DM, diabetes mellitus; HDL, high-density lipoprotein; ALT, alanine aminotransferase; AST, aspartate aminotransferase; GGT, gamma-glutamyl transferase; ASD, absolute standardized difference.
Values are presented as mean ± standard deviation or median (range) for continuous variables and number (%) for categorical variables.
Incidence of HCC according to the components of metabolic syndrome.
| No. of subjects | HCC cases (n) | Incidence of HCC (1,000 person-years) | Crude HR (95% CI) | Adjusted HRModel 1 | Adjusted HRModel 2 | |
|---|---|---|---|---|---|---|
|
| ||||||
| No | 4,410,711 | 16,508 | 0.591 | 1 (reference) | 1 (reference) | 1 (reference) |
| Yes | 1,564,597 | 9,372 | 0.950 | 1.61 (1.57–1.65) | 1.12 (1.09–1.15) | 1.03(1.00–1.06) |
|
| <0.0001 | <0.0001 | 0.0246 | |||
|
| ||||||
| Waist circumference | ||||||
| No | 4,368,462 | 16,986 | 0.615 | 1 (reference) | 1 (reference) | 1 (reference) |
| Yes | 1,606,846 | 8,894 | 0.875 | 1.42 (1.39–1.46) | 1.21 (1.17–1.24) | 1.12 (1.08–1.15) |
|
| <0.0001 | <0.0001 | <0.0001 | |||
| Fasting glucose | ||||||
| No | 4,078,226 | 14,532 | 0.562 | 1 (reference) | 1 (reference) | 1 (reference) |
| Yes | 1,897,082 | 11,348 | 0.951 | 1.69 (1.65–1.74) | 1.21 (1.18–1.24) | 1.17 (1.14–1.2) |
|
| <0.0001 | <0.0001 | <0.0001 | |||
| HDL cholesterol | ||||||
| No | 4,514,420 | 18,743 | 0.656 | 1 (reference) | 1 (reference) | 1 (reference) |
| Yes | 1,460,888 | 7,137 | 0.772 | 1.17 (1.14–1.21) | 0.98 (0.95–1.01) | 0.96 (0.93–0.99) |
|
| <0.0001 | 0.1151 | 0.0031 | |||
| Blood pressure | ||||||
| No | 3,256,666 | 10,210 | 0.494 | 1 (reference) | 1 (reference) | 1 (reference) |
| Yes | 2,718,642 | 15,670 | 0.915 | 1.85 (1.81–1.9) | 1.15 (1.12–1.18) | 1.09 (1.06–1.12) |
|
| <0.0001 | <0.0001 | <0.0001 | |||
| Triglycerides | ||||||
| No | 3,905,281 | 16,409 | 0.664 | 1 (reference) | 1 (reference) | 1 (reference) |
| Yes | 2,070,027 | 9,471 | 0.724 | 1.09 (1.06–1.12) | 0.90 (0.88–0.92) | 0.83 (0.81–0.85) |
|
| <0.0001 | <0.0001 | <0.0001 |
HCC, hepatocellular carcinoma; HDL, high-density lipoprotein; HR, hazard ratio; CI, confidence interval; BMI, body mass index; DM, diabetes mellitus.
Metabolic syndrome and components were defined from blood tests and anthropometric measurements from the 2009−2010 examinations: waist circumference ≥90 cm (men) or 85 cm (women), systolic blood pressure ≥130 mmHg and/or diastolic blood pressure ≥85 mmHg, fasting glucose ≥100 mg/dl, triglycerides ≥150 mg/dl, HDL <40 mg/dl (men) or 50 mg/dl (women). The presence of three or more out of five components was regarded as metabolic syndrome.
Model 1: adjusted for age and sex.
Model 2: adjusted age, sex, smoking, alcohol, regular exercise, and BMI.
Incidence of HCC according to metabolic change during 2 years of follow-up.
| Number of subjects | Number of HCC cases | Incidence of HCC (1,000 person-years) | Crude HR(95% CI) | Adjusted HRModel 1 | Adjusted HRModel 2 | |
|---|---|---|---|---|---|---|
| MetS | ||||||
| Sustained non-MetS group | 3,907,855 | 13,776 | 0.556 | 1 (reference) | 1 (reference) | 1 (reference) |
| Transition to MetS group | 632,688 | 3,270 | 0.818 | 1.47 (1.42–1.53) | 1.08 (1.04–1.12) | 1.01 (0.97–1.05) |
| Transition to non-MetS group | 502,856 | 2,732 | 0.861 | 1.55 (1.49–1.61) | 1.11 (1.06–1.15) | 1.05 (1.00–1.09) |
| Sustained MetS group | 931,909 | 6,102 | 1.040 | 1.87 (1.81–1.92) | 1.18 (1.14–1.21) | 1.07 (1.03–1.10) |
|
| <0.0001 | <0.0001 | 0.0018 | |||
|
| ||||||
| Waist circumference | ||||||
| No → No | 3,923,615 | 14,681 | 0.591 | 1 (reference) | 1 (reference) | 1 (reference) |
| No → Yes | 513,925 | 2,317 | 0.713 | 1.20 (1.15–1.26) | 1.1 (1.05–1.15) | 1.06 (1.01–1.11) |
| Yes → No | 444,847 | 2,305 | 0.821 | 1.39 (1.33–1.45) | 1.15 (1.10–1.21) | 1.12 (1.07–1.18) |
| Yes → Yes | 1,092,921 | 6,577 | 0.951 | 1.60 (1.56–1.65) | 1.29(1.251,1.33) | 1.21 (1.16–1.26) |
|
| <0.0001 | <0.0001 | <0.0001 | |||
| Fasting glucose | ||||||
| No → No | 3,359,245 | 11,326 | 0.531 | 1 (reference) | 1 (reference) | 1 (reference) |
| No → Yes | 798,529 | 3,754 | 0.744 | 1.40 (1.35–1.45) | 1.12 (1.08–1.16) | 1.08 (1.05–1.13) |
| Yes → No | 718,981 | 3,206 | 0.705 | 1.33 (1.28–1.38) | 1.08 (1.04–1.12) | 1.06 (1.01–1.10) |
| Yes → Yes | 1,098,553 | 7,594 | 1.103 | 2.08 (2.02–2.14) | 1.30 (1.26–1.34) | 1.25 (1.21–1.28) |
|
| <0.0001 | <0.0001 | <0.0001 | |||
| HDL-cholesterol | ||||||
| No → No | 3,906,588 | 15,915 | 0.644 | 1 (reference) | 1 (reference) | 1 (reference) |
| No → Yes | 672,699 | 3,250 | 0.764 | 1.18 (1.14–1.23) | 0.99 (0.96–1.03) | 0.98 (0.94–1.01) |
| Yes → No | 607,832 | 2,828 | 0.736 | 1.14 (1.10–1.19) | 1.02 (0.98–1.06) | 1.01 (0.97–1.05) |
| Yes → Yes | 788,189 | 3,887 | 0.779 | 1.21 (1.17–1.25) | 0.97 (0.94–1.01) | 0.95 (0.91–0.98) |
|
| <0.0001 | 0.2159 | 0.0143 | |||
| Blood pressure | ||||||
| No → No | 2,599,455 | 7,596 | 0.460 | 1 (reference) | 1 (reference) | 1 (reference) |
| No → Yes | 774,397 | 3,179 | 0.649 | 1.41 (1.35–1.47) | 1.06 (1.02–1.10) | 1.01 (0.97–1.06) |
| Yes → No | 657,211 | 2,614 | 0.628 | 1.37 (1.31–1.43) | 1.05 (1.00–1.10) | 1.02 (0.97–1.06) |
| Yes → Yes | 1,944,245 | 12,491 | 1.022 | 2.22 (2.16–2.29) | 1.20 (1.16–1.23) | 1.12 (1.09–1.16) |
|
| <0.0001 | <0.0001 | <0.0001 | |||
| Triglycerides | ||||||
| No → No | 3,241,284 | 13,171 | 0.642 | 1 (reference) | 1 (reference) | 1 (reference) |
| No → Yes | 773,869 | 3,508 | 0.716 | 1.12 (1.07–1.16) | 0.93 (0.89–0.96) | 0.87 (0.84–0.9) |
| Yes → No | 663,997 | 3,238 | 0.772 | 1.20 (1.16–1.25) | 0.96 (0.92–0.99) | 0.90 (0.87–0.94) |
| Yes → Yes | 1,296,158 | 5,963 | 0.728 | 1.13 (1.1–1.17) | 0.87 (0.84–0.90) | 0.78 (0.75–0.80) |
|
| <0.0001 | <0.0001 | <0.0001 |
HCC, hepatocellular carcinoma; HDL, high-density lipoprotein; HR, hazard ratio; CI, confidence interval; BMI, body mass index; DM, diabetes mellitus.
Metabolic syndrome and components were defined from blood tests and anthropometric measurements from the 2009−2010 examinations: waist circumference ≥90 cm (men) or 85 cm (women), systolic blood pressure ≥130 mmHg and/or diastolic blood pressure ≥85 mmHg, fasting glucose ≥100 mg/dl, triglycerides ≥150 mg/dl, HDL <40 mg/dl (men) or 50 mg/dl (women). The presence of three or more out of five components was regarded as metabolic syndrome.
Model 1: adjusted for age and sex.
Model 2: adjusted age, sex, smoking, alcohol, regular exercise, and BMI.
Figure 2Relationship between the change in metabolic syndrome (MetS) status and hepatocellular carcinoma (HCC) incidence stratified by patient characteristics. (A) Age, (B) sex, (C) smoking, (D) alcohol, (E) regular physical activity. *Adjusted for age, sex, smoking, alcohol, regular exercise, and body mass index (BMI).