Higher Accumulation of Visceral Adipose Tissue Is an Independent Risk Factor for Hepatocellular Carcinoma among Viral Hepatitis Patients with Non-Cirrhotic Livers
Abstract
:Simple Summary
Abstract
1. Introduction
2. Materials and Methods
2.1. Enrolled Patients and Diagnosis of HCC
2.2. Determination of Liver Cirrhosis and Extracting the Risk Factors for HCC in a Non-Cirrhotic Liver
2.3. Statistical Analyses
3. Results
3.1. Differences in Baseline Characteristics and Laboratory Data between Patients with HBV- and HCV-Related HCC
3.2. Risk Factors for HCC in a Non-Cirrhotic Liver
- = −0.68 − 0.03 × {Age}
- + 1.15 × {Sex [Male =1, Female =0]}
- + 0.01 × {VATI (cm2⁄m2)}
- + 0.26 × {HbA1c (%)}
- + 0.72 × {Hypertension [yes =1, no =0]}
- − 1.39 × {Etiology [HBV =0, HCV =1]}
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- El-Serag, H.B. Hepatocellular carcinoma. N. Engl. J. Med. 2011, 365, 1118–1127. [Google Scholar] [CrossRef]
- El-Serag, H.B. Hepatocellular carcinoma: An epidemiologic view. J. Clin. Gastroenterol. 2002, 35, S72–S78. [Google Scholar] [CrossRef] [PubMed]
- Massarweh, N.N.; El-Serag, H.B. Epidemiology of Hepatocellular Carcinoma and Intrahepatic Cholangiocarcinoma. Cancer Control 2017, 24, 1073274817729245. [Google Scholar] [CrossRef]
- Bertuccio, P.; Turati, F.; Carioli, G.; Rodriguez, T.; La Vecchia, C.; Malvezzi, M.; Negri, E. Global trends and predictions in hepatocellular carcinoma mortality. J. Hepatol. 2017, 67, 302–309. [Google Scholar] [CrossRef] [PubMed]
- Karagozian, R.; Derdák, Z.; Baffy, G.; Derdak, Z.; Baffy, G. Obesity-associated mechanisms of hepatocarcinogenesis. Metabolism 2014, 63, 607–617. [Google Scholar] [CrossRef] [PubMed]
- Kokudo, N.; Takemura, N.; Hasegawa, K.; Takayama, T.; Kubo, S.; Shimada, M.; Nagano, H.; Hatano, E.; Izumi, N.; Kaneko, S.; et al. Clinical practice guidelines for hepatocellular carcinoma: The Japan Society of Hepatology 2017 (4th JSH-HCC guidelines) 2019 update. Hepatol. Res. 2019, 49, 1109–1113. [Google Scholar] [CrossRef]
- Heimbach, J.K.; Kulik, L.M.; Finn, R.S.; Sirlin, C.B.; Abecassis, M.M.; Roberts, L.R.; Zhu, A.X.; Murad, M.H.; Marrero, J.A. AASLD guidelines for the treatment of hepatocellular carcinoma. Hepatology 2018, 67, 358–380. [Google Scholar] [CrossRef] [Green Version]
- Galle, P.R.; Forner, A.; Llovet, J.M.; Mazzaferro, V.; Piscaglia, F.; Raoul, J.L.; Schirmacher, P.; Vilgrain, V. EASL Clinical Practice Guidelines: Management of hepatocellular carcinoma. J. Hepatol. 2018, 69, 182–236. [Google Scholar] [CrossRef] [Green Version]
- El-Serag, H.B.; Hampel, H.; Javadi, F. The association between diabetes and hepatocellular carcinoma: A systematic review of epidemiologic evidence. Clin. Gastroenterol. Hepatol. 2006, 4, 369–380. [Google Scholar] [CrossRef]
- Yuan, J.M.; Govindarajan, S.; Arakawa, K.; Yu, M.C. Synergism of alcohol, diabetes, and viral hepatitis on the risk of hepatocellular carcinoma in blacks and whites in the U.S. Cancer 2004, 101, 1009–1017. [Google Scholar] [CrossRef]
- Imai, K.; Takai, K.; Nishigaki, Y.; Shimizu, S.; Naiki, T.; Hayashi, H.; Uematsu, T.; Sugihara, J.; Tomita, E.; Shimizu, M.; et al. Insulin resistance raises the risk for recurrence of stage I hepatocellular carcinoma after curative radiofrequency ablation in hepatitis C virus-positive patients: A prospective, case series study. Hepatol. Res. 2010, 40, 376–382. [Google Scholar] [CrossRef] [PubMed]
- Imai, K.; Takai, K.; Maeda, T.; Watanabe, S.; Hanai, T.; Suetsugu, A.; Shiraki, M.; Shimizu, M. Increased visceral fat volume raises the risk for recurrence of hepatocellular carcinoma after curative treatment. Oncotarget 2018, 9, 14058–14067. [Google Scholar] [CrossRef] [Green Version]
- Sterling, R.K.; Lissen, E.; Clumeck, N.; Sola, R.; Correa, M.C.; Montaner, J.; Sulkowski, M.S.; Torriani, F.J.; Dieterich, D.T.; Thomas, D.L.; et al. Development of a simple noninvasive index to predict significant fibrosis in patients with HIV/HCV coinfection. Hepatology 2006, 43, 1317–1325. [Google Scholar] [CrossRef]
- Lawen, K.; Petersen, J.H.; Budtz-Jørgensen, E.; Endahl, L. Interpreting parameters in the logistic regression model with random effects. Biometrics 2000, 56, 909–914. [Google Scholar] [CrossRef]
- Bruix, J.; Sherman, M. Management of hepatocellular carcinoma: An update. Hepatology 2011, 53, 1020–1022. [Google Scholar] [CrossRef] [PubMed]
- Sun, K.; Kusminski, C.M.; Scherer, P.E. Adipose tissue remodeling and obesity. J. Clin. Investig. 2011, 121, 2094–2101. [Google Scholar] [CrossRef] [Green Version]
- Marra, F.; Bertolani, C. Adipokines in liver diseases. Hepatology 2009, 50, 957–969. [Google Scholar] [CrossRef]
- Unger, R.H.; Clark, G.O.; Scherer, P.E.; Orci, L. Lipid homeostasis, lipotoxicity and the metabolic syndrome. Biochim. Biophys. Acta 2010, 1801, 209–214. [Google Scholar] [CrossRef]
- Tanaka, S.; Mohr, L.; Schmidt, E.V.; Sugimachi, K.; Wands, J.R. Biological effects of human insulin receptor substrate-1 overexpression in hepatocytes. Hepatology 1997, 26, 598–604. [Google Scholar] [CrossRef]
- Kim, K.W.; Bae, S.K.; Lee, O.H.; Bae, M.H.; Lee, M.J.; Park, B.C. Insulin-like growth factor II induced by hypoxia may contribute to angiogenesis of human hepatocellular carcinoma. Cancer Res. 1998, 58, 348–351. [Google Scholar]
- Wajchenberg, B.L.; Lé, B.; Wajchenberg, O. Subcutaneous and Visceral Adipose Tissue: Endocr. Rev. 2000, 21, 697–738. [Google Scholar]
- Imai, K.; Takai, K.; Miwa, T.; Maeda, T.; Hanai, T.; Shiraki, M.; Suetsugu, A.; Shimizu, M. Increased Visceral Adipose Tissue and Hyperinsulinemia Raise the Risk for Recurrence of Non-B Non-C Hepatocellular Carcinoma after Curative Treatment. Cancers 2021, 13, 1542. [Google Scholar] [CrossRef] [PubMed]
- Campbell, C.; Wang, T.; McNaughton, A.L.; Barnes, E.; Matthews, P.C. Risk factors for the development of hepatocellular carcinoma (HCC) in chronic hepatitis B virus (HBV) infection: A systematic review and meta-analysis. J. Viral Hepat. 2021, 28, 493–507. [Google Scholar] [CrossRef] [PubMed]
- McPherson, S.; Hardy, T.; Dufour, J.F.; Petta, S.; Romero-Gomez, M.; Allison, M.; Oliveira, C.P.; Francque, S.; Van Gaal, L.; Schattenberg, J.M.; et al. Age as a Confounding Factor for the Accurate Non-Invasive Diagnosis of Advanced NAFLD Fibrosis. Am. J. Gastroenterol. 2017, 112, 740–751. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Attallah, A.M.; Shiha, G.E.; Omran, M.M.; Zalata, K.R. A discriminant score based on four routine laboratory blood tests for accurate diagnosis of severe fibrosis and/or liver cirrhosis in Egyptian patients with chronic hepatitis C. Hepatol. Res. 2006, 34, 163–169. [Google Scholar] [CrossRef] [PubMed]
Variables | All Patients (n = 333) | HBV-Related HCC (n = 69) | HCV-Related HCC (n = 264) | p Value |
---|---|---|---|---|
Age (years) | 70.5 ± 10.2 | 61.0 ± 11.8 | 73.0 ± 8.1 | <0.001 |
Sex (male/female) | 236/97 | 54/15 | 182/82 | 0.139 |
BMI (kg/m2) | 22.7 ± 3.3 | 23.4 ± 3.4 | 22.6 ± 3.3 | 0.079 |
SMI (cm2/m2) | 43.3 ± 8.9 | 44.1 ± 10.8 | 43.1 ± 8.4 | 0.404 |
SATI (cm2/m2) | 37.9 ± 25.2 | 38.5 ± 26.2 | 37.7 ± 24.9 | 0.816 |
VATI (cm2/m2) | 34.4 ± 21.7 | 34.0 ± 20.2 | 34.5 ± 22.2 | 0.864 |
Child-Pugh score (5/6/7/8/9/10/11/12) | 185/75/46/17/5/3/1/1 | 46/9/8/2/3/0/0/1 | 139/66/38/15/2/3/1/0 | 0.027 |
FIB-4 index | 5.92 ± 4.58 | 3.38 ± 1.97 | 6.58 ± 4.83 | <0.001 |
M2BPGi (C.O.I.) | 4.08 ± 3.86 | 2.33 ± 2.80 | 4.65 ± 3.99 | 0.003 |
Cancer stage (I/II/III/IV) | 86/116/91/40 | 7/24/14/24 | 79/92/77/16 | <0.001 |
AFP levels (ng/mL) | 8640 ± 53,349 | 31,609 ± 109,683 | 2702 ± 18,332 | <0.001 |
PIVKA-II (mAU/mL) | 13,968 ± 116,921 | 23,161 ± 71,920 | 115,823 ± 126,002 | 0.468 |
FPG (mg/dL) | 109.6 ± 34.5 | 109.0 ± 37.3 | 109.8 ± 33.8 | 0.876 |
FIRI (µU/mL) | 10.5 ± 8.9 | 10.3 ± 10.9 | 10.5 ± 8.3 | 0.914 |
HOMA-IR | 2.89 ± 3.15 | 2.81 ± 3.20 | 2.91 ± 3.14 | 0.822 |
HbA1c (%) | 5.9 ± 1.0 | 5.7 ± 0.9 | 5.9 ± 1.1 | 0.213 |
TG (mg/dL) | 97.0 ± 53.6 | 88.7 ± 46.8 | 99.3 ± 55.1 | 0.178 |
DM (yes/no) | 88/245 | 11/58 | 77/187 | 0.031 |
HL (yes/no) | 11/322 | 3/66 | 8/256 | 0.704 |
HTN (yes/no) | 134/199 | 20/49 | 114/150 | 0.038 |
Variables | Non-Cirrhotic HCC Group (FIB-4 Index ≤ 3.25) (n = 39) | Cirrhotic HCC Group (FIB-4 Index > 3.25) (n = 30) | p Value |
---|---|---|---|
Age (years) | 60.4 ± 12.5 | 61.7 ± 11.0 | 0.664 |
Sex (male/female) | 31/8 | 23/7 | 0.778 |
BMI (kg/m2) | 23.4 ± 2.9 | 23.3 ± 4.1 | 0.851 |
SMI (cm2/m2) | 43.6 ± 11.1 | 44.7 ± 10.7 | 0.682 |
SATI (cm2/m2) | 39.6 ± 19.4 | 37.2 ± 33.4 | 0.711 |
VATI (cm2/m2) | 39.0 ± 21.4 | 27.5 ± 16.8 | 0.018 |
Child-Pugh score (5/6/7/8/9/10/11/12) | 32/4/2/0/1/0/0/0 | 14/5/6/2/2/0/0/1 | 0.019 |
Cancer stage (I/II/III/IV) | 4/15/6/14 | 3/9/8/10 | 0.718 |
AFP (ng/mL) | 17,812 ± 81,842 | 49,085 ± 136,685 | 0.246 |
PIVKA-II (mAU/mL) | 27,226 ± 88,484 | 18,013 ± 43,726 | 0.604 |
FPG (mg/dL) | 112.8 ± 41.5 | 104.1 ± 31.0 | 0.351 |
HOMA-IR | 2.5 ± 1.8 | 3.2 ± 4.3 | 0.425 |
HbA1c (%) | 6.0 ± 1.0 | 5.4 ± 0.7 | 0.014 |
TG (mg/dL) | 98.8 ± 53.6 | 75.9 ± 33.2 | 0.062 |
DM (yes/no) | 6/33 | 5/25 | 1.000 |
HL (yes/no) | 1/38 | 2/28 | 0.576 |
HTN (yes/no) | 13/26 | 7/23 | 0.429 |
Variables | Non-Cirrhotic HCC Group (FIB-4 Index ≤ 3.25) (n = 63) | Cirrhotic HCC Group (FIB-4 Index > 3.25) (n = 201) | p Value |
---|---|---|---|
Age (years) | 71.3 ± 8.6 | 73.5 ± 7.9 | 0.058 |
Sex (male/female) | 56/7 | 126/75 | <0.001 |
BMI (kg/m2) | 22.5 ± 2.5 | 22.6 ± 3.5 | 0.892 |
SMI (cm2/m2) | 44.8 ± 7.1 | 42.5 ± 8.7 | 0.054 |
SATI (cm2/m2) | 36.2 ± 16.7 | 38.2 ± 27.0 | 0.565 |
VATI (cm2/m2) | 40.5 ± 20.8 | 33.7 ± 22.3 | 0.015 |
Child-Pugh score (5/6/7/8/9/10/11/12) | 51/8/4/0/0/0/0/0 | 88/58/34/15/2/3/1/0 | <0.001 |
Cancer stage (I/II/III/IV) | 16/24/21/2 | 63/68/56/14 | 0.521 |
AFP (ng/mL) | 767 ± 3609 | 3299 ± 20,851 | 0.343 |
PIVKA-II (mAU/mL) | 1778 ± 4694 | 14,558 ± 143,785 | 0.489 |
FPG (mg/dL) | 115.7 ± 32.3 | 108.0 ± 34.1 | 0.128 |
HOMA-IR | 2.9 ± 3.5 | 2.9 ± 3.0 | 0.873 |
HbA1c (%) | 6.2 ± 1.1 | 5.8 ± 1.1 | 0.006 |
TG (mg/dL) | 111.0 ± 53.3 | 95.1 ± 55.3 | 0.062 |
DM (yes/no) | 22/41 | 55/146 | 0.268 |
HL (yes/no) | 4/59 | 4/197 | 0.095 |
HTN (yes/no) | 37/26 | 77/124 | 0.005 |
Variables | Univariate Analysis | Multivariate Analysis | ||
---|---|---|---|---|
HR (95% CI) | p Value | HR (95% CI) | p Value | |
Age (years) | 0.96 (0.93–0.98) | <0.001 | 0.97 (0.94–0.99) | 0.033 |
Sex (male vs. female) | 3.19 (1.73–5.88) | <0.001 | 3.15 (1.56–6.36) | 0.001 |
BMI (kg/m2) | 1.02 (0.95–1.09) | 0.620 | ||
SMI (cm2/m2) | 1.02 (0.99–1.05) | 0.141 | ||
SATI (cm2/m2) | 0.99 (0.99–1.01) | 0.830 | ||
VATI (cm2/m2) | 1.02 (1.01–1.03) | 0.003 | 1.01 (1.00–1.03) | 0.038 |
Cancer stage (I/II/III/IV) | 1.21 (0.96–1.54) | 0.114 | ||
FPG (mg/dL) | 1.01 (0.99–1.01) | 0.102 | ||
HOMA-IR | 0.97 (0.89–1.07) | 0.557 | ||
HbA1c (%) | 1.39 (1.11–1.74) | 0.004 | 1.30 (1.01–1.67) | 0.040 |
TG (mg/dL) | 1.00 (1.00–1.01) | 0.051 | ||
DM (yes vs. no) | 1.08 (0.64–1.82) | 0.778 | ||
HL (yes vs. no) | 1.93 (0.58–6.49) | 0.294 | ||
HTN (yes vs. no) | 1.68 (1.05–2.70) | 0.031 | 2.06 (1.16–3.67) | 0.014 |
Etiology (HBV vs. HCV) | 4.15 (2.39–7.19) | <0.001 | 4.00 (2.02–7.94) | <0.001 |
Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations. |
© 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Imai, K.; Takai, K.; Miwa, T.; Maeda, T.; Hanai, T.; Shirakami, Y.; Suetsugu, A.; Shimizu, M. Higher Accumulation of Visceral Adipose Tissue Is an Independent Risk Factor for Hepatocellular Carcinoma among Viral Hepatitis Patients with Non-Cirrhotic Livers. Cancers 2021, 13, 5980. https://doi.org/10.3390/cancers13235980
Imai K, Takai K, Miwa T, Maeda T, Hanai T, Shirakami Y, Suetsugu A, Shimizu M. Higher Accumulation of Visceral Adipose Tissue Is an Independent Risk Factor for Hepatocellular Carcinoma among Viral Hepatitis Patients with Non-Cirrhotic Livers. Cancers. 2021; 13(23):5980. https://doi.org/10.3390/cancers13235980
Chicago/Turabian StyleImai, Kenji, Koji Takai, Takao Miwa, Toshihide Maeda, Tatsunori Hanai, Yohei Shirakami, Atsushi Suetsugu, and Masahito Shimizu. 2021. "Higher Accumulation of Visceral Adipose Tissue Is an Independent Risk Factor for Hepatocellular Carcinoma among Viral Hepatitis Patients with Non-Cirrhotic Livers" Cancers 13, no. 23: 5980. https://doi.org/10.3390/cancers13235980
APA StyleImai, K., Takai, K., Miwa, T., Maeda, T., Hanai, T., Shirakami, Y., Suetsugu, A., & Shimizu, M. (2021). Higher Accumulation of Visceral Adipose Tissue Is an Independent Risk Factor for Hepatocellular Carcinoma among Viral Hepatitis Patients with Non-Cirrhotic Livers. Cancers, 13(23), 5980. https://doi.org/10.3390/cancers13235980