The use of machine learning in transarterial chemoembolisation/transarterial embolisation for patients with intermediate-stage hepatocellular carcinoma: a systematic review

Sung H, Ferlay J, Siegel RL, Laversanne M, Soerjomataram I, Jemal A et al (2021) Global cancer statistics 2020: Globocan estimates of incidence and mortality worldwide for 36 cancers in 185 countries. CA Cancer J Clin 71(3):209–249

PubMed  Google Scholar 

Akinyemiju T, Abera S, Ahmed M, Alam N, Alemayohu MA, Allen C et al (2017) The burden of primary liver cancer and underlying etiologies from 1990 to 2015 at the global, regional, and national level: Results from the global burden of disease study 2015. JAMA Oncol 3(12):1683–1691

PubMed  PubMed Central  Google Scholar 

White DL, Thrift AP, Kanwal F, Davila J, El-Serag HB (2017) Incidence of hepatocellular carcinoma in all 50 united states, from 2000 through 2012. Gastroenterology 152(4):812–820

PubMed  Google Scholar 

Cancer IAfRo. Cancer today 2023 [Available from: https://gco.iarc.fr/today/online-analysis-table?v=2020&mode=cancer&mode_population=continents&population=900&populations=908&key=asr&sex=0&cancer=39&type=1&statistic=5&prevalence=0&population_group=0&ages_group%5B%5D=0&ages_group%5B%5D=17&group_cancer=0&include_nmsc=0&include_nmsc_other=1

European Association for the Study of the Liver (2018) Electronic address eee, European Association for the Study of the L. Easl clinical practice guidelines: Management of hepatocellular carcinoma. J Hepatol 69(1):182–236

Google Scholar 

Sangiovanni A, Prati GM, Fasani P, Ronchi G, Romeo R, Manini M et al (2006) The natural history of compensated cirrhosis due to hepatitis C virus: a 17-year cohort study of 214 patients. Hepatology 43(6):1303–1310

PubMed  Google Scholar 

Yang HI, Lu SN, Liaw YF, You SL, Sun CA, Wang LY et al (2002) Hepatitis b e antigen and the risk of hepatocellular carcinoma. N Engl J Med 347(3):168–174

CAS  PubMed  Google Scholar 

Chen C-J, Yang H-I, Su J, Jen C-L, You S-L, Lu S-N et al (2006) Risk of hepatocellular carcinoma across a biological gradient of serum hepatitis b virus DNA level. JAMA 295(1):65–73

CAS  PubMed  Google Scholar 

Yu M-W, Yeh S-H, Chen P-J, Liaw Y-F, Lin C-L, Liu C-J et al (2005) Hepatitis B virus genotype and DNA level and hepatocellular carcinoma: a prospective study in men. JNCI J Natl Cancer Inst 97(4):265–272

CAS  PubMed  Google Scholar 

Raimondi S, Bruno S, Mondelli MU, Maisonneuve P (2009) Hepatitis c virus genotype 1b as a risk factor for hepatocellular carcinoma development: A meta-analysis. J Hepatol 50(6):1142–1154

CAS  PubMed  Google Scholar 

Kanwal F, Kramer JR, Ilyas J, Duan Z, El-Serag HB (2014) HCV genotype 3 is associated with an increased risk of cirrhosis and hepatocellular cancer in a national sample of US Veterans with HCV. Hepatology 60(1):98–105

CAS  PubMed  Google Scholar 

Nahon P, Sutton A, Rufat P, Ziol M, Akouche H, Laguillier C et al (2009) Myeloperoxidase and superoxide dismutase 2 polymorphisms comodulate the risk of hepatocellular carcinoma and death in alcoholic cirrhosis. Hepatology 50(5):1484–1493

CAS  PubMed  Google Scholar 

Mancebo A, González-Diéguez ML, Cadahía V, Varela M, Pérez R, Navascués CA et al (2013) Annual incidence of hepatocellular carcinoma among patients with alcoholic cirrhosis and identification of risk groups. Clin Gastroenterol Hepatol 11(1):95–101

PubMed  Google Scholar 

Hsu IC, Metcalf RA, Sun T, Welsh JA, Wang NJ, Harris CC (1991) Mutational hot spot in the p53 gene in human hepatocellular carcinomas. Nature 350(6317):427–428

CAS  PubMed  Google Scholar 

Chang MH, You SL, Chen CJ, Liu CJ, Lai MW, Wu TC et al (2016) Long-term effects of hepatitis b immunization of infants in preventing liver cancer. Gastroenterology 151(3):472–80.e1

CAS  PubMed  Google Scholar 

World Health Organization = Organisation mondiale de la S (2017) Weekly epidemiological record, 2017, vol. 92, 27 [full issue]. Weekly Epidemiological Record = Relevé épidémiologique hebdomadaire. 92(27):369–92

Lampertico P, Agarwal K, Berg T, Buti M, Janssen HL, Papatheodoridis G et al (2017) Easl 2017 clinical practice guidelines on the management of hepatitis b virus infection. J Hepatol 67(2):370–398

Google Scholar 

Shiina S, Tateishi R, Arano T, Uchino K, Enooku K, Nakagawa H et al (2012) Radiofrequency ablation for hepatocellular carcinoma: 10-year outcome and prognostic factors. Am J Gastroenterol 107(4):569–577 (quiz 78)

CAS  PubMed  Google Scholar 

Lencioni R, Cioni D, Crocetti L, Franchini C, Pina CD, Lera J et al (2005) Early-stage hepatocellular carcinoma in patients with cirrhosis: Long-term results of percutaneous image-guided radiofrequency ablation. Radiology 234(3):961–967

PubMed  Google Scholar 

Tateishi R, Shiina S, Teratani T, Obi S, Sato S, Koike Y et al (2005) Percutaneous radiofrequency ablation for hepatocellular carcinoma. An analysis of 1000 cases. Cancer 103(6):1201–1209

PubMed  Google Scholar 

Livraghi T, Meloni F, Di Stasi M, Rolle E, Solbiati L, Tinelli C et al (2008) Sustained complete response and complications rates after radiofrequency ablation of very early hepatocellular carcinoma in cirrhosis: Is resection still the treatment of choice? Hepatology 47(1):82–89

PubMed  Google Scholar 

Yan K, Chen MH, Yang W, Wang YB, Gao W, Hao CY et al (2008) Radiofrequency ablation of hepatocellular carcinoma: Long-term outcome and prognostic factors. Eur J Radiol 67(2):336–347

PubMed  Google Scholar 

Kim YS, Lim HK, Rhim H, Lee MW, Choi D, Lee WJ et al (2013) Ten-year outcomes of percutaneous radiofrequency ablation as first-line therapy of early hepatocellular carcinoma: analysis of prognostic factors. J Hepatol 58(1):89–97

PubMed  Google Scholar 

Shiina S, Sato K, Tateishi R, Shimizu M, Ohama H, Hatanaka T et al (2018) Percutaneous ablation for hepatocellular carcinoma: comparison of various ablation techniques and surgery. Can J Gastroenterol Hepatol 2018:4756147

PubMed  PubMed Central  Google Scholar 

Chen HY, Juan CC, Ker CG (2008) Laparoscopic liver surgery for patients with hepatocellular carcinoma. Ann Surg Oncol 15(3):800–806

PubMed  Google Scholar 

Yin Z, Fan X, Ye H, Yin D, Wang J (2013) Short- and long-term outcomes after laparoscopic and open hepatectomy for hepatocellular carcinoma: a global systematic review and meta-analysis. Ann Surg Oncol 20(4):1203–1215

PubMed  Google Scholar 

Hong SK, Lee KW, Hong SY, Suh S, Hong K, Han ES et al (2021) Efficacy of liver resection for single large hepatocellular carcinoma in child-pugh a cirrhosis: analysis of a nationwide cancer registry database. Front Oncol 11:674603

CAS  PubMed  PubMed Central  Google Scholar 

Santopaolo F, Lenci I, Milana M, Manzia TM, Baiocchi L (2019) Liver transplantation for hepatocellular carcinoma: Where do we stand? World J Gastroenterol 25(21):2591–2602

PubMed  PubMed Central  Google Scholar 

Mazzaferro V, Regalia E, Doci R, Andreola S, Pulvirenti A, Bozzetti F et al (1996) Liver transplantation for the treatment of small hepatocellular carcinomas in patients with cirrhosis. N Engl J Med 334(11):693–699

CAS  PubMed  Google Scholar 

Lencioni R, Petruzzi P, Crocetti L (2013) Chemoembolization of hepatocellular carcinoma. Semin Intervent Radiol 30(1):3–11

PubMed  PubMed Central  Google Scholar 

Fan Y, Xue H, Zheng H (2022) Systemic therapy for hepatocellular carcinoma: Current updates and outlook. J Hepatocell Carcinoma 9:233–263

CAS  PubMed  PubMed Central  Google Scholar 

Ntellas P, Chau I (2024) Updates on systemic therapy for hepatocellular carcinoma. Am Soc Clin Oncol Educ Book 44(1):e430028

PubMed  Google Scholar 

Young M, John S (2025) Hepatic chemoembolization. Statpearls. Treasure Island (FL): StatPearls Publishing Copyright© 2025, StatPearls Publishing LLC

Lee HN, Hyun D (2023) Complications related to transarterial treatment of hepatocellular carcinoma: a comprehensive review. Korean J Radiol 24(3):204–223

PubMed  PubMed Central  Google Scholar 

Jimenez Perez M, Grande RG (2020) Application of artificial intelligence in the diagnosis and treatment of hepatocellular carcinoma: A review. World J Gastroenterol 26(37):5617–5628

PubMed  PubMed Central  Google Scholar 

Bharti P, Mittal D, Ananthasivan R (2018) Preliminary study of chronic liver classification on ultrasound images using an ensemble model. Ultrason Imaging 40(6):357–379

PubMed  Google Scholar 

Nam JY, Lee JH, Bae J, Chang Y, Cho Y, Sinn DH et al (2020) Novel model to predict hcc recurrence after liver transplantation obtained using deep learning: a multicenter study. Cancers 12(10):2791

PubMed  PubMed Central  Google Scholar 

Mwikirize C, Nosher JL, Hacihaliloglu I (2018) Convolution neural networks for real-time needle detection and localization in 2d ultrasound. Int J Comput Assist Radiol Surg 13(5):647–657

PubMed  Google Scholar 

Nishida N, Yamakawa M, Shiina T, Mekada Y, Nishida M, Sakamoto N et al (2022) Artificial intelligence (AI) models for the ultrasonographic diagnosis of liver tumors and comparison of diagnostic accuracies between ai and human experts. J Gastroenterol 57(4):309–321

PubMed  PubMed Central  Google Scholar 

Ambrosini P, Ruijters D, Niessen WJ, Moelker A, van Walsum T, (eds) (2017) Fully automatic and real-time catheter segmentation in x-ray fluoroscopy. Medical image computing and computer-assisted intervention—MICCAI 2017. Springer International Publishing, Cham

Seah J, Boeken T, Sapoval M, Goh GS (2022) Prime time for artificial intelligence in interventional radiology. Cardiovasc Intervent Radiol 45(3):283–289

PubMed  PubMed Central  Google Scholar 

McClure TD, Ortiz AK, Doustaly R, Rocha A, Moreira AM, de Assis AM et al (2022) Use of virtual injection technology for planning and guidance of prostate artery embolization. Cardiovasc Intervent Radiol 45(6):884–887

PubMed 

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