INTRODUCTION

Diagnosis and management of hepatocellular carcinoma (HCC) is complex and challenging. In certain clinical conditions, the diagnosis of HCC can be done using imaging techniques without the need for histologic confirmation.^1,2 This requires collaborated efforts from specialists in pathology, radiology, and hepatology for the diagnosis of HCC.³ Selecting the most appropriate treatment modality for HCC is also complex. Nowadays, multiple treatment options are available. Liver transplantation (LT), liver resection, local ablation, transarterial therapy, radiation therapy and systemic therapy are key treatment options.² In more detail, living-donor LT, deceased donor LT, open surgical resection, laparoscopic surgical resection, robotic surgical resection, radiofrequency ablation (RFA), microwave ablation, cryoablation, ethanol injection, conventional transarterial chemoembolization (TACE), drug-eluting bead TACE, radioembolization, external beam radiation therapy, proton beam therapy, carbon ion radiation therapy, and multiple efficacious systemic therapeutic regimens are available.^2,4 Choosing the best treatment option for each patient requires collaboration from various experts including hepatologists, gastroenterologists, surgeons, radiologists, interventional radiologists, oncologists, radiation oncologists, pathologists, and other related medical practitioners.² A multidisciplinary team (MDT) approach involving experts from diverse clinical fields allows active communication with one another.⁵ MDT approach can be a strategy to help cope with escalating complexity in HCC management. Many international guidelines on HCC management endorse MDT approach, highlighting its importance in ensuring a holistic and individualized treatment plan for each patient.^6-9 This collaborative strategy covers all aspects of patient care from initial diagnosis and tumor staging to the development of treatment plans.¹⁰ MDT approach usually need participation from multiple academic disciplines including hepatologists, transplant surgeons, radiologists, interventional radiologists, radiation oncologists, pathologists, nurses, and palliative care specialists. MDT approach can create personalized treatment plans through consensus (Fig. 1).⁷ Research indicates that patients managed by MDTs tend to have higher survival rates and are more likely to receive curative treatments. This improved outcome is attributed to the efficient exchange of clinical information among team members, which helps in reducing treatment delays and ensures adherence to up-to-date treatment protocols.^8,11 However, the operational details of MDT such as identifying the patient groups that benefit most, identifying the ideal composition of the team, and precisely understanding the clinical outcomes, are not yet fully established. This review aims to synthesize the existing knowledge on the operational setting of MDT in HCC management, evaluate its impact on clinical outcomes, and identify areas for future research.

CURRENT RECOMMENDATIONS OF MDT IN HCC MANAGEMENT IN INTERNATIONAL GUIDELINES

International guidelines on HCC consistently underline the significance of MDT approach. The Barcelona Clinic Liver Cancer (BCLC) and American Association for the Study of Liver Diseases (AASLD) guidelines emphasize the importance of such teams for evaluating specific liver lesions and in conducting thorough patient evaluation.^7,9 Similarly, the European Association for the Study of the Liver (EASL) recommends multidisciplinary discussions, especially in managing smaller lesions and in formulating surgical strategies.⁶ The Korean Liver Cancer Association and National Cancer Center (KLCA-NCC) also emphasizes on the importance of including diverse medical experts for improving patient survival and quality of life.⁸ These guidelines collectively endorse the creation of individualized treatment plans via MDT. This consensus on the necessity of MDT approach is crucial for effective HCC management, ensuring that care is both personalized and comprehensive, as summarized in Table 1.

THE ROLE AND EFFICACY OF MDT IN HCC MANAGEMENT

Several clinical studies have investigated the effects of MDT in HCC (Table 2). These studies, predominantly retrospective cohort studies conducted in Western countries, largely focused on HCC cases primarily caused by hepatitis C virus (HCV). The stages of HCC in these studies ranged from BCLC 0 to 4, with BCLC A and B stages being more common. Decisions made by a single specialist may vary from those made by an MDT. Zhang et al.¹² evaluated the impact of MDT discussions on patient care and showed that MDT consultations lead to changes in imaging interpretation for 18% of patients and biopsy reinterpretation for 10%. Referrals to the MDT led to a diagnostic change in 8% of cases and modifications in the management plan for 42% of patients. However, it is important to note that even decisions made by MDT can sometimes be different from pathology findings. Wiggans et al.¹³ observed a 9.6% discrepancy between MDT diagnostic decisions and post-surgical histology results. This discrepancy was notably higher in patients initially diagnosed with HCC (30%) and cholangiocarcinoma of a major duct (25%). This highlights the potential of MDTs to improve decision-making compared to an individual specialist; however, it also acknowledges that MDT conclusions may not always represent the most accurate diagnosis in every case. Therefore, it is essential to carefully consider MDT recommendations before finalizing decisions in HCC management.

Studies examining the effects of MDTs often compare outcomes of HCC patients before MDT implementation or with those who did not receive MDT care (Table 3). Chang et al.¹⁴ found that 19% of patients in MDT care received curative treatment (hepatic resection, ablation, and transplantation) compared to only 6% in the non-MDT group, with a significant survival rate difference during follow-up (65% vs. 21%, P<0.001). Similarly, Yopp et al.¹⁵ reported that 21% of MDT patients received curative treatment against 10% in the comparison group. Patients in MDT care were more likely to undergo curative treatment, although there were discrepancies in results from several studies. When reviewing the studies, the observed rates of curative treatment ranged from 19% to 49%, compared to 6% to 55.9% in those not under MDT care. Additionally, MDT care patients often received liver-directed therapy and any form of treatment (odds ratio [OR], 1.19-2.80). LT occurred at a higher rate in the MDT cohort (25.6%) compared to the non-MDT group (14.4%), yet this difference did not reach statistical significance (P=0.10).

In the majority of studies, overall survival (OS) was better in the MDT group. The adjusted hazard ratio (HR) for mortality in MDT patients was found to be between 0.39-0.83, with statistical significance in most studies. Kaplan et al..¹⁶ noted a median survival of 597.4 days for MDT patients, which was significantly longer than 471.9 days for patients who were not in MDT care. Sinn et al.¹⁷ reported a higher 5-year survival rate for those managed via MDT at 71.4% compared to 58.7% in non-MDT patients (P<0.001). However, Gashin et al.¹⁸ showed a one-year survival rate of 61.7% in patients given MDT care compared to 56.7% in other patients, although this did not reach statistical significance (P=0.29). Although the MDT group presented with lower tumor stages compared to the non-MDT group in most studies, multivariate analysis consistently confirmed that MDT was an independent protective factor for OS (Table 3). Additionally, a comprehensive meta-analysis of 12 studies including 15,365 HCC patients suggested that MDT is associated with improved OS, with a HR of 0.63 (95% confidence interval [CI], 0.45-0.88), highlighting the potential benefits of MDT in managing HCC.¹⁹ Nonetheless, the direct association between MDT care and an increased chance of receiving curative treatments was not statistically significant (risk ratio, 1.60; 95% CI, 0.89-2.89). It is important to note that the study was limited by high heterogeneity and potential referral bias. These limitations underscore the necessity for more in-depth investigations. To date, it remains uncertain which patient demographics are most likely to benefit from multidisciplinary care, the ideal composition of such teams, the specific topics that should be prioritized during discussions, and the optimal frequency of these collaborative meetings.

It is important to consider potential biases inherent in interpreting these outcomes. Many of these studies found that patients in MDT groups tended to have earlier stages of HCC and were younger. Furthermore, it is possible that in those studies patients in MDT received more advanced and higher quality therapies. The non-MDT comparative groups were from periods prior to MDT implementation suggesting that MDT patients could have benefited from the latest technological advancements in treatment modalities. The temporal difference between the pre-MDT and post-MDT eras can be a significant confounding factor, potentially leading to overestimation of the impact of MDT.

IDENTIFYING BENEFICIAL PATIENT DEMOGRAPHICS FOR MDT IN HCC

Determining which patient groups benefit most from MDT is an ongoing area of research. Several studies have conducted subgroup analyses based on the stages of HCC. For instance, Chang et al.¹⁴ found that patients with American Joint Committee on Cancer (AJCC) stage II HCC benefited the most from MDT, demonstrating an OR of 15.50 for improved survival following MDT intervention. Yopp et al.¹⁵ examined the effects of MDT care on HCC patients, focusing on survival across different disease stages. Subgroup analysis revealed no significant differences in median survival for patients with BCLC stage A disease. However, for patients with BCLC stages B, C, and D, significant survival benefits were observed, demonstrating a significant impact of MDT care on intermediate-to advanced-stage HCC. Chirikov et al.²⁰ observed that HCC patients who received multi-specialist care, particularly those who underwent chemotherapy, experienced a significant 28% reduction in mortality (P=0.002). In addition, Tseng et al.²¹ found that after adjusting for all variables, patients with BCLC B HCC who received MDT care had 10% higher survival rate, and those with BCLC C had 18% higher survival compared to those who did not receive MDT care. Collectively, these studies suggest that MDT care can be important for enhancing survival outcomes for patients with intermediate to advanced stages of HCC. The consistent observation of improved survival rates and reduced mortality from various studies highlights the role of MDT for managing the complexities of HCC treatment, particularly for those in advanced disease stages.

COMPOSITION AND PARTICIPANT ROLES IN MDT FOR HCC

Studies on MDTs in HCC generally report a weekly frequency for meetings.²² Core participants in these meetings often include hepatologists, diagnostic and interventional radiologists, and surgeons. Other regular attendees are medical oncologists, gastroenterologists, pathologists, and nurse coordinators.

Serper et al.²³ conducted an interesting study analyzing mortality HRs based on the type of specialist overseeing patients’ diagnosis and treatment. They discovered varying HRs: hepatologists had a HR of 0.70 (95% CI, 0.63-0.78), medical oncology had 0.82 (95% CI, 0.74-0.91), surgery had 0.79 (95% CI, 0.71-0.89), and multidisciplinary care had 0.83 (95% CI, 0.77-0.90). Conversely, gastroenterology had a HR of 1.02 (95% CI, 0.93-1.13), palliative care had a HR 2.10 (95% CI, 1.87-2.36), and cases without a specialist had a HR of 0.89 (95% CI, 0.65-1.21). There is no specific protocol regarding the minimum number of specialists required for a functional MDT. However, Chirikov et al.²⁰ noted that meeting with two specialists did not significantly impact overall survival (adjusted HR, 0.99; P=0.80), whereas a notable difference was observed when at least three different specialties were involved (adjusted HR, 0.86; P<0.002) compared with one discipline. This suggests the importance of having an MDT comprising of at least three distinct medical disciplines for effective HCC management.

To date, no study has directly examined the impact of patient involvement in MDT meetings for HCC. There is a gap in the literature on patients' perspective. Additionally, the specific role of healthcare coordinators within MDTs requires further investigation. Yang et al.²⁴ demonstrated the role of coordinators in providing comprehensive support to HCC patients post-surgery. By assembling a diverse team of specialists including surgeons, nutritionists, rehabilitation physicians, psychiatrists, and nursing staff, MDT care provides a holistic approach to patient care. This strategy significantly contributed to improving quality of life and reducing anxiety and depression. This indicates a potentially vital role for coordinators in providing overall patient well-being, quality of life, and emotional health.

In the dynamics of HCC management, the role of MDTs extends beyond traditional clinical expertise, evolving with the integration of innovative technologies. Artificial Intelligence (AI) is increasingly used in HCC research, particularly for improving imaging techniques and predicting patient outcomes.²⁵ AI, especially deep learning models, has shown promise in enhancing ultrasound, computed tomography (CT), and magnetic resonance imaging (MRI) analyses. For instance, AI algorithms have been demonstrated to have a diagnostic accuracy area under the receiver operating characteristic curve of 0.92 for ultrasound-based HCC detection, which surpasses the diagnostic accuracy of experienced radiologists, is comparable to that of CT and is only slightly inferior to contrast-enhanced MRI.^26,27 Recent studies have demonstrated that deep learning models using CT or MRI images with clinical data show promise in accurately distinguishing between HCC and non-HCC lesions, potentially reducing the need for invasive biopsies and multiple imaging studies.²⁸ In histopathology, the precise analysis using AI aids in tumor type classification and molecular change predictions. Additionally, AI has the potential to help the full spectrum of HCC clinical care by providing improved HCC risk prediction, diagnosis, and prognostication/response to treatment assessment.²⁹ Despite its potential, AI in HCC care is still an emerging field and requires further validation and clinical trials.

In terms of medical knowledge, ChatGPT, an advanced language model developed by OpenAI, has passed the US medical licensing examination but failed the American College of Gastroenterology self-assessment tests. The scores were 65.1% for ChatGPT-3 and 62.4% for ChatGPT-4, both of which were below the required 70% pass mark.³⁰ Specifically in liver-related topics, ChatGPT-3 and ChatGPT-4 scored 60.26% and 57.89%, respectively. Although AI-generated responses can provide valuable insights, the direct application of these methods in medical practice, especially in gastroenterology, is not currently recommended.

DISCUSSION TOPICS IN MDT FOR TREATING HCC

MDTs in HCC management incorporate various specialties to cover the entire spectrum of patient care. These teams can discuss assessment of liver masses pre-HCC diagnosis to finalizing the diagnosis and treatment plans. As indicated in most studies (Table 2), typical MDT discussions revolve around interpreting imaging and pathology results, formulating diagnoses, and devising management strategies. The advantage of these comprehensive discussions lies in the collective expertise of the team, often leading to different, potentially more effective conclusions than those reached by an individual specialist.

CHALLENGES AND CONSIDERATIONS IN IMPLEMENTING MDT FOR HCC

Organizing MDT meetings is challenging due to the demanding schedules of specialists in outpatient departments, surgeries, and interventions. Even when MDTs are successfully convened, not all patients may follow the decisions proposed by MDT. Charriere et al.³¹ compared the outcomes of patients who adhered to MDT decisions versus those who did not and found that adherence to MDT decisions was associated with better patient outcomes (HR, 0.39; 95% CI, 0.27-0.54). Among the 132 patients who did not receive the planned treatment, the main reasons included HCC progression or patient death (44%), discovery of contraindications such as other cancers or serious cardiovascular conditions (32%), and patient refusal of the planned treatment (particularly in the LT subgroup, 17%). For those unable to follow MDT decision, palliative care options like sorafenib, TACE, or best supportive care were most common. Only a minority (22%) received an alternate curative treatment, with resection in 3% and RFA or percutaneous ethanol injection in 19% of cases. Factors that were predictive of adherence to MDT decisions were model for end-stage liver disease score <10 and a timeframe <60 days between MDT and the first treatment. Conversely, low blood platelet levels and a decision for LT were significantly associated with non-compliance. Another concern was the potential delay in diagnosis and treatment. A study by Tseng et al.²¹ based on the nationwide population of patients with HCC who received MDT care showed a longer diagnosis-to-treatment interval (DTI) for MDT cases (22 days for MDT vs. 20 days for non-MDT, P<0.05). After controlling for the relevant variables, DTI increased by 1.24 times for HCC patients with MDT care than for those without MDT care (OR, 1.24; 95% CI, 1.18-1.32). That study also noted that DTI tended to be shorter for patients without comorbidities or cirrhosis and those with larger or more advanced tumors. However, DTI was longer for patients treated at medical centers and public hospitals. Additionally, the cost-effectiveness of MDTs is not well-established. Kaplan et al.¹⁶ investigated healthcare costs associated with MDT for patients with HCC in the United States of America and found a higher mean 3-year total cost for MDT (MDT $180,313 vs. no MDT $141,899, P<0.0001). This indicates that further investigation into the cost-effectiveness of MDT is necessary. Lastly, MDTs are not typically focused on disease prevention. As they are designed for further diagnosis and treatment of existing conditions, MDT does not significantly contribute to early disease prevention or screening. For instance, Duninck et al.³² compared the prognosis of HCC patients and HCV screening rates in a safety-net hospital before and after MDT implementation. The formation of an MDT did not influence the screening rates within 1 year of diagnosis for patients with HCV. The percentage of patients screened for HCC using ultrasonography, MRI, or CT scans remained unchanged at 23% before and after MDT implementation (P=1.00). This finding suggests that while screening within a year of diagnosis can lead to earlier detection of HCC, the establishment of an MDT did not affect the likelihood of undergoing such screening among HCV positive patients in the safety-net hospital setting. Greater attention is needed for disease prevention within the framework of MDTs to ensure that the potential for early detection and screening, particularly in vulnerable populations.

FUTURE RESEARCH DIRECTIONS IN MDT APPROACH FOR HCC

While MDTs are promising in yielding more accurate diagnoses, improved management plans, and potential survival benefits for patients with HCC, there are several critical areas that require further research. Firstly, there is a pressing need to establish the most effective protocols for MDT operations. This includes determining the optimal frequency of meetings and the ideal composition of the team to ensure the most efficient and effective collaborative decision-making process. Further research is also required to refine the criteria for patient selection to ensure that those who are most likely to benefit from MDT care are accurately identified and prioritized. Additionally, the organization and functionality of MDTs must take into account the cost and time effectiveness. This is crucial for developing a sustainable model of care that balances high-quality treatment with the practicalities of healthcare economics. Investigating these aspects will provide valuable insights into how MDTs can be structured and managed to maximize patient outcome while maintaining efficiency and cost-effectiveness in the healthcare system.

MDTs play a crucial role in the comprehensive management of HCC, offering significant benefits in patient diagnosis, treatment planning, and overall survival outcomes. The involvement of diverse medical experts in MDTs contributes to more nuanced and potentially more effective patient care strategies. However, the implementation of MDTs is challenging because it involves coordination among specialists, patient adherence to MDT decisions, and ensuring cost-effectiveness. Moreover, the role of MDTs in disease prevention and early screening requires further investigation. As the field evolves, ongoing research is essential to refine MDT protocols, enhance the cost-effectiveness of MDT-based care, and maximize the benefits of this collaborative approach in HCC management.

Article information

Conflict of Interest

Dong Hyun Sinn is an editorial board member of Journal of Liver Cancer, and was not involved in the review process of this article. Otherwise, the authors have no conflicts of interest to disclose.

Ethics Statement

This review article is fully based on articles which have already been published and did not involve additional patient participants. Therefore, IRB approval is not necessary.

Funding Statement

None.

Data Availability

Not applicable.

Author Contribution

Conceptualization: DHS

Investigation: JHO, DHS

Resources: JHO

Writing - original draft: JHO

Writing - review & editing: DHS

Figure 1.

Multidisciplinary approach. Multidisciplinary approach requires experts from various academic disciplines, place and time for active communication which requires increased medical resources. HBV, hepatitis B virus; DNA, deoxyribonucleic acid.

References

• 1. Hanna RF, Miloushev VZ, Tang A, Finklestone LA, Brejt SZ, Sandhu RS, et al. Comparative 13-year meta-analysis of the sensitivity and positive predictive value of ultrasound, CT, and MRI for detecting hepatocellular carcinoma. Abdom Radiol (NY) 2016;41:71−90.ArticlePubMedPDF
• 2. Korean Liver Cancer Association (KLCA), National Cancer Center (NCC) Korea. 2022 KLCA-NCC Korea practice guidelines for the management of hepatocellular carcinoma. J Liver Cancer 2023;23:1−120.ArticlePubMedPMCPDF
• 3. Siddique O, Yoo ER, Perumpail RB, Perumpail BJ, Liu A, Cholankeril G, et al. The importance of a multidisciplinary approach to hepatocellular carcinoma. J Multidiscip Healthc 2017;10:95−100.ArticlePubMedPMCPDF
• 4. Yoon SM. External beam radiotherapy for hepatocellular carcinoma: a review of the current guidelines in the East and the West. J Liver Cancer 2021;21:25−33.ArticlePubMedPMCPDF
• 5. Salgia R, Mendiratta V. The multidisciplinary management of hepatocellular carcinoma. Clin Liver Dis (Hoboken) 2021;17:405−408.ArticlePubMedPMCPDF
• 6. European Association for the Study of the Liver. EASL clinical practice guidelines: management of hepatocellular carcinoma. J Hepatol 2018;69:182−236.ArticlePubMed
• 7. Reig M, Forner A, Rimola J, Ferrer-Fàbrega J, Burrel M, Garcia-Criado Á, et al. BCLC strategy for prognosis prediction and treatment recommendation: the 2022 update. J Hepatol 2022;76:681−693.ArticlePubMedPMC
• 8. Korean Liver Cancer Association (KLCA), National Cancer Center (NCC) Korea. 2022 KLCA-NCC Korea practice guidelines for the management of hepatocellular carcinoma. Clin Mol Hepatol 2022;28:583−705.ArticlePubMedPMCPDF
• 9. Singal AG, Llovet JM, Yarchoan M, Mehta N, Heimbach JK, Dawson LA, et al. AASLD practice guidance on prevention, diagnosis, and treatment of hepatocellular carcinoma. Hepatology 2023;78:1922−1965.ArticlePubMed
• 10. Byrd K, Alqahtani S, Yopp AC, Singal AG. Role of multidisciplinary care in the management of hepatocellular carcinoma. Semin Liver Dis 2021;41:1−8.ArticlePubMed
• 11. Ray H, Beaumont A, Loeliger J, Martin A, Marston C, Gough K, et al. Implementation of a multidisciplinary allied health optimisation clinic for cancer patients with complex needs. J Clin Med 2020;9:2431. ArticlePubMedPMC
• 12. Zhang J, Mavros MN, Cosgrove D, Hirose K, Herman JM, SmallwoodMassey S, et al. Impact of a single-day multidisciplinary clinic on the management of patients with liver tumours. Curr Oncol 2013;20:e123−e131.ArticlePubMedPMC
• 13. Wiggans MG, Jackson SA, Fox BM, Mitchell JD, Aroori S, Bowles MJ, et al. The preoperative assessment of hepatic tumours: evaluation of UK regional multidisciplinary team performance. HPB Surg 2013;2013:861681. ArticlePubMedPMCPDF
• 14. Chang TT, Sawhney R, Monto A, Davoren JB, Kirkland JG, Stewart L, et al. Implementation of a multidisciplinary treatment team for hepatocellular cancer at a Veterans Affairs Medical Center improves survival. HPB (Oxford) 2008;10:405−411.ArticlePubMedPMC
• 15. Yopp AC, Mansour JC, Beg MS, Arenas J, Trimmer C, Reddick M, et al. Establishment of a multidisciplinary hepatocellular carcinoma clinic is associated with improved clinical outcome. Ann Surg Oncol 2014;21:1287−1295.ArticlePubMedPMCPDF
• 16. Kaplan DE, Chapko MK, Mehta R, Dai F, Skanderson M, Aytaman A, et al. Healthcare costs related to treatment of hepatocellular carcinoma among veterans with cirrhosis in the United States. Clin Gastroenterol Hepatol 2018;16:106−114.e5.ArticlePubMedPMC
• 17. Sinn DH, Choi GS, Park HC, Kim JM, Kim H, Song KD, et al. Multidisciplinary approach is associated with improved survival of hepatocellular carcinoma patients. PLoS One 2019;14:e0210730.ArticlePubMedPMC
• 18. Gashin L, Tapper E, Babalola A, Lai KC, Miksad R, Malik R, et al. Determinants and outcomes of adherence to recommendations from a multidisciplinary tumour conference for hepatocellular carcinoma. HPB (Oxford) 2014;16:1009−1015.ArticlePubMedPMC
• 19. El Dahan KS, Reczek A, Daher D, Rich NE, Yang JD, Hsiehchen D, et al. Multidisciplinary care for patients with HCC: a systematic review and meta-analysis. Hepatol Commun 2023;7:e0143.PubMedPMC
• 20. Chirikov VV, Mullins CD, Hanna N, Breunig IM, Seal B, Shaya FT. Multispecialist care and mortality in hepatocellular carcinoma. Am J Clin Oncol 2015;38:557−563.ArticlePubMed
• 21. Tseng YC, Kung PT, Peng CY, Chou WY, Tsai WC. Effect of multidisciplinary team care on patient survival in chronic hepatitis B or C hepatocellular carcinoma. Front Oncol 2023;13:1251571. ArticlePubMedPMC
• 22. Cohen GS, Black M. Multidisciplinary management of hepatocellular carcinoma: a model for therapy. J Multidiscip Healthc 2013;6:189−195.ArticlePubMedPMC
• 23. Serper M, Taddei TH, Mehta R, D'Addeo K, Dai F, Aytaman A, et al. Association of provider specialty and multidisciplinary care with hepatocellular carcinoma treatment and mortality. Gastroenterology 2017;152:1954−1964.ArticlePubMedPMC
• 24. Yang L, Yan C, Wang J. Effect of multi-disciplinary team care program on quality of life, anxiety, and depression in hepatocellular carcinoma patients after surgery: a randomized, controlled study. Front Surg 2023;9:1045003. ArticlePubMedPMC
• 25. Calderaro J, Seraphin TP, Luedde T, Simon TG. Artificial intelligence for the prevention and clinical management of hepatocellular carcinoma. J Hepatol 2022;76:1348−1361.ArticlePubMedPMC
• 26. Schattenberg JM, Chalasani N, Alkhouri N. Artificial intelligence applications in hepatology. Clin Gastroenterol Hepatol 2023;21:2015−2025.ArticlePubMed
• 27. Yang Q, Wei J, Hao X, Kong D, Yu X, Jiang T, et al. Improving B-mode ultrasound diagnostic performance for focal liver lesions using deep learning: a multicentre study. EBioMedicine 2020;56:102777. ArticlePubMedPMC
• 28. Oestmann PM, Wang CJ, Savic LJ, Hamm CA, Stark S, Schobert I, et al. Deep learning-assisted differentiation of pathologically proven atypical and typical hepatocellular carcinoma (HCC) versus non-HCC on contrast-enhanced MRI of the liver. Eur Radiol 2021;31:4981−4990.ArticlePubMedPMCPDF
• 29. Pérez MJ, Grande RG. Application of artificial intelligence in the diagnosis and treatment of hepatocellular carcinoma: a review. World J Gastroenterol 2020;26:5617−5628.ArticlePubMedPMC
• 30. Suchman K, Garg S, Trindade AJ. Chat generative pretrained transformer fails the multiple-choice American College of Gastroenterology Self-assessment Test. Am J Gastroenterol 2023;118:2280−2282.ArticlePubMed
• 31. Charriere B, Muscari F, Maulat C, Bournet B, Bonnet D, Bureau C, et al. Outcomes of patients with hepatocellular carcinoma are determined in multidisciplinary team meetings. J Surg Oncol 2017;115:330−336.ArticlePubMedPDF
• 32. Duininck G, Lopez-Aguiar AG, Lee RM, Miller L, Dariushnia S, Wu C, et al. Optimizing cancer care for hepatocellular carcinoma at a safety-net hospital: the value of a multidisciplinary disease management team. J Surg Oncol 2019;120:1365−1370.ArticlePubMedPDF
• 33. Agarwal PD, Phillips P, Hillman L, Lucey MR, Lee F, Mezrich JD, et al. Multidisciplinary management of hepatocellular carcinoma improves access to therapy and patient survival. J Clin Gastroenterol 2017;51:845−849.ArticlePubMed

Figure & Data

References

Citations

Citations to this article as recorded by  

• Exploring the role of liver resection as a first-line treatment option for multinodular BCLC-A hepatocellular carcinoma
  Joo Hyun Oh, Dong Hyun Sinn
  Journal of Liver Cancer.2024; 24(2): 126.     CrossRef
• Comparative Effectiveness of Endoscopic Versus Pharmacological Interventions for Variceal Rebleeding in Cirrhosis: A Systematic Review
  Muath M Dabas, Muhammad Maqbool, Adees W Bedros, Hiba Mazhar, Papuna Papuashvili, Muhammad Umar, Aqsa B Bajwa, Dhruvi H Patel, Nada B Abushalha, Abid Khattak, Junaid Ahmed, Asma Mehdi
  Cureus.2024;[Epub]     CrossRef
• APASL clinical practice guidelines on systemic therapy for hepatocellular carcinoma-2024
  George Lau, Shuntaro Obi, Jian Zhou, Ryosuke Tateishi, Shukui Qin, Haitao Zhao, Motoyuki Otsuka, Sadahisa Ogasawara, Jacob George, Pierce K. H. Chow, Jianqiang Cai, Shuichiro Shiina, Naoya Kato, Osamu Yokosuka, Kyoko Oura, Thomas Yau, Stephen L. Chan, Min
  Hepatology International.2024;[Epub]     CrossRef