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Gian Luca Grazi
Hepatocarcinoma today: between
guidelines and medical therapy.
The role of surgery?
2
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Qin S, Lancet. 2023;402(10415):1835-1847. doi: 10.1016/S0140-6736(23)01796-8.
Treatment was 1200 mg intravenous atezolizumab plus intravenous bevacizumab 15 mg/kg every 3 weeks
for up to 12 months or 17 cycles, whichever occurred first.
3
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Qin S, Lancet. 2023;402(10415):1835-1847. doi: 10.1016/S0140-6736(23)01796-8.
Treatment was 1200 mg intravenous atezolizumab plus intravenous bevacizumab 15 mg/kg every 3 weeks
for up to 12 months or 17 cycles, whichever occurred first.
4
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Qin S, Lancet. 2023;402(10415):1835-1847. doi: 10.1016/S0140-6736(23)01796-8.
5
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Qin S, Lancet. 2023;402(10415):1835-1847. doi: 10.1016/S0140-6736(23)01796-8.
Four or more tumors the largest < 5 cm
Up to three tumors the largest ≤ 5 cm
with vascular invasion
Up to three tumors the largest > 5 cm
6
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Qin S, Lancet. 2023;402(10415):1835-1847. doi: 10.1016/S0140-6736(23)01796-8.
Four or more tumors the largest ≤ 5 cm
Up to three tumors the largest ≤ 5 cm
with vascular invasion
Up to threetumors the largest < 5 cm
7
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Qin S, Lancet. 2023;402(10415):1835-1847. doi: 10.1016/S0140-6736(23)01796-8.
Four or more tumors the largest < 5 cm
Up to three tumors the largest ≤ 5 cm
with vascular invasion
Up to threetumors the largest < 5 cm
8
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Kaplan-Meier analysis of recurrence-free survival based on independent assessment
Qin S, Lancet. 2023;402(10415):1835-1847. doi: 10.1016/S0140-6736(23)01796-8.
9
Patients were randomly assigned (1:1) to receive 400 mg twice a day of oral sorafenib or placebo for a
maximum treatment period of 4 years (204 weeks ± 1) or until disease recurrence.
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Bruix J, Lancet Oncol. 2015;16(13):1344-54. doi: 10.1016/S1470-2045(15)00198-9
10
Patients were randomly assigned (1:1) to receive 400 mg twice a day of oral sorafenib or placebo for a
maximum treatment period of 4 years (204 weeks ± 1) or until disease recurrence.
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Bruix J, Lancet Oncol. 2015;16(13):1344-54. doi: 10.1016/S1470-2045(15)00198-9
11
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Bruix J, Lancet Oncol. 2015;16(13):1344-54. doi: 10.1016/S1470-2045(15)00198-9
12
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
13
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Reig M. et al., J Hepatol. 2022 Mar;76(3):681-693
14
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Torzilli G, et al. Arch Surg. 2008;143:1082-90.C
15
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Torzilli G, et al. Arch Surg. 2008;143:1082-90.C
16
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
16 academic-drafted guidelines from different geographical areas are now
available, the most important and popular of them being the North American
and European guidelines, which were first released in 2001 and updated in
2005 and 2011 and endorsed by the American Association for the Study of
Liver Diseases (AASLD) and the European Association for the Study of the
Liver–European Organisation for Research and Treatment of Cancer (EASL–
EORTC) scientific societies; the Asian guidelines endorsed by the Asian–Pacific
Association for Study of the Liver; and the Japanese guidelines endorsed by the
Japan Society of Hepatology.
17
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
16 academic-drafted guidelines from different geographical areas are now available, the most important and
popular of them being the North American and European guidelines, which were first released in 2001 and updated
in 2005 and 2011 and endorsed by the American Association for the Study of Liver Diseases (AASLD) and the
European Association for the Study of the Liver–European Organisation for Research and Treatment of Cancer
(EASL–EORTC) scientific societies; the Asian guidelines endorsed by the Asian–Pacific Association for Study of the
Liver; and the Japanese guidelines endorsed by the Japan Society of Hepatology.
18
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
16 academic-drafted guidelines from different geographical areas are now
available, the most important and popular of them being the North American
and European guidelines, which were first released in 2001 and updated in
2005 and 2011 and endorsed by the American Association for the Study of
Liver Diseases (AASLD) and the European Association for the Study of the
Liver–European Organisation for Research and Treatment of Cancer (EASL–
EORTC) scientific societies; the Asian guidelines endorsed by the Asian–Pacific
Association for Study of the Liver; and the Japanese guidelines endorsed by
the Japan Society of Hepatology.
 The reliability of BCLC staging as an allocative therapeutic system in clinical practice
might be questioned.
 The BCLC staging system has been endorsed by AASLD and EASL guidelines for almost 15
years.
 However, it has only been validated internally and externally as a prognostic stage
system; in this setting, its reliability is widely accepted.
 The most noticeable weakness concerns therapeutic decisions on patients belonging to
the intermediate-stage HCC.
19
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Evidence-based approach
Comprehensive vision
Treatment guidance
Prognostic accuracy
Simplicity
International consensus
Comparison of results
Trevisani F, J Hepatol. 2024 ;80(4):661-669. doi: 10.1016/j.jhep.2024.01.010
20
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Evidence-based
Comprehensive vision
Treatment guidance
Prognostic accuracy
Simplicity
International consensus
Comparison of results
This staging system was devised based on
evidence supported by the literature rather
than based solely on expert opinions
Trevisani F, J Hepatol. 2024 ;80(4):661-669. doi: 10.1016/j.jhep.2024.01.010
21
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Evidence-based approach
Comprehensive vision
Treatment guidance
Prognostic accuracy
Simplicity
International consensus
Comparison of results
In allocating patients to a given stage,
the BCLC algorithm simultaneously
considered tumour burden, liver
function, general conditions, and
recommended treatment with an
expected overall survival
Trevisani F, J Hepatol. 2024 ;80(4):661-669. doi: 10.1016/j.jhep.2024.01.010
22
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Evidence-based approach
Comprehensive vision
Treatment guidance
Prognostic accuracy
Simplicity
International consensus
Comparison of results
This algorithm provided clear treatment
recommendations for each stage,
emphasising the use of curative therapies
(surgical resection, liver transplantation, or
local ablation) for early-stage HCC and
palliative or experimental treatments
(transarterial chemoembolization [TACE],
novel systemic therapies) as opposed to
best supportive care for intermediate and
advanced stages.
Trevisani F, J Hepatol. 2024 ;80(4):661-669. doi: 10.1016/j.jhep.2024.01.010
23
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Evidence-based approach
Comprehensive vision
Treatment guidance
Prognostic accuracy
Simplicity
International consensus
Comparison of results
The BCLC staging system demonstrated
the ability to predict patient outcomes
based on their respective stage, evidenced
by declining overall survival probability with
advancement in stage from 0 to D.
Moreover, it was able to predict the natural
history of untreated HCC, lending further
credence to the independence of its
prognostic power regardless of the impact
of treatment.
Trevisani F, J Hepatol. 2024 ;80(4):661-669. doi: 10.1016/j.jhep.2024.01.010
24
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Evidence-based approach
Comprehensive vision
Treatment guidance
Prognostic accuracy
Simplicity
International consensus
Comparison of results
The BCLC algorithm is easy to use in
clinical practice, providing a clear
framework for staging and
treatment decision- making based
on well-recognised parameters. Its
simplicity also makes it possible to
succinctly communicate with
patients regarding their overall
prognosis
Trevisani F, J Hepatol. 2024 ;80(4):661-669. doi: 10.1016/j.jhep.2024.01.010
25
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Evidence-based approach
Comprehensive vision
Treatment guidance
Prognostic accuracy
Simplicity
International consensus
Comparison of results
The BCLC algorithm was
widely accepted among
hepatologists and liver cancer
experts
Trevisani F, J Hepatol. 2024 ;80(4):661-669. doi: 10.1016/j.jhep.2024.01.010
26
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Evidence-based approach
Comprehensive vision
Treatment guidance
Prognostic accuracy
Simplicity
International consensus
Comparison of results
Its widespread use has facilitated the
comparability of results in research and
clinical practice across different centres.
The BCLC system allowed for more
accurate stratification of patients with
HCC in clinical trials.
Trevisani F, J Hepatol. 2024 ;80(4):661-669. doi: 10.1016/j.jhep.2024.01.010
27
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Trevisani F, J Hepatol. 2024 ;80(4):661-669. doi: 10.1016/j.jhep.2024.01.010
28
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Trevisani F, J Hepatol. 2024 ;80(4):661-669. doi: 10.1016/j.jhep.2024.01.010
29
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
But, beyond these "merits", can we outline
other considerations on the method with
which to classify patients with HCC for a
possible treatment?
30
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
In the stage hierarchy definition,
treatment is considered an outcome variable similar to survival.
Original BCLC definition
Vitale A, Lancet Oncol. 2023;24(7):e312-e322. doi: 10.1016/S1470-2045(23)00186-9
31
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
In the treatment hierarchy definition, staging or prognostic systems and treatment allocation or
algorithm are independent; staging can help to inform, but not dictate, treatment allocation
The Asia-Pacific and Japanese guidelines
Vitale A, Lancet Oncol. 2023;24(7):e312-e322. doi: 10.1016/S1470-2045(23)00186-9
32
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Studies supporting therapeutic hierarchy as independence of ordinal treatment
variable from tumour staging (multivariable models)
Vitale A, Lancet Oncol. 2023;24(7):e312-e322. doi: 10.1016/S1470-2045(23)00186-9
33
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
In the ordinal therapeutic hierarchy, treatment is used as an independent predictor variable
and an ordinal variable (ie, in a hierarchical order of therapeutic options)
Vitale A, Lancet Oncol. 2023;24(7):e312-e322. doi: 10.1016/S1470-2045(23)00186-9
34
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Studies supporting therapeutic hierarchy as an ordinal therapeutic variable within tumour stages
Vitale A, Lancet Oncol. 2023;24(7):e312-e322. doi: 10.1016/S1470-2045(23)00186-9
35
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
BCLC UNDER SIEGE
36
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Vitale A, Lancet Oncol. 2023;24(7):e312-e322. doi: 10.1016/S1470-2045(23)00186-9
37
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Multiparametric therapeutic hierarchy
The concept of converse therapeutic hierarchy is represented with a dashed arrow, since the evidence supporting this concept is
still weak.
Vitale A, Lancet Oncol. 2023;24(7):e312-e322. doi: 10.1016/S1470-2045(23)00186-9
Ordinal
therapeutic
hierarchy
Conversion
or
adjuvant
approach
Multiparametric multidisciplinary expert decision
38
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Multiparametric therapeutic hierarchy
The concept of converse therapeutic hierarchy is represented with a dashed arrow, since the evidence supporting this concept is
still weak.
Vitale A, Lancet Oncol. 2023;24(7):e312-e322. doi: 10.1016/S1470-2045(23)00186-9
Ordinal
therapeutic
hierarchy
Conversion
or
adjuvant
approach
Multiparametric multidisciplinary expert decision
39
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Multiparametric therapeutic hierarchy
The concept of converse therapeutic hierarchy is represented with a dashed arrow, since the evidence supporting this concept is
still weak.
Vitale A, Lancet Oncol. 2023;24(7):e312-e322. doi: 10.1016/S1470-2045(23)00186-9
Ordinal
therapeutic
hierarchy
Conversion
or
adjuvant
approach
Multiparametric multidisciplinary expert decision
40
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Multiparametric therapeutic hierarchy
The concept of converse therapeutic hierarchy is represented with a dashed arrow, since the evidence supporting this concept is
still weak.
Vitale A, Lancet Oncol. 2023;24(7):e312-e322. doi: 10.1016/S1470-2045(23)00186-9
Ordinal
therapeutic
hierarchy
Conversion
or
adjuvant
approach
Multiparametric multidisciplinary expert decision
41
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Learning from the past to improve the future: Proposal for the
management of patients with HCC in the context of personalised
medicine
Trevisani F, J Hepatol. 2024 ;80(4):661-669. doi: 10.1016/j.jhep.2024.01.010
42
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Therapeutic hierarchy battleship
In the therapeutic hierarchy battleship, different first-choice and second-choice treatment options are established based on different tumor
characteristics (vertical axis) or functional parameters (horizontal axis) Vitale A, Lancet Oncol. 2023;24(7):e312-e322. doi: 10.1016/S1470-2045(23)00186-9
43
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Bo Z, Comput Biol Med. 2024;173:108337. doi: 10.1016/j.compbiomed.2024.108337.
44
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Bo Z, Comput Biol Med. 2024;173:108337. doi: 10.1016/j.compbiomed.2024.108337.
45
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Bo Z, Comput Biol Med. 2024;173:108337. doi: 10.1016/j.compbiomed.2024.108337.
• Published studies on AI radiomics for the individualized treatment of HCC are mainly exploratory and
preliminary.
• It is difficult to validate the reliability and applicability of the reported results due to the
heterogeneity and lack of a rigorous evaluation system in clinical practice.
• In the future, prospective large-scale studies are needed to provide more compelling evidence
regarding the application value of AI radiomics in the field of precision medicine for HCC.
46
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
But then, how can we manage
patients with HCC hoping for a
transformation of the indications??
47
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Kawaguchi Y, Am J Gastroenterol. 2021;116(8):1698-1708. doi: 10.14309/ajg.0000000000001256
48
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Kawaguchi Y, Am J Gastroenterol. 2021;116(8):1698-1708. doi: 10.14309/ajg.0000000000001256
49
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Kawaguchi Y, Am J Gastroenterol. 2021;116(8):1698-1708. doi: 10.14309/ajg.0000000000001256
• To derive a prognostic model for OS on the basis of the largest HCC diameter and the number of HCCs, a Cox
proportional hazard model analysis was performed through a 10-fold cross validation approach.
• The largest diameter and number were included in Cox proportional hazards models as continuous variables by using
3-knot restricted cubic splines together with the diameter 3 number linear and nonlinear interaction terms. This choice
was made to provide a better fit between predictors and outcomes compared with the use of linear terms.
• To balance covariates other than the largest HCC diameter and the number of HCCs between the 3 treatments, inverse
probability of treatment-weighted (IPTW) analyses were performed using stabilized weights.
• For performing IPTW analyses, the propensity score (the probability of treatment assignment conditional on baseline
characteristics) for each patient was calculated as the predicted probability of liver resection, TACE, and ablation from a
multinomial logistic regression model.
• The data were plotted on a Cartesian plane (a plane including 2 perpendicular number lines: the x axis and the y axis)
and graphed using a surface plot (a display of a 3-dimensional surface showing a functional relationship between
designated dependent variables and 2 independent variables) and a contour plot (a display of a 2-dimensional
format representing a 3-dimensional surface).
Statistical analyses
50
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Kawaguchi Y, Am J Gastroenterol. 2021;116(8):1698-1708. doi: 10.14309/ajg.0000000000001256
Cartesian plot of the 5-year overall probability after IPTW adjustment in
relation to the largest HCC diameter in patients undergoing liver resection,
TACE, and ablation by the number of HCCs.
51
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Kawaguchi Y, Am J Gastroenterol. 2021;116(8):1698-1708. doi: 10.14309/ajg.0000000000001256
Cartesian plot of the 5-year overall probability after IPTW adjustment in
relation to the largest HCC diameter in patients undergoing liver resection,
TACE, and ablation by the number of HCCs.
52
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Kawaguchi Y, Am J Gastroenterol. 2021;116(8):1698-1708. doi: 10.14309/ajg.0000000000001256
Cartesian plot of the 5-year overall probability after IPTW adjustment in
relation to the largest HCC diameter in patients undergoing liver resection,
TACE, and ablation by the number of HCCs.
53
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Kawaguchi Y, Am J Gastroenterol. 2021;116(8):1698-1708. doi: 10.14309/ajg.0000000000001256
Cartesian plot of the 5-year overall probability after IPTW adjustment in
relation to the largest HCC diameter in patients undergoing liver resection,
TACE, and ablation by the number of HCCs.
54
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Kawaguchi Y, Am J Gastroenterol. 2021;116(8):1698-1708. doi: 10.14309/ajg.0000000000001256
Cartesian plot of the 5-year overall probability after IPTW adjustment in
relation to the largest HCC diameter in patients undergoing liver resection,
TACE, and ablation by the number of HCCs.
55
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Kawaguchi Y, Am J Gastroenterol. 2021;116(8):1698-1708. doi: 10.14309/ajg.0000000000001256
Cartesian plot of the 5-year overall probability after IPTW adjustment in
relation to the largest HCC diameter in patients undergoing liver resection,
TACE, and ablation by the number of HCCs.
56
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Kawaguchi Y, Am J Gastroenterol. 2021;116(8):1698-1708. doi: 10.14309/ajg.0000000000001256
Surface plots of the 5-year overall survival probability after IPTW
adjustment on the basis of the largest HCC diameter and the number of
HCCs in patients undergoing liver resection, TACE, and ablation.
HCC, hepatocellular carcinoma; IPTW, inverse probability of treatment weighing; OS, overall survival; TACE,
transarterial chemoembolization.
57
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Kawaguchi Y, Am J Gastroenterol. 2021;116(8):1698-1708. doi: 10.14309/ajg.0000000000001256
Contour plot of the 5-year
overall survival
probability after IPTW
adjustment according to
the largest HCC diameter
and the number of HCCs
58
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
Kawaguchi Y, Am J Gastroenterol. 2021;116(8):1698-1708. doi: 10.14309/ajg.0000000000001256
https://plaza.umin.ac.jp/htokyotransplant/hbp/calculation.htm
l
Hepatocarcinoma today: between guidelines and medical therapy. The role of
surgery?
Prof. Gian Luca Grazi
Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
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Hepatocarcinoma today between guidelines and medical therapy. The role of surgery.pptx

  • 1. Gian Luca Grazi Hepatocarcinoma today: between guidelines and medical therapy. The role of surgery?
  • 2. 2 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Qin S, Lancet. 2023;402(10415):1835-1847. doi: 10.1016/S0140-6736(23)01796-8. Treatment was 1200 mg intravenous atezolizumab plus intravenous bevacizumab 15 mg/kg every 3 weeks for up to 12 months or 17 cycles, whichever occurred first.
  • 3. 3 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Qin S, Lancet. 2023;402(10415):1835-1847. doi: 10.1016/S0140-6736(23)01796-8. Treatment was 1200 mg intravenous atezolizumab plus intravenous bevacizumab 15 mg/kg every 3 weeks for up to 12 months or 17 cycles, whichever occurred first.
  • 4. 4 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Qin S, Lancet. 2023;402(10415):1835-1847. doi: 10.1016/S0140-6736(23)01796-8.
  • 5. 5 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Qin S, Lancet. 2023;402(10415):1835-1847. doi: 10.1016/S0140-6736(23)01796-8. Four or more tumors the largest < 5 cm Up to three tumors the largest ≤ 5 cm with vascular invasion Up to three tumors the largest > 5 cm
  • 6. 6 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Qin S, Lancet. 2023;402(10415):1835-1847. doi: 10.1016/S0140-6736(23)01796-8. Four or more tumors the largest ≤ 5 cm Up to three tumors the largest ≤ 5 cm with vascular invasion Up to threetumors the largest < 5 cm
  • 7. 7 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Qin S, Lancet. 2023;402(10415):1835-1847. doi: 10.1016/S0140-6736(23)01796-8. Four or more tumors the largest < 5 cm Up to three tumors the largest ≤ 5 cm with vascular invasion Up to threetumors the largest < 5 cm
  • 8. 8 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Kaplan-Meier analysis of recurrence-free survival based on independent assessment Qin S, Lancet. 2023;402(10415):1835-1847. doi: 10.1016/S0140-6736(23)01796-8.
  • 9. 9 Patients were randomly assigned (1:1) to receive 400 mg twice a day of oral sorafenib or placebo for a maximum treatment period of 4 years (204 weeks ± 1) or until disease recurrence. Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Bruix J, Lancet Oncol. 2015;16(13):1344-54. doi: 10.1016/S1470-2045(15)00198-9
  • 10. 10 Patients were randomly assigned (1:1) to receive 400 mg twice a day of oral sorafenib or placebo for a maximum treatment period of 4 years (204 weeks ± 1) or until disease recurrence. Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Bruix J, Lancet Oncol. 2015;16(13):1344-54. doi: 10.1016/S1470-2045(15)00198-9
  • 11. 11 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Bruix J, Lancet Oncol. 2015;16(13):1344-54. doi: 10.1016/S1470-2045(15)00198-9
  • 12. 12 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence
  • 13. 13 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Reig M. et al., J Hepatol. 2022 Mar;76(3):681-693
  • 14. 14 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Torzilli G, et al. Arch Surg. 2008;143:1082-90.C
  • 15. 15 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Torzilli G, et al. Arch Surg. 2008;143:1082-90.C
  • 16. 16 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence 16 academic-drafted guidelines from different geographical areas are now available, the most important and popular of them being the North American and European guidelines, which were first released in 2001 and updated in 2005 and 2011 and endorsed by the American Association for the Study of Liver Diseases (AASLD) and the European Association for the Study of the Liver–European Organisation for Research and Treatment of Cancer (EASL– EORTC) scientific societies; the Asian guidelines endorsed by the Asian–Pacific Association for Study of the Liver; and the Japanese guidelines endorsed by the Japan Society of Hepatology.
  • 17. 17 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence 16 academic-drafted guidelines from different geographical areas are now available, the most important and popular of them being the North American and European guidelines, which were first released in 2001 and updated in 2005 and 2011 and endorsed by the American Association for the Study of Liver Diseases (AASLD) and the European Association for the Study of the Liver–European Organisation for Research and Treatment of Cancer (EASL–EORTC) scientific societies; the Asian guidelines endorsed by the Asian–Pacific Association for Study of the Liver; and the Japanese guidelines endorsed by the Japan Society of Hepatology.
  • 18. 18 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence 16 academic-drafted guidelines from different geographical areas are now available, the most important and popular of them being the North American and European guidelines, which were first released in 2001 and updated in 2005 and 2011 and endorsed by the American Association for the Study of Liver Diseases (AASLD) and the European Association for the Study of the Liver–European Organisation for Research and Treatment of Cancer (EASL– EORTC) scientific societies; the Asian guidelines endorsed by the Asian–Pacific Association for Study of the Liver; and the Japanese guidelines endorsed by the Japan Society of Hepatology.  The reliability of BCLC staging as an allocative therapeutic system in clinical practice might be questioned.  The BCLC staging system has been endorsed by AASLD and EASL guidelines for almost 15 years.  However, it has only been validated internally and externally as a prognostic stage system; in this setting, its reliability is widely accepted.  The most noticeable weakness concerns therapeutic decisions on patients belonging to the intermediate-stage HCC.
  • 19. 19 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Evidence-based approach Comprehensive vision Treatment guidance Prognostic accuracy Simplicity International consensus Comparison of results Trevisani F, J Hepatol. 2024 ;80(4):661-669. doi: 10.1016/j.jhep.2024.01.010
  • 20. 20 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Evidence-based Comprehensive vision Treatment guidance Prognostic accuracy Simplicity International consensus Comparison of results This staging system was devised based on evidence supported by the literature rather than based solely on expert opinions Trevisani F, J Hepatol. 2024 ;80(4):661-669. doi: 10.1016/j.jhep.2024.01.010
  • 21. 21 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Evidence-based approach Comprehensive vision Treatment guidance Prognostic accuracy Simplicity International consensus Comparison of results In allocating patients to a given stage, the BCLC algorithm simultaneously considered tumour burden, liver function, general conditions, and recommended treatment with an expected overall survival Trevisani F, J Hepatol. 2024 ;80(4):661-669. doi: 10.1016/j.jhep.2024.01.010
  • 22. 22 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Evidence-based approach Comprehensive vision Treatment guidance Prognostic accuracy Simplicity International consensus Comparison of results This algorithm provided clear treatment recommendations for each stage, emphasising the use of curative therapies (surgical resection, liver transplantation, or local ablation) for early-stage HCC and palliative or experimental treatments (transarterial chemoembolization [TACE], novel systemic therapies) as opposed to best supportive care for intermediate and advanced stages. Trevisani F, J Hepatol. 2024 ;80(4):661-669. doi: 10.1016/j.jhep.2024.01.010
  • 23. 23 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Evidence-based approach Comprehensive vision Treatment guidance Prognostic accuracy Simplicity International consensus Comparison of results The BCLC staging system demonstrated the ability to predict patient outcomes based on their respective stage, evidenced by declining overall survival probability with advancement in stage from 0 to D. Moreover, it was able to predict the natural history of untreated HCC, lending further credence to the independence of its prognostic power regardless of the impact of treatment. Trevisani F, J Hepatol. 2024 ;80(4):661-669. doi: 10.1016/j.jhep.2024.01.010
  • 24. 24 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Evidence-based approach Comprehensive vision Treatment guidance Prognostic accuracy Simplicity International consensus Comparison of results The BCLC algorithm is easy to use in clinical practice, providing a clear framework for staging and treatment decision- making based on well-recognised parameters. Its simplicity also makes it possible to succinctly communicate with patients regarding their overall prognosis Trevisani F, J Hepatol. 2024 ;80(4):661-669. doi: 10.1016/j.jhep.2024.01.010
  • 25. 25 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Evidence-based approach Comprehensive vision Treatment guidance Prognostic accuracy Simplicity International consensus Comparison of results The BCLC algorithm was widely accepted among hepatologists and liver cancer experts Trevisani F, J Hepatol. 2024 ;80(4):661-669. doi: 10.1016/j.jhep.2024.01.010
  • 26. 26 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Evidence-based approach Comprehensive vision Treatment guidance Prognostic accuracy Simplicity International consensus Comparison of results Its widespread use has facilitated the comparability of results in research and clinical practice across different centres. The BCLC system allowed for more accurate stratification of patients with HCC in clinical trials. Trevisani F, J Hepatol. 2024 ;80(4):661-669. doi: 10.1016/j.jhep.2024.01.010
  • 27. 27 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Trevisani F, J Hepatol. 2024 ;80(4):661-669. doi: 10.1016/j.jhep.2024.01.010
  • 28. 28 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Trevisani F, J Hepatol. 2024 ;80(4):661-669. doi: 10.1016/j.jhep.2024.01.010
  • 29. 29 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence But, beyond these "merits", can we outline other considerations on the method with which to classify patients with HCC for a possible treatment?
  • 30. 30 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence In the stage hierarchy definition, treatment is considered an outcome variable similar to survival. Original BCLC definition Vitale A, Lancet Oncol. 2023;24(7):e312-e322. doi: 10.1016/S1470-2045(23)00186-9
  • 31. 31 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence In the treatment hierarchy definition, staging or prognostic systems and treatment allocation or algorithm are independent; staging can help to inform, but not dictate, treatment allocation The Asia-Pacific and Japanese guidelines Vitale A, Lancet Oncol. 2023;24(7):e312-e322. doi: 10.1016/S1470-2045(23)00186-9
  • 32. 32 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Studies supporting therapeutic hierarchy as independence of ordinal treatment variable from tumour staging (multivariable models) Vitale A, Lancet Oncol. 2023;24(7):e312-e322. doi: 10.1016/S1470-2045(23)00186-9
  • 33. 33 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence In the ordinal therapeutic hierarchy, treatment is used as an independent predictor variable and an ordinal variable (ie, in a hierarchical order of therapeutic options) Vitale A, Lancet Oncol. 2023;24(7):e312-e322. doi: 10.1016/S1470-2045(23)00186-9
  • 34. 34 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Studies supporting therapeutic hierarchy as an ordinal therapeutic variable within tumour stages Vitale A, Lancet Oncol. 2023;24(7):e312-e322. doi: 10.1016/S1470-2045(23)00186-9
  • 35. 35 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence BCLC UNDER SIEGE
  • 36. 36 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Vitale A, Lancet Oncol. 2023;24(7):e312-e322. doi: 10.1016/S1470-2045(23)00186-9
  • 37. 37 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Multiparametric therapeutic hierarchy The concept of converse therapeutic hierarchy is represented with a dashed arrow, since the evidence supporting this concept is still weak. Vitale A, Lancet Oncol. 2023;24(7):e312-e322. doi: 10.1016/S1470-2045(23)00186-9 Ordinal therapeutic hierarchy Conversion or adjuvant approach Multiparametric multidisciplinary expert decision
  • 38. 38 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Multiparametric therapeutic hierarchy The concept of converse therapeutic hierarchy is represented with a dashed arrow, since the evidence supporting this concept is still weak. Vitale A, Lancet Oncol. 2023;24(7):e312-e322. doi: 10.1016/S1470-2045(23)00186-9 Ordinal therapeutic hierarchy Conversion or adjuvant approach Multiparametric multidisciplinary expert decision
  • 39. 39 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Multiparametric therapeutic hierarchy The concept of converse therapeutic hierarchy is represented with a dashed arrow, since the evidence supporting this concept is still weak. Vitale A, Lancet Oncol. 2023;24(7):e312-e322. doi: 10.1016/S1470-2045(23)00186-9 Ordinal therapeutic hierarchy Conversion or adjuvant approach Multiparametric multidisciplinary expert decision
  • 40. 40 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Multiparametric therapeutic hierarchy The concept of converse therapeutic hierarchy is represented with a dashed arrow, since the evidence supporting this concept is still weak. Vitale A, Lancet Oncol. 2023;24(7):e312-e322. doi: 10.1016/S1470-2045(23)00186-9 Ordinal therapeutic hierarchy Conversion or adjuvant approach Multiparametric multidisciplinary expert decision
  • 41. 41 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Learning from the past to improve the future: Proposal for the management of patients with HCC in the context of personalised medicine Trevisani F, J Hepatol. 2024 ;80(4):661-669. doi: 10.1016/j.jhep.2024.01.010
  • 42. 42 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Therapeutic hierarchy battleship In the therapeutic hierarchy battleship, different first-choice and second-choice treatment options are established based on different tumor characteristics (vertical axis) or functional parameters (horizontal axis) Vitale A, Lancet Oncol. 2023;24(7):e312-e322. doi: 10.1016/S1470-2045(23)00186-9
  • 43. 43 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Bo Z, Comput Biol Med. 2024;173:108337. doi: 10.1016/j.compbiomed.2024.108337.
  • 44. 44 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Bo Z, Comput Biol Med. 2024;173:108337. doi: 10.1016/j.compbiomed.2024.108337.
  • 45. 45 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Bo Z, Comput Biol Med. 2024;173:108337. doi: 10.1016/j.compbiomed.2024.108337. • Published studies on AI radiomics for the individualized treatment of HCC are mainly exploratory and preliminary. • It is difficult to validate the reliability and applicability of the reported results due to the heterogeneity and lack of a rigorous evaluation system in clinical practice. • In the future, prospective large-scale studies are needed to provide more compelling evidence regarding the application value of AI radiomics in the field of precision medicine for HCC.
  • 46. 46 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence But then, how can we manage patients with HCC hoping for a transformation of the indications??
  • 47. 47 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Kawaguchi Y, Am J Gastroenterol. 2021;116(8):1698-1708. doi: 10.14309/ajg.0000000000001256
  • 48. 48 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Kawaguchi Y, Am J Gastroenterol. 2021;116(8):1698-1708. doi: 10.14309/ajg.0000000000001256
  • 49. 49 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Kawaguchi Y, Am J Gastroenterol. 2021;116(8):1698-1708. doi: 10.14309/ajg.0000000000001256 • To derive a prognostic model for OS on the basis of the largest HCC diameter and the number of HCCs, a Cox proportional hazard model analysis was performed through a 10-fold cross validation approach. • The largest diameter and number were included in Cox proportional hazards models as continuous variables by using 3-knot restricted cubic splines together with the diameter 3 number linear and nonlinear interaction terms. This choice was made to provide a better fit between predictors and outcomes compared with the use of linear terms. • To balance covariates other than the largest HCC diameter and the number of HCCs between the 3 treatments, inverse probability of treatment-weighted (IPTW) analyses were performed using stabilized weights. • For performing IPTW analyses, the propensity score (the probability of treatment assignment conditional on baseline characteristics) for each patient was calculated as the predicted probability of liver resection, TACE, and ablation from a multinomial logistic regression model. • The data were plotted on a Cartesian plane (a plane including 2 perpendicular number lines: the x axis and the y axis) and graphed using a surface plot (a display of a 3-dimensional surface showing a functional relationship between designated dependent variables and 2 independent variables) and a contour plot (a display of a 2-dimensional format representing a 3-dimensional surface). Statistical analyses
  • 50. 50 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Kawaguchi Y, Am J Gastroenterol. 2021;116(8):1698-1708. doi: 10.14309/ajg.0000000000001256 Cartesian plot of the 5-year overall probability after IPTW adjustment in relation to the largest HCC diameter in patients undergoing liver resection, TACE, and ablation by the number of HCCs.
  • 51. 51 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Kawaguchi Y, Am J Gastroenterol. 2021;116(8):1698-1708. doi: 10.14309/ajg.0000000000001256 Cartesian plot of the 5-year overall probability after IPTW adjustment in relation to the largest HCC diameter in patients undergoing liver resection, TACE, and ablation by the number of HCCs.
  • 52. 52 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Kawaguchi Y, Am J Gastroenterol. 2021;116(8):1698-1708. doi: 10.14309/ajg.0000000000001256 Cartesian plot of the 5-year overall probability after IPTW adjustment in relation to the largest HCC diameter in patients undergoing liver resection, TACE, and ablation by the number of HCCs.
  • 53. 53 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Kawaguchi Y, Am J Gastroenterol. 2021;116(8):1698-1708. doi: 10.14309/ajg.0000000000001256 Cartesian plot of the 5-year overall probability after IPTW adjustment in relation to the largest HCC diameter in patients undergoing liver resection, TACE, and ablation by the number of HCCs.
  • 54. 54 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Kawaguchi Y, Am J Gastroenterol. 2021;116(8):1698-1708. doi: 10.14309/ajg.0000000000001256 Cartesian plot of the 5-year overall probability after IPTW adjustment in relation to the largest HCC diameter in patients undergoing liver resection, TACE, and ablation by the number of HCCs.
  • 55. 55 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Kawaguchi Y, Am J Gastroenterol. 2021;116(8):1698-1708. doi: 10.14309/ajg.0000000000001256 Cartesian plot of the 5-year overall probability after IPTW adjustment in relation to the largest HCC diameter in patients undergoing liver resection, TACE, and ablation by the number of HCCs.
  • 56. 56 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Kawaguchi Y, Am J Gastroenterol. 2021;116(8):1698-1708. doi: 10.14309/ajg.0000000000001256 Surface plots of the 5-year overall survival probability after IPTW adjustment on the basis of the largest HCC diameter and the number of HCCs in patients undergoing liver resection, TACE, and ablation. HCC, hepatocellular carcinoma; IPTW, inverse probability of treatment weighing; OS, overall survival; TACE, transarterial chemoembolization.
  • 57. 57 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Kawaguchi Y, Am J Gastroenterol. 2021;116(8):1698-1708. doi: 10.14309/ajg.0000000000001256 Contour plot of the 5-year overall survival probability after IPTW adjustment according to the largest HCC diameter and the number of HCCs
  • 58. 58 Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Kawaguchi Y, Am J Gastroenterol. 2021;116(8):1698-1708. doi: 10.14309/ajg.0000000000001256 https://plaza.umin.ac.jp/htokyotransplant/hbp/calculation.htm l
  • 59. Hepatocarcinoma today: between guidelines and medical therapy. The role of surgery? Prof. Gian Luca Grazi Hepatocarcinoma today | Prof. Gian Luca Grazi – HBP Surgery, University of Florence Conclusions