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Modeling Hepatocellular Carcinoma Cells Dynamics by Serological and Imaging Biomarkers to Explain the Different Responses to Sorafenib and Regorafenib
- Source :
- Cancers, Cancers, Vol 13, Iss 2064, p 2064 (2021), Volume 13, Issue 9
- Publication Year :
- 2021
-
Abstract
- Simple Summary Systemic therapy in advanced hepatocellular-carcinomas (HCC) has limited benefits, but some patients show partial responses (PR) and a few even a complete response (CR). Understanding the biological mechanisms could help clinicians in decision-making. Aim of this study was to develop a physic-mathematical model to investigate tumor dynamics using alpha-fetoprotein (AFP) and protein induced by vitamin K absence-II (PIVKA-II) measures combined with digital imaging. The model was set-up in three prototype patients with CR/PR to sorafenib and PR to regorafenib, and then applied in seven patients with different types of response. Overall, the rate constant of cancer cells production ranged between 0.250-0.372 C x day(-1). During therapy, neo-angiogenesis reduction was higher in four CR than in four PR or stable disease (SD) and in two non-responders (median: 83.2% vs. 29.4% vs. 2.0%). Tumor vasculature decay appeared accelerated in CR. We conclude that modeling serological and imaging biomarkers could help personalization of systemic therapy. In advanced HCC, tyrosine-kinase inhibitors obtain partial responses (PR) in some patients and complete responses (CR) in a few. Better understanding of the mechanism of response could be achieved by the radiomic approach combining digital imaging and serological biomarkers (alpha-fetoprotein, AFP and protein induced by vitamin K absence-II, PIVKA-II) kinetics. A physic-mathematical model was developed to investigate cancer cells and vasculature dynamics in three prototype patients receiving sorafenib and/or regorafenib and applied in seven others for validation. Overall four patients showed CR, two PR, two stable-disease (SD) and two progressive-disease (PD). The rate constant of cancer cells production was higher in PD than in PR-SD and CR (median: 0.398 vs. 0.325 vs. 0.316 C x day(-1)). Therapy induced reduction of neo-angiogenesis was greater in CR than in PR-SD and PD (median: 83.2% vs. 29.4% and 2.0%), as the reduction of cell-proliferation (55.2% vs. 7.6% and 0.7%). An additional dose-dependent acceleration of tumor vasculature decay was also observed in CR. AFP and cancer cells followed the same kinetics, whereas PIVKA-II time/dose dependent fluctuations were influenced also by tissue ischemia. In conclusion, pending confirmation in a larger HCC cohort, modeling serological and imaging biomarkers could be a new tool for systemic therapy personalization.
- Subjects :
- Oncology
Sorafenib
Cancer Research
medicine.medical_specialty
AFP
digital imaging
HYPOXIA
Vitamin k
Tumor vasculature
Article
Serology
03 medical and health sciences
chemistry.chemical_compound
0302 clinical medicine
GAMMA-CARBOXY PROTHROMBIN
Regorafenib
Internal medicine
PIVKA-II
Medicine
HCC
TUMOR PROGRESSION
RC254-282
business.industry
mathematical modeling
Neoplasms. Tumors. Oncology. Including cancer and carcinogens
hepatocellular carcinoma
medicine.disease
chemistry
kinetics
030220 oncology & carcinogenesis
Hepatocellular carcinoma
Serological biomarkers
Cancer cell
SURVIVAL
030211 gastroenterology & hepatology
sorafenib
regorafenib
business
medicine.drug
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- Cancers, Cancers, Vol 13, Iss 2064, p 2064 (2021), Volume 13, Issue 9
- Accession number :
- edsair.doi.dedup.....bd2a56ce90c1b89d9ce018baa7506e9f