Characterization of tumor evolution by functional clonality and phylogenetics in hepatocellular carcinoma

Abstract Hepatocellular carcinoma (HCC) is a molecularly heterogeneous solid malignancy, and its fitness may be shaped by how its tumor cells evolve. However, ability to monitor tumor cell evolution is hampered by the presence of numerous passenger mutations that do not provide any biological conseq...

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Main Authors: Zeynep Kacar, Eric Slud, Doron Levy, Julián Candia, Anuradha Budhu, Marshonna Forgues, Xiaolin Wu, Arati Raziuddin, Bao Tran, Jyoti Shetty, Yotsawat Pomyen, Jittiporn Chaisaingmongkol, Siritida Rabibhadana, Benjarath Pupacdi, Vajarabhongsa Bhudhisawasdi, Nirush Lertprasertsuke, Chirayu Auewarakul, Suleeporn Sangrajrang, Chulabhorn Mahidol, Mathuros Ruchirawat, Xin Wei Wang
Format: Article
Language:English
Published: Nature Portfolio 2024-03-01
Series:Communications Biology
Online Access:https://doi.org/10.1038/s42003-024-06040-9
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author Zeynep Kacar
Eric Slud
Doron Levy
Julián Candia
Anuradha Budhu
Marshonna Forgues
Xiaolin Wu
Arati Raziuddin
Bao Tran
Jyoti Shetty
Yotsawat Pomyen
Jittiporn Chaisaingmongkol
Siritida Rabibhadana
Benjarath Pupacdi
Vajarabhongsa Bhudhisawasdi
Nirush Lertprasertsuke
Chirayu Auewarakul
Suleeporn Sangrajrang
Chulabhorn Mahidol
Mathuros Ruchirawat
Xin Wei Wang
author_facet Zeynep Kacar
Eric Slud
Doron Levy
Julián Candia
Anuradha Budhu
Marshonna Forgues
Xiaolin Wu
Arati Raziuddin
Bao Tran
Jyoti Shetty
Yotsawat Pomyen
Jittiporn Chaisaingmongkol
Siritida Rabibhadana
Benjarath Pupacdi
Vajarabhongsa Bhudhisawasdi
Nirush Lertprasertsuke
Chirayu Auewarakul
Suleeporn Sangrajrang
Chulabhorn Mahidol
Mathuros Ruchirawat
Xin Wei Wang
author_sort Zeynep Kacar
collection DOAJ
description Abstract Hepatocellular carcinoma (HCC) is a molecularly heterogeneous solid malignancy, and its fitness may be shaped by how its tumor cells evolve. However, ability to monitor tumor cell evolution is hampered by the presence of numerous passenger mutations that do not provide any biological consequences. Here we develop a strategy to determine the tumor clonality of three independent HCC cohorts of 524 patients with diverse etiologies and race/ethnicity by utilizing somatic mutations in cancer driver genes. We identify two main types of tumor evolution, i.e., linear, and non-linear models where non-linear type could be further divided into classes, which we call shallow branching and deep branching. We find that linear evolving HCC is less aggressive than other types. GTF2IRD2B mutations are enriched in HCC with linear evolution, while TP53 mutations are the most frequent genetic alterations in HCC with non-linear models. Furthermore, we observe significant B cell enrichment in linear trees compared to non-linear trees suggesting the need for further research to uncover potential variations in immune cell types within genomically determined phylogeny types. These results hint at the possibility that tumor cells and their microenvironment may collectively influence the tumor evolution process.
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spelling doaj-art-691639e7002e4697ac95cd9c7f146ab12025-02-02T12:37:32ZengNature PortfolioCommunications Biology2399-36422024-03-017111110.1038/s42003-024-06040-9Characterization of tumor evolution by functional clonality and phylogenetics in hepatocellular carcinomaZeynep Kacar0Eric Slud1Doron Levy2Julián Candia3Anuradha Budhu4Marshonna Forgues5Xiaolin Wu6Arati Raziuddin7Bao Tran8Jyoti Shetty9Yotsawat Pomyen10Jittiporn Chaisaingmongkol11Siritida Rabibhadana12Benjarath Pupacdi13Vajarabhongsa Bhudhisawasdi14Nirush Lertprasertsuke15Chirayu Auewarakul16Suleeporn Sangrajrang17Chulabhorn Mahidol18Mathuros Ruchirawat19Xin Wei Wang20Laboratory of Human Carcinogenesis, Center for Cancer Research, National Cancer InstituteDepartment of Mathematics, University of MarylandDepartment of Mathematics, University of MarylandLongitudinal Studies Section, Translational Gerontology Branch, National Institute on AgingLaboratory of Human Carcinogenesis, Center for Cancer Research, National Cancer InstituteLaboratory of Human Carcinogenesis, Center for Cancer Research, National Cancer InstituteCancer Research Technology ProgramCancer Research Technology ProgramCancer Research Technology ProgramCancer Research Technology ProgramLaboratory of Chemical Carcinogenesis, Chulabhorn Research InstituteLaboratory of Chemical Carcinogenesis, Chulabhorn Research InstituteLaboratory of Chemical Carcinogenesis, Chulabhorn Research InstituteLaboratory of Chemical Carcinogenesis, Chulabhorn Research InstituteFaculty of Medicine, Khon Kaen UniversityFaculty of Medicine, Chiang Mai UniversityPrincess Srisavangavadhana College of Medicine, Chulabhorn Royal AcademyNational Cancer InstituteLaboratory of Chemical Carcinogenesis, Chulabhorn Research InstituteLaboratory of Chemical Carcinogenesis, Chulabhorn Research InstituteLaboratory of Human Carcinogenesis, Center for Cancer Research, National Cancer InstituteAbstract Hepatocellular carcinoma (HCC) is a molecularly heterogeneous solid malignancy, and its fitness may be shaped by how its tumor cells evolve. However, ability to monitor tumor cell evolution is hampered by the presence of numerous passenger mutations that do not provide any biological consequences. Here we develop a strategy to determine the tumor clonality of three independent HCC cohorts of 524 patients with diverse etiologies and race/ethnicity by utilizing somatic mutations in cancer driver genes. We identify two main types of tumor evolution, i.e., linear, and non-linear models where non-linear type could be further divided into classes, which we call shallow branching and deep branching. We find that linear evolving HCC is less aggressive than other types. GTF2IRD2B mutations are enriched in HCC with linear evolution, while TP53 mutations are the most frequent genetic alterations in HCC with non-linear models. Furthermore, we observe significant B cell enrichment in linear trees compared to non-linear trees suggesting the need for further research to uncover potential variations in immune cell types within genomically determined phylogeny types. These results hint at the possibility that tumor cells and their microenvironment may collectively influence the tumor evolution process.https://doi.org/10.1038/s42003-024-06040-9
spellingShingle Zeynep Kacar
Eric Slud
Doron Levy
Julián Candia
Anuradha Budhu
Marshonna Forgues
Xiaolin Wu
Arati Raziuddin
Bao Tran
Jyoti Shetty
Yotsawat Pomyen
Jittiporn Chaisaingmongkol
Siritida Rabibhadana
Benjarath Pupacdi
Vajarabhongsa Bhudhisawasdi
Nirush Lertprasertsuke
Chirayu Auewarakul
Suleeporn Sangrajrang
Chulabhorn Mahidol
Mathuros Ruchirawat
Xin Wei Wang
Characterization of tumor evolution by functional clonality and phylogenetics in hepatocellular carcinoma
Communications Biology
title Characterization of tumor evolution by functional clonality and phylogenetics in hepatocellular carcinoma
title_full Characterization of tumor evolution by functional clonality and phylogenetics in hepatocellular carcinoma
title_fullStr Characterization of tumor evolution by functional clonality and phylogenetics in hepatocellular carcinoma
title_full_unstemmed Characterization of tumor evolution by functional clonality and phylogenetics in hepatocellular carcinoma
title_short Characterization of tumor evolution by functional clonality and phylogenetics in hepatocellular carcinoma
title_sort characterization of tumor evolution by functional clonality and phylogenetics in hepatocellular carcinoma
url https://doi.org/10.1038/s42003-024-06040-9
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