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Updated: Jan 10, 2026

A Three-Dimensional Spheroid Model to Investigate the Tumor-Stromal Interaction in Hepatocellular Carcinoma
Published on: September 30, 2021
Intratumour ploidy heterogeneity and clonal evolution in hepatocellular carcinoma
Pierre Cordier1, Théo Z Hirsch2, Stefano Caruso3
1Centre de Recherche des Cordeliers, Sorbonne Université, INSERM, Université de Paris, Paris, France; Genomic Instability, Metabolism, Immunity and Liver Tumorigenesis laboratory, Equipe Labellisée LIGUE 2023, Paris, France.
Hepatocellular carcinoma (HCC) ploidy profiling using digital pathology reveals diploid and hyperploid subtypes. Hyperploid HCCs are linked to poor prognosis and stemness, offering new diagnostic and therapeutic insights.
Area of Science:
- Oncology
- Digital Pathology
- Genomics
Background:
- Hepatocellular carcinoma (HCC) is a leading cause of cancer death, necessitating biomarkers for improved prognosis and treatment prediction.
- Polyploidization, a common event in solid cancers, presents potential as a prognostic biomarker in HCC.
- Current methods for assessing HCC ploidy are limited, hindering clinical application.
Purpose of the Study:
- To develop and validate a high-throughput quantitative digital pathology approach for assessing HCC ploidy.
- To classify HCC into distinct ploidy subtypes (diploid, hyperploid, mixed) and analyze their spatial organization.
- To investigate the genomic and transcriptomic characteristics associated with different HCC ploidy subtypes.
Main Methods:
- Quantitative digital pathology on whole-slide imaging was used to assess nuclear morphometry and ploidy in 111 HCCs.
- Whole-exome sequencing (WES) and bulk RNA sequencing were performed for genomic and transcriptomic profiling.
- 3' mRNA sequencing and spatial transcriptomics were employed to study clonal evolution and spatial organization of hyperploid clones.
Main Results:
- HCCs were successfully classified into diploid (DP) and hyperploid (HP) subtypes using digital pathology.
- HP-HCCs were associated with a proliferative subclass, poor prognosis, and stemness characteristics via transcriptomic analysis.
- Spatial analysis revealed nascent hyperploid foci with transcriptomic overlap with HP-HCCs, indicating clonal evolution from diploid precursors via whole-genome doubling.
Conclusions:
- Nuclear ploidy profiling holds significant prognostic value in HCC.
- Hyperploid HCCs evolve clonally from intratumoral hyperploid foci, contributing to genomic instability in liver tumorigenesis.
- This study provides a novel digital pathology tool for HCC ploidy assessment, paving the way for new diagnostic and therapeutic strategies.
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