Intra- and inter-tumoural heterogeneity in von Hippel–Lindau disease-related renal cancer: a multimodal data study protocol

von Hippel-Lindau (VHL) disease is a rare hereditary cancer syndrome caused by germline pathogenic variants in the VHL gene. The current standard of care primarily involves surgical resection, which is arbitrarily recommended for renal tumours ≥ 3 cm to reduce the risk of metastasis. However, this approach often leads to repeated surgeries and increased patient morbidity. The key unmet clinical need for VHL patients is the ability to predict the most appropriate therapeutic strategy and the optimal timing for surgical intervention on an individualised basis. Here, we describe a methodology designed to create an integrated map of intra- and inter-tumour heterogeneity in VHL-associated clear cell renal cell carcinoma by combining radiomics, histology, RNA sequencing, whole genome sequencing, and patient-derived organoid cultures from multi-regional tumour biopsies. We hypothesise that decoding this heterogeneity through an integrated analysis of imaging, histopathology, and molecular profiling will enhance diagnostic accuracy and enable more informed and personalised therapeutic decisions for VHL patients. RELEVANCE STATEMENT: Due to the current lack of biological or molecular markers assisting clinical decision-making, VHL patients undergo multiple surgical interventions with an incremental risk of complications and morbidity. We expect that our multimodal data study protocol will give tools to guide clinical management. KEY POINTS: Multiregional needle biopsies enable comprehensive analysis even in small ccRCC. Imaging characteristics suggest the presence of intra- and inter-lesion heterogeneity. Tumours are clonally independent and harbour distinct chromosome 3p loss events. Tumours display both intra- and inter-tumour transcriptomics heterogeneity. Patient-derived organoids grow more easily from areas of low tumour density.

Authors

Institutions

Publication Details

Journal
European Radiology Experimental
Published
2025-11-16
DOI
https://doi.org/10.1186/s41747-025-00648-0
Primary Topic
Cancer, Hypoxia, and Metabolism
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Intra- and inter-tumoural heterogeneity in von Hippel–Lindau disease-related renal cancer: a multimodal data study protocol

A. Colombo, Rosa Bernardi, Antonio Esposito, Marco J. Morelli et al.
European Radiology Experimental
Cancer, Hypoxia, and Metabolism
article

Intra- and inter-tumoural heterogeneity in von Hippel–Lindau disease-related renal cancer: a multimodal data study protocol

A. Colombo, Rosa Bernardi, Antonio Esposito, Marco J. Morelli, Giulia Maria Scotti, Isaline Rowe, Alessandro Larcher, Roberto Bertini, Paolo Verze, Francesca Corea, Roberta Lucianò, Umberto Capitanio, Andrea Salonia, Giovanni Battista Pipitone, Chiara Ciaparrone, Francesco Pisu, Martina Uggé, Francesca Genova, Alessandro Caputo, Anna Palmisano, Pio Zeppa, Paola Carrera, Francesco Montorsi, Giorgia Colciago, Antonino Giangrasso
article en

Abstract

von Hippel-Lindau (VHL) disease is a rare hereditary cancer syndrome caused by germline pathogenic variants in the VHL gene. The current standard of care primarily involves surgical resection, which is arbitrarily recommended for renal tumours ≥ 3 cm to reduce the risk of metastasis. However, this approach often leads to repeated surgeries and increased patient morbidity. The key unmet clinical need for VHL patients is the ability to predict the most appropriate therapeutic strategy and the optimal timing for surgical intervention on an individualised basis. Here, we describe a methodology designed to create an integrated map of intra- and inter-tumour heterogeneity in VHL-associated clear cell renal cell carcinoma by combining radiomics, histology, RNA sequencing, whole genome sequencing, and patient-derived organoid cultures from multi-regional tumour biopsies. We hypothesise that decoding this heterogeneity through an integrated analysis of imaging, histopathology, and molecular profiling will enhance diagnostic accuracy and enable more informed and personalised therapeutic decisions for VHL patients. RELEVANCE STATEMENT: Due to the current lack of biological or molecular markers assisting clinical decision-making, VHL patients undergo multiple surgical interventions with an incremental risk of complications and morbidity. We expect that our multimodal data study protocol will give tools to guide clinical management. KEY POINTS: Multiregional needle biopsies enable comprehensive analysis even in small ccRCC. Imaging characteristics suggest the presence of intra- and inter-lesion heterogeneity. Tumours are clonally independent and harbour distinct chromosome 3p loss events. Tumours display both intra- and inter-tumour transcriptomics heterogeneity. Patient-derived organoids grow more easily from areas of low tumour density.

European Radiology ExperimentalVol. 9(1)
Vita-Salute San Raffaele University (IT), Comprehensive Cancer Center Vienna (AT), IRCCS Ospedale San Raffaele (IT), Comprehensive Blood & Cancer Center (US), Ospedali Riuniti San Giovanni di Dio e Ruggi d'Aragona (IT), Sylvester Comprehensive Cancer Center (US)
European Commission
Openalex Percentile: Top 58%
Cancer, Hypoxia, and Metabolism
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.