Tumour sampling conditions perturb the metabolic landscape of clear cell renal cell carcinoma

C Cissy Yong C Christina Schmidt (Forschungszentrum Jülich GmbH, Helmholtz-Institute Münster (IMD-4), Corrensstraße 46, 48149 Münster, Germany) M Ming Yang A Alexander von Kriegsheim A Anne Y. Warren (Department of Pathology, Cambridge University Hospitals National Health Service Foundation Trust) S Shubha Anand J James N. Armitage A Antony C. P. Riddick T Thomas J. Mitchell V Vishal Patil K Kourosh Saeb-Parsy S Sakari Vanharanta G Grant D. Stewart C Christian Frezza

Abstract

Abstract Human isotopic tracer studies are key for in vivo studies of cancer metabolism. Yet, the effects of sampling conditions on the tissue metabolome remain understudied. Here, we perform a 13 C-glucose study coupled with metabolomic, transcriptomic, and proteomic profiling in patients with clear cell renal cell carcinoma (ccRCC) to assess the impact of ischaemia on tissues sampled intraoperatively and post-surgical resection, where tissues are exposed to varying degrees of warm ischaemia. Although several metabolic features were preserved, including suppressed TCA cycle activity, ischaemia masked other metabolic phenotypes of ccRCC, such as suppressed gluconeogenesis. Notably, normal kidneys were more metabolically susceptible to ischaemia than the ccRCC tumours. Despite their overall stability, ischaemia caused subtle changes in the proteome and transcriptome. Using orthotopic ccRCC-derived xenografts, we evidenced that prolonged ischaemia disrupted the tissue metabolome stability. Overall, minimising tissue ischaemia is pivotal in accurately profiling cancer metabolism in patient studies.

Article Details

Volume / Issue Vol. 16, Issue 1
Published November 10, 2025
ISSN 2041-1723
Publisher Nature Portfolio

Journal Info

Nature Communications

Nature Portfolio

ISSN: 2041-1723 Open Access Life Sciences

Authors (14)

C

Cissy Yong

C

Christina Schmidt

Forschungszentrum Jülich GmbH, Helmholtz-Institute Münster (IMD-4), Corrensstraße 46, 48149 Münster, Germany

M

Ming Yang

A

Alexander von Kriegsheim

A

Anne Y. Warren

Department of Pathology, Cambridge University Hospitals National Health Service Foundation Trust

S

Shubha Anand

J

James N. Armitage

A

Antony C. P. Riddick

T

Thomas J. Mitchell

V

Vishal Patil

K

Kourosh Saeb-Parsy

S

Sakari Vanharanta

G

Grant D. Stewart

C

Christian Frezza