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

**Authors:** Cissy Yong, Christina Schmidt, Ming Yang, Alexander Von Kriegsheim, Anne Y. Warren, Shubha Anand, James N. Armitage, Antony C. P. Riddick, Thomas J. Mitchell, Vishal Patil, Kourosh Saeb-Parsy, Sakari Vanharanta, Grant D. Stewart, Christian Frezza

PMC · DOI: 10.1038/s41467-025-65676-1 · Nature Communications · 2025-11-10

## TL;DR

This study shows that how tissues are sampled affects the metabolic profiles of kidney cancer, with ischaemia masking important features like suppressed gluconeogenesis.

## Contribution

The study reveals that ischaemia during tissue sampling alters cancer metabolism profiles, impacting the accuracy of metabolic studies in clear cell renal cell carcinoma.

## Key findings

- Ischaemia masks metabolic phenotypes like suppressed gluconeogenesis in ccRCC.
- Normal kidneys are more metabolically susceptible to ischaemia than ccRCC tumours.
- Prolonged ischaemia disrupts tissue metabolome stability in ccRCC xenografts.

## 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 13C-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.

Yong et al. highlight how sampling conditions affect metabolic profile in renal cancer, showing that prolonged ischemic exposure disrupts tissue metabolome stability and masks important phenotypes, such as suppressed gluconeogenesis.

## Linked entities

- **Diseases:** clear cell renal cell carcinoma (MONDO:0005005), ccRCC (MONDO:0007763)

## Full-text entities

- **Diseases:** Tumour (MESH:D009369), ischaemia (MESH:D007511), ccRCC (MESH:D002292)
- **Chemicals:** 13C-glucose (-), TCA (MESH:D014238)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

4 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12603277/full.md

## References

9 references — full list in the complete paper: https://tomesphere.com/paper/PMC12603277/full.md

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Source: https://tomesphere.com/paper/PMC12603277