Evidence map›Paper›PMID 42620681›Full record

ArticleFrontiers in oncology2026

Serum metabolomics modelling reveals stage-associated purine and endocannabinoid metabolic signatures in colorectal cancer progression.

Jakub Klekowski, Paulina Fortuna, Mariusz Chabowski, Łukasz Lewandowski, Wioleta Szewczak, Karolina Mosna, Gabriela Maciejewska, Marek Zawadzki, Małgorzata Krzystek-Korpacka, Mariusz Fleszar

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Article in Frontiers in oncology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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4 · The record

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5 · Who and what money

Authors and funding

10 authors.

Jakub KlekowskiDepartment of Surgery, 4th Military Clinical Hospital, Wroclaw, Poland.
Paulina FortunaOmics Research Center, Wroclaw Medical University, Wroclaw, Poland.
Mariusz ChabowskiDepartment of Surgery, 4th Military Clinical Hospital, Wroclaw, Poland.
Łukasz LewandowskiDepartment of Biochemistry and Immunochemistry, Wroclaw Medical University, Wroclaw, Poland.
Wioleta SzewczakOmics Research Center, Wroclaw Medical University, Wroclaw, Poland.
Karolina MosnaOmics Research Center, Wroclaw Medical University, Wroclaw, Poland.
Gabriela MaciejewskaOmics Research Center, Wroclaw Medical University, Wroclaw, Poland.
Marek ZawadzkiDepartment of Clinical Surgical Sciences, Faculty of Medicine, Wroclaw University of Science and Technology, Wroclaw, Poland.
Małgorzata Krzystek-KorpackaDepartment of Biochemistry and Immunochemistry, Wroclaw Medical University, Wroclaw, Poland.
Mariusz FleszarOmics Research Center, Wroclaw Medical University, Wroclaw, Poland.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Colorectal cancer (CRC) remains one of the major challenges in contemporary oncology. Despite advances in imaging diagnostics and histopathological assessment, we still lack tools for the early detection of micrometastases and molecular alterations. The purinergic and endocannabinoid systems play an important role in CRC pathogenesis, yet their mutual interactions are not fully understood. Methods: The study involved serum samples from 117 patients undergoing CRC surgical treatment. We performed targeted serum metabolomic profiling of purine metabolites and endocannabinoid-related lipids. Advanced statistical modeling (elastic-net regression and stepwise selection) was applied to link metabolite concentrations with TNM stage and pathological features, such as neuroinvasion and vascular infiltration. Results: AMP was the strongest marker positively correlated with higher TNM stage. On the other hand, 2-AG level showed consistent negative correlation with neuroinvasion and lymphatic nodes metastasis. Xanthine level and N stage correlation was also observed. Conclusions: The results allow us to propose a model in which AMP and 2-AG constitute opposing poles of the metabolic profile in CRC patients An increase in serum AMP was associated with more advanced CRC stage, whereas lower 2-AG levels were associated with invasive features, particularly neuroinvasion. This suggests that altered purine/nucleotide metabolism may be associated with reduced endocannabinoid tone in advanced CRC. However, the proposed interaction between purinergic signalling, COX-2 activity and 2-AG metabolism should be interpreted as a hypothesis-generating model requiring direct tissue-level validation. These findings support further investigation of purine-endocannabinoid crosstalk as a potential biologically relevant pathway in CRC progression, but therapeutic implications require direct tissue-level and functional validation.

Indexed as

colorectal cancerendocannabinoid systempurine metabolismserum metabolomicstumor progression

Identifiers

PMID42620681
PMCPMC13485730

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