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March 23, 2026Bioinformatics Advances0 citationsOpen Access

Bioinformatic analysis of metastasis-associated metabolic landscape reveals an oncogenic role for the transsulfuration pathway

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JYJiong YanYYYing YangWWWenqi Wang

Key Points

  • This research aims to uncover the metabolic pathways that drive cancer metastasis and their implications for therapy.
  • Integrated datasets and analyzed metabolites across various cancer cell lines.
  • Identified metabolites and metabolic pathways linked to organ-specific metastasis.
  • Validated findings in pancreatic cancer focusing on cystathionine β-synthase (CBS).
  • Explored the effects of methionine deprivation and CBS inhibition on cell migration and invasion.
  • Distinct metabolites associated with organ-specific metastasis were identified.
  • The transsulfuration pathway was enriched in cells with high metastatic potential.
  • CBS and its products were highly expressed in metastatic pancreatic cancer.
  • Both methionine deprivation and CBS inhibition hindered the movement and spread of cancer cells.

Abstract

Abstract Motivation Cancer metastasis is a leading cause of cancer-related deaths, while its underlying mechanisms remain incompletely understood. To colonize distant organs, cancer cells reprogram their metabolism to adapt to diverse environmental challenges. Therefore, elucidating the metabolic pathways that drive cancer metastasis will uncover novel biomarkers and therapeutic targets. Results We integrated published datasets and systematically analyzed metabolites across multiple cancer cell lines. This large-scale bioinformatic analysis revealed distinct metabolites and metabolic pathways associated with organ-specific metastasis, and underscored the crucial role of tissue of origin in shaping the metabolic landscape of metastatic tumors. Notably, the transsulfuration pathway (also known as the cysteine and methionine metabolism) was strongly enriched in cancer cells with high metastatic potential. We validated this finding in pancreatic cancer, where the pathway enzyme cystathionine β-synthase (CBS) and its metabolic products were highly expressed in metastatic cancer cells. Targeting the transsulfuration pathway either by methionine deprivation or pharmacological inhibition of CBS significantly impaired the migration and invasion of metastatic pancreatic cancer cells. Taken together, our study not only provides a global view of the altered metabolic landscape in metastasis but also identifies the transsulfuration pathway as an oncogenic driver and a therapeutic target for pancreatic cancer metastasis. Availability and implementation Related data used in this study can be found in the following link: https://github.com/jkyan08/metastasis-associated-metabolic-landscape

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Cite This Study

Yan et al. (2026) studied this question.

synapsesocial.com/papers/69c0e007fddb9876e79c1843https://doi.org/10.1093/bioadv/vbag084
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