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Updated: Jul 11, 2025

Detecting Somatic Genetic Alterations in Tumor Specimens by Exon Capture and Massively Parallel Sequencing
Published on: October 18, 2013
Mining cancer genomes for change-of-metabolic-function mutations
Kevin J Tu1,2,3, Bill H Diplas4, Joshua A Regal1
1Department of Radiation Oncology, Duke University, Durham, NC, 27710, USA.
Abstract:
Enzymes with novel functions are needed to enable new organic synthesis techniques. Drawing inspiration from gain-of-function cancer mutations that functionally alter proteins and affect cellular metabolism, we developed METIS (Mutated Enzymes from Tumors In silico Screen). METIS identifies metabolism-altering cancer mutations using mutation recurrence rates and protein structure. We used METIS to screen 298,517 cancer mutations and identify 48 candidate mutations, including those previously identified to alter enzymatic function. Unbiased metabolomic profiling of cells exogenously expressing a candidate mutant (OGDHLp.A400T) supports an altered phenotype that boosts in vitro production of xanthosine, a pharmacologically useful chemical that is currently produced using unsustainable, water-intensive methods. We then applied METIS to 49 million cancer mutations, yielding a refined set of candidates that may impart novel enzymatic functions or contribute to tumor progression. Thus, METIS can be used to identify and catalog potentially-useful cancer mutations for green chemistry and therapeutic applications.
Insights
Researchers developed METIS (Mutated Enzymes from Tumors In silico Screen) to find novel enzymes from cancer mutations. This tool aids in discovering new enzymes for green chemistry and potential therapeutic applications.
Area of Science:
- Biochemistry
- Computational Biology
- Medicinal Chemistry
Background:
- Novel enzymes are crucial for advancing organic synthesis techniques.
- Cancer mutations can alter protein function and cellular metabolism, offering a source of new enzymatic capabilities.
- Current methods for producing valuable chemicals like xanthosine are often unsustainable.
Purpose of the Study:
- To develop a computational tool, METIS (Mutated Enzymes from Tumors In silico Screen), for identifying metabolism-altering cancer mutations.
- To discover novel enzymes with potential applications in green chemistry and therapeutics.
- To catalog potentially useful cancer mutations for broader scientific use.
Main Methods:
- Developed METIS, a computational screen utilizing mutation recurrence rates and protein structure to identify functional alterations.
- Screened 298,517 cancer mutations to identify 48 candidate mutations.
- Performed unbiased metabolomic profiling of cells expressing a candidate mutant (OGDHLp.A400T).
- Expanded the METIS screen to 49 million cancer mutations for a refined candidate list.
Main Results:
- Identified 48 candidate cancer mutations with potential to alter enzymatic function.
- Demonstrated that the OGDHLp.A400T mutant enhances in vitro production of xanthosine.
- Validated METIS's capability to identify functionally significant mutations from large cancer genomic datasets.
Conclusions:
- METIS is an effective tool for discovering novel enzymes from cancer mutations.
- Identified mutations can be leveraged for sustainable chemical production (green chemistry) and therapeutic development.
- The METIS approach provides a valuable resource for both biotechnological innovation and cancer research.
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