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Determining the Likelihood of Variant Pathogenicity Using Amino Acid-level Signal-to-Noise Analysis of Genetic Variation
Published on: January 16, 2019
Harmful somatic amino acid substitutions affect key pathways in cancers
Abhishek Niroula1, Mauno Vihinen2
1Department of Experimental Medical Science, Lund University, BMC B13, SE-22184, Lund, Sweden. abhishek.niroula@med.lu.se.
Identifying harmful amino acid substitutions (AASs) in cancer pathways is crucial. This study highlights that focusing on affected pathways, rather than individual genetic variations, offers a more effective strategy for cancer research and targeted therapy development.
Area of Science:
- Genomics
- Cancer Biology
- Bioinformatics
Background:
- Cancer is driven by genetic variations, but distinguishing functional from non-functional alterations is challenging.
- Current cancer genomics often focuses on identifying specific 'cancer genes', overlooking the vast number of non-functional variations.
- Recurrent somatic variations, potential cancer drivers, are found in a small subset of patients.
Purpose of the Study:
- To analyze amino acid substitutions (AASs) across diverse cancer types to identify functional variations.
- To investigate the role of proteins with harmful AASs in cancer-related pathways.
- To compare the efficacy of pathway-based analysis versus gene/variation-based analysis in cancer research.
Main Methods:
- Analyzed 6,861 cancer samples (whole genome/exome sequencing) across 30 cancer types.
- Performed pathway enrichment analysis on proteins with harmful amino acid substitutions (AASs).
- Examined overlaps between cancers based on affected proteins and pathways.
Main Results:
- Only 39.88% of AASs were identified as harmful, even within known cancer genes.
- Proteins with harmful AASs are often central to protein interaction networks.
- Significantly affected pathways were identified in 28 cancer types, demonstrating pathway-level impact despite AAS frequency.
- Pathway analysis revealed greater benefit than focusing on individual genes or variations.
Conclusions:
- Harmful AAS-affected pathways illuminate critical cancer development processes.
- The developed approach filters benign AASs, enabling reliable identification of key cancer pathways.
- Identified pathways offer new avenues for experimental research and targeted cancer therapies.
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