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The Importance of Biologic Knowledge and Gene Expression Context for Genomic Data Interpretation
1Bioinformatics Research and Development Laboratory, Genomic Sciences and Precision Medicine Center, Medical College of Wisconsin, Milwaukee, WI, United States.
Whole exome sequencing (WES) interpretation is complicated by gene transcripts and tissue expression. Accounting for these factors is crucial for accurately understanding genomic variant effects in disease and biological pathways.
Area of Science:
- Genomics
- Bioinformatics
- Molecular Biology
Background:
- Whole exome sequencing (WES) advances disease definition and clinical care.
- WES often identifies genomic variants with unclear functional impacts.
- Gene transcript diversity and tissue-specific expression complicate WES data interpretation.
Purpose of the Study:
- To quantify the impact of transcript and tissue expression differences on WES data interpretation.
- To assess how these variations affect gene, pathway, disease, and network analyses.
Main Methods:
- Analysis of multiple large, public genomic datasets.
- Quantification of transcript and tissue expression effects on WES interpretation.
- Examination across gene, pathway, disease, and biologic network levels.
Main Results:
- Transcript selection alters protein-coding effects for 54% of pathways and 40% of disease genes.
- Tissue expression differences impact 33% of pathways and 19% of diseases.
- These variations significantly affect interpretation across most pathways and diseases.
Conclusions:
- Accurate WES data interpretation requires integrating transcript selection and tissue-specific gene expression.
- Genomic variant interpretation varies substantially based on transcript and tissue context.
- Inclusion of these factors is essential for high-resolution WES analysis.
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