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Published on: August 15, 2019
Correlations Between Phenotypes and Biological Process Ontologies in Monogenic Human Diseases
Chenfang Zhang1, Georgi Z Genchev1,2,3, Dennis Bergau4
1Department of Bioinformatics and Biostatistics, SJTU-Yale Joint Center for Biostatistics and Data Science, College of Life Science and Biotechnology, Shanghai Jiao Tong University, Shanghai, China.
This study links biological processes from genomic data to human disease phenotypes, uncovering thousands of significant associations. Novel genotype-phenotype relationships were identified, aiding disease diagnosis and treatment strategies.
Area of Science:
- Genomics
- Human Genetics
- Bioinformatics
Background:
- Understanding genotype-phenotype relationships is crucial for disease diagnosis and developing targeted therapies.
- Existing research focuses on direct genotype-phenotype correlations.
- Expanding this paradigm involves integrating biological processes into the analysis.
Purpose of the Study:
- To investigate the correlation between biological processes, represented by genomic information, and phenotypes in human diseases.
- To identify novel genotype-phenotype associations and biological process links.
- To explore the utility of these correlations in guiding disease diagnosis and treatment.
Main Methods:
- Focused on monogenic diseases.
- Utilized data from Online Mendelian Inheritance in Man (OMIM), Gene Ontology (GO), and Human Phenotype Ontology (HPO).
- Linked biological process and phenotype information using these comprehensive resources.
Main Results:
- Uncovered 4661 statistically significant associations between biological processes and phenotypes.
- Identified novel correlations, including unique phenotype-genotype pairs related to cardiovascular diseases and hypertelorism.
- Suggested that variations in phenotype-genotype associations may explain phenotypic divergence.
Conclusions:
- Correlating genotype, phenotype, and biological processes offers potential for improved disease diagnosis and treatment.
- Further investigation and refined gene ontology descriptions are necessary to fully elucidate underlying mechanisms.
- The study highlights the importance of biological processes in understanding genotype-phenotype relationships.
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