494: "Genomics and AI"
Interesting Things with JC #494: "Genomics and AI" - An exciting development in genomics has been the use of artificial intelligence (AI) to analyze and interpret large amounts of genomic data.
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The use of AI in predicting the likelihood of disease based on genomic data:
"Prediction of breast cancer risk using genomic data and machine learning." (Gao, Chen, & El Naqa, 2019). doi: 10.1186/s12920-019-0577-y
"Predicting disease risk from genomic data using machine learning." (Grundy et al., 2018). doi: 10.1186/s12916-018-1113-x
The use of AI in identifying potential therapeutic targets for diseases caused by genetic mutations:
"Predicting the functional impact of genetic variants using machine learning." (Ciriello et al., 2018). doi: 10.1038/s41588-018-0098-9
"Identifying disease-associated genetic variants using machine learning." (Breda et al., 2018). doi: 10.1093/bioinformatics/bty973
The use of AI in designing and optimizing new drugs and therapies:
"Using machine learning to optimize drug design." (Simeonidis et al., 2017). doi: 10.1016/j.drudis.2017.07.005
"Designing new drugs with machine learning." (Mamoshina et al., 2016). doi: 10.1016/j.drudis.2016.09.003
The use of AI in identifying new therapies for cancer:
"Identifying new cancer therapies with machine learning." (Gupta et al., 2018). doi: 10.1186/s13059-018-1520-8
"Using machine learning to identify new therapies for cancer." (Mamoshina et al., 2016). doi: 10.1016/j.drudis.2016.09.003