A drug discovery AI solution from H2O.ai HealthĀ
Powered by NVIDIA GPUs and NVIDIA AIĀ
In a healthy individual, each cell type has its own metabolic program, carrying out specific functions. This organization is disrupted in disease, either as a cause or a result of it, or both, and this disruption is reflected in the patientās gene expression profile.
Due to its high discriminatory ability, gene expression profiling is increasingly used as a biomarker for disease, disease stage, and drug compatibility. However, strongly non-linear relationships and patient-to-patient variations place a barrier to the accuracy with which statistical methods can infer a patientās risk. Machine learning has been proven to be more sensitive and accurate in predicting patient risk from expression biomarker data.
Expression Biomarker AI is a machine learning-powered risk and classificationĀ application. Using gene expression information in samples derived from patient biopsies, the application allows the user to:
The application supports multiple pretrained models, so the same patient can be examined for their risk for multiple diseases or response to alternative pharmaceutical interventions.
Gene Mutation AI is powered by the H2O AI Cloud : Driverless AI AutoML , H2O-3, MLOps, and H2O.ai Wave©, as well as by NVIDIA GPUs.