Multimodal machine learning based clinical predictor
Assignee
Roche Molecular Systems, Inc.
Inventors
Antoaneta Petkova Vladimirova, Yogesh P. Pandit, Vishakha Sharma, Tod M. Klingler, Hari Singhal
Abstract
Methods and systems for performing a clinical prediction are provided. In one example, the method comprises: receiving first molecular data of a patient, the first molecular data including at least gene expressions of the patient; receiving first biopsy image data of the patient; processing, using a machine learning model, the first molecular data and the first biopsy image data to perform a clinical prediction of the patient's response to a treatment, wherein the machine learning model is generated or updated based on second molecular data including at least gene expressions and second biopsy image data of a plurality of patients; and generating an output of the clinical prediction.
CPC Classifications
Filing Date
2022-08-16
Application No.
17819968
Claims
20