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Multimodal machine learning based clinical predictor

Grant US12586685B2 Kind: B2 Mar 24, 2026

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

G16H 50/30 G16H 50/20 G16H 20/30 G16H 15/00 G16H 10/40 G16B 40/00 G16B 20/00 G06V 20/69 G06T 7/0012

Filing Date

2022-08-16

Application No.

17819968

Claims

20