SEARCHING SYSTEM FOR BIOSIGNATURE EXTRACTION AND BIOMARKER DISCOVERY

Patent №

US 11,612,322

Granted

2023-03-28

Filed 2020

Owner

BRIGHAM AND WOMEN'S HOSPITAL, INC., THE

Lab

AI components

4

ml · vision · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16753020

An automated system and method is provided for biotype extraction and biomarker discovery from task-based fMRI imaging data. The system and method may include automatically mapping a localizome, such as a task-condition/contrast/population-specific brain functional localizome, based on fMRI data and automatically selecting and sorting brain regions or brain nodes to produce a subset of functional brain regions or brain nodes. A report may then be generated indicating that the subject has a particular brain circuit pattern of activity and connectivity associated with one or more symptoms of the given mental disorder, treatments, or associated with normal brain functions, based upon the extracted biosignatures by searching for the optimal multivariate classifier with least dimensionality in the brain functional localizome. These biosignatures and biomarkers that reveal hidden, implicit, and latent brain circuit patterns provoked by fMRI tasks, can also provide for the development of non-invasive diagnostics and targeted therapeutics in neuropsychiatric diseases.

Machine learningVisionPlanningAI hardwareA61B 5/0042A61B 5/055A61B 5/16A61B 5/4064G01R 33/4806G01R 33/5608G06T 7/0012G16H 15/00+11 more

AI classification

Machine learning1.00
Vision1.00
AI hardware1.00
Planning0.97
Natural language0.03
Knowledge representation0.00
Evolutionary computation0.00
Speech0.00

Ownership

BRIGHAM AND WOMEN'S HOSPITAL, INC., THE

assignment · 523270630

Assignors

STERN, EMILY, PAN, HONG, SILBERSWEIG, DAVID

On an employer assignment, the assignors are typically the inventors.

From the same owner

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