USE OF MULTIVARIATE ANALYSIS TO ASSESS TREATMENT APPROACHES

Patent №

US 11,699,530

Granted

2023-07-11

Filed 2021

Owner

RENSSELAER POLYTECHNIC INSTITUTE

Lab

AI components

1

ml

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

17413354

Fisher discriminant analysis is performed on data sets of typically developing (TD) individuals and data sets of autism spectrum disorder (ASD) individuals to produce a model that classifies TD individuals from ASD individuals. The ASD data sets include pre-treatment folate-dependent one-carbon metabolism (FOCM) and transsulfuration (TS) pathway metabolic profile data and post-treatment folate-dependent one-carbon metabolism (FOCM) and transsulfuration (TS) pathway metabolic profile data for patients receiving one or more ASD treatments. Changes in adaptive behavior are predicted by utilizing regression of changes in adaptive behavior and changes in biochemical measurements observed in the data sets. Thus, the system can be used to predict the effectiveness of a given course of treatment for an ASD patient based on measured metabolite data of that patient, or to predict the overall effectiveness of a clinical trial based on metabolite data for the trial participants.

Machine learningG16H 50/30G06F 18/2132G06F 18/2415G16H 10/60G16H 50/20G06F 18/21324

AI classification

Machine learning0.93
AI hardware0.20
Planning0.06
Knowledge representation0.06
Vision0.01
Natural language0.01
Evolutionary computation0.00
Speech0.00

Ownership

RENSSELAER POLYTECHNIC INSTITUTE

assignment · 574590901

Assignors

HAHN, JUERGEN, VARGASON, TROY, KRUGER, UWE

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

© 2026 NYSGPT2525 LLC