Using differential time-frequency tissue-response spectroscopy to evaluate living body response to a drug

Patent №

US 10,426,348

Granted

2019-10-01

Filed 2013

Owner

PURDUE RESEARCH FOUNDATION

Lab

AI components

3

ml · vision · kr

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

13760827

A phenotypic profiling method for drug/dose physiological response of living bodies utilizes feature recognition to segment the information in time-frequency tissue-response spectrograms to construct N-dimensional feature vectors. The feature vectors are used to generate a correlation matrix among a large number of different stimuli in the form of drugs, doses and conditions. Multi-dimensional scaling is applied to the correlation matrix to form a two-dimensional map of response relationships that retains rank distances from the higher-dimensionality feature matrix. The two-dimensional phenotypic profile space displays compact regions indicative of particular physiological responses, such as regions of enhanced active transport, membrane undulations and blebbing.

Machine learningVisionKnowledge representationA61B 5/0075G03H 1/0443G03H 1/08G03H 2210/62

AI classification

Vision0.81
Knowledge representation0.81
Machine learning0.72
Natural language0.01
AI hardware0.01
Evolutionary computation0.00
Planning0.00
Speech0.00

Ownership

PURDUE RESEARCH FOUNDATION

assignment · 310600189

Assignors

NOLTE, DAVID, TUREK, JOHN J.

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

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