METHOD AND SYSTEM FOR IDENTIFICATION OF KEY DRIVER ORGANISMS FROM MICROBIOME / METAGENOMICS STUDIES

Patent №

US 11,610,649

Granted

2023-03-21

Filed 2017

Owner

TATA CONSULTANCY SERVICES LIMITED

Lab

AI components

3

ml · kr · planning

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

15476527

A system and method for identification of key driver responsible for bringing changes in a microbial population is provided. The method involves construction of microbial association networks with each microbial taxa as nodes and their associations as edges and subsequent identification of crucial ‘driver’ nodes involved in the studied disease progression. While comparing a particular node between two networks, this method takes individual nodes and their associations into account as well as the identity of their interacting partners. A taxon in the diseased state with an altered set of associations while still being increasingly important for the whole network necessarily holds a key significance in microbial interplay. Using this rationale, this methodology computes a score to quantify this change for each node and calculates its statistical significance. Subsequently, ‘driver’ nodes are identified using the score coupled with other network parameters and a critical score for the ‘driver’ nodes is calculated to quantify its importance.

Machine learningKnowledge representationPlanningG16B 25/10C12Q 1/689G06F 5/01G06F 17/18G16B 5/00G16B 25/00G16B 40/00G16H 50/20+3 more

AI classification

Machine learning0.98
Knowledge representation0.74
Planning0.69
AI hardware0.37
Natural language0.01
Vision0.00
Speech0.00
Evolutionary computation0.00

Ownership

TATA CONSULTANCY SERVICES LIMITED

assignment · 418150589

Assignors

MANDE, SHARMILA SHEKHAR, CHANDRAKAR, PRANJAL, BHUSAN, KUNTAL KUMAR

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

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