University:
Boston University
Course:
SAR HP 151 | Introduction to Health Professions
Academic year:

2024
Views:

153

Pages:

10
Author:

peggyng113093sh

SIMON says: The Power of AI to Transform Human Immunology Biological processes are COMPLEX We need a DIFFERENT PERSPECTIVE It is time for INTELLIGENT IMMUNOLOGY AI to the rescue If we can teach computers to … PLAY DRAW Can we teach them IMMUNOLOGY ? Sequential Iterative Modelling Over Night Predicting immune responses SIMON Why don’t vaccines work for some people? Fundamental immunology discovery Identification of novel immune subsets Tomic et al, JI, 2019; Tomic Sci Data 2019; O’Connor et al, Mol Syst Biol, 2020; Stockdale et al, Frontiers Ana Sci, 2022 Predicting duration of protection Why are some people protected for longer time? Tool for pattern recognition & knowledge extraction Tomic et al, Patterns, 2021 Predicting COVID-19 disease severity Why people develop more severe disease? Join open-source community supporting SIMON! Tomic et al, SIMON: open-source knowledge discovery platform. Patterns, 2021 From AI to MI (Microbial Intelligence) Boston University Slideshow Title Goes Here Can we understand, predict and design microbial communities? ML can help map interactions and design environments that lead to a given community composition (in silico) Boston University Slideshow Title Goes Here Dynamic metabolic modeling + Reinforcement learning  Microbiome Design Boston University Slideshow Title Goes Here Opportunities Hybrid Mechanistic + AI predictive approaches Boston University Slideshow Title Goes Here 1 2 3 + From genomics to phenomics Can microbiome engineering mitigate climate change?