guest: systems biology Flashcards
define systems biology
interdisciplinary approach to studying life sciences via integration of complex biological components using mathematical and computational modelling
how tradiitonally study biological systems
- complexity of biological systems constrained how we study.
- use reductionist approach
omics technologies developed
study entire organism in one aspect.
- cost decreased,
- easy to obtain technology
shift from reductionist to integrative or holistic approach
biological data to mathematical representations
- gene -> protein -> reaction relationship
- enzyme catalyse chemical rxn
-reaction linked to matric
= metabolic reconstruction in numbers
from math to computational model
curate draft reconstruction by adding known GPR data from literature
- add physiological data + compute model
-train model on omics data
end product: predictive model of organism’s metabolism
application of genome scale metabolic models
how to engineer bacteria to produce product of interest
- ID gaps to ID new genes
- ID metabolic pathways that are on/off
- analyze how paths are interconnected
- find in silico knowck out pathways
- ID necessary growth substrates, and interspecies interactions
stein lab application
methan -> methanotrophs -> biofuel, bioplastic.
with GEM, figure out how to best metabolically engineer microbes for growth condition, product etc.
why should u care about systms?
rise of big data.
- hub for lots of data
- biotech projected to boom in time