Class Central is learner-supported. When you buy through links on our site, we may earn an affiliate commission.

Santa Fe Institute

Connecting Molecular Details to Macroscopic Behaviors with Thermodynamics and Information Theory

Santa Fe Institute via YouTube

Overview

Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only!
Explore a lecture on connecting molecular details to macroscopic behaviors using thermodynamics and information theory. Delve into Benjamin Machta's research on E. coli chemotaxis, examining how limited information rates affect gradient climbing abilities. Discover the information efficiency of E. coli's chemotaxis system and learn about ongoing work on the energetic costs of information transmission in biological systems. Investigate different strategies cells use for sending information, including ion channels and second messenger molecules, and understand the cost per bit for these methods. Gain insights into the relationship between energy consumption and information processing in biological systems, and how this knowledge can be applied to reverse-engineering approaches in biology.

Syllabus

Introduction
Molecular details
Reverse engineering
Two projects
Sensory motor control
Image compression
Overview
Running tumble navigation
Mutual information
Behavioral parameters
Information rate
Signal statistics
Information limited
Shallow gradient
Efficiency
Conclusion
Fundamental cost
Physical mechanisms
Electrical signaling

Taught by

Santa Fe Institute

Reviews

Start your review of Connecting Molecular Details to Macroscopic Behaviors with Thermodynamics and Information Theory

Never Stop Learning.

Get personalized course recommendations, track subjects and courses with reminders, and more.

Someone learning on their laptop while sitting on the floor.