We Solved the Protein Folding Problem… Now What?

StarTalk
00:48:45 Report Issue
Loading transcript... Click for full transcript

Chapters & Sections (73)

0:24 AI Applications in Biology chapter 3
0:24 Training Neural Networks for Protein Structure Prediction
1:04 Introduction to AI in Biology and Medicine
3:10 AI-Generated Treatments for Diseases
3:41 AI Algorithm Development chapter 5
3:41 Telescope Search Engine and Image Processing
4:11 AI's Holistic Process of Image Analysis
4:42 Deep Learning and Neural Networks for Text Extraction
5:13 AI Career and Industry Experience
6:15 Early AI Breakthroughs and Impact on Society
6:46 AI Applications and Origins chapter 4
6:46 Evil Businessman Analogy and AI Applications
7:17 Isomorphic Labs and Biology Complexity
8:19 AI as a Description Language for Biology
9:23 Protein Folding and Molecular Machines
9:53 Protein Structure and Function chapter 4
9:53 Protein Interactions and Shape Fitting
10:24 Folding Dynamics and Complexity
10:57 Dynamism in Cellular Systems
11:29 Understanding Protein Function and Disease
12:30 Dynamism in Protein Folding and Disease chapter 1
12:30 Drug Design and Modulation of Molecular Machines
13:02 Introduction to mRNA vaccines and protein folding chapter 4
13:02 mRNA vaccine development and molecular mechanisms
13:32 Predicting protein folding with deep learning
14:06 Training AlphaFold on existing data and its applications
15:41 Accuracy of AlphaFold and its expansion to other biomolecules
16:43 AI-Powered Drug Discovery chapter 4
16:43 Using AI to Design Proteins and Discover New Drugs
18:14 Targeted Protein Modulation for Disease Treatment
18:45 Rational Drug Design and the Limitations of Traditional Methods
19:46 The Challenge of Searching Through Molecular Space
20:16 State-of-the-Art Methods and Limitations chapter 4
20:16 Randomness in State-of-the-Art Methods
20:46 Limitations of Current Models and Lab Work
21:19 Cost Reduction in Drug Development
22:50 Revolutionizing Business Model and Economics
23:23 Protein Misfolding and Disease chapter 3
23:23 Misfolded Proteins as a Cause of Disease
24:25 Chemical Interactions vs Protein Folding
24:55 Mitigating Misfolding with Chemicals
26:29 Molecular Photographs and Patent Implications chapter 2
26:29 Publishing Research Results and Patent Implications
27:31 Commercial Viability of Rare Genetic Disorders
28:34 Challenges in Clinical Trials and Predictive Models chapter 1
28:34 Rethinking Clinical Trials and Patient Access
29:36 Designing Bespoke Medications chapter 4
29:36 Goal of Zero Side Effects and Personalized Medicine
30:08 Challenges in Designing Specific Drugs
30:38 Protein Folding and Cellular Level Interactions
31:10 Delivery System for Targeted Remedies
32:42 Discussion on Protein-Based Drugs and Cell Permeability chapter 4
32:42 Introduction to Peptides and Protein-Based Drugs
33:45 AI's Impact on Chemistry and Science
34:22 Home-Based DNA Analysis and Pill Creation
35:24 Modeling and Creating Complex Biological Systems
35:56 Understanding Complexity and Measurement Techniques chapter 4
35:56 Pathways, Interactions, and Measurement Limitations
36:26 Measuring Complexity at Different Scales
38:01 Noise and the Limitations of Measurement
38:31 Integrating Measurements for Coarser Predictions
39:33 Aging and Cellular Degeneration chapter 3
39:33 Potential Applications of Aging Research
40:04 Yamanaka Factors and Cellular Reversal
41:36 Genome Modification and Protein Interactions
42:37 Exploring Regeneration of Limbs chapter 3
42:37 Potential Mechanisms for Regeneration
43:41 Reconfiguring Existing Drugs
44:42 AI Applications in Chemistry and Medicine
45:45 Potential Applications of Alphafold and Protein Folding chapter 3
45:45 Enabling Chemists with Alphafold and Structural Proteins
46:46 Unlocking New Science and Technology with Protein Folding
47:18 Responsibility and Guard Rails for Emerging Technologies

Transcript

Loading transcript...