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7th June 2024 (13 Topics)

AI’s Revolutionary Impact on Molecular Biology

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Context

The integration of AI with molecular biology has led to groundbreaking advancements, particularly in the understanding and manipulation of proteins. This has opened up new possibilities for disease treatment and personalized medicine.

AI’s Role in Understanding Proteins:

  • Introduction to the Issue:Proteins, the building blocks of life, have diverse roles in biological functions. Understanding their structure, particularly how they fold, is crucial for medical science. AI has made significant strides in this area, with Google DeepMind’s AlphaFold predicting protein folding with remarkable accuracy.
  • Significance of Protein Folding:Misfolded proteins can lead to diseases like Alzheimer’s, Parkinson’s, and Huntington’s. With over 200 million known proteins, each folding in a unique three-dimensional shape, studying each one was previously impossible. AlphaFold’s ability to predict protein folding could revolutionize our approach to disease treatment.
  • AI’s Impact on Medical Science:The success of AlphaFold is considered a breakthrough on par with mapping the human genome or the discovery of antibiotics. It has the potential to change medical science forever.

AI’s Contribution to Protein Design and Gene Editing:

  • Generative AI in Protein Design:New AI technologies like LLMs and Generative AI are being used to generate blueprints for new proteins. These proteins could revolutionize our ability to combat diseases. For instance, GenAI can create proteins of a unique shape, such as the spike protein of the COVID virus.
  • AI in Gene Editing:AI is also making strides in gene editing. Profluent, a California company, has released a research study where GenAI technologies can build new gene editors to edit human DNA, using the Nobel prize-winning technology called CRISPR.
  • Implications for Personalized Medicine:These advancements provide doctors and scientists with new tools to create medicines and highly personalized treatments, potentially transforming healthcare.

AI’s Future Prospects in Biology and Genetics:

  • DeepMind’s AlphaFold 3:The latest version of AlphaFold goes beyond proteins and delves into biochemical networks that make cells and organisms function. This could have far-reaching implications for our understanding of biology.
  • Success Rates of AI-Discovered Drugs:A BCG study quoted by the Financial Times indicates that drugs discovered by AI have higher early-stage trials success rates, underscoring the potential of AI in drug discovery.
  • Transcending Biology:While AI is often associated with creating stunning videos, travel itineraries, and food recipes, its real benefits to humankind could be deeper and more fundamental, particularly in helping humans transcend our biology.
UPSC Mains Questions:

Q. Analyze the role of AI in personalized medicine and gene editing. What are the potential benefits and ethical considerations associated with these technologies?

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