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The Future of AI in Drug
Discovery
Artificial intelligence has been making breakthroughs in various fields, and
drug discovery is no exception! Here's how...
by Raj K. Prasad
AI's Role in Drug Discovery
1
Data Mining
AI algorithms are used to wade
through vast amounts of data from
various sources like clinical trials,
scientific research papers, trial and
error records to identify potential drug
candidates.
2
Drug Design
AI is helping scientists design new
drugs with specific characteristics
within the shortest possible time
through computer simulations and
virtual screening.
3
Drug Repositioning
AI can identify new ways of using
existing drugs for new indications,
shortening the process from
development to approval.
AI and Clinical Trials
Patient Selection
AI can take care of selecting patients that meet specific
criteria for clinical trials and predict the probability of these
candidates developing side effects.
Drug Safety and Efficacy
AI can help monitor adverse effects through large-scale data
analysis and can predict the drug's efficacy, saving time and
resources.
AI and Genomics
Genomic Data Analysis
AI can analyze genome data at a much
faster pace, identify disease biomarkers,
and predict potential drug targets to
develop precision medicines.
Automated Lab Work
AI-powered robotic systems are doing
lab work, increasing throughput, and
reducing errors.
Virtual Reality
Researchers can experiment with various
drug compounds in a virtual environment,
gaining insights that would be difficult to
derive from traditional experiments.
AI and Personalized Medicine
1 Predictive Analytics
AI can analyze a patient's medical history, genetic data, and drug interactions to suggest personalized medication.
2 Targeted Therapies
AI can analyze a patient's genomic information to develop drugs targeting specific mutations that drive the disease,
reducing side effects and toxicity.
3 Improved Outcomes
By accurately diagnosing patients and identifying potential side effects, AI is improving patient outcomes and reducing
healthcare costs.
AI and Drug Repurposing
1 Cost-Effective
Drug repurposing through AI
is faster and less expensive
than traditional drug
development methods.
2 Treating Rare
Diseases
Drug repurposing can help
treat rare diseases for which
no current drugs are
available, reducing the time
for approvals.
3 Faster Regulatory Pathways
Since repurposed drugs have already undergone safety testing,
regulatory agencies may approve them for new indications more
quickly.
AI and Ethics
Privacy Concerns
AI needs access to sensitive medical
data, which can put patient privacy at
risk.
Lack of Regulation
There is a lack of regulation in AI's use
in drug discovery, leading to ethical
concerns around the consequences of
any resulting medication.
Exclusion of
Marginalized
Communities
AI relies on historical data often
excluding marginalized communities,
resulting in the development of
medicines that are inherently biased.
The Future of AI in Drug Discovery
Humans AI
Pace of discovery Months to years Days to weeks
Cost High Low to Medium
Accuracy Human error-prone Minimal error

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The-Future-of-AI-in-Drug-Discovery.pptx

  • 1. The Future of AI in Drug Discovery Artificial intelligence has been making breakthroughs in various fields, and drug discovery is no exception! Here's how... by Raj K. Prasad
  • 2. AI's Role in Drug Discovery 1 Data Mining AI algorithms are used to wade through vast amounts of data from various sources like clinical trials, scientific research papers, trial and error records to identify potential drug candidates. 2 Drug Design AI is helping scientists design new drugs with specific characteristics within the shortest possible time through computer simulations and virtual screening. 3 Drug Repositioning AI can identify new ways of using existing drugs for new indications, shortening the process from development to approval.
  • 3. AI and Clinical Trials Patient Selection AI can take care of selecting patients that meet specific criteria for clinical trials and predict the probability of these candidates developing side effects. Drug Safety and Efficacy AI can help monitor adverse effects through large-scale data analysis and can predict the drug's efficacy, saving time and resources.
  • 4. AI and Genomics Genomic Data Analysis AI can analyze genome data at a much faster pace, identify disease biomarkers, and predict potential drug targets to develop precision medicines. Automated Lab Work AI-powered robotic systems are doing lab work, increasing throughput, and reducing errors. Virtual Reality Researchers can experiment with various drug compounds in a virtual environment, gaining insights that would be difficult to derive from traditional experiments.
  • 5. AI and Personalized Medicine 1 Predictive Analytics AI can analyze a patient's medical history, genetic data, and drug interactions to suggest personalized medication. 2 Targeted Therapies AI can analyze a patient's genomic information to develop drugs targeting specific mutations that drive the disease, reducing side effects and toxicity. 3 Improved Outcomes By accurately diagnosing patients and identifying potential side effects, AI is improving patient outcomes and reducing healthcare costs.
  • 6. AI and Drug Repurposing 1 Cost-Effective Drug repurposing through AI is faster and less expensive than traditional drug development methods. 2 Treating Rare Diseases Drug repurposing can help treat rare diseases for which no current drugs are available, reducing the time for approvals. 3 Faster Regulatory Pathways Since repurposed drugs have already undergone safety testing, regulatory agencies may approve them for new indications more quickly.
  • 7. AI and Ethics Privacy Concerns AI needs access to sensitive medical data, which can put patient privacy at risk. Lack of Regulation There is a lack of regulation in AI's use in drug discovery, leading to ethical concerns around the consequences of any resulting medication. Exclusion of Marginalized Communities AI relies on historical data often excluding marginalized communities, resulting in the development of medicines that are inherently biased.
  • 8. The Future of AI in Drug Discovery Humans AI Pace of discovery Months to years Days to weeks Cost High Low to Medium Accuracy Human error-prone Minimal error