Drug discovery and development is a complex, multi-stage process. It starts with identifying disease targets and screening potential compounds. The most promising leads then undergo rigorous preclinical testing to assess safety and efficacy before moving to human trials.
Clinical trials are the cornerstone of drug development, progressing through three main phases. These trials evaluate safety, efficacy, and optimal dosing in increasingly larger patient populations. Regulatory approval is the final hurdle before a new drug can reach patients.
Drug Discovery
Target Identification and Lead Compound Selection
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Frontiers | Application of Machine Learning for Drug–Target Interaction Prediction View original
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involves identifying specific molecules (proteins, genes, or RNA) involved in disease processes
Utilizes various techniques including genomics, proteomics, and bioinformatics to identify potential targets
tests thousands of compounds against the identified target
Lead compound emerges as the most promising molecule showing desired effects on the target
studies optimize lead compounds for improved potency and safety
techniques modify lead compounds to enhance their drug-like properties (solubility, stability)
Preclinical Studies and Safety Assessment
In vitro studies evaluate compound's mechanism of action and potential toxicity using cell cultures
In vivo studies assess drug effects in animal models to determine efficacy and safety profiles
Pharmacokinetic studies analyze drug absorption, distribution, metabolism, and excretion (ADME)
determine potential adverse effects and safe dosage ranges
Formulation development optimizes drug delivery method (oral tablets, injectables, topical creams)
ensure quality and integrity of preclinical data
Clinical Trials
IND Application and Phase I Trials
application submitted to FDA for clinical trial approval
IND includes preclinical data, manufacturing information, and clinical protocols
assess drug safety and tolerability in healthy volunteers (20-100 participants)
Determine and in humans
Evaluate side effects and establish maximum tolerated dose
Usually conducted in specialized clinical pharmacology units
Typically last several months and have a single-ascending dose design
Phase II and III Clinical Trials
evaluate drug efficacy in patients with target disease (100-300 participants)
Determine optimal dosing regimens and further assess safety profile
Often include randomized, controlled study designs
confirm efficacy and monitor long-term safety (1000-3000 participants)
Compare new drug to current standard treatments or placebos
Evaluate drug in diverse patient populations and multiple clinical sites
Generate data on drug interactions and special populations (elderly, children)
Can last several years and involve complex study designs (double-blind, multi-arm)
Regulatory Approval
NDA Submission and FDA Review Process
compiles all data from drug discovery through clinical trials
Includes comprehensive information on drug chemistry, manufacturing, and controls
Presents detailed analysis of clinical efficacy and safety data
FDA review teams (medical officers, statisticians, pharmacologists) evaluate NDA
Advisory committee meetings may be held to discuss complex or controversial applications
FDA issues Complete Response Letter for applications requiring additional information
FDA Approval and Post-Marketing Surveillance
grants permission to market the drug for specific indications
Labeling negotiations finalize prescribing information and patient medication guides
may be required for drugs with serious safety concerns
(Phase IV) monitors drug safety in real-world use
collect data on unexpected side effects
may be required to address specific safety or efficacy questions
Periodic safety update reports submitted to
FDA can require label changes or market withdrawal based on post-marketing data