EdX

Lead Discovery & Optimization for Efficacy, PK, & Safety (edX)

Lead Discovery & Optimization for Efficacy, PK, & Safety (edX)

Understanding the efficacy, potency, pharmacokinetics, and safety of compounds is important, but compounds almost always require improvement in their properties in order to become drugs. The process of improvement is called lead optimization and requires a thorough understanding of how a molecule’s structure affects its function, whether efficacy, PK, or toxicity. Unraveling a compound’s structure-function relationship enables lead optimization and hopefully results in the discovery of a compound that can be advanced into clinical trials.

Class Deals by MOOC List - Click here and see EdX's Active Discounts, Deals, and Promo Codes.

In this course about lead selection and lead optimization, students will learn methods for discovering and optimizing leads with the end goal of advancing a compound into the clinic. The three-week course starts with the processes for finding molecules with promising activity for initiation of a drug program. The second week covers the criteria used to select the best molecules as new leads for the optimization stage. In the final week, students will learn different methods for identifying structural changes that will optimize a lead’s efficacy and PK properties as well as reduce toxicity.
Students in the course should understand pharmacodynamics, drug activity, pharmacokinetics, and preclinical safety. Students should also be comfortable with algebraic expressions, including logarithmic and exponential functions. A fundamental understanding of the structure of organic molecules and their functional groups is also required. The course is designed in modules. Each module opens with a short video on a selected topic. The module continues with a short reading or exercise with an assessment activity. Each module will require approximately 1 hour to complete, and the course includes 15 modules. Two approaches to the course are recommended. One, a student might spend an hour per day on the course and complete all 15 modules in approximately three weeks. Two, a student with additional available time may be able to work through the entire course in just a single week or over an extended weekend.
Students signed up for the Audit Track have access to the instructional video materials. Students enrolled through the Verified Track have access to the instructional videos, the readings and activities, the assessments, as well as selected additional videos related to the primary instructional videos.

What you'll learn

  • general approaches to finding compounds with activity on a drug target
  • methods for confirming target engagement by an active compound
  • techniques for communicating the pharmacophore of a series of active molecules
  • criteria that help priorities biologically active compounds as potential leads
  • types of information that are most often used to guide lead optimization decisions
  • different functional groups that are often used to improve PK properties without affecting on-target activity in a molecule

Syllabus

week 1
actives, hits, leads, and clinical compounds
screening drug space for biological activity
types of screening libraries
hit confirmation and hit validation
drug-target binding

week 2
pharmacophore determination
lead selection
lead optimization
lead-like vs. drug-like
properties, metrics, and parameters

week 3
x-ray crystallography and cocrystals
structural changes for lead optimization
matched pair analysis and single point modifications
isosteres and bioisosteres
purity and in vivo toxicity

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

Related Courses

Measuring Pharmacodynamics: From Ligand Binding to Clinical Outcomes (edX) EdX
Davidson College,DavidsonX

Measuring Pharmacodynamics: From Ligand Binding to Clinical Outcomes (edX)

Drugs are biologically active compounds. Drug discovery and drug development rely on methods for measuring biological activity. The term “activity” is quite general. In practice, a substance’s biological activity can refer to how a substance affects a biological pathway, cell-level responses, safety risks, how long a substance resides within in a system, as well as a substance’s effects in an organism (called pharmacodynamics). The design of methods for measuring activity is a critical aspect of drug discovery. The design of robust and informative methods can accelerate the drug discovery and development process.

Self Paced
Self-Paced
Drug Discovery (Coursera) Coursera
University of California, San Diego

Drug Discovery (Coursera)

The University of California San Diego, Skaggs School of Pharmacy and Pharmaceutical Sciences Drug Discovery course brings you lectures from both faculty and industry experts. With this course, recorded on campus at UCSD, we seek to share our access to top people in the field who bring an unprecedented range of expertise on drug discovery. In this course you will learn the drug discovery process up to the filing of an Initial New Drug Application or IND. Each week you will learn the steps that a pharmaceutical or biotech company goes through to discover a new therapeutic drug.

Aug 10th 2026
3 Weeks
Drugs, drug use, drug policy and health (Coursera) Coursera
University of Geneva

Drugs, drug use, drug policy and health (Coursera)

This MOOC is the first of its kind, since it addresses critical issues related to drugs from a multidisciplinary, health and human rights-based approach. Throughout the course you will cover a range of questions including what are drugs and why they controlled? What are the benefits and harms of taking drugs? How public health policies can address drug use?

Jul 20th 2026
5-12 Weeks
Identifying and Responding to Drug and Alcohol Addiction in Nursing, Midwifery and Allied Healthcare Practice (FutureLearn) FutureLearn
Trinity College Dublin

Identifying and Responding to Drug and Alcohol Addiction in Nursing, Midwifery and Allied Healthcare Practice (FutureLearn)

Discover new approaches to addiction treatment and recovery and build your knowledge and leadership skills to respond effectively. Learn how to identify addiction, manage recovery, and lead change. On this course, you’ll receive an overview of approaches to addiction treatment, from detoxification to harm reduction and addiction recovery.

Self Paced
3 Weeks
Clinical Pharmacokinetics: Dosing and Monitoring (FutureLearn) FutureLearn
Taipei Medical University

Clinical Pharmacokinetics: Dosing and Monitoring (FutureLearn)

Understanding pharmacokinetics, from basic principles to clinical applications. Explore the key principles of pharmacokinetics and how to apply them. On this course you will learn about the principles of clinical pharmacokinetics, including factors that affect the absorption, distribution, metabolism, excretion, and binding of drugs.

Self Paced
5-12 Weeks
Drug Commercialization (Coursera) Coursera
University of California, San Diego

Drug Commercialization (Coursera)

The University of California San Diego, Skaggs School of Pharmacy and Pharmaceutical Sciences Drug Commercialization course brings you lectures from both faculty and industry experts. With this course, recorded on campus at UCSD, we seek to share our access to top people in the field who bring an unprecedented range of expertise on drug commercialization. This course will cover pharmacoeconomic, marketing strategy, intellectual property strategy, portfolio management, managed markets and strategic alliances. It will also have a lecture case study from startup to success.

Jul 20th 2026
4 Weeks
Pre-formulation (Coursera) Coursera
Novartis

Pre-formulation (Coursera)

In this course we will focus on how active compounds are developed into a formulation suitable for dosing in animal studies and early human clinical trials.  Factors such as the route of administration, enhancing the solubility of the drug substance, the crystalline form of the drug substance, drug substance vs. drug product, storage requirements, and how special requirements of the patient population play a role in the design of an ideal formulation will be covered. 

Jul 27th 2026
3 Weeks
History of Medical Cannabis (Coursera) Coursera
University of Colorado Boulder

History of Medical Cannabis (Coursera)

This History of Medical Cannabis course is designed to have you think critically about past, present, and future research on the health effects of cannabis by developing a more nuanced understanding of the barriers to research as well as different approaches to research. You will learn about the history of cannabis cultivation, the legal history of cannabis or "marijuana", and the obstacles that led to the lack of science on its medicinal use.

Jul 27th 2026
4 Weeks
Opioid Epidemic: From Evidence to Impact (Coursera) Coursera
Johns Hopkins University

Opioid Epidemic: From Evidence to Impact (Coursera)

While prescription opioids serve an invaluable role for the treatment of cancer pain and pain at the end of life, their overuse for acute and chronic non-cancer pain as well as the increasing availability of heroin and illicit fentanyl, have contributed to the highest rates of overdose and opioid addiction in U.S. history. Evidence-informed solutions are urgently needed to address these issues and to promote high-quality care for those with pain. This course and the report it is based on are a response to that need. They offer timely information and a path forward for all who are committed to addressing injuries and deaths associated with opioids in the United States.

Jul 27th 2026
4 Weeks
Introduction to Pharmacokinetics: From ADME to PK/PD (edX) EdX
Davidson College,DavidsonX

Introduction to Pharmacokinetics: From ADME to PK/PD (edX)

A critical aspect of a drug involves how a drug is dosed and circulates throughout the body of a patient. These qualities are aspects of a drug’s pharmacokinetics or PK. Pharmacokinetics encompasses how a drug is absorbed and flows through a patient until it is ultimately eliminated. While pharmacokinetics covers drug behavior in a living organism, PK properties can often be predicted through laboratory tests for a compound’s ADME properties. ADME stands for absorption, distribution, metabolism, and excretion. The PK and ADME properties of potential drug are closely monitored throughout the discovery and early development stages of a drug campaign.

Self Paced
Self-Paced