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Lead Discovery & Optimization for Efficacy, PK, & Safety

Erland Stevens

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.

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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's inside

Learning objectives

  • 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
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hit confirmation and hit validation
drug-target binding
pharmacophore determination
lead selection
lead optimization
lead-like vs. drug-like
properties, metrics, and parameters
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
week 2
week 3

Good to know

Know what's good
, what to watch for
, and possible dealbreakers
Teaches general approaches for finding compounds with activity on a drug target
Teaches methods to confirm target engagement by an active compound
Teaches techniques to communicate pharmacophore
Examines criteria that help prioritize biologically active compounds as potential leads
Examines types of information used to guide lead optimization decisions
Examines different functional groups often used to improve PK properties without affecting on-target activity in a molecule

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Activities

Coming soon We're preparing activities for Lead Discovery & Optimization for Efficacy, PK, & Safety. These are activities you can do either before, during, or after a course.

Career center

Learners who complete Lead Discovery & Optimization for Efficacy, PK, & Safety will develop knowledge and skills that may be useful to these careers:
Drug Discovery Scientist
If you are a Drug Discovery Scientist, much of your work surrounds the process of drug discovery and development. This course will be very useful to you in this field. Each module will teach you the processes for finding molecules with promising activity, selecting the best molecules for optimization, and identifying structural changes that will optimize a lead’s efficacy. This course is ideally suited to your career.
Medicinal Chemist
As a Medicinal Chemist, you will be responsible for designing, synthesizing, and testing new drugs. This course will be an excellent fit for you as it will help you understand how to optimize a lead’s efficacy and PK properties as well as reduce toxicity. This course will help you build a solid foundation in lead discovery and optimization.
Pharmacologist
With a unique focus on lead discovery and optimization, this course will be useful to you as a Pharmacologist. As a Pharmacologist, it is your job to study drugs and their effects on living things. In this field, it is critical to understand the efficacy and safety of medications. This course will also introduce you to the complexities of pharmacokinetics, the study of drug activity. Understanding how the body processes drugs is critical to pharmacology research.
Pharmaceutical Scientist
While designed for those pursuing a career in drug development, this course will be helpful to you as a Pharmaceutical Scientist. Pharmaceutical scientists are responsible for the research, development, and production of pharmaceuticals. This course will provide you with techniques for communicating the pharmacophore of a series of active molecules, criteria that help prioritize biologically active compounds as potential leads, and different functional groups that are often used to improve PK properties. By understanding these concepts, you will be better prepared to make informed decisions about drug development.
Toxicologist
As a toxicologist, your job is to assess the safety of chemicals and other substances. A major aspect of toxicology is understanding the potential toxicity of new drugs. This course will be useful to you as it will help you understand the preclinical safety of drug candidates. By understanding how to identify structural changes that will reduce toxicity, you will be better prepared to evaluate the safety of new drugs.
Health Scientist
As a Health Scientist, your work is focused on improving the health of individuals and communities. This course may be useful to you, especially if you are interested in drug development or research. By understanding the process of lead discovery and optimization, you will be better prepared to evaluate the safety and efficacy of new drugs.
Clinical Research Associate
As a Clinical Research Associate, it is your role to manage clinical trials. This course may be useful to you as it will help you build a foundation in the drug development process. By understanding how drugs are discovered, optimized, and tested, you will be better prepared to manage clinical trials.
Biostatistician
As a Biostatistician, your work involves the application of statistics to biological data. This course may be useful to you as it will help you build a foundation in drug development. By understanding how drugs are discovered, optimized, and tested, you will be better prepared to analyze clinical trial data.
Science Writer
Science Writers are responsible for communicating complex scientific information to a variety of audiences. This course may be useful to you as it will help you build a solid foundation in drug development. By understanding how drugs are discovered, optimized, and tested, you will be better prepared to write about these topics in a clear and concise way.
Sales Representative
As a Sales Representative in the pharmaceutical industry, you are responsible for selling drugs and medical devices to healthcare professionals. This course may be useful to you as it will give you a deeper understanding of the drug development process. By understanding how drugs are discovered, optimized, and tested, you will be better able to answer questions from healthcare professionals and promote your products effectively.
Medical Writer
As a Medical Writer, your job is to create high-quality medical content. This course may be useful to you as it will help you build a solid foundation in drug development. By understanding how drugs are discovered, optimized, and tested, you will be better prepared to write about these topics for a variety of audiences.
Regulatory Affairs Specialist
As a Regulatory Affairs Specialist, your job is to ensure that drugs and medical devices meet regulatory requirements. This course may be useful to you as it will help you build a foundation in the drug development process. By understanding how drugs are discovered, optimized, and tested, you will be better prepared to review and approve regulatory submissions.
Quality Assurance Auditor
As a Quality Assurance Auditor, your job is to ensure that drugs and medical devices are manufactured in accordance with good manufacturing practices. This course may be useful to you as it will help you build a foundation in the drug development process. By understanding how drugs are discovered, optimized, and tested, you will be better prepared to conduct quality audits.
Manufacturing Scientist
As a Manufacturing Scientist, you are responsible for the development and scale-up of manufacturing processes for drugs and medical devices. This course may be useful to you as it will help you build a foundation in the drug development process. By understanding how drugs are discovered, optimized, and tested, you will be better prepared to design and optimize manufacturing processes.
Clinical Data Manager
As a Clinical Data Manager, your job is to manage clinical trial data. This course may be useful to you as it will help you build a foundation in the drug development process. By understanding how drugs are discovered, optimized, and tested, you will be better prepared to manage clinical trial data.

Reading list

We've selected 13 books that we think will supplement your learning. Use these to develop background knowledge, enrich your coursework, and gain a deeper understanding of the topics covered in Lead Discovery & Optimization for Efficacy, PK, & Safety.
Provides a comprehensive overview of the lead generation and optimization process, including target identification and validation, hit identification, lead optimization, and preclinical development. It valuable resource for students and researchers in the field of drug discovery.
Provides a comprehensive overview of medicinal chemistry. It includes basic principles, drug discovery, and development. Suitable for beginners or those seeking a refresher.
This textbook provides a molecular and biochemical approach to medicinal chemistry, including drug targets, design, and development.
Provides a comprehensive overview of the principles of medicinal chemistry, including drug design, synthesis, and metabolism. It valuable resource for students and researchers in the field of drug discovery.
Provides a comprehensive overview of the drug discovery and development process, including target identification and validation, lead generation, lead optimization, preclinical development, and clinical trials. It valuable resource for students and researchers in the field of drug discovery.
Provides a comprehensive overview of the principles of molecular biology, including the structure and function of DNA, RNA, and proteins. It useful reference for students and researchers in the field of drug discovery.
Provides a comprehensive overview of the principles of organic chemistry, including the structure and reactivity of organic molecules. It useful reference for students and researchers in the field of drug discovery.
Provides a comprehensive overview of the principles of analytical chemistry, including the qualitative and quantitative analysis of chemical substances. It useful reference for students and researchers in the field of drug discovery.
Provides a comprehensive overview of the principles of physical chemistry, including the laws of thermodynamics, quantum mechanics, and spectroscopy. It useful reference for students and researchers in the field of drug discovery.
Provides a comprehensive overview of the principles of biochemistry, including the structure and function of proteins, nucleic acids, and lipids. It useful reference for students and researchers in the field of drug discovery.

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