2024 Dinner Short Courses* (In-Person Only)

Short courses at Discovery on Target are designed to be instructional, interactive, and provide in-depth information on a specific topic with opportunities for Q&A throughout. The courses include introductions for those new to the fields and those looking to learn more, as well as explanations on more technical aspects than time allows during our main conference presentations. Instructors are drawn from industry and academics alike, and many are recognized authorities in the fields or have teaching experience.

Short courses will be offered IN-PERSON ONLY.

*Premium Pricing or separate registration required

Monday, September 30, 2024  5:00 - 7:30 pm

SC1: Protein Degraders: A Focus on PROTACs from an ADME-Tox Perspective

Detailed Agenda
This course focuses on proteolysis targeting chimeras (PROTACs) and will cover topics relevant to developing them as therapeutics. Topics to be covered in this part of the course will include looking at what is known about how PROTACs are metabolized in vivo and strategies to deliver them with adequate PK/PD. The unique mechanism of action of PROTACs gives rise to some drug safety issues not seen in small molecules, which will be discussed. Finally, we will explore the possible relevance of circadian rhythm to protein degradation and PROTACs.
Prasoon Chaturvedi, PhD, Vice President & Head, DMPK, C4 Therapeutics, Inc.
John Erve, PhD, President, Jerve Scientific Consulting

Instructors:

Prasoon Chaturvedi, PhD, Vice President & Head, DMPK, C4 Therapeutics, Inc.

John Erve, PhD, President, Jerve Scientific Consulting


Topics to be Covered:

  • Measuring ADME properties in vitro and in vivo and specific challenges
  • Metabolism of PROTACs and influence of linker length on stability
  • Case study of optimizing a PROTAC
  • Safety issues unique to PROTACs
  • Circadian rhythm considerations

Who Should Attend:

Scientists in the field of proteolysis targeting chimeras (PROTACs) and would like to deepen their understanding of these molecules and the physicochemical attributes that may contribute to their success as oral drugs. ADME scientists and medicinal chemists wishing to understand PROTACs from a drug safety and metabolism perspective. Graduate students and academic scientists interested in learning more about this rapidly developing new drug modality.

INSTRUCTOR BIOGRAPHIES:

Prasoon Chaturvedi, PhD, Vice President & Head, DMPK, C4 Therapeutics, Inc.

Prasoon Chaturvedi, Ph.D., currently leads the DMPK efforts in the protein degrader space as Vice President, DMPK, at C4 Therapeutics in Watertown, MA. Over the last two decades, Prasoon has worked with numerous cutting-edge technologies to drive drug development endeavors in multiple therapeutic areas including infectious disease, oncology, hematology, cardiovascular, inflammation, and rare diseases leading to multiple successful IND, CTA, and NDA filings and has made key DMPK contributions for several marketed drugs including NUZYRA and ONPATTRO. Prasoon holds a Ph.D. from IIT, Roorkee (India), and did his postdoctoral training at E.K. Shriver Center of Harvard Medical School, MA.

John Erve, PhD, President, Jerve Scientific Consulting

John Erve is from Chicago and studied Chemistry (BS, MS) at the University of Chicago and earned a PhD in Toxicology at Oregon State University. Following postdoctoral work at Vanderbilt (1995-1999) he joined BD-Biosciences (Woburn, MA) as a Study Director. In 2002, he joined AstraZeneca (Sweden) where he characterized reactive metabolites. In 2004 he joined Wyeth (Collegeville, PA) as a Principal Scientist responsible for metabolite identification. In 2010, John joined Novartis (Cambridge, MA) as a Lab Head in Analytical Sciences. John returned to drug metabolism at Elan Pharmaceuticals (San Francisco, CA) in 2012 and later formed Jerve Scientific Consulting, Inc to help small biotech companies in the Bay area with their drug discovery efforts. John was a certified D.A.B.T. from 2004 to 2019.

SC2: Fragment-Based Drug Design: Advancing Tools and Technologies

Detailed Agenda
This course aims to introduce the fundamentals of Fragment-Based Lead Discovery (FBLD) to attendees. The first section will focus on the concepts of using fragments for hit generation. Special emphasis will be placed on practical pitfalls and the many ways to advance fragments to leads and drugs. The second part of the course will discuss the variety of fragment screening methods and when they are best applied. The composition of fragment libraries will also be discussed in detail. The attendees should come away from this course with a solid understanding of what FBLD is and how to apply it.
Daniel A. Erlanson, PhD, Chief Innovation Officer, Innovation and Discovery, Frontier Medicines Corporation
Ben J. Davis, PhD, Research Fellow, Biology, Vernalis R&D Ltd.

Instructors:

Daniel A. Erlanson, PhD, Chief Innovation Officer, Innovation and Discovery, Frontier Medicines Corporation

Ben J. Davis, PhD, Research Fellow, Biology, Vernalis R&D Ltd.


Topics to be Covered:

  • Pros and cons of fragment-based approaches 
  • What makes a good fragment; properties of a good fragment library 
  • Finding, validating, and characterizing low-affinity ligands 
  • The importance of using orthogonal screening methods
  • What to do with a fragment—growing, linking, and more​

INSTRUCTOR BIOGRAPHIES:

Daniel A. Erlanson, PhD, Chief Innovation Officer, Innovation and Discovery, Frontier Medicines Corporation

Dr. Daniel A. Erlanson is the Chief Innovation Officer for Frontier Medicines, which is using covalent fragments, machine learning, and chemoproteomics to target proteins often thought undruggable. Prior to Frontier he co-founded Carmot Therapeutics, where he contributed to two clinical-stage molecules. Before Carmot, Dr. Erlanson spent a decade developing fragment-based discovery technologies and leading medicinal chemistry projects at Sunesis Pharmaceuticals. Dr. Erlanson was an NIH postdoctoral fellow with James A. Wells at Genentech, earned his PhD in chemistry from Harvard University in the laboratory of Gregory L. Verdine, and his BA in chemistry from Carleton College. He has co-edited two books on fragment-based drug discovery and is an inventor on more than a dozen issued patents and an author of more than forty scientific publications. He also runs a blog devoted to fragment-based drug discovery, Practical Fragments (http://practicalfragments.blogspot.com/).

Ben J. Davis, PhD, Research Fellow, Biology, Vernalis R&D Ltd.

Dr. Ben Davis is a Research Fellow at Vernalis Research, a biotech company based in Cambridge UK which has been at the forefront of fragment-based approaches since 1998. An NMR spectroscopist and biophysicist by training, his current research focus is the development of biophysics and FBLD methods for challenging therapeutic targets and systems. Dr Davis studied for his PhD in protein folding and molecular interactions with Professor Alan Fersht at Cambridge University, and then studied the interactions of small molecules with proteins and RNA. He has over 20 years’ experience in the drug discovery industry. He has contributed to seven books over the last decade and is an author on more than forty scientific publications. He is a frequent speaker at scientific conferences and has been running FBLD training workshops since 2007.

SC3: DNA-Encoded Libraries

Detailed Agenda
This course provides an overview of DNA-Encoded Library (DEL) screening platforms, discusses common selection strategies for identifying novel hits from DEL campaigns and delves into parameters for building a library collection. The instructors will also cover strategic considerations in using DEL selection data to accelerate hit-to-lead steps in drug discovery.
Svetlana Belyanskaya, PhD, Co-Founder, DEL Source; former Vice President, Biology, Anagenex
Ghotas Evindar, PhD, Co-Founder & President, DEL Source; former DEL Platform Senior Manager and Group Leader, GSK

Instructors:

Svetlana Belyanskaya, PhD, Co-Founder, DEL Source; former Vice President, Biology, Anagenex

Ghotas Evindar, PhD, Co-Founder & President, DEL Source; former DEL Platform Senior Manager and Group Leader, GSK


Topics to be Covered:

  • Introduction to DNA-encoded libraries
  • Pros and cons of using DNA-encoded chemical libraries
  • Structure of the DNA coding region and how it has evolved over time
  • Affinity-based selection strategy and how it guides hit-picking
  • Data analysis and the decision-making logic in hit confirmation
  • Introduction to and benefits of one-bead, one-compound (OBOC) DNA-encoded libraries

INSTRUCTOR BIOGRAPHIES:

Svetlana Belyanskaya, PhD, Co-Founder, DEL Source; former Vice President, Biology, Anagenex

Dr. Belyanskaya is an accomplished scientific leader in the field of small molecule drug discovery and an expert in DNA encoded library technology. She has been an instrumental player in the discovery of the first DEL-sourced molecule to progress into clinical trials. For more than 20 years she has been working in the DEL field and has made a significant contribution to the development of this platform at Praecis Pharmaceuticals, GlaxoSmithKline, Anagenex Inc. She is passionate about DEL platform development and constantly publicizing this technology at scientific conferences and seminars. She has multiple publications in the field of DEL technology, has taught short courses on DEL, and works as a consultant for startup companies. Dr. Belyanskaya held senior positions in the leading cross-functional team at GSK and has served as a Vice President of Biology at Anagenex Inc. Currently, she is a co-founder and a member of the executive team at DEL Source Inc. (LinkedIn).

Ghotas Evindar, PhD, Co-Founder & President, DEL Source; former DEL Platform Senior Manager and Group Leader, GSK

Dr. Evindar is co-founder and president of DEL Source Inc and a sought-after drug discovery advisor and consultant throughout the biotech and pharma industry. Born and raised in the Kurdish mountains and educated in Canada, he earned his bachelor’s and master’s degrees from the University of Waterloo, in biochemistry and bio-organic chemistry, respectively, and a PhD degree in organic chemistry from the University of Toronto. He initiated his industrial career as a medicinal chemist at Vertex Pharmaceuticals (Boston) with focus on structure-based drug design. Dr. Evindar led the DNA Encoded Library (DEL) platform discovery group at GSK and was a senior site manager and group leader at GSK Boston for 15 years. Prior to DEL Source, Dr. Evindar was an executive team member and head of drug discovery at both 1859 Inc and Exo Therapeutics. He is an expert in drug discovery and one of the pioneers of DEL platform, working in the original team enabling the platform from its early days at Praecis Pharmaceuticals. Over the last 20 years, Dr. Evindar led a number of medicinal chemistry programs and been involved with advancing a dozen molecules from early discovery to development stage. He has been a tireless advocate of DEL platform, serving as an advisor throughout the industry and as an educational leader through presentations, roundtables, and DEL courses to support DEL implementation and its application in drug discovery. He has authored well over 50 publications and patents in the fields of screening and drug discovery, including seminal articles on DNA-Encoded Library (DEL) technology (LinkedIn).

SC4: Best Practices for Targeting GPCRs, Ion Channels, and Transporters with Monoclonal Antibodies

Detailed Agenda
Complex membrane proteins represent the majority of protein classes addressed by therapeutic drugs. Significant opportunities exist for targeting complex membrane proteins with antibodies, but it has been challenging. This course will examine emerging technologies and strategies for enabling the successful isolation of specific and functional antibodies against GPCRs, ion channels, and transporters, and highlight progress via case studies.
Joseph Rucker, PhD, Vice President, Research and Development, Integral Molecular, Inc.

Instructors:

Joseph Rucker, PhD, Vice President, Research and Development, Integral Molecular, Inc.


Topics to be Covered: ​

  • Overview of different classes of membrane proteins, including structure, mechanism, and their role in disease 
  • Membrane protein biochemistry and antigen preparation strategies 
  • Use of mRNA and DNA for eliciting immune responses against membrane proteins 
  • Antibody discovery and methods to enable isolation of functional antibodies 
  • Review of mechanisms relevant to complex membrane proteins (GPCRs, ion channels, transporters), in vitro assays for measuring the detailed binding and function of antibodies 
  • Review of promising membrane protein targets and antibodies in development


INSTRUCTOR BIOGRAPHIES:

Joseph Rucker, PhD, Vice President, Research and Development, Integral Molecular, Inc.

Joe Rucker is the Vice President of Research & Development, a co-founder of Integral Molecular and an inventor of Integral Molecular’s founding Lipoparticle technology. Since joining the company, he has led the development of new applications for Lipoparticle technology, including its use in generating novel antibodies against membrane proteins. Dr. Rucker earned his PhD from the University of California, Berkeley and completed postdoctoral studies at the University of Pennsylvania.

SC5: Developing Physiologically Relevant 3D Models

Detailed Agenda
With the passing of the FDA Modernization Act 2.0, there is a greater interest in the drug discovery community to develop and use physiologically relevant in vitro models for drug candidate testing and IND filings. This course will help attendees understand what it takes to design and develop relevant 3D organoid/spheroid models through the various stages of assay development, automation compatibility and data analysis. The utility of these models in answering specific biological questions and the importance of developing a robust, scalable 3D model–based assay for preclinical decision-making will also be demonstrated through case studies.
Marc Ferrer, PhD, Director, 3D Tissue Bioprinting Laboratory, Division of Preclinical Innovation, National Center for Advancing Translational Sciences, National Institutes of Health (NIH)
Nathan P. Coussens, PhD, Scientific Director, Molecular Pharmacology Laboratory, Frederick National Laboratory for Cancer Research
Arvind Rao, PhD, Associate Professor, Department of Computational Medicine and Bioinformatics, University of Michigan

Instructors:

Marc Ferrer, PhD, Director, 3D Tissue Bioprinting Laboratory, Division of Preclinical Innovation, National Center for Advancing Translational Sciences, National Institutes of Health (NIH)

Nathan P. Coussens, PhD, Scientific Director, Molecular Pharmacology Laboratory, Frederick National Laboratory for Cancer Research

Arvind Rao, PhD, Associate Professor, Department of Computational Medicine and Bioinformatics, University of Michigan

INSTRUCTOR BIOGRAPHIES:

Marc Ferrer, PhD, Director, 3D Tissue Bioprinting Laboratory, Division of Preclinical Innovation, National Center for Advancing Translational Sciences, National Institutes of Health (NIH)

Marc Ferrer is currently the Director of the 3D Tissue Bioprinting Laboratory at NCATS. He graduated with a BSc degree in Organic Chemistry from the University of Barcelona, Spain, in 1989, and received his Ph.D. degree in Biological Chemistry from the University of Minnesota, in 1994. Dr. Ferrer has 20 years of experience in in vitro pharmacology for drug discovery. In the last three years, he has led the implementation of the NCATS 3D Tissue Bioprinting Laboratory, a multidisciplinary group with the goal of developing 3D organotypic cellular models that faithfully mimic human pathophysiology and using them to implement clinically predictive drug efficacy and safety screens.

Nathan P. Coussens, PhD, Scientific Director, Molecular Pharmacology Laboratory, Frederick National Laboratory for Cancer Research

Nathan P. Coussens, Ph.D., is the director of the Molecular Pharmacology Laboratory at the Frederick National Laboratory for Cancer Research (FNLCR), which is focused on the preclinical development of cancer therapeutics. Previously he was a senior research scientist at the National Center for Advancing Translational Sciences, where he developed biologically and pharmacologically relevant biochemical and cell-based assays to identify and characterize small molecule modulators for a diverse portfolio of projects. Dr. Coussens is a member of the FNLCR Scientific Standards Hub, which strives to increase the reproducibility of biomedical data within the scientific community. He is a member of the SLAS Technology editorial board as well as an associate editor and former editor-in-chief of the National Institutes of Health’s Assay Guidance Manual, a growing online eBook of best practices for preclinical assay development and implementation that has become the go-to resource for translational scientists in industry, academia, and research laboratories worldwide.

Arvind Rao, PhD, Associate Professor, Department of Computational Medicine and Bioinformatics, University of Michigan

Arvind Rao is an Associate Professor in the Department of Computational Medicine and Bioinformatics at the University of Michigan. His group uses image analysis and machine learning methods to link image-derived phenotypes with genetic data, across biological scale (i.e. single cell, tissue and radiology data). Such methods have found application in radiogenomics and drug repurposing based on phenotypic screens. Arvind received his PhD in Electrical Engineering and Bioinformatics from the University of Michigan, specializing in transcriptional genomics, and was a Lane Postdoctoral Fellow at Carnegie Mellon University, specializing in bioimage informatics.

Wednesday, October 2, 2024  6:00 - 8:30 pm

SC6: Protein Degraders: A Focus on PROTACs from a Beyond Rule of Five Space Perspective

Detailed Agenda
This course focuses on proteolysis targeting chimeras (PROTACs) and will cover topics relevant to developing them as oral therapeutics. Topics to be covered in this part of the course will include their physicochemical properties and how these influence solubility and permeability and assays to determine polarity. We will also examine ADME topics focusing on in vitro assays including stability assays, transporters, drug-drug interactions (DDIs), Cytochrome P450 (CYP450) inhibition, etc.
John Erve, PhD, President, Jerve Scientific Consulting
Stefanus Steyn, PhD, Research Fellow, Pharmacokinetics Dynamics & Metabolism, Pfizer

Instructors:

John Erve, PhD, President, Jerve Scientific Consulting

Stefanus Steyn, PhD, Research Fellow, Pharmacokinetics Dynamics & Metabolism, Pfizer


Topics to be Covered:

  • Comparison of Rule of 5 and Beyond Rule of 5 space
  • Importance of intramolecular hydrogen bonds for solubility and permeability
  • Determining chameleonicity and its importance for PROTACs
  • Transporters and potential drug-drug interactions (DDIs)

Who Should Attend:

Scientists in the field of proteolysis-targeting chimeras (PROTACs) who would like to deepen their understanding of these molecules and the physicochemical attributes that may contribute to their success as oral drugs. ADME scientists and medicinal chemists wishing to understand PROTACs from a drug safety and metabolism perspective. Graduate students and academic scientists interested in learning more about this rapidly developing new drug modality.​

INSTRUCTOR BIOGRAPHIES:

John Erve, PhD, President, Jerve Scientific Consulting

John Erve is from Chicago and studied Chemistry (BS, MS) at the University of Chicago and earned a PhD in Toxicology at Oregon State University. Following postdoctoral work at Vanderbilt (1995-1999) he joined BD-Biosciences (Woburn, MA) as a Study Director. In 2002, he joined AstraZeneca (Sweden) where he characterized reactive metabolites. In 2004 he joined Wyeth (Collegeville, PA) as a Principal Scientist responsible for metabolite identification. In 2010, John joined Novartis (Cambridge, MA) as a Lab Head in Analytical Sciences. John returned to drug metabolism at Elan Pharmaceuticals (San Francisco, CA) in 2012 and later formed Jerve Scientific Consulting, Inc to help small biotech companies in the Bay area with their drug discovery efforts. John was a certified D.A.B.T. from 2004 to 2019.

Stefanus Steyn, PhD, Research Fellow, Pharmacokinetics Dynamics & Metabolism, Pfizer

I have a Ph.D. in Pharmaceutical Chemistry and completed post-doctoral studies in the laboratory of Professor Neal Castagnoli at Virginia Tech. I have over 20 years pharmaceutical industry experience with over forty co-authored publications. I have spent most of my career at Pfizer in various roles within PDM (DMPK), supporting projects ranging from oncology to neuroscience and currently, Inflammation and Immunology (I&I). I am currently a Research Fellow, and my responsibilities include setting the DMPK research and project strategies within the I&I Research Unit. In addition, my team and I function as Project Representative within I&I while I also have responsibilities as a Research Project Lead for various Discovery programs. My interests include prediction of human ADME as well as exploring physicochemical properties and how they relate to ADME with a focus on absorption. PROTACs are of special interest given their unique beyond Rule-of-5 properties and the ADME challenges they present relative to classical small molecules.

SC7: Chemical Biology for Covalent Discovery, Phenotypic Screening, and Target Deconvolution

Detailed Agenda
This course is designed to provide an overview and best practices in the use of chemical biology probes and assays that have been developed for applications in early drug discovery. Chemists and biologists working in lead generation, assay development, phenotypic screening, target discovery and deconvolution, target engagement and mechanism-of-action (MoA) studies will all benefit from attending this course. The instructors will share their knowledge and expertise around the use of various technologies and chemistries, and there will be time for open discussion and exchange of ideas.
Paul Brennan, PhD, Professor, Nuffield Department of Medicine, University of Oxford
Brent Martin, PhD, Senior Director, Chemical Biology, Odyssey Therapeutics
Angelo Andres, Senior Scientist, Chemical Biology, AstraZeneca Pharmaceuticals

Instructors:

Paul Brennan, PhD, Professor, Nuffield Department of Medicine, University of Oxford

Brent Martin, PhD, Senior Director, Chemical Biology, Odyssey Therapeutics

Chemical Biology Tools for Target Deconvolution Probes and Constructs for Target Engagement and Mechanistic Understanding

Angelo Andres, Senior Scientist, Chemical Biology, AstraZeneca Pharmaceuticals


Topics to be Covered:

  • Chemical biology assays and probes for target engagement and mechanistic understanding
  • Chemoproteomic methods and reagents for covalent ligand drug discovery
  • Comparison of various chemical biology approaches (mass spectrometry, affinity-bead methods, thermal profiling, and more) 
  • Use of quantitative mass spectrometry-based proteomics and global proteomics
  • Cysteine profiling and covalent inhibitors for target discovery and occupancy
  • Design and screening of chemogenomics libraries for target identification
  • Case studies highlighting use of proteomics for target engagement and deconvolution​​​

INSTRUCTOR BIOGRAPHIES:

Paul Brennan, PhD, Professor, Nuffield Department of Medicine, University of Oxford

Paul Brennan received his PhD in organic chemistry from UC Berkeley. Following post-doctoral research at Cambridge University, Paul spent eight years working in the pharmaceutical industry at Amgen and Pfizer. After leaving Pfizer in 2011, Paul joined the Structural Genomics Consortium at the University of Oxford and led the chemical probes discovery effort on epigenetic targets. After leaving the SGC in 2019, Paul was Head of Chemistry and then Chief Scientific Officer of the Alzheimer’s Research UK Oxford Drug Discovery Institute where his research was focused on finding new treatments for dementia. In addition to dementia, over the course of his career, Paul has worked on discovering new medicines for cancer, incontinence, pain, rare diseases, and inflammation. Paul is currently Professor of Medicinal Chemistry and Director of the Centre for Medicines Discovery at the University of Oxford and a scientific advisor to the biotech and pharmaceutical industries. His research centre is focused on early medicines discovery for poorly treated diseases.

Brent Martin, PhD, Senior Director, Chemical Biology, Odyssey Therapeutics

Brent Martin received his Ph.D. in Pharmacology at the University of California in San Diego developing new chemical strategies for correlated fluorescence and electron microscopy. He then carried out postdoctoral studies at the Scripps Research Institute developing new strategies for activity-based profiling, high-throughput screening, and chemical proteomics. As faculty member at the University of Michigan in Ann Arbor, he continued expanding the scope of activity-based profiling methods, while also establishing new bioconjugation reactions to detect and profile protein lipidation, redox modifications, and cysteine occupancy. Brent is the recipient of the NCI Howard Temin K99/R00 award in Cancer Research, the NIH Director’s New Innovator Award, and the NIGMS MIRA Established Investigator Award. He then moved to industry to lead the Chemical Biology at Janssen and was Vice President and Head of Chemical Biology at Scorpion Therapeutics.

Angelo Andres, Senior Scientist, Chemical Biology, AstraZeneca Pharmaceuticals

Angelo Andres is a Senior Scientist within the Chemical Biology & Proteomics group at AstraZeneca. Before embarking on his scientific journey he served in the GWOT with the U.S. Army. He then earned a PhD in Medicinal Chemistry from The University of Kansas where he specialized in the development of cellular probes and assays to study live cell target engagement by small molecules. At AstraZeneca he collaborates across functions to develop lysosomal degradation modalities, generate synthetic probes to facilitate lead generation, and applies proteomics to support drug discovery programs across multiple therapeutic modalities spanning small molecules, degraders, and cell therapies.

SC8: Biophysical Approaches for GPCRs

Detailed Agenda
This course will cover NMR screening methods for membrane proteins, especially GPCRs; LCP (liquid cubic phase) crystallization applications with a few GPCR examples; and advances in Cryo-EM and nanodiscs. All these biophysical techniques will be discussed in the context of their impact on membrane-protein targeted drug discovery​.
Matthew T. Eddy, PhD, Assistant Professor, Chemistry, University of Florida, Gainesville

Instructor:

Matthew T. Eddy, PhD, Assistant Professor, Chemistry, University of Florida, Gainesville


Topics to be Covered:

  • Overview of GPCR structure and biology
  • GPCR expression and purification technologies for structure-function investigations
  • Biophysical methods for small molecule screening and characterization
  • GPCR dynamics - examining conformational changes associated with ligand binding and activation
  • Emerging technologies - introduction to cutting edge biophysical technologies including single-molecule imaging, NMR, and computational approaches

INSTRUCTOR BIOGRAPHIES:

Matthew T. Eddy, PhD, Assistant Professor, Chemistry, University of Florida, Gainesville

Matthew Eddy received his PhD in physical chemistry from the Massachusetts Institute of Technology in the laboratory of Professor Robert Griffin. During his PhD, Dr. Eddy developed new approaches for using nuclear magnetic resonance (NMR) in the solid state to determine structures of membrane proteins in cellular-like environments. Following his PhD, Dr. Eddy joined the laboratories of Professors Raymond Stevens and Kurt Wüthrich at The Scripps Research Institute as an American Cancer Society Postdoctoral Fellow, applying an integrative structural biology approach to study human G protein-coupled receptors (GPCRs) and focusing on applications of nuclear magnetic resonance to improve our understanding of GPCR allosteric functions. Dr. Eddy is currently an assistant professor in the Department of Chemistry at the University of Florida and affiliated faculty of the National High Magnetic Field Laboratory. His group continues to study human GPCRs to understand the role of the cellular environment in regulating GPCR dynamics, structure, and function.

SC9: Fundamentals of Generative AI for Drug Discovery

Detailed Agenda
Deep generative modeling is rapidly transforming de novo drug discovery, streamlining the entire process. This course aims to explain the potential of AI, machine learning, and generative AI models in creating tailored molecules with specific properties. It explores the fundamentals of Variational Autoencoders, Generative Adversarial Networks, Transformers, Large Language Models (LLMs), BERT, and GPT models in the context of drug discovery, highlighting their crucial role in reshaping the pharmaceutical landscape. Along the way, we'll dissect three pivotal techniques for biopharma specific LLMs: prompt engineering, retrieval augmented generation (RAG), and fine-tuning. This course is designed for medicinal chemists, molecular modeling users, and project managers seeking to harness the capabilities of modern Generative AI concepts and integrate them into their work.
Parthiban Srinivasan, PhD, Professor and Director, Centre for AI in Medicine, Vinayaka Mission's Research Foundation, India
Petrina Kamya, PhD, Global Head of AI Platforms & Vice President, Insilico Medicine; President, Insilico Medicine Canada

Instructors:

Parthiban Srinivasan, PhD, Professor and Director, Centre for AI in Medicine, Vinayaka Mission's Research Foundation, India

Petrina Kamya, PhD, Global Head of AI Platforms & Vice President, Insilico Medicine; President, Insilico Medicine Canada


Topics to be Covered:    

  • Demystifying generative AI concepts and key terminologies  
  • How predictive and generative AI works in de novo molecular design
  • Overview of large language models (LLMs)  
  • Prompt engineering, RAG, and fine-tuning for biopharma-specific LLMs
  • Leveraging language models in drug discovery research with case studies​

Who Should Attend:

This course is designed for medicinal chemists, molecular modeling users, and project managers seeking to harness the capabilities of modern generative AI concepts and integrate them into their work.

INSTRUCTOR BIOGRAPHIES:

Parthiban Srinivasan, PhD, Professor and Director, Centre for AI in Medicine, Vinayaka Mission's Research Foundation, India

Parthiban Srinivasan, an experienced data scientist, earned his PhD from Indian Institute of Science, specializing in Computational Chemistry. After his PhD, he continued the research at NASA Ames Research Center (USA) and Weizmann Institute of Science (Israel). Then he worked at AstraZeneca in the area of Computer Aided Drug Design for Tuberculosis. Later, he headed informatics business units in Jubilant Biosys and then in GvkBio before he floated the company, Parthys Reverse Informatics and later an AI consultancy, Vingyani. Then he returned to academia as a Professor of Data Science at the Indian Institute of Science Education and Research, Bhopal. Currently, Parthiban is a Professor and Director at the Center for AI in Medicine, Vinayaka Missions Research Foundation, AV Medical College and Hospital, Puducherry, India

Petrina Kamya, PhD, Global Head of AI Platforms & Vice President, Insilico Medicine; President, Insilico Medicine Canada

Petrina Kamya, PhD, is the Head of AI Platforms and President of Insilico Medicine, Canada an end-to-end artificial intelligence-driven drug discovery company. Before joining Insilico, Dr. Kamya spent eight years in various roles at Chemical Computing Group that involved scientific and business-related aspects of preclinical drug discovery. In addition to establishing the corporate strategy for the sales and business development of molecular modeling software for academia, she also played an active role as an application scientist working on real-world discovery projects and finally in a senior role in strategy and business development for pharma and biotech companies. Following her time at CCG, Petrina moved to Certara as a Market Access Manager, where she learned first-hand the challenges of getting drugs to market. Petrina has been with Insilico Medicine since August 2020. She holds a PhD in Chemistry (specializing in computational chemistry) from Concordia University.