Cambridge Healthtech Institute’s 21st Annual

Target Identification Strategies

Effective Use of Chemoproteomics, Functional Genomics, and AI/ML for Target Discovery

October 2 - 3, 2024 EDT

Along with finding novel targets for therapeutic intervention, identifying and validating them to be "druggable" remains a top priority for the pharma/biotech industry. Cambridge Healthtech Institute’s conference on Target Identification Strategies focuses on the use of chemical biology, proteomics, cell-based assays, CRISPR screening, single-cell sequencing, spatial analysis, and other innovative approaches for studying target engagement and deconvolution. Case studies highlight how complementary use of genomic and proteomic technologies along with artificial intelligence (AI), machine learning (ML), imaging, and 3D organoids are being used to study cellular pathways and pursue difficult or “undruggable” targets for drug discovery.

Wednesday, October 2

PLENARY KEYNOTE PROGRAM

10:50 am

Plenary Keynote Chairperson’s Remarks

An-Dinh Nguyen, Team Lead, Discovery on Target, Cambridge Healthtech Institute

10:55 am PLENARY KEYNOTE:

Discovery of Transformative Rx to Treat Obesity and Related Diseases

Richard DiMarchi, PhD, Distinguished Professor of Chemistry and Chair, Biomolecular Sciences, Indiana University; former Executive, Lilly and Novo Research Labs

Obesity represents a medicinal challenge that warrants broad molecular diversity. We have pioneered the recruitment of endogenous hormones and physiological mechanisms optimized for pharmacological purposes to address it. The discovery of single-molecule, multi-mechanism incretins enables breakthrough efficacy in lowering body weight. The integrated pharmacology of these peptides, with endocrine proteins and nuclear hormones, is providing a library of drug candidates that promises even greater clinical outcomes and therapy for associated diseases that have historically proven as intractable to treat as obesity once constituted.

11:40 am PLENARY KEYNOTE:

Fragment-Based Drug Discovery for Elusive Cancer Targets

Stephen W. Fesik, PhD, Professor of Biochemistry, Pharmacology & Chemistry; Orrin H. Ingram II Chair in Cancer Research, Vanderbilt University

The most highly validated cancer targets (KRAS, MYC, and WNT) affecting the majority of cancers are thought to be impossible to drug. Using fragment-based methods that I pioneered over 25 years ago, we have discovered mutant selective and pan KRAS inhibitors, potent inhibitors of the MYC cofactor WDR5, and degraders of b-catenin in the WNT pathway. These novel inhibitors/degraders should have a tremendous impact on cancer treatment in the future.

Enjoy Lunch on Your Own12:25 pm

PROTEOMICS-DRIVEN TARGET DECONVOLUTION

1:45 pmWelcome Remarks
1:50 pm

Chairperson's Remarks

Christopher am Ende, PhD, Research Fellow, Internal Medicine Medicinal Chemistry, Pfizer Inc.

1:55 pm

Developing and Applying a Novel Chemoproteomics Platform for Transcription Factor Drug Discovery

Sherry Niessen, PhD, Vice President, Proteomics, Belharra Therapeutics

Belharra Therapeutics is the next wave in chemoproteomics focused on applying a novel chemistry enabled non-covalent probe library and quantitative mass spectrometry to identify chemical probes that selectively bind any pocket, on any protein, in live cells. The platform is identifying chemical probes that selectively engage diverse protein classes including transcription factors, adaptors, ion channels, and transporters. Most proteins identified as being selectively engaged by our probe library do not have a reported ligand in drug bank demonstrating the ability of the platform to identify novel pockets and potential chemical probe starting points for these targets.

2:25 pm FEATURED PRESENTATION:

Combining Sample Multiplexing and Targeted Proteomics to Screen Electrophilic Fragment Libraries

Steve Gygi, PhD, Professor, Department of Cell Biology, Harvard Medical School

Covalent modification of cysteines by libraries of fragment electrophiles can be assessed proteome-wide using chemoproteomics techniques. In this talk, I will present the CysDig strategy which exploits the direct targeting of a few hundred cysteines for quantification. Importantly, this approach is flexible such that biotin enrichment is optional and the protein’s expression levels can also be assessed. An example targeted library screen for E3 ligase binders identified a Huwe1 inhibitor.

Refreshment Break in the Exhibit Hall with Poster Viewing3:25 pm

4:15 pm

Advancing Chemical Biology through Innovative Chemistry

Christopher am Ende, PhD, Research Fellow, Internal Medicine Medicinal Chemistry, Pfizer Inc.

This presentation explores new reactive moieties for protein labeling through a series of vignettes. It focuses on the mechanistic analysis and proteome-wide labeling capabilities of cyclobutyl diazirine probes and the large-scale proteomic analysis of diazirine photoaffinity probes—as well as the broad utility of tetrazines as bioorthogonal handles, in addition to protein labeling applications.   

4:45 pm

Leveraging Condensate Biology to Target Previously Undruggable Proteins

Bede Portz, PhD, Associate Principal Scientist & Program Lead, Dewpoint Therapeutics

Condensates regulate cellular processes by concentrating and organizing biomolecules in time and space. Condensate aberrations serve as central nodes of dysfunction in many diseases. Viewing condensates as drug targets opens untapped opportunities to influence high value, "undruggable" drug targets. Our AI-powered discovery platform supports identification of condensate-drivers of diseases, development of disease-faithful models, and discovery & development of c-mods—fueling programs across multiple therapeutic areas, including oncology and neurodegeneration.

Dinner Short Course Registration*5:15 pm

*Premium Pricing or separate registration required. See Short Courses page for details.

Diversity Discussion5:15 pm

IN-PERSON DISCUSSION: Fostering Diversity through Mentoring

Angelo Andres, Senior Scientist, Chemical Biology, AstraZeneca Pharmaceuticals

Carolyn Cuff, PhD, VP, Immunology Translational Sciences, Johnson & Johnson

Saudat Fadeyi, PhD, MBA, Head, Business Development & Strategy, Samyang Biopharm USA, Inc.

Minji Kim, PhD, MBA, Chief Business Officer, Mineralys Therapeutics, Inc.

Fred Manby, DPhil, Co-Founder & CTO, Iambic Therapeutics

Joel Omage, Research Scientist II, CVM Disease Area, Novartis Institutes for BioMedical Research, Inc.

Join us for this interactive, informal, candid discussion on embracing and increasing diversity in the life sciences. We have invited some engaging speakers to share their stories and experiences on understanding the importance of mentoring. How can we improve diversity—gender, racial, economic, and others—by being a mentor and reaching out as a mentee? As a group, we can share various initiatives that have been launched in different environments and discuss how well they have worked. We are hoping that this event will motivate the audience to learn, think, and execute on ways to improve diversity in their own environments. This discussion will not be recorded nor available for on-demand access.

Topics for discussion will include, but certainly not be limited to:

  • How to increase awareness and address hidden barriers and biases in life sciences
  • How to motivate early-career scientists to seek out mentors and resources
  • How to convince senior leadership to take time for coaching the next generation of leaders and support DEI initiatives
  • How to create simple and impactful opportunities for mentors and mentees to connect and collaborate​​​​

Dinner Short Courses*6:00 pm

*Premium Pricing or separate registration required. See Short Courses page for details.

Close of Day8:30 pm

Thursday, October 3

Registration Open and Morning Coffee7:30 am

INSIGHTS FROM VENTURE CAPITALISTS

8:00 am PANEL DISCUSSION:

Trends in Drug Discovery

PANEL MODERATOR:

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

  • Key drivers of innovation in drug discovery
  • Improvements in translating discoveries from the lab to the clinic
  • Impact of emerging areas like AI/machine learning, targeted degraders and molecular glues
  • Perspectives on current challenges and opportunities​
PANELISTS:

Aimee Raleigh, PhD, Principal, Atlas Venture

Jenna Hebert, PhD, Senior Associate, RA Capital Management

Jamie Kasuboski, PhD, Partner, Luma Group

Devin Quinlan, PhD, Principal, Investment, MPM BioImpact Inc.

Swetha Murali, PhD, Vice President, OMX Ventures

FUNCTIONAL SCREENING FOR TARGET ID

8:45 am

Chairperson's Remarks

Sujatha Gopalakrishnan, Director, Research Fellow, Head of HTS & Molecular Characterization, AbbVie

8:50 am

Uncovering Potential Anti-Coronavirus Agents by Small Molecule Phenotypic Screening

Sujatha Gopalakrishnan, Director, Research Fellow, Head of HTS & Molecular Characterization, AbbVie

The urgent need for effective therapeutics against coronaviruses has prompted the development of innovative drug discovery approaches. In this study, we established a robust high-content screening platform to identify small molecules capable of modulating the condensation of the SARS-CoV-2 Nucleocapsid (N) protein. Our promising results demonstrate that perturbing viral condensate dynamics can generate effective antiviral drugs for multiple viral species, including SARS-CoV-2.

9:20 am

QUANTROseq: A Transcriptomic Platform Matching Drugs to Their Targets

Arianna Sabo, PhD, Head, Research & Discovery, Quantro Therapeutics GmbH

QUANTRO developed QUANTROseq, an innovative platform able to map small molecules to their targets by matching transcriptional fingerprints produced by drug candidates with the ones obtained by controlled acute degradation of the target-of-interest. Using this technology at-scale, QUANTRO demonstrated that time-resolved transcriptional profiling reveals drugs´ mode-of-action with unprecedent precision and sensitivity and enables discovery of NCE against previously undruggable targets.

9:50 am

Toward a Universal Toolbox of Valuable Building Blocks for Chemical Biology Probe Synthesis

David Lapinsky, PhD, Associate Professor, Medicinal Chemistry, Duquesne University School of Pharmacy and Graduate School of Pharmaceutical Sciences

Clickable covalent compounds are some of the most valuable small-molecules one could pursue, given their numerous applications. However, merging a ligand/protein-recognition element, a protein-reactive functional group, and a bioorthogonal chemistry reporter group into a single chemical probe is non-trivial. This talk will highlight some of our work toward a universal toolbox of valuable building blocks researchers can use to synthesize clickable covalent probes for chemical biology-mediated drug discovery and development.

In-Person Breakouts10:20 am

In-Person Breakouts are informal, moderated discussions, allowing participants to exchange ideas and experiences and develop future collaborations around a focused topic. Each discussion will be led by a facilitator who keeps the discussion on track and the group engaged. To get the most out of this format, please come prepared to share examples from your work, be a part of a collective, problem-solving session, and participate in active idea sharing. Please visit the Breakouts page on the conference website for a complete listing of topics and descriptions.

IN-PERSON BREAKOUT 12:

Leveraging Covalent Chemistries, Phenotypic Screening, Chemoproteomics Tools

Alexander Federation, PhD, Co-Founder & CEO, Talus Bioscience

Denise Field, PhD, Senior Principal Scientist, Chemical Biology and Proteomics, Pfizer

Steve Gygi, PhD, Professor, Department of Cell Biology, Harvard Medical School

  • How can proteomics be best used in the drug discovery pipeline?  
  • Can traditional chemoproteomics and orthogonal methods help deconvolute “undruggable” targets? 
  • What improvements are needed in developing good proteomic assays and screening platforms?
  • Leveraging covalent chemistry and induced proximity for drug discovery​

Coffee Break in the Exhibit Hall with Poster Viewing and Best of Show Awards Announced11:05 am

11:45 am

Utilizing CRISPR-Suppressor Scanning to Functionally Map Chromatin Complexes

Hui Si Kwok, PhD, Postdoctoral Fellow, Laboratory of Dr. Brian Liau, Department of Chemistry and Chemical Biology, Harvard University

Genes encoding chromatin proteins are among the top mutated cancer genes. Interpreting the functional significance for every cancer mutation remains a major obstacle for advancing cancer research. Using Polycomb repressive complex 2 (PRC2) as a case study, I will showcase the utility of pooled tiling base-editing screens to define regulatory regions and understand the functional significance of cancer-associated mutations in their endogenous context.

12:00 pm

Systems-Wide Approaches for Mapping Substrates to E3 Ligases

Elijah Mena, PhD, Post-Doctoral Researcher, Laboratory of Dr. Stephen Elledge, Department of Genetics, Harvard University Medical School

The complexity of the ubiquitin-proteasome system makes it challenging to systematically pair proteasomal substrates to their cognate E3 ubiquitin ligases. We have developed new technologies that are able to identify ubiquitin-proteasome targets on a genome-wide scale and can pair these substrates to E3s using multiplex CRISPR screening. Additionally, saturating mutagenesis and computational approaches allow us to define the molecular basis for many degradative pathways at scale.

12:15 pm

Application of High-Density CRISPR Screens for Mutational Scanning of Endogenous Elements

Ganna Reint, PhD, Postdoctoral Fellow, Broad Institute of Harvard and MIT

Assessment of the functional effects of DNA sequence variation is crucial for an understanding of the genetic basis of human disease. We applied the newest versions of base editors, coupled with the PAM-flexible Cas9, for high-throughput interrogation of genetic variation at endogenous loci. High-coverage tiling enabled mapping of the functional regions in the proteins and discovering potential gain-of-function mutations across a panel of genes with strong cancer dependencies.

12:30 pm

Continuous Evolution of Compact Protein Degradation Tags Regulated by Selective Molecular Glues

Stephan John DeCarlo, PhD Student, Laboratory of David Liu, Harvard University

Shourya Roy Burman, PhD, Scientist, Cancer Biology, Dana-Farber Cancer Institute

Conditional degron tags are >100 amino acids long or are triggered by compounds with off-target effects, thwarting their use as specific modulators of endogenous protein levels. We evolved a 36-amino acid degron, SD40, that binds cereblon in complex with an otherwise inert compound, PT-179. Endogenous proteins tagged in-frame with SD40 using prime editing are degraded by PT-179. Cryo-EM structures of SD40 in complex with ligand-bound cereblon reveal molecular basis of SD40’s activity.

Enjoy Lunch on Your Own1:15 pm

Dessert Break in the Exhibit Hall with Last Chance for Poster Viewing1:50 pm

AI-DRIVEN TARGET DISCOVERY

2:30 pm

Chairperson's Remarks

Harpreet Saini, PhD, Senior Director, Informatics, Astex Pharmaceuticals Ltd.

2:35 pm

Integrative Computational Genetics Approach for Target Discovery of ALS

Harpreet Saini, PhD, Senior Director, Informatics, Astex Pharmaceuticals Ltd.

We have developed a computational, genetics-based approach which integrates functional data from GWAS, ontologies, and biological networks to predict potential drug targets with evidence for disease association. We obtained a list of target genes associated with ALS and prioritized potential target genes by integrating structural information and cell-type transcriptomics data.

3:05 pm FEATURED PRESENTATION:

Target Discovery Using AI—The Story behind Insilico Medicine's Discovery and Validation of MYT1 as a Target Implicated in Breast Cancer

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

Using PandaOmics, we identified MYT1 as a promising new therapeutic target for breast and gynecological cancer. PandaOmics is Insilico Medicine's AI-driven target discovery platform that leverages multi-modal data to discover targets implicated in a disease. To further validate the selection of MYT1, we leveraged Chemistry42 to design and optimize a lead compound that exhibits remarkable selectivity over WEE1 and has promising in vivo antitumor efficacy. 

3:35 pm

Interaction-Based Hit Discovery Platform to Orphan Targets

Dmitri Kireev, PhD, Professor, Department of Chemistry, University of Missouri

Interaction-based screening and design are promising novel strategies for hit finding and lead optimization. The key information unit in the interaction realm is a thin interface between the interacting ligand and protein. When fed to deep neural networks, interaction signatures may help to infer structure-activity relationships for unliganded proteins by exploiting structural data across ligands and proteins. In this talk, we will give an overview of the approach and describe its successful applications to several challenging targets.

4:05 pm

Assessment of Target Druggability Enabled by Machine Learning

Diane M. Joseph-McCarthy, PhD, Professor of the Practice, Biomedical Engineering, Boston University

Identification of hot spots on the surface of macromolecules is key to evaluating the druggability of novel targets and the likelihood of finding new chemical entities. Computational hot-spot mapping was performed across a set of drug targets, and a machine learning approach was employed to select the top druggable sites. Within this context, the utility of AI-generated protein models obtained using AlphaFold, including ensembles of structural models, was assessed.

Close of Conference4:35 pm