Cambridge Healthtech Institute's Inaugural

Predictive Protein Production

Disruptive Tools for Capturing Data More Efficiently and Applying Analytics More Effectively

January 13, 2025 ALL TIMES PST

The rapid advancement of technology has introduced disruptive tools that significantly enhance the efficiency of data capture and the effectiveness of analytics in protein sciences and beyond. Advances in screening and assay technologies are crucial for strengthening predictive protein production by enabling high-throughput, accurate, and comprehensive data collection, integral for building predictive models that optimize protein production processes. Cambridge Healthtech Institute’s Predictive Protein Production symposium aims to equip attendees with the recent breakthroughs and knowledge to harness the power of data analytics, driving efficiency, scalability, and innovation in protein production workflows shared by leading experts.

Monday, January 13

8:00 amRegistration and Morning Coffee

8:50 amOrganizer's Welcome Remarks

Lynn Brainard, Conference Producer, Cambridge Innovation Institute

DRIVING HIGH-THROUGHPUT AND CELL-FREE INNOVATIONS FOR THE FUTURE

8:55 am

Chairperson's Remarks

Matthew Coleman, PhD, Senior Scientist & Group Leader, Biosciences and Biotechnology Division, Lawrence Livermore National Laboratory

9:00 am

Innovative Start-Up Showcase: SPOC Proteomics

High-Plex Cell-Free Expression Methods for Affinity Screening and Biological Validation of Antibody-Based Therapeutics

Lydia Gushgari, PhD, Chief of Staff, SPOC Proteomics

Sensor-integrated proteome on chip (SPOC) is the world’s first highly multiplexed kinetic proteomic biosensor. Our unique cell-free production combined with simultaneous capture-purification onto biosensors enables up to 1000 unique proteins per chip, reducing costs by 10x from traditional recombinant protein workflows. Using real-time SPR screening, we offer qualitative, quantitative, and kinetic data for thousands of proteins simultaneously to support drug discovery, biomarker discovery, vaccine development, plasma proteomics, and diagnostics.

9:30 am

Artificial Intelligence-Based Selection of Cross-Neutralizing Anti-SARS-CoV-2 Antibodies

Astrid Musnier, PhD, CoFounder & Head, Biology, MAbSilico SAS

The COVID-19 pandemic demonstrated the feasibility of delivering patient-derived anti-SARS-CoV-2 antibodies to the clinic in under a year. However, these very unusual circumstances still underscore the difficulty of isolating human monoclonal antibodies, especially when paired VH-VL are desired. Here, we present a unique and swift pipeline that combines paired VH-VL sequencing from patients’ B cells with AI-based structural selection, which enables the identification of cross-neutralizing anti-SARS-CoV-2 antibodies.

10:00 am

Generating and Measuring Protein-Antibody Interactions in Cell-Free Lysate Reaction Systems

Matthew Coleman, PhD, Senior Scientist & Group Leader, Biosciences and Biotechnology Division, Lawrence Livermore National Laboratory

Cell-free protein synthesis (CFPS) systems are versatile and can facilitate swift turnaround in design, production, and characterization of antibodies. We use CFPS combined with microfluidic systems for producing computationally designed proteins and affinity reagents for validating specific protein and peptide interactions without any purification. This approach utilizes microfluidics combined with fluorescent correlation spectroscopy, for screening interaction kinetics in real-time. We will present data for generating antibodies as well as porin studies, calcium channels, and other receptors of interest.

10:30 am

Unlocking the Power of Machine Learning for Codon Optimization and Predictable Protein Expression

Rita Cruz, Head, Molecular Biology, Ingenza Ltd

The choice of codons significantly impacts recombinant protein expression in engineered organisms. The most common codon optimization strategies are rather simplistic, unreliable and inefficient. This presentation will introduce codABLE™, a groundbreaking machine-learning algorithm that aligns natural codon usage patterns with gene expression levels to create gene designs that are highly compatible with the production host. The integration of codABLE™ with expertise in diverse biomanufacturing hosts enables rapid and reliable development of the protein production process.

10:45 amPresentation to be Announced

11:00 amNetworking Coffee Break

11:15 am

Cell-Free Expression of Antibodies and Antibody Fragments from Veterinary Species and Their Application in Downstream Assays

Erika Orban, PhD, Principal Scientist, Protein Therapeutics & Biochemistry & Cell Enginering, Zoetis Inc.

The production of antibodies is a time-consuming process. Cell-free protein synthesis (CFPS) offers a faster solution for protein expression, therefore its applicability with antibodies and antibody fragments was investigated. In the present study, we focused on the expression of functional antibodies and antibody fragments, and how the method could be used in a high-throughput assay format. Here, we report on different CFPS methods and their applicability in downstream assays.

11:45 am

High-Throughput Protein Expression Screening of Cell-Surface Protein Ectodomains

Anita Ghosh, PhD, Senior Scientist, Antigen Production, Institute for Protein Innovation

Cell-surface receptors pose challenges in expression and purification due to low levels, misfolding, and instability. We introduce a high-throughput ELISA fluorescence approach to rapidly assess multiple recombinant constructs. Utilizing small-scale expression, enzymatic biotinylation, and C-terminal His-tag capture, this approach efficiently prioritizes constructs for large-scale production. Testing truncation constructs across various protein families demonstrated its effectiveness, significantly saving time in identifying optimal candidates for downstream applications.

12:15 pmEnjoy Lunch on Your Own

12:45 pmSession Break

ENGINEERING THE FUTURE: STREAMLINING PROTEIN PRODUCTION

2:00 pm

Chairperson's Remarks

Nathan E. Lewis, PhD, GRA Eminent Scholar and Professor, Center for Molecular Medicine Complex, Department of Biochemistry and Molecular Biology, University of Georgia

2:05 pm

Unlocking Next-Generation Protein Manufacturing Using Systems Engineering

Romel Menacho-Melgar, PhD, CEO, Roke Biotechnologies

We introduce a systems engineering approach to protein expression in E. coli, leveraging standard two-stage expression bioprocesses across various scales, from microtiter plates to instrumented bioreactors. This approach facilitates the engineering of strains that operate beyond traditional growth-associated constraints, allowing for the application of advanced tools such as dynamic control over host proteins. We have used this to engineer novel E. coli strains that enhance the production of difficult-to-express proteins and genetically program downstream purification steps, dramatically lowering production costs.

2:35 pm

High-Throughput Bacterial Protein Production in an Academic Lab

Stacey Gerben, PhD, Collaborative Manager, Institute for Protein Design, University of Washington

The talk will focus on advances in optimizing small-scale, high-throughput protein production in an academic setting in the Institute of Protein Design (IPD) at the University of Washington. It will highlight a versatile approach that accommodates varying levels of automation, ensuring compatibility with available resources as well as recent work maturing and standardizing the method across different labs and buildings within the IPD.

3:05 pm

Rebuilding Expression System and Its Applications for Research & Development of Biologics

Takashi Ebihara, COO, GeneFrontier Corporation

PUREfrex is our unique, rebuilt, cell-free protein expression system. It's easy to customize for various applications, and useful for high-throughput screening of various kinds of biologics, difficult-to-express proteins, or novel modalities having the synergy with the AI/ML platform.

3:20 pm Optimized Workflow for Targeted Therapeutic Delivery Using Viral and Non-viral Vectors

Crystal Richardson, Senior Business Partnership Manager, Gene Synthesis, Azenta Life Sciences

We present a streamlined end-to-end workflow designed to maximize transduction efficiency for gene delivery. This workflow incorporates three key solutions: 1) optimization of long polyA regions in mRNA for enhanced LNP encapsulation and efficient delivery; 2) production of high-titer lentiviral vectors (LV) at 10^9 TU/ml, tailored for difficult-to-transduce cells and high-throughput LV packaging in 96-well plates suitable for CRISPR screening; and 3) generation of synthetic oligo libraries for adeno-associated virus (AAV) production, paired with long-read viral sequencing for capsid engineering. Together, these innovations provide powerful tools that can accelerate progress in cell therapy, gene therapy, and immuno-oncology applications.

3:35 pmNetworking Refreshment Break

APP WORKSHOP MEET-UP

3:45 pm

App Workshop- Successful Tips for Navigating PepTalk App for your Onsite Experience

Kevin Brawley, Project Manager, Production Operations & Communications, Cambridge Innovation Institute

Julie Sullivan, Production, Cambridge Innovation Institute

Looking to maximize your onsite experience? Want to connect with fellow attendees? Need help viewing the app? Come join us for the App Workshop! We will have tips to navigating the app to maximize your onsite experience.

4:00 pm

Using Systems Approaches to Study and Engineering Protein Secretion in Mammalian Cells

Nathan E. Lewis, PhD, GRA Eminent Scholar and Professor, Center for Molecular Medicine Complex, Department of Biochemistry and Molecular Biology, University of Georgia

The mammalian secretory pathway involves the coordinated function of >1000 proteins to synthesize, fold, modify and traffick more than a 1/3 of the protein-coding genome. While we harness this system for producing a vast array of native and heterologous proteins, it remains unclear why some proteins express well and others do not. We have developed large computational models of the secretory pathway, deployed omics and genome editing tools to probe and modify the system, and studied the expression of more than 1000 different secreted proteins in CHO cells. Here we will describe how we use these technologies to better understand protein secretion and enhance recombinant protein expression.

4:30 pm

Solid-state Storage of Cell-free Systems

Javin Oza, PhD, Associate Professor, Chemistry & Biochemistry, California Polytechnic State University

The cold-chain constraints and the resulting shelf-life limitations represent a key bottleneck in democratizing cell-free expression. The development of a solid-state form factor for complex biochemical systems such as cell extracts has the potential to transform the way we store/transport/utilize biological materials.

5:00 pm

PANEL DISCUSSION: Revolutionizing Protein Production Through Engineering and Innovation

PANEL MODERATOR:

Nathan E. Lewis, PhD, GRA Eminent Scholar and Professor, Center for Molecular Medicine Complex, Department of Biochemistry and Molecular Biology, University of Georgia

Dive into the forefront of protein production innovation with this expert-led panel discussion. From systems engineering approaches that enhance microbial expression and streamline purification to cutting-edge advancements in high-throughput, cell-free, and mammalian protein production, to unveiling transformative technologies reshaping the field. Discover how computational models and data sciences are driving breakthroughs in understanding complex biological systems and enhancing recombinant protein expression. Explore practical solutions and research aimed at reducing costs, increasing scalability, and unlocking the full potential of proteins for biologics and beyond.

PANELISTS:

Stacey Gerben, PhD, Collaborative Manager, Institute for Protein Design, University of Washington

Romel Menacho-Melgar, PhD, CEO, Roke Biotechnologies

Javin Oza, PhD, Associate Professor, Chemistry & Biochemistry, California Polytechnic State University

5:30 pmClose of Symposium