Department Calendar of Events

Sep
27
Wed
Seminar: The engineering of functional biomimetic surfaces by femtosecond laser micromachining @ Myhal Centre, room MC331
Sep 27 @ 10:00 am – 11:00 am

Headshot of Professor Anne KietzigProfessor Anne Kietzig
McGill University (Department of Chemical Engineering

Abstract: Functional surfaces in nature are often characterized by patterns of similar multi-length scale surface features of regular but random geometry. In science and engineering we prefer precise feature geometries that are accessible by mathematical formulations for kinetic and thermodynamic considerations. Femtosecond (fs) laser machining has emerged in the past decades as a versatile material processing technique which requires only one single process step to induce specific microfeatures that entail surface functionality. There is no limit to the material type that can be machined with lasers, however, the topological outcome is a direct response dictated by the respective material’s properties. Next to altering the surface topology of materials, laser irradiation also often causes changes in a surface’s chemistry, which upon understanding the underlying reaction mechanism can be exploited to tailor surface wetting and adhesion properties. This talk will provide an overview of our advances in exploiting laser-matter interactions to address various applications. Examples range from much discussed plant-leaf inspired non-wetting, to pitcher plant inspired directional and extreme wetting, shark skin-like drag reducing surfaces, easy flow surfaces and textured glass surfaces that change their opacity upon wetting like the “skeleton” flower, penguin-feather inspired ice-shedding and tailored adhesion of epoxy-metal bonds.

 

Speaker Bio: Anne Kietzig is a Professor at McGill University, Canada. She teaches and carries out research at the Department of Chemical Engineering and acts as Associate Dean for Student Affairs in the Faculty of Engineering. She started her undergraduate education of Chemical Engineering and Economy Studies at the Technical University of Berlin, Germany, where she graduated in 2006. She pursued her doctoral studies focused on microscopic ice friction at the Department of Biological and Chemical Engineering at the University of British Columbia in Vancouver, Canada. In 2010, she joined McGill as an Assistant Professor, where she leads a research program in Biomimetic Surface Engineering, which is built on two fundamental pillars: one being laser-material-interactions and the other being surface wetting. The fields of application are manifold and target tailoring optical properties, adhesion, drag, and friction on many materials.

Oct
4
Wed
LLE: Design of Self-Organizing Protein Architectures as Functional Biomaterials (Claudia Schmidt-Dannert, University of Minnesota) @ Sandford Fleming Building, Room 1105
Oct 4 @ 11:00 am – 12:00 pm

Claudia Schmidt-Dannert, University of Minnesota

Host: Prof. Emma Master

In biological systems, simple building blocks such as proteins, nucleic acids and lipids are precisely organized to form higher ordered structures across multiple length scales. Harnessing the principles and mechanisms underlying the self-assembly and self-organization of natural structures and materials offers tremendous opportunities for the design and scalable fabrication of functional biomaterials with emergent properties. Proteins and peptides provide the greatest versatility for the bottom-up design and low-cost production of such self-assembling supramolecular materials due to the chemical diversity of their amino acid building blocks. They are also genetically encoded, allowing for the genetically programmable production of self-organizing materials using cell factories or synthesize self-assembling materials de novo via cell free expression systems. Proteins are also key players in the formation of inorganic-organic composite materials with properties unmatched by synthetic properties. Inspired by the spatial organization of enzymes at the subcellular level via protein nanostructures, we are taking advantage of these mechanisms for the design of self-assembling protein-based nano-architectures for different applications, including for in vitro biocatalysis and the fabrication of new types of functional materials. Of key interest to us is the discovery and design of mechanisms with which to interface protein-based materials with biomineralization processes to produce innovative materials with unique mechanical and other properties. I will discuss possibilities and examples from our work for the design of genetically encoded self-assembling 2D and 3D-protein scaffolds as functional materials for diverse applications, including for biocatalysis and biosynthesis and as living materials.

_____

Dr. Claudia Schmidt-Dannert is a Distinguished McKnight Professor and Kirkwood Chair of Biochemistry in the Dept. of Biochemistry and the Director of the Biotechnology Institute at the University of Minnesota.

She completed her B.S. and M.S. in Biochemistry and Genetics at the TU Braunschweig and performed her PhD research at the National Research Center for Biotechnology in Braunschweig (GBF, now Helmholtz Center for Infectious Diseases). She then moved to the University of Stuttgart and became group leader of the Molecular Biotechnology Group in the Institute of Technical Biochemistry (Rolf Schmid group). In 1998, she received a Habilitation Fellowship from the German Science Foundation for “molecular breeding of pathways” and with this project, joined Prof. Arnold’s group at Caltech. In 2000, she joined the faculty at the University of Minnesota.

Current research efforts in her group focus on using synthetic biology approaches for the design of genetically programmable materials for biosynthesis, biocatalysis and other applications, including the fabrication of living materials. Another area of expertise in her group is in the engineering of different microbial chassis organisms to produce valuable chemicals. Dr. Schmidt-Dannert has published numerous manuscripts, patents, and book chapters; serves as Editor and board member of several journals and received several awards such as a David and Lucile Packard Fellowship and McKnight Fellow- and Professorships.

 

View the complete 2023-24 LLE schedule

Questions? Please contact Michael Martino, External Relations Liaison (michael.martino@utoronto.ca)

Oct
18
Wed
Seminar: Renewably-powered CO2 Capture and Conversion @ WB215
Oct 18 @ 10:00 am – 11:00 am

Headshot of David Sinton

David Sinton

Professor, Canada Research Chair

Department of Mechanical & Industrial Engineering | University of Toronto

 

Abstract

The capture and conversion of CO2 – when powered by renewable electricity – presents an opportunity to reduce emissions and de-carbonize the production of fuels and chemicals. These processes will require electrocatalytic systems that provide reactants, electrons, and products at high rate and efficiency, and that are compatible with established upstream and downstream processes. In this talk I will outline our progress on electrochemical systems to meet this challenge. To enable renewably-powered CO2 capture, we have developed an electrochemical capture fluid regeneration strategy that circumvents the thermal process, and associated emissions, of the incumbent system. To convert the captured CO2 we develop a cascade approach, with CO2-to-CO followed by CO-to-products. I’ll close with a discussion on the challenges ahead for the field to achieve commercial viability, stability and scale.

Speaker Bio

David Sinton is a Professor and Canada Research Chair in the Department of Mechanical & Industrial Engineering at the University of Toronto. He is the Academic Director of the Climate Positive Energy Initiative. Prior to joining the University of Toronto, Dr. Sinton was an Associate Professor and Canada Research Chair at the University of Victoria, and a Visiting Associate Professor at Cornell University. He received a BASc from the University of Toronto, MEng from McGill University and his PhD from the University of Toronto. The Sinton group develops fluid systems for applications in energy. The group is application-driven and is currently developing fluid systems for CO2 capture and conversion and to develop energy efficient industrial working fluids.

 

Microsoft Teams meeting

Join on your computer, mobile app or room device

Click here to join the meeting

Meeting ID: 250 984 765 478
Passcode: eoTAAE

Download Teams | Join on the web

Or call in (audio only)

+1 647-794-1609,,727760986#   Canada, Toronto

Phone Conference ID: 727 760 986#

Find a local number | Reset PIN

Learn More | Meeting options

LLE: Assessing Exposures and Health Effects of Particle Radioactivity: An Emerging Research Field (Petros Koutrakis, Harvard University) @ Sandford Fleming Building, Room 1105
Oct 18 @ 11:00 am – 12:00 pm

Petros Koutrakis, Harvard University

Host: Prof. Jeffrey Brook

The recent Global Burden of Disease (GBD) study estimated that long-term exposure to fine particulates (PM2.5) caused 9 million deaths worldwide in 2019, making it the fourth-ranked global risk factor for that year. The PM properties responsible for its toxicity are still not fully understood. Recently, we found that radon (Rn) exposure is associated with mortality in the Northeastern U.S., and we have reported associations between PM gross β-activity and blood pressure, oxidative stress, and lung and cardiac function. A large fraction of the total exposure to naturally occurring ionizing radiation is through inhalation of ambient particles carrying attached radionuclides. The primary source of this PM radioactivity (PR) is Radon (Rn) gas through its decay products. Rn emanates from the soil and enters the atmosphere, including indoor air, where it decays. The resulting radionuclides attach to inhalable PM, which deposit in the lungs and continue to release ionizing radiation (α-, β- and γ-radiation) causing pulmonary inflammation and oxidative stress. To date, most previous environmental radiation studies have focused on the cancer effects of Rn progeny, therefore, there are significant knowledge gaps regarding the non-cancer effects of radon and PR. Our recent research has demonstrated that these non-cancer effects are, in fact, very important. Specifically, we have generated new information showing that exposures to Rn as well as PM gross α-, β- and γ-activities are associated with numerous adverse health outcomes, including blood pressure, oxidative stress, cardiac, lung and liver function, gestational diabetes and hypertension, and total and cardiopulmonary mortality.

These observations provide strong scientific evidence for our hypothesis that inhaled Rn progeny and other radionuclides, measured as PR, can have direct health effects through stimulation of inflammatory and oxidative processes. Therefore, assessing exposures and effects of PR may be of paramount importance to understanding of particle toxicity. During my presentations I will summarize many PR studies regarding measurement methods, sources, relationships between indoor and outdoor levels and, toxicity assays. Also, I will present results from cohort studies examining a large spectrum of health outcomes and population mortality studies. Finally, I will discuss research needs to advance this emerging research area.

_____

Petros Koutrakis has over 35 years of experience in environmental health sciences. His interests include human exposure assessment, ambient and indoor air pollution, environmental analytical chemistry, remote sensing, and environmental radioactivity. His research career has focused on studying exposure methods, developing sampling techniques for gaseous and particulate air pollutants, and studying the effects of air pollution on human health. His research group has conducted a large number of ambient and indoor air quality studies in the U.S. and abroad. These studies made it possible to identify and quantify the sources contributing to ambient, micro-environmental and indoor exposures. Finally, these investigations significantly advanced scientific knowledge of associations between exposures and health outcomes and made important contributions to assessments of the impacts of air pollution on human health in different populations.

 

View the complete 2023-24 LLE schedule

Questions? Please contact Michael Martino, External Relations Liaison (michael.martino@utoronto.ca)

Nov
29
Wed
LLE: Re-imagining Manufacturing: Building a Circular Gas Fermentation Industry (Michael Koepke, LanzaTech) @ Sandford Fleming Building, Room 1105
Nov 29 @ 11:00 am – 12:00 pm

Michael Koepke, LanzaTech

Host: Prof. Christopher Lawson

The accelerating climate crisis combined with rapid population growth poses some of the most urgent challenges to humankind, all linked to the unabated release and accumulation of CO2 and waste across the biosphere. Rapid action is needed to drastically reduce waste carbon emissions. By harnessing our capacity to partner with biology, we can begin to take advantage of the abundance of available CO2 and waste carbon streams to transform the way the world creates and uses carbon and enable a circular economy.

LanzaTech’s mission is to create a post-pollution future where waste carbon is the building block from which everything is made and since inception in 2005 has pioneered the development of a gas fermentation for carbon-negative biomanufacturing. Gas fermentation using carbon-fixing microorganisms is a fully commercial carbon recycling process technology that transforms above-ground sustainable and waste carbon resources into fuels, chemicals, materials and nutritional products at a scale that can be truly impactful in mitigating the climate crisis. LanzaTech’s technology is like retrofitting a brewery onto an emission source like a steel mill or a landfill site, but instead of using sugars and yeast to make beer, pollution is converted by bacteria to fuels and chemicals. The technology offers an industrial approach to both enable manufacturing at its current scale, and achieve sustainability targets.

Compared to other gas-to-liquid processes, gas fermentation offers unique feedstock and product flexibility. The process can handle a diverse range of high volume, low-cost feedstocks. These include industrial emissions (e.g., steel mills, processing plants or refineries) or syngas generated from any resource (e.g., unsorted, and non-recyclable municipal solid waste, agricultural waste, or organic industrial waste), as well as CO2 with green hydrogen.

Only 15 years ago, carbon-fixing microbes were poorly understood and considered to be genetically inaccessible and gas mass-transfer seen as major hurdle. To unlock this biology for industrial use, LanzaTech has developed a state-of-the-art Synthetic Biology and AI platform as well as advanced bioprocessing and bioreactor technology. Today, LanzaTech has 3 commercial plants in operation, >500 chemical pathways designed and >300,000 tons of CO2 mitigated. This lecture will provide an insight into the LanzaTech journey from scrappy start-up to global technology leader through the commercialization of its gas fermentation process as a platform, and give a perspective on the future for the industry at large.

_____

Dr. Michael Köpke is the Chief Innovation Officer at LanzaTech ($LNZA), a public company that uses biology to capture and transform carbon into sustainable products. Michael is a pioneer in synthetic biology of CO2-fixing microbes and carbon-negative biomanufacturing with 20 years of experience in the industrial biotech field. Since joining LanzaTech in 2009, Michael built up the company’s synthetic biology and computational biology capabilities and is responsible for LanzaTech’s innovation platform and technology partnerships.

Michael holds a Ph.D. in biotechnology from University of Ulm and is an inventor of over 500 patents and author of more than 50 peer-reviewed publications. Michael is also an awardee of the Presidential Green Chemistry Challenge award for Greener Synthetic Pathways by the U.S. Environmental Protection Agency (EPA).

In addition to his role at LanzaTech, Michael also serves as an adjunct faculty position at Northwestern University and as council member at the Engineering Biology Research Consortium (EBRC). At EBRC, Michael chairs the roadmapping working group and led the development of a technical roadmap on synthetic biology solutions for climate and sustainability as part of a group of over 90 scientists and other experts. Michael also serves on several editorial or scientific boards and chaired several workshops and international conferences.

 

View the complete 2023-24 LLE schedule

Questions? Please contact Michael Martino, External Relations Liaison (michael.martino@utoronto.ca)

Dec
6
Wed
LLE: Dynamic Operating Schema for Resilient, Affordable, Decarbonized Water Systems (Meagan Mauter, Stanford University) @ Online via Zoom
Dec 6 @ 11:00 am – 12:00 pm

Meagan Mauter, Stanford University

Host: Prof. Frank Gu

Dynamic operating schema for unit processes, treatment trains, and water systems are critical for accommodating non-steady-state system inputs and water resource demands. This applies equally to small-scale treatment units with fluctuating water production volumes and quality, large desalination plants encountering energy costs that vary as much as 10X over hourly and seasonal time scales, and entire water systems that are subject to multi-year droughts of varying intensity, persistence, and duration.  This talk will discuss the paradigm shift from steady state to dynamic system operation over multiple time domains and the resulting demands this shift places on membrane-based water treatment technologies.  The talk will then turn to how to leverage native flexibility in both traditional reverse osmosis (RO) technologies and emerging dynamically operated technologies (e.g., batch RO) for maximal system resiliency.  Finally, this talk will address open research questions critical to characterizing the financial value of flexibility in process, treatment train and system design and motivating an expanded dynamic operational range across these systems.

_____

Professor Meagan Mauter is an Associate Professor of Civil & Environmental Engineering and Global Environmental Policy at Stanford University and Senior Fellow in the Precourt Energy Institute and Woods Institute for the Environment. She directs the Water & Energy Efficiency for the Environment Lab (WE3Lab) with the mission of providing sustainable water supply in a carbon-constrained world.  Ongoing research efforts include: 1) developing desalination technologies to support a circular water economy, 2) coordinating operation of decarbonized water and energy systems, and 3) supporting the design and enforcement of water-energy policies.

Professor Mauter also serves as the research director for the National Alliance for Water Innovation, a $110-million DOE Hub addressing U.S. water security issues. The Hub targets early-stage research and development of energy-efficient and cost-competitive technologies for distributed desalination of non-traditional source waters.

Professor Mauter holds bachelors degrees in Civil & Environmental Engineering and History from Rice University and a PhD in Chemical & Environmental Engineering from Yale University. Prior to joining the faculty at Stanford, she served as an Energy Technology Innovation Policy Fellow at the Belfer Center for Science and International Affairs, Visiting Scholar at the Mossavar Rahmani Center for Business and Government at the Harvard Kennedy School of Government, and Associate Professor at Carnegie Mellon University.

 

View the complete 2023-24 LLE schedule

Questions? Please contact Michael Martino, External Relations Liaison (michael.martino@utoronto.ca)

Jan
17
Wed
LLE: Building a Sustainable Future through Bio-based Chemicals and Nanomaterials (Ning Yan, University of Toronto) @ WB116
Jan 17 @ 11:00 am – 12:00 pm

Ning Yan, University of Toronto

Host: Prof. Grant Allen

As we move towards UN Sustainable Development Goals, there is a growing interest to produce chemicals and materials from renewable feedstock to lower our reliance on fossil fuels. Over the years, my research team has developed a portfolio of bio-based chemicals and industrial materials using natural polymers as the building block. By taking advantage of some distinctive properties of cellulose, lignin, starch, and other plant-based biomolecules, we have designed and engineered bio-based resins, adhesives, polyols, foams, and composites suited for applications in automotive, construction, packaging, energy storage, and wearable electronics. By integrating dynamic bonds in the molecular structure, we have achieved designed close-loop recyclability of various bio-based covalent adaptable network (CAN) materials using starch, chitosan, and lignin as precursors. This new class of self-healing, recyclable, and reprocessable bio-based vitrimer materials can help extend product service life, reduce landfill plastic wastes, and realize the circular economy concept. An overview of some latest findings from our research activities will be presented.

_____

Professor Ning Yan holds a Tier 1 Canada Research Chair in Sustainable Bioproducts at the University of Toronto. She has also held a University of Toronto Distinguished Professorship in Forest Biomaterials Engineering and an Endowed Chair in Value Added Wood and Composites previously. Professor Yan is an internationally renowned expert in bio-based materials, green chemistry, and biopolymer science with more than 200 peer-reviewed publications in leading scientific journals. She is currently an associate editor of ACS Sustainable Chemistry and Engineering journal. Professor Yan obtained her PhD degree in Chemical Engineering from the University of Toronto in 1997 and joined the University of Toronto as a faculty member in 2001 after working for various companies in Canada and United States. She is an elected Fellow of the Engineering Institute of Canada (EIC), International Academy of Wood Science (IAWS), and the Canadian Academy of Engineering (CAE).

 

View the complete 2023-24 LLE schedule

Questions? Please contact Michael Martino, External Relations Liaison (michael.martino@utoronto.ca)

Jan
31
Wed
LLE: Engineering High-Precision, Dynamic Genetic Control Systems for Cellular Reprogramming (Katie Galloway, MIT) @ WB116
Jan 31 @ 11:00 am – 12:00 pm

Katie Galloway, Massachusetts Institute of Technology

Host: Prof. Nicole Weckman

Integrating synthetic circuitry into larger transcriptional networks to mediate predictable cellular behaviors remains a challenge within synthetic biology. In particular, the stochastic nature of transcription makes coordinating expression across multiple genetic elements difficult. Further, delivery of large genetic cargoes limits the efficiency of cellular engineering. Thus, our work is focused on the design of highly-compact genetic tools with a minimal genomic footprint. Co-localization of multiple transcriptional units provides a simple method of compact design. However, co-localization introduces the potential for physical coupling between transcriptional units. To address this challenge, we recently developed a theoretical framework for exploring how DNA supercoils—dynamic structures induced during transcription—influence transcription and gene expression in synthetic and native gene systems. Using this model, we find that DNA supercoiling strongly influences the profile of gene expression and that influence is defined by syntax—the relative orientation and position of genetic elements—and the enclosing boundary conditions. In exploring both synthetic and native gene regulatory networks, we find that supercoiling-mediated feedback changes the behaviors accessible to control and supports (or inhibits) the function of transcriptional networks. Importantly, we have recently confirmed several predictions from this model experimentally and used this model to design circuits with massively improved performance in primary cells. Our results suggest that supercoiling couples behavior between neighboring genes, representing a novel regulatory mechanism. Additionally, our predictions suggest why some circuit designs fail and provide a path to improving transgenic designs. Harnessing the insights from our model will enable enhanced transcriptional control, providing a robust method to tune expression levels, dynamics, and noise needed for the construction of transgenic systems for diverse cell engineering applications including cellular reprogramming.

_____

Katie Galloway is the W. M. Keck Career Development Professor in Biomedical Engineering and Chemical Engineering at Massachusetts Institute of Technology (MIT). Her research focuses on elucidating the fundamental principles of integrating synthetic circuitry to drive cellular behaviors. Her lab focuses on developing integrated gene circuits and elucidating the systems level principles that govern complex cellular behaviors. Her team lever ages synthetic biology to transform how we understand cellular transitions and engineer cellular therapies. Galloway earned a PhD and an MS in Chemical Engineering from the California Institute of Technology (Caltech), and a BS in Chemical Engineering from University of California at Berkeley. She completed her postdoctoral work at the University of Southern California. Her research has been featured in Science, Cell Stem Cell, Cell Systems, and Development. She has won multiple fellowships and awards including the Cellular and Molecular Bioengineering Rising Star, Princeton’s CBE Saville Lecture Award, NIH Maximizing Investigators’ Research Award, the NIH F32, and Caltech’s Everhart Award.

 

View the complete 2023-24 LLE schedule

Questions? Please contact Michael Martino, External Relations Liaison (michael.martino@utoronto.ca)

Feb
7
Wed
LLE: Translating Metal-Organic Framework Research from Lab to Industrial Applications (George Shimizu, University of Calgary) @ WB116
Feb 7 @ 11:00 am – 12:00 pm

George Shimizu, University of Calgary

Host: Prof. Mohamad Moosavi

Metal-organic frameworks (MOFs) are transcending from fundamental to applied research, but their use in a large-scale process has not yet been realized. For many industrial uses, MOFs face a challenge of economical performance in a durable, scalable material implementable in an appropriate engineered form. This presentation will deal with three short stories spanning our efforts to design new porous solids while keeping an eye on real-world applications.

The first story concerns the use of MOFs as proton conductors. MOFs offer tunable structures capable of being loaded with protic carrier molecules. Key challenges were initially to enhance stability and levels of proton conduction. Numerous promising examples exist now and a higher technology challenge is the formation of high-performing membranes. Some of our recent work on making high-loaded MOF membranes based on cellulosic composites will be presented.

The second part will deal with a new approach to make MOFs. MOFs typically rely on a reticular (net-based) approach where metal and organic linkers define a topology and pore sizes. We have developed a new route to MOFs where the guest molecules can play a much greater role in structure determination – rather than simply filling the void, determining its structure. This approach relies on robust H-bonded intermediates. Results on the use of this approach for xylene isomer separation will be presented.

Finally, MOFs can be used like a sponge to trap selected gases and release them under some external stimulus (e.g., pressure drop, temperature increase). Such an approach has been challenging for post-combustion carbon capture owing to the presence of water and acid gases in the stream. CO2. We have developed a solid that has moved up the technology ladder, with different academic and industrial partners, to actually be capturing CO2 industrially at 25 tonnes per day scale. This talk will discuss some of the basic science and also the hurdles to translate from milligrams to industrial demonstration including the key aspect of being able to physisorb CO2 in the presence of water.

_____

George Shimizu completed a Ph.D. (Inorganic Chemistry) at the University of Windsor with Steve Loeb. This was followed by an NSERC postdoctoral position with Fraser Stoddart (Supramolecular Chemistry) at the University of Birmingham and an NSERC Visiting Fellow/Associate Research Officer position with John Ripmeester and Dan Wayner (Functional Materials) at the National Research Council. In 1998, Shimizu moved to the Department of Chemistry at the University of Calgary. Currently, he is a Full Professor and his research concerns novel inorganic-organic materials, mainly metal-organic frameworks.

All group research begins at a very fundamental level, but it is application-directed, and we strive to translate basic science to demonstration. Most work falls in the fields of gas separation with solid sorbents and proton conductors. Three startup companies have emerged from the group’s MOF research. George has received the Strem (2008) and Rio Tinto (2019) Awards for Inorganic Chemistry from the Chemical Institute of Canada and the Alberta Science and Technology Leadership Foundation Award for Energy and Environment Innovation (2021).

 

View the complete 2023-24 LLE schedule

Questions? Please contact Michael Martino, External Relations Liaison (michael.martino@utoronto.ca)

Mar
6
Wed
LLE: Revolutionizing Drug Delivery Technology: The Power of AI and Automation (Christine Allen, University of Toronto) @ WB116
Mar 6 @ 11:00 am – 12:00 pm

Christine Allen, University of Toronto

Host: Prof. Milica Radisic

 

The formulation of therapeutic agents in advanced drug delivery systems such as nanoparticles and microparticles can significantly improve their safety and efficacy. However, the design and development of advanced formulations remains expensive, labour-intensive and time consuming with a heavy reliance on the expertise of the formulation development team and composition of formulations that have been approved to date. In the design of these systems, there are a plethora of parameters that must be considered in relation to the drug, material(s) or excipient(s) as well as processing variables. Experimental evaluation of every combination is intractable and at this time it is not possible to predict the performance of specific formulations a priori. As a result, it is likely that some of the formulation candidates that have moved forward to clinical development are not optimal but rather the best that could be achieved with the time and resources available.

Machine learning (ML) has led to significant advances in various fields, such as drug discovery and materials science. In recent years, we have explored integration of ML to discern the relationships between composition, property and performance with a goal towards fast-tracking innovative drug formulation development.  In this work, we have identified a lack of robust datasets in the published literature to apply data-driven methods. This has led us to consider strategies such as experimental automation, and more recently to the concept of a materials acceleration platform (MAP), or self-driving laboratory (SDL), that combines automated experimentation with ML-guided experiment planning for the design of advanced drug delivery systems. The integration of such technological advancements in the pharmaceutical sciences has the potential to fast-track preclinical research, improve efficiency in drug development pipelines and thus improve patient access to effective medicines.

_____

Dr. Christine Allen is a full Professor at the University of Toronto and internationally recognized leader in drug formulation and development with more than 160 publications. She has received numerous career awards and is a fellow of the American Institute for Medical and Biological Engineering, Canadian Academy of Health Sciences, Controlled Release Society (CRS), and the Canadian Society for Pharmaceutical Sciences (CSPS). She has held senior leadership roles including President of CRS (2022 – 2023), President of CSPS (2020 – 2022), Vice-President Ecosystem Development at adMare Bioinnovations (2022 – 2023), Associate Vice-President and Vice Provost Strategic Initiatives at UofT (2019 – 2022) and Interim Dean, Leslie Dan Faculty of Pharmacy (2018 – 2019). She is the co-founder and CEO of a start-up that is transforming pharmaceutical drug development through integration of AI, automation and advanced computing. She is committed to promoting and actioning equity, diversity, inclusion and accessibility in research and innovation.

 

View the complete 2023-24 LLE schedule

Questions? Please contact Michael Martino, External Relations Liaison (michael.martino@utoronto.ca)