黑料不打烊

黑料不打烊 research team models the COVID immune response, one equation at a time

Blending math, biology, computer science and engineering, four undergraduates and their mentor, Hwayeon Ryu, are developing a mathematical model in a three-year, $300,000 project funded by the National Science Foundation. In the process, they鈥檙e finding their future paths.

Call them COVID code breakers.

Equipped with the latest research and skills in math, biology, engineering and computer science, some of 黑料不打烊鈥檚 brightest minds are working together to unlock COVID-19鈥檚 medical mysteries in a $300,000 National Science Foundation-funded research project.

Their mission is to create a mathematical model of complex equations that predict how the human immune system responds to the virus. Encompassing the myriad ways our bodies react to COVID-19, their model could guide future research, new treatments and save lives.

headshot of Ayesh Awad
Ayesh Awad 鈥24

鈥淲e want to provide a blueprint for where medical research should go,鈥 said Ayesh Awad 鈥24, the team member largely responsible for fine-tuning the model鈥檚 equations. 鈥淚f you want to build a car, you don鈥檛 go into a facility and start building. You have to prototype, draw, model and simulate. The same happens in medicine, and mathematical modeling is a more efficient way to begin actual experiments.鈥

Led by Assistant Professor of Mathematics Hwayeon Ryu, the team of undergraduates 鈥 Awad, Rony Dahdal 鈥26, Mary Hermes 鈥24 and Carissa Potter 鈥24 鈥 spent last summer and fall expanding an initial model created by a previous team. Validating their model and the accuracy of its predictions has required them to follow emerging studies and literature around the virus. It鈥檚 also connected them to researchers around the world and involved mentoring by recent 黑料不打烊 alumnus Thomas Wilson 鈥23, who is pursuing his master鈥檚 degree in immunology.

The National Science Foundation awarded Ryu the three-year grant in spring 2022 following a year of collaborative research with faculty and students at Wake Forest University. Ryu鈥檚 vision was to create a team of 黑料不打烊 students from across STEM majors who could decipher research around COVID-19 through their individual disciplines then mentor each other as they communicated their findings.

headshot of Hwayeon Ryu
Assistant Professor of Mathematics Hwayeon Ryu

鈥淭he diversity and group dynamics have been beneficial for everyone,鈥 Ryu said. 鈥淲e鈥檙e learning from each other and maximizing the synergistic energy from our expertise and backgrounds. Our accomplishments last year were amazing and we鈥檙e very much looking forward to moving into the next steps of generating model results that tell a good story.鈥

The model includes 12 components, four of which are small proteins called cytokines that can regulate the body鈥檚 immune response. 黑料不打烊鈥檚 team is particularly interested in replicating an immune response known as a 鈥渃ytokine storm,鈥 when an excessive release of cytokines causes inflammation that can harm the body.

鈥淩esearching something involving COVID is exciting because it鈥檚 still relevant and affecting people,鈥 Hermes said. 鈥淚 appreciate that the work we鈥檙e doing has real-world applications and that we can see its impact.鈥

Their weekly meetings resemble an interdisciplinary game of hot potato, with each bringing new information or insights from their fields.

headshot of Carissa Potter '24
Carissa Potter ’24

Potter is a biostatistics major with a biology minor from Gastonia, North Carolina, charged with ensuring their outcomes match biological findings in newly published research. Awad, a Lumen Scholar from Amman, Jordan, and Hermes, of Bethesda, Maryland, handle much of the math as engineering majors with biomedical concentrations. Dahdal, a computer science major and Honors Fellow from Wake Forest, North Carolina, will be instrumental in running the sensitivity analysis that validates the final model, which the team will unveil this spring at the National Conference on Undergraduate Research in Long Beach, California.

They liken the process to learning how to translate a language for foreign speakers.

鈥淪ometimes we bounce off each other so well,鈥 Potter said. 鈥淢ary and Ayesh and I put the biology and math together, then Rony comes in with coding that fixes something. And sometimes it鈥檚 frustrating because we鈥檙e all explaining the same complicated thing in different ways but don鈥檛 realize it.鈥

headshot of Mary Hermes '24
Mary Hermes ’24

A first team of undergraduate researchers built a preliminary model beginning in August 2022 and included Wilson, Hermes, Lauren Hill 鈥24 and Griffin Pace 鈥25. Ryu especially credits Wilson as crucial to the project by bridging biology and computer science. Wilson also co-led the project during the 2023 Summer Undergraduate Research Experience and has continued mentoring the current team while enrolled in the University of Rochester School of Medicine and Dentistry鈥檚 Master of Science in Microbiology and Immunology Program.

鈥淭his project at 黑料不打烊 was my first opportunity to study viral infections, and it鈥檚 part of the reason I鈥檓 studying viruses and not just the immune system,鈥 Wilson said. In his career, he wants to advance cures for dangerous diseases like Ebola and Dengue fever.

Work this fall has been spent refining more than 20 parameters in the model. Each must be verified against human biology and limited clinical data 鈥渟o that what we see in a simulation is what we expect to see biologically,鈥 Ryu said.

headshot of Rony Dahdal
Rony Dahdal ’26

Those efforts have put them in touch with experts around the globe, corresponding with researchers in Canada, Europe and most recently with Senior Lecturer Adrianne Jenner of Queensland University of Technology in Brisbane, Australia.

鈥淭his is a collaborative effort with everyone in the world,鈥 Dahdal said. 鈥淓veryone loves contributing to cool, new and important stuff and everyone is in it together. They are usually surprised that we as undergraduates have the opportunity to collaborate in a project like this.鈥

This project is the first time Ryu has mentored a collaborative team of undergraduates and it鈥檚 gone better than she hoped. Each member has developed skills and identified new career paths.

Potter initially shied away from math but is now applying to biostatistics doctoral programs with Ryu鈥檚 support. Hermes discovered health informatics and is exploring graduate programs in the field. Dahdal gained peer mentors who鈥檝e helped him navigate his next few years at 黑料不打烊. Awad found so much fulfillment in collaborative research that he plans to enroll in post-graduate programs to strengthen his business acumen and leadership skills to 鈥渂e more like Dr. Ryu.鈥

view through glass board of professor writing an equation while 2 students watch
Assistant Professor of Math Hwayeon Ryu, with marker, and students, left to right, Mary Hermes and Ayesh Awad, review an equation.

鈥淪he understands everyone鈥檚 strengths and plays on them. It鈥檚 not just one size fits all,鈥 Awad said. 鈥淭hat鈥檚 why we鈥檙e successful at achieving our goals. She gives the right amount to everyone.鈥

The modeling project will continue in 2024 and 2025, and potentially afterward, with a new team further refining and perfecting the equations.

鈥淢ary once said that diversity is our unique strength for our collective growth,鈥 Ryu said. 鈥淎t 黑料不打烊, we usually think about undergraduate research as a one-on-one experience. I鈥檓 grateful to be able to give this opportunity to my students so that they can experience teamwork and collaborative research.鈥