
“What is working with a research mentor going to be like?”
That was first of the many questions I had once I started my summer research with the Schiff Family Research Institute at Summit. Over the course of the summer, I had the opportunity to work with Cincinnati Children’s Hospital Division of Bioinformatics. I was able to work with a mentor, Dr. Marc Ruben, who provided specific one on one attention and made grasping the technical skills of his bioinformatics research a lot easier a lot more fun than initially I had expected.
The research project I assisted with was looking at circadian rhythm biology by evaluating daily patterns in patients’ physiological measurements collected in the enormous hospital datasets. Specifically, his team is evaluating differences between the vital signs of early adolescents (10-12 years of age) and teens (13-18 years of age) in the ICU unit at Children’s and seeing if their vital sign waveform data could possibly tell us something unique about health state of ICU patients. The vital sign my mentor and I used as a biomarker was pulse, but there are plenty of other biomarkers that can be measured such as heart rate and blood pressure. Okay yes, at first this may not make any sense to you guys but let me break it down...
Most of my project was statistics-based. I knew I wanted to do a statistics-based project after I took my AP Statistics class and found out that statistics can be used to answer many unknowns. On Day 1 of my summer experience, Dr. Ruben told me that all my project would be done on a software called R Studio, which uses the programming language R specifically designed for data analysis, statistical modeling, and data mining/visualization. For my research, Dr. Ruben would send me large, deidentified patient files from the Children’s database called EPIC which contained their pulse rate in 72-hour blocks represented by cosine models. For each patient and each block, I could measure their amplitude, peak to trough ratio, along with their start time in the ICU unit. This was just the beginning… At first, creating visualizations of the data was very easy. Even though ChatGPT is frowned upon by the school for some uses, in my research project, ChatGPT was my best friend to help learn how to code in R. Dr. Ruben told me it helps him create visualizations in under a minute by copying and pasting code which helps us save a lot of time.
At first, I couldn’t see any initial trends within each different patient, so we tried to use more specific markers for each patient which included annotating the already existing patient data with their demographics. Cosine models were used again to model, but we modeled for specific demographics, such as patients of different races who are adolescent versus teens or different sex for adolescents and teens. Then, we combined these with the age models within their 72-hour blocks. This was the hardest part and the most confusing as there was so much going on at once. Throughout the whole process, Dr. Ruben was very understanding and quick to respond if I was ever confused with anything (which trust me I was); his responsive communication made my research experience very enjoyable.
Although the overarching project is still a work in progress, both he and I were able to learn a lot throughout the whole summer. As I had hoped, I learned that working with a mentor can be a very fun and pleasurable experience if you can enjoy his or her research as much as they enjoy their own. Dr. Ruben, on the other hand, was able to see that maybe one day circadian rhythm biomarkers can tell us something about the health state of patients in the ICU. Maybe they can help us predict longevity of stay in this care unit, or another clinical outcome that the hospital could use to guide patient care and family counseling. Anyways, his research and my personal research experience go far beyond us and ultimately, we all have the same goal of one day, making a positive impact on the hospital for Cincinnati Children’s and children’s hospitals all around the country.
Clemente Volk is a senior in The Summit Country Day School's Schiff Family Science Research Institute.













