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Suhyun An is currently an undergraduate
researcher at CCADD after completing the 2024 winter internship program. She is
majoring in Stem Cell and Regenerative Biotechnology at Konkuk
University . Her
recent interests lie in research utilizing large language models and deep
neural networks, with a particular focus on AI-based drug discovery. More
specifically, she focuses on the applications of drug-drug interactions and
PK/PD modeling. Her research goal is to leverage these technologies to predict
drug toxicity using clinical notes, as well as explore machine learning models
for drug repurposing.
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Yura Choi is currently an undergraduate
researcher at CCADD after successfully completing the 2024 Winter Internship
Program. She is majoring in Chemistry at Kyung Hee University. During
her internship, she participated in developing a deep learning-based Drug-Drug
Interaction (DDI) prediction model, utilizing protein information to enhance
model performance. Through this project, she gained hands-on experience in data
processing, programming, and predictive modeling. She continues to explore
various approaches to DDI prediction modeling and has a growing interest in
ADMET prediction and PK/PD modeling. She aims to apply AI-powered data analysis
to contribute to novel drug development strategies and innovations.
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Seoyoon Jang is currently an undergraduate
researcher at CCADD after diligently completing the 2024 winter internship
program. Seoyoon Jang is majoring in Systems Biotechnology at Chung-Ang University. Her
research interests include generating real-world evidence (RWE) based on
real-world data (RWD) using electronic medical records (EMR) and regulatory
science. During her internship, she became proficient in R and gained hands-on
experience with both representation and generative LLM models.
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Nayoung Ku is currently an undergraduate
researcher at CCADD, following the successful completion of her internship program.
She is pursuing studies in life science and AI convergence at Handong
Global University, with a previous Bachelor's degree in psychology. Nayoung
specializes in developing prediction modeling and optimization algorithms with
diverse datasets.
Her research includes work at
the Biodata Laboratory developing cancer diagnostic machine learning models,
and she received the Daewoong Pharmaceutical CEO Award at the JUMP AI 2024 Drug
Discovery Competition for her team's work on IRAK4 inhibitor prediction. |
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Seeun Park is currently an undergraduate
researcher at CCADD. She became an undergraduate student researcher after
successfully completing the 2024 Winter Internship program. She is a
Bioengineering major at Yonsei
University. She was able to gain knowledge and hands-on experience on
artificial intelligence for clinical drug development by the project “Improving
the Generalizability of Natural Language Process Models to Extract Drug Safety
Information from Clinical Notes”. With passion in healthcare and safety, she
focuses on exploring clinical pharmacology and regulatory science more
specifically Real-World Data (RWD) and policy analysis in Korea. It is her goal
to work on expertise for the improvement of disease prevention and control. |
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This winter, CCADD welcomes six
interns - Minsol Kim, Suhyun An, Seo-Yoon Jang, Seeun Park, Yura Choi and Nayoung
Ku - for the 2025 Winter Internship Program.
Minsol Kim is majoring in veterinary
medicine at Seoul National University. She
is interested in exploring the application of domain knowledge in the process
of AI model development by utilizing her knowledge of pharmacology, toxicology,
and physiology. Her goal is to build a solid foundation in AI and gain hands-on
experience analyzing clinical data and investigating the drug development
process. Through the 2025 CCADD winter internship program, she aims to explore
potential career paths in the field of drug discovery.
Suhyun An is a student majoring in Stem
Cell and Regenerative Biotechnology at Konkuk
University. She previously worked as an undergraduate researcher in the
Immunopharmacology Laboratory at Seoul
National University College of Medicine, where she studied drug toxicity.
Her current research interests include Drug-Drug Interactions (DDIs) and drug
repurposing using artificial intelligence (AI). Her previous training primarily
involved wet lab research. The CCADD internship will allow her to gain
experience in data science applied to drug development, which will serve as a
critical foundation for achieving her future research goals.
Seo-Yoon Jang is majoring in Systems
Biotechnology at Chung-Ang University. She has a keen interest
in AI and data science, which led her to complete the 2024 Boostcourse <DATA SCIENCE
PROJECTS> coaching study program. Subsequently, she developed an interest in
drug delivery and interned at the Lab of Drug Delivery and Cell Therapy at Sungkyunkwan University School of Medicine.
Her growing passion for integrating AI into drug development led her to a
winter internship at the CCADD. Through this internship, she aims to gain
proficiency in data analysis tools and deepen her domain knowledge, with the
goal of becoming a researcher specializing in AI-driven drug development.
Seeun Park is a senior at Yonsei University, double majoring in
Biotechnology and Public Administration. She is willing to explore clinical
pharmacology and regulatory science during this winter internship program. With
passion in healthcare and safety, she focuses on gaining more experience and knowledge
on artificial intelligence for clinical drug development and more specifically
epigenetic study and policy analysis in Korea. It is her goal to work on
expertise for the improvement of disease prevention and control.
Yura Choi is an undergraduate student in
the Department of Chemistry at Kyung Hee University. She is
passionate about AI-driven drug development, applying data science to
pharmaceutical research. Through the LAIDD
program, she has gained valuable insights into how AI can be applied to drug
development. She aims to contribute to drug development and explore innovative
therapeutic modalities by leveraging AI-driven data analysis. Currently, she is
participating in the CCADD winter internship to strengthen her AI and data
science expertise and deepen her understanding of research in drug development.
Nayoung Ku
is an undergraduate in life science and AI convergence at Handong Global University. She
previously earned a Bachelor’s degree in psychology at the National Institute of
Lifelong Education by Examination for Self-Education. Nowadays, Nayoung
mainly develops prediction modelling and optimization algorithms with various
datasets. She had been a research assistant at Biodata Laboratory, Handong
Global University, focusing on cancer diagnostic machine learning models using
tumour-educated platelet (TEP) RNA-seq data for a year. Recently, she did a
capstone project on NLP
for an ovarian cancer diagnostic model using TEP RNA-seq pre-processed data,
which showed her creativity in analytic approach. She received the Daewoong Pharmaceutical CEO Award at the JUMP AI 2024 Drug
Discovery Competition, sponsored by the Korea Pharmaceutical and Bio-Pharma
Manufacturers Association. In the competition, Nayoung and her team developed
an advanced multi- perceptron to predict IC50 values for IRAK4 inhibitors
by applying novel and strategic approaches to accelerate drug discovery
processes. With her enthusiasm for enhancing the efficiency of drug discovery,
she participates in this internship to experience real-world clinical data and
its analysis, like electronic medical records. With a heart of admiration, she
is yearning to learn the extraordinary methodology of CCADD.
We hope that during their winter internship, they will build confidence in their area of expertise, develop independent learning skills to explore new knowledge, and dedicate their enthusiasm to gaining a comprehensive understanding of drug development and regulatory science throughout these two months. |
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On Friday, December 27, 2024, the 2024 CCADD Year-End Workshop was successfully held at the Seoul National University (SNU) Yongon Campus. The event was attended by Prof. Howard Lee, CCADD members, interns, and alumni. Notably, Research Professor Yoona Choi joined the event in person, while Prof. Asa Johansson and Dr. Tae Kyu Chung participated online, adding an international dimension to the program.
The workshop began with a brief icebreaking session, followed by a series of meaningful presentations. The first presenter, Yunjin Choi, shared her growth and learning experiences over the past six months in her presentation titled “The Serendipitous Road: Lessons from the Past 6 Months.” Next, Yujin Kim reflected on her first year as a graduate student, highlighting her research projects, achievements, and key takeaways. In the afternoon session, Junghyun Won provided a retrospective on her 4.5 years as a graduate student, offering valuable insights into the diverse experiences of graduate life.

The main session reviewed CCADD's
accomplishments in 2024, celebrating the research group's growth and
achievements. Prof. Howard Lee commended the group’s continued success in
research and publications. The workshop then shifted its focus to 2025, with a
session outlining a roadmap emphasizing emerging AI concepts and innovative
research ideas aligned with the latest trends.
Three special lectures added depth and
inspiration to the workshop. Dr. Tae Kyu Chung, a postdoctoral researcher at
the University of California San Francisco,
delivered a lecture titled “Postdoc Diaries: A Glimpse of Life in the US,”
offering a vivid account of his life and research abroad, which resonated
strongly with the audience. Research Professor Yoona Choi reflected on her year
as a research professor at Child
Cancer and Rare Disease Project, Seoul National University Hospital. Her
presentation detailed the challenges and achievements of her rigorous research
journey, offering valuable insights for fellow researchers. Prof. Asa Johansson
from Uppsala University delivered a lecture
titled “Pharmacoepidemiology in the Era of Precision Health,” introducing the
latest developments in precision medicine and pharmacoepidemiology. Her session
provided an opportunity for attendees to exchange ideas with an international
expert.
The workshop concluded with an inspiring speech by Prof. Howard Lee, who has been serving as the Dean of the Graduate School of Convergence Science and Technology at SNU. Prof. Lee praised CCADD's remarkable achievements throughout 2024 and expressed his strong support for the group’s ambitious goals in 2025. The 2024 CCADD Year-End Workshop provided members and alumni with a valuable opportunity to strengthen their relationships, exchange ideas, and align on a shared vision for the journey ahead.
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The 2024 Seoul National University – Hokkaido University Joint Symposium was held with the theme "Exploring New Frontiers in Convergent Science and Technology." It brought together leading researchers and institutions to discuss cutting-edge advancements and to foster international collaboration. Hosted by the Graduate School of Convergence Science and Technology (GSCST) at Seoul National University, in partnership with Hokkaido University, the symposium featured a variety of talks, poster sessions, and networking opportunities.
CCADD attended the symposium, and more importantly, presented study results highlighting our research projects. As the dean of GSCST, Professor Howard Lee delivered a talk entitled "Application of Artificial Intelligence to Clinical Trials." The presentation emphasized that while AI in clinical trials is still in its infancy, its transformative potential cannot be overlooked. Professor Lee highlighted the importance of understanding the clinical domain to maximize AI’s impact, setting the stage for a future where AI can fundamentally improve trial success rates and the efficiency of drug development.
CCADD members also delivered poster presentations that showcased the breadth of our research. Jung-Hyun Won explored the feasibility of utilizing single-center real-world data from SNUH’s EMR system, demonstrating its representativeness for cancers such as liver and pancreatic cancer. David Seung U Lee introduced a cost-effective approach to enhance large language models for extracting clinical information from real-world clinical notes, focusing on optimizing prompt configurations and addressing data drift challenges. Yujin Kim presented a novel strategy for extracting chemotherapy-related adverse events in pediatric leukemia patients by combining structured data analysis with minimal manual chart reviews. Lastly, Yunjin Choi conducted an indirect comparative analysis of the efficacy between Tisagenlecleucel, a CAR-T cell therapy, and salvage/reinduction chemotherapy in pediatric relapsed/refractory leukemia, highlighting the complete remission rates achieved by CAR-T therapy.
This joint symposium provided a valuable opportunity to learn from diverse research fields and exchange insights, fostering mutual growth and collaboration among participants. |
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Yunjin Choi is currently undergraduate researcher at CCADD, following the completion of the 2024 Summer Internship program. Yunjin Choi has studied mathematics at Stony Brook University. After college, Yunjin worked as a statistical analyst at the Biomedical Research Institute, Korea University Guro Hospital. She has mainly assisted conducting retrospective observational studies on nephrology and neurology. As an analyst, Yunjin developed an interest in real-world data (RWD), such as electronic medical records (EMR). She intends to pursue her interest while at CCADD. |
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This summer, CCADD welcomes three interns-Kim Chanmin, Choi Yunjin, and Yoo Kyungwan -for the 2024 Summer Internship Program. Kyungwan Yoo, a student at Kyung Hee University, earned his Bachelor’s degree in genetic engineering. He worked as an undergraduate researcher at the Kyung Hee University Regenerative Medicine Institute, focusing on creating cell-targeting treatments. Currently, he is interested in integrating biological science with artificial intelligence (AI) technology and applying it to drug development. Kyungwan applied for the 2024 CCADD Summer Internship Program to expand his knowledge of drug development in general, be it clinical trials, and/or utilizing medical big data. He also intends to gain practical experiences in applying programming languages to these domains. Yunjin Choi has graduated from Stony Brook University with a Bachelor’s degree in mathematics. After graduating, Yunjin worked as a statistical analyst at the Biomedical Research Institute, Korea University Guro Hospital. She has mainly conducted retrospective studies on nephrology and neurology. For example, she published a paper entitled "Fasting glucose variability and risk of dementia in Parkinson's disease: a 9-year longitudinal follow-up study of a nationwide cohort", which examined the impact of fasting glucose variability on the risk of developing dementia in Parkinson's disease patients over a nine-year period. The study found that greater variability in fasting glucose levels was associated with a higher risk of dementia, further suggesting that stabilizing glucose levels might be beneficial for cognitive health in these patients. Besides being the first author of the study, she was also responsible for data analysis and interpretation, ensuring the accuracy and reliability of the study results. She also has the opportunity to learn how to draft and revise the manu and enhance its scientific merit. During this time, Yunjin developed an interest in Real-World Data (RWD), such as electronic medical records (EMR). She intends to pursue her interest while at CCADD. Chanmin Kim is a Biological Engineering major at Kangwon National University. She became interested in developing new drugs while learning drug delivery systems. She also completed GMP training. After receiving the Excellence Award for designing smart healthcare products at Gachon University's DNA (Data, Network, AI) School Camp , she became interested in improving the efficiency of developing new drugs by applying data science and AI. Her goal is to become a researcher in the development of new drugs using AI. Through her 2024 CCADD summer internship program, she will pursue this goal. We hope that during their summer internship, they will gain confidence in their field of study, learn how to study independently and explore new knowledge, and devote all their passion to gaining a deep understanding of drug development and regulatory science over the course of these two months. |
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Dr. Chung studied at the Department of Transdisciplinary Studies, Graduate School of Convergence Science and Technology, Seoul National University (SNU). Dr. Chung graduated from the University of Wisconsin-Madison (2011-2016), majoring in biology-neurobiology. Additionally, he completed his military service as an orthopedic medic at the Armed Forces Yang-ju Hospital in Korea (2014-2015). He joined CCADD in February of 2018 by starting his internship program. |
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Seo-rin Choi was an undergraduate researcher at Center for Convergent Approaches in Drug Development (CCADD). She joined the winter internship program at CCADD in 2023. She double majored in Food Bioengineering and Functional Biomaterials Convergence at Gachon University. She is interested in enhancing the efficiency of clinical drug development by integrating artificial intelligence technology with medical big data. |
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