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Video: Dhruva Biswas, MD PhD & Liu Yun-Hsin: Refining Biomarker Design in Light of Cancer Evolution

"We built on previous work to validate the robustness of ORACLE, a biomarker for lung cancer. By analyzing a group of prospectively recruited patients, we showed that ORACLE can predict patient survival, identify patients who might benefit more from chemotherapy, and detect those who are at high risk of cancer coming back. This means that if further validate, doctors could use ORACLE as a simple molecular test to guide the treatment decisions at the time of diagnosis, providing a crucial window for early intervention." Learn how Dhruva Biswas, MD PhD & Liu Yun-Hsin are working to integrate AI-driven insights in Clinical Practice in this Expert Speaker video from the LiveLung Virtual lung cancer meeting on March 12, 2025


Learn how Dhruva Biswas, MD PhD & Liu Yun-Hsin are working to integrate AI-driven insights in Clinical Practice in this Expert Speaker video.


This video was recorded during the LiveLung Virtual lung cancer meeting on March 12, 2025.





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About the Speakers Dhruva Biswas, MD, PhD

Clinician-Data Scientist, Cardiovascular Data Science (CarDS) Lab Associate Research Scientist

Yale School of Medicine


Dr. Biswas’ work focuses on the integration of AI-driven insights into clinical practice including developing digital and molecular biomarkers to identify high-risk patients who are currently overlooked. “ORACLE can now predict survival rates in patients diagnosed at the earliest stage.” shares Dr. Biswas. “If validated in larger cohorts of patients with lung cancer, doctors could one day use ORACLE to help make informed treatment decisions, bringing lessons from cancer evolution into the clinic.” Dr. Biswas has authored publications in several peer-reviewed journals, including first author articles in Nature Medicine and Nature Cancer. His work has been featured in media outlets including The Times, the Independent, and Yahoo News. He has been recognized as ‘at the forefront of medical research’ by Nature Medicine.


Liu Yun-Hsin

Bioinformatics Research Assistant

UCL Cancer Institute


Ms. Yun-Hsin’s research interest in understanding intratumour heterogeneity and the evolutionary nature of tumours with a focus in identifying and validating a new biomarker for lung cancer which aims at accurately stratifying patients by their outcomes and guiding chemotherapies. “By integrating computational methods, I wish to bridge the gap between biomarker discovery and clinical application, facilitating the translational oncology.” shares Yun-Hsin.


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