BCH AI and Machine Learning Journal Club: Arjun Manrai, PhD

Speaker: Arjun (Raj) Manrai, PhD, at Boston Children's Hospital

Date: May 8, 2020 at 09:30AM - 10:30AM

Blood laboratory measures such as glucose and hemoglobin are the basis for much of clinical decision making, yet baseline variation for many laboratory measures remains incompletely characterized across age, gender, and race groups. I will introduce foundational techniques from machine learning and statistical genetics and show how they can be applied to systematically unpack variation in blood laboratory data across population groups. These analyses reveal widespread demographic structure in blood laboratory data.

Blood laboratory measures such as glucose and hemoglobin are the basis for much of clinical decision making, yet baseline variation for many laboratory measures remains incompletely characterized across age, gender, and race groups. Dr. Manrai introduced foundational techniques from machine learning and statistical genetics and showed how they can be applied to systematically unpack variation in blood laboratory data across population groups. These analyses reveal widespread demographic structure in blood laboratory data.


Publications

Sathyanarayana A, El Atrache R, Jackson M, Cantley S, Reece L, Ufongene C, Loddenkemper T, Mandl KD, Bosl WJ. Measuring Real-Time Medication Effects From Electroencephalography. Journal of clinical neurophysiology : official publication of the American Electroencephalographic Society 2022.

Weitzman ER, Kossowsky J, Blakemore LM, Cox R, Dowling DJ, Levy O, Needles EW, Levy S. Acceptability of a Fentanyl Vaccine to Prevent Opioid Overdose and Need for Personalized Decision-Making. Clinical infectious diseases : an official publication of the Infectious Diseases Society of America 2022.

Weitzman ER, Sherman AC, Levy O. Pediatric SARS-CoV-2 Vaccines: Perceptions and Attitudes from the FDA Public Commentary. Clinical infectious diseases : an official publication of the Infectious Diseases Society of America 2022.