Tobi F. Olayiwola, MD
Assistant Research Investigator
About
Dr. Oluwatobi "Tobi" Olayiwola is an allergist and clinical immunologist at HealthPartners and an Assistant Research Investigator at HealthPartners Institute. She completed her fellowship training at Brigham and Women's Hospital in Boston, following residency training in pediatrics at St. Louis Children's Hospital.

Dr. Olayiwola's clinical and research interests focus on pediatric food allergy, particularly the treatment of peanut allergy through oral immunotherapy (OIT), and the factors that influence treatment outcomes.  Her work aims to better understand how patient characteristics and treatment factors relate to desensitization and sustained remission after OIT. She is particularly interested in expanding pediatric OIR programs to younger children and patients with allergies to foods beyond peanut.

She is also interested in the application of artificial intelligence to clinical research, including machine learning in analyzing real-world electronic medical record data on patient and provider behaviors, and clinical outcomes. Across her interests, she hopes to translate scientific findings into practical strategies that improve the delivery and personalization of care for patients with allergic diseases.

Joined the Institute: 2026

Education and training
Stanford University – B.S. in Biology with honors 09/2006 – 06/2010
University of Minnesota Medical School – MD  08/2012 – 12/2016
Saint Louis Children’s Hospital – Pediatric Residency 06/2017 – 07/2020
Brigham and Women’s Hospital – Allergy/Immunology Fellowship 07/2023 – 06/2026

Professional Organization Memberships
American Academy of Pediatrics – 2020 – Present
American Academy of Allergy, Asthma, and Immunology – 2023 – Present

Publications While At HealthPartners
Highlights
selected publications
Journal Article
  • Additional Food and Aeroallergen Polysensitization Was Not Associated with Peanut Oral Immunotherapy Outcomes in the IMPACT Population. 
    The journal of allergy and clinical immunology. In practice. 2026
  • Dosing reactions and missed doses affect peanut oral immunotherapy outcomes. 
    The journal of allergy and clinical immunology. In practice. 2026
  • Harnessing machine learning and electronic health record data to improve asthma management. 
    Current Allergy and Asthma Reports. 2026
  • Management of patients with comorbid asthma and obesity: a large language model evaluation of clinical documentation. 
    The journal of allergy and clinical immunology. In practice. 2026
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    Publications
    Publications in the past 10 years based solely on publications while at HealthPartners. Publications in prior years appear in grey.
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