Paired-Sample and Pathway-Anchored MLOps Framework for Robust Transcriptomic Machine Learning in Small Cohorts: Model Classification Study
Paired-Sample and Pathway-Anchored MLOps Framework for Robust Transcriptomic Machine Learning in Small Cohorts: Model Classification Study
Mahdieh Shabanian
1
, MSc ;
Nima Pouladi
1
, PhD ;
Liam Wilson
1
, BSc ;
Mattia Prosperi
2
, PhD ;
Yves A Lussier
1, 3, 4
, MD
1
Biomedical Informatics, University of Utah, Salt Lake City, UT, United States
2
College of Public Health and Health Professions Dean's Office, University of Florida, Gainesville, FL, United States
3
Center for Genomic Medicine, University of Utah, Salt Lake City, UT, United States
4
Hunstman Cancer Cetner, University of Utah, Salt Lake City, UT, United States
Corresponding Author:
-
Yves A Lussier, MD
-
Biomedical Informatics
-
University of Utah
-
421 Wakara Suit 140
-
Salt Lake City, UT 84108
-
United States
-
Phone:
1 7736143736
-
Email: lussier.y@gmail.com