RNA seq as predictor

Can we use the protocol described in the paper linked below to create a repository of blood cells from individuals with 2+ biomarkers for Type 1 diabetes and subject those samples to longitudinal RNA-Seq as described?

RNA Identification of PRIME Cells Predicting Rheumatoid Arthritis Flares, N Engl J Med 2020; 383:218-228