This is the first study to demonstrate, based on real-world injection data collected from smart insulin pens, that adherence to basal insulin injections can be a real challenge for patients with T1D and that missed basal insulin injections have a considerable impact on glycemic control. This evidence concerns the gene INS and type 1 diabetes mellitus.