Female patients exhibited more positive perceptions, whereas insulin users, patients without diabetes-related complications, and those who exercised regularly demonstrated less negative attitudes toward insulin therapy.<h4>Conclusion</h4>Patients with T1DM have significantly more positive perceptions of insulin therapy compared with patients with T2DM and prediabetes. The gene discussed is INS; the disease is type 2 diabetes mellitus.