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For in vitro experiments using HCAECs, total RNA was extracted using TRIzol reagent (Invitrogen) following the manufacturers instructions

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Treatment involves gradual dose titration, regular monitoring of HbA1c, weight, renal function, and assessment for adverse effects such as gastrointestinal symptoms or pancreatitis