Inclusion Criteria:

① Age 18 years or older, any gender; ② Confirmed diagnosis of severe degenerative aortic stenosis by echocardiography (valve area AVA < 1.0 cm² or mean transvalvular gradient > 40 mmHg; for AS with reduced ejection fraction and low-flow, low-gradient, the presence of outflow tract reserve must be confirmed with dobutamine stress); ③ Evaluated by the heart team as unsuitable for surgical open-heart valve replacement due to advanced age or severe comorbidities, without anatomical contraindications, and expected to benefit from transcatheter valve implantation. Patients who meet these criteria and decide to undergo TAVI will be assigned to the TAVI group; those who meet the criteria but do not undergo valve replacement will enter the control group (possible scenarios include: relatively mild valve stenosis not meeting TAVI indication, or patient refusal of surgery, opting for drug therapy only, etc.).

Exclusion Criteria:

• Recent acute myocardial infarction (less than 1 month from onset to enrollment) or the presence of active myocarditis, infectious endocarditis, and other acute inflammatory conditions, as these conditions can significantly affect FAPI uptake and cardiac function; ② History of old myocardial infarction (with existing myocardial scarring and remodeling, which affect fibroblast imaging); ③ Presence of uncontrolled severe arrhythmias, such as persistent ventricular tachycardia, ventricular fibrillation, or high-risk second-degree or higher atrioventricular block, resulting in hemodynamic instability due to arrhythmia within the past 3 months; ④ Concomitant severe cardiovascular diseases affecting study evaluation, including severe valvular disease (excluding AS, such as severe mitral regurgitation), hypertrophic obstructive cardiomyopathy, primary pulmonary hypertension, etc.; ⑤ Presence of examination contraindications: allergy to PET tracers or MRI contrast agents, severe renal insufficiency (eGFR <30 ml/min/1.73 m²) with inability to tolerate gadolinium-enhanced MRI, or severe claustrophobia preventing compliance with imaging examinations; ⑥ Allergic constitution (history of allergy to multiple drugs or unknown substances); ⑦ Pregnant or breastfeeding women (female subjects of childbearing potential must provide a negative pregnancy test before enrollment and use effective contraception during the study); ⑧ Any other situation that the investigator believes could significantly increase study risk or interfere with result interpretation, such as active malignant tumors or advanced disease with expected survival of less than 1 year; ⑨ Inability to comply with the trial protocol or follow-up requirements (e.g., poor prior adherence, expected inability to attend scheduled follow-ups).