This study utilizes intravascular ultrasound-derived virtual histology (IVUS-VH) to analyze the differences in plaque characteristics between acute coronary syndrome (ACS) culprit plaques and stable plaques, focusing on features such as remodeling index, necrotic core patterns, and calcification. Results indicate that ACS plaques exhibit greater positive remodeling and higher calcified interface area compared to stable plaques, providing potential novel markers to differentiate plaque vulnerability. The findings aim to enhance understanding and detection of plaques at risk of instability, supporting improved diagnostic and therapeutic strategies.