In conclusion, we conducted a comprehensive examination of the morphological features and heterogeneity of CTCs across a variety of cancer types, with a primary focus on HCC due to its predominance in our dataset. The ML-based model for CTC recognition developed here could significantly enhance the accuracy and feasibility of CTC analysis in the clinical setting.