By investigating and analyzing literature, the paper carries out inductive analysis of domestic and overseas studies that mined clinical text through topic modeling over the past 10 years, summarizes status quo of the studies and topic modeling methods that are often adopted, and expatiates on the existing limitations of topic modeling in the text mining field to provide reference for studies in relevant fields.