In the analysis of the random forest model, we found that CRP and fibrinogen are the most important factors for predicting the risk of VTE in patients with MM, with the highest Gini indices of 12.76 and 12.31, respectively. This evidence concerns the gene CRP and Miyoshi myopathy.