In addition to CRP and D-dimer, age, fibrinogen, and hemoglobin were also identified in this study as key predictive variables, each of which has shown significant associations with DVT risk through distinct biological mechanisms and supported by growing clinical evidence. Here, CRP is linked to deep vein thrombosis.