In conclusion, the mean, 75th percentile and 97.5th percentile of ADCaqp value derived from ultra-high b-value DWI could reflect AQP1’s expression and the malignancy degree of rectal cancer based on histogram analysis, and the 75th percentile and 97.5th percentile performed better. Here, AQP1 is linked to rectal cancer.