The present study elicited that high pathological grade of ccRCC and pRCC is related to the anatomical characteristics of tumors. We found that the DAP score is an effective predictor of high pathological grade of ccRCC and pRCC. We also introduced gender and overweight into the nomogram which showed excellent performance.
The DAP score focuses on 3 features: tumor diameter, axial distance and polar distance, which means that larger DAP score indicates the larger tumor size and the higher centrality of the tumors. Previous studies have shown that tumor size is associated with high pathological grade [17–20]. For each 1 cm increase in size of a ccRCC, the odds of high pathological grade increased by 25%[18]. Besides, as the centrality increases, the likelihood of tumors invading renal sinus will increase. And the invasion of the tissues in the renal sinus by tumors is related to high pathological grade which had been validated in previous studies[21–26]. A possible mechanism of this correlation is that in order to escape the unfavorable environment of high osmotic concentration and low oxygen tension within inner renal medulla[27], tumors may tend to invade the renal sinus. The many thin-walled veins and lymphatic vessels in the renal sinus provide adequate blood supply and oxygen to promote tumor survival and progression[13]. Moreover, we found that the AUC of our model is slightly higher than that in a previous study reported by Kutikov et al. about predicting pathological grade by RNS. We believe that this difference in predictive performance may be related to the different pathological grading systems selected in the two studies. Previously, Fuhrman grade is used to determine the pathological grading of removed tumors. But the three parameters for determining the Fuhrman grade (size, shape and prominence of nuclear) may sometimes be inconsistent and subjectively biased, resulting in unclear grading and poor repeatability in clinical practice[28]. WHO/ISUP grade had been improved to address these problems and improve the accuracy of grading, which may make our model more effective.
Currently, preoperative pathologic evaluation of renal tumors is mainly achieved by percutaneous renal tumor biopsy (PRTB), the safety and efficacy of which have been validated in previous studies[29–31]. However, PRTB may require repeated puncture to obtain diagnostic results, which may cause patient non-cooperation and lead to associated complications, such as bleeding, infection, and arteriovenous fistulae. Compared to RPBT, using DAP score is simpler and more accessible. DAP score is not based on complex computerized analyses, but rather on manual measurements using basic image-viewing software. In addition, the interpretation of the results of DAP score is relatively simple, thus being more intuitive in clinical practice.
Similarly, the results of this study also showed that male and BMI ≤ 25 kg/m2 were risk factors for high pathological grading which match those results observed in earlier studies[32–36]. Possible explanation for the reduced risk of high pathological grade of ccRCC and pRCC in overweight patients is that they undergo imaging more frequently for various conditions and are more likely to have early detection of renal tumours with low pathological grade. Furthermore, the expression of fatty acid synthase, which is associated with RCC aggressiveness, was downregulated in patients with high BMI[37, 38]. This could also be the cause of the lower pathological grade in these patients.
The limitations of this study are as follows. First, the sample size of this study was relatively small and the data were obtained from a single medical centre in China. Data from other countries will are needed to further validate our results. The prediction model in this study can only be used to distinguish between high and low pathological grade of ccRCC and pRCC, and does not distinguish between the four grades of the WHO grading system.