OBJECTIVES: To explore the synthesis of high-quality CT (sCT) from cone-beam CT (CBCT) using PE-CycleGAN for adaptive radiotherapy (ART) for nasopharyngeal carcinoma. METHODS: A perception-enhanced CycleGAN model "PE-CycleGAN" was proposed, introducing dual-contrast discriminator loss, multi-perceptual generator loss, and improved U-Net structure. CBCT and CT data from 80 nasopharyngeal carcinoma patients were used as the training set, with 7 cases as the test set. By quantifying the mean absolute error (MAE), peak signal-to-noise ratio (PSNR), structural similarity index (SSIM), as well as the dose gamma pass rate and the relative dose deviations of the target area and organs at risk (OAR) between sCT and reference CT, the image quality and dose calculation accuracy of sCT were evaluated. RESULTS: The MAE of sCT generated by PE-CycleGAN compared to the reference CT was (56.89±13.84) HU, approximately 30% lower than CBCT's (81.06±15.86) HU (P<0.001). PE-CycleGAN's PSNR and SSIM were 26.69±2.41dB and 0.92±0.02 respectively, significantly higher than CBCT's 21.54±2.37dB and 0.86±0.05 (P<0.001), indicating substantial improvements in image quality and structural similarity. In gamma analysis, under the 2 mm/2% criterion, PE-CycleGAN's sCT achieved a pass rate of (90.13±3.75)%, significantly higher than CBCT's (81.65±3.92)% (P<0.001) and CycleGAN's (87.69±3.50)% (P<0.05). Under the 3 mm/3% criterion, PE-CycleGAN's sCT pass rate of (90.13±3.75)% was also significantly superior to CBCT's (86.92±3.51)% (P<0.001) and CycleGAN's (94.58±2.23)% (P<0.01). The mean relative dose deviation of the target area and OAR between sCT and planned CT was within ±3% for all regions, except for the Lens Dmax (Gy), which had a deviation of 3.38% (P=0.09). The mean relative dose deviations for PTVnx HI, PTVnd HI, PTVnd CI, PTV1 HI, PRV_SC, PRV_BS, Parotid, Larynx, Oral, Mandible, and PRV_ON were all less than ±1% (P>0.05). CONCLUSIONS PE-CycleGAN demonstrates the ability to rapidly synthesize high-quality sCT from CBCT, offering a promising approach for CBCT-guided adaptive radiotherapy in nasopharyngeal carcinoma.
Humans ; Cone-Beam Computed Tomography/methods* ; Nasopharyngeal Neoplasms/diagnostic imaging* ; Nasopharyngeal Carcinoma/radiotherapy* ; Radiotherapy Planning, Computer-Assisted/methods* ; Radiotherapy Dosage ; Signal-To-Noise Ratio ; Radiotherapy, Intensity-Modulated

Objective To explore the difference of psychological state and the change of psycho logical state between mastectomy group for the purpose of changing gender identity and breast reduction surgery group for the purpose of improving physical beauty.Methods The psychological evaluation scale of three layers and twelve dimensions was used to evaluate the psychological status of 24 patients who underwent clinical breast masculine surgery and aesthetic breast reduction before and after operation.The psychological characteristics between the two groups before and after operation were compared and analyzed.Data analysis was carried out through Stata 13.0 software package.Results There were significant differences in depression factor,anxiety factor and obsessive compulsive symp tom factor in the aesthetic breast reduction group before and after operation (t=2.194,2.183,2.090;P=0.039,0.040,0.048,P＜0.05).There were significant differences in depression factor,anxiety factor,obsessive-compulsive symptom factor,bullying factor,psychological self,physical self and social self before and after mastectomy (t=4.188,3.730,2.484,2.570,5.898,3.531,3.162,P=0.000,0.001,0.021,0.018,0.000,0.002,0.005,P＜0.05).There were significant differ ences in depression,anxiety,psychoticism,obsessive-compulsive symptoms,psychological self,physiological self and social self between mastectomy group and aesthetic mastectomy group before operation.(t=2.629,4.081,2.097,4.246,5.419,2.600,2.545;P=0.015,0.001,0.048,0.000,0.000,0.016,0.018,P＜0.05).There was significant difference in postoperative depression,anxiety and obsessive-compulsive symptoms between the mastectomy group and the aesthetic mastectomygroup (t=2.117,2.170,3.764;P=0.046,0.041,0.001,P＜0.05).Conclusions Plastic surgeons should pay attention to the psychological status and personality characteristics of different beauty seekers and give psychological guidance,which is of great significance to improve the medical experience and surgical effect of the beauty seekers.