1.Dosiomics model for predicting radiation-induced temporal lobe injury in nasopharyngeal carcinoma after intensity-modulated radiotherapy
Junyi LIU ; Yang LI ; Li WANG ; Jiawei ZHOU ; Ting QIU ; Han GAO ; Yinsu ZHU ; Guanyu YANG ; Shengfu HUANG ; Xia HE ; Lirong WU
Chinese Journal of Radiation Oncology 2025;34(3):240-248
Objective:To investigate and validate the performance of a dosiomics model that utilized 3D dose distribution to forecast radiation-induced temporal lobe injury (RTLI) in nasopharyngeal carcinoma (NPC) patients following intensity-modulated radiotherapy (IMRT).Methods:Clinical data of 3578 patients diagnosed with NPC admitted to Jiangsu Cancer Hospital from January 2011 to December 2021 were retrospectively analyzed. According to the inclusion and exclusion criteria, 97 NPC patients who developed RTLI were assigned into the case group. A 1:1 propensity score matching (PSM) method was used to match 97 NPC patients without RTLI as the control group. Patients were assigned into the training cohort ( n=135) and the validation cohort ( n=59) at a 7:3 ratio by simple random method. Dosiomics features were extracted from the patients' three-dimensional dose distribution maps. Spearman rho and the least absolute shrinkage and selection operator regression were used to select dosiomics features. Clinical features were collected and screened by univariate and multivariate analyses. Eight machine learning classifiers were then trained to build dosiomics models and clinical models, respectively. The area under the ROC curve (AUC), sensitivity, and specificity were calculated to compare the predictive performance of the dosiomics and clinical models. Multivariate analysis was conducted using logistic regression to assess the influencing factors, while comparisons of the ROC curves between two different models were performed using the DeLong test. Results:A total of 1130 dosiomics features were extracted from the three-dimensional dose distribution maps, and 14 features were retained for model building after feature selection. The model based on the support vector machine (SVM) classifier achieved the highest AUC value of 0.977 (95% CI: 0.949-1.000) in the validation cohort, with an AUC of 1.000 (95% CI: 1.000-1.000) in the training cohort. By conducting univariate and multivariate analyses of the patients' clinical features, 2 clinical features were retained to build the clinical model. The model based on the SVM classifier achieved the optimal AUC value of 0.667 (95% CI: 0.523-0.810) in the validation cohort, with an AUC of 0.804 (95% CI: 0.730-0.878) in the training cohort. DeLong test showed that the difference between the dosiomics and clinical models was statistically significant ( P<0.05). Conclusion:The dosiomics model based on 3D dose distribution yields high predictive performance for RTLI in NPC patients after IMRT, which surpasses the clinical feature model, providing a new approach for early clinical prediction of RTLI.
2.Clinical Efficacy of Immediate Radical Surgery for Locally Advanced Prostate Cancer
Wei WANG ; Sheng LIU ; Hongqing ZHOU ; Mingsheng LIU ; Pingbo XIE ; Feng GUO ; Guanyu CHEN
Journal of Kunming Medical University 2025;46(1):43-50
Objective To explore the clinical efficacy and safety of immediate laparoscopic radical prostatectomy immediately following the diagnosis of locally advanced prostate cancer.Methods A retrospective analysis was performed for 63 patients with locally advanced prostate cancer who met the inclusion criteria diagnosed in The 1st People's Hospital of Qujing City,Yunnan Province from January 2018 to January 2023.All patients were diagnosed via ultrasound-guided transperineal prostate biopsy.The experimental group consisted of 37 patients who underwent immediate laparoscopic radical prostatectomy after pathological diagnosis,followed by postoperative adjuvant hormone therapy.The control group included 26 patients who first received 3 months of neoadjuvant hormone therapy before undergoing radical surgery,followed by adjuvant hormone therapy postoperatively.The two groups were compared in terms of surgical duration,intraoperative blood loss,length of hospital stay,duration of catheterization,positive surgical margin rate,rectal injury,positive lymph node rate,incidence of urinary fistula and lymphatic leakage,changes in PSA level,postoperative urinary control,biochemical recurrence and distant metastasis.Results In the control group,serum PSA levels,prostate volume,and clinical staging significantly decreased after neoadjuvant hormon therapy.The positive surgical margin rate in the experimental group was significantly higher than that in the control group,with a statistically significant difference(P<0.05).There were no statistically significant differences between the two groups in terms of surgical duration,intraoperative blood loss,length of hospital stay,duration of catheterization,rectal injury,positive lymph node rate,incidence of urinary fistula and lymphatic leakage(P>0.05).Follow-up at 18 to 36 months revealed no statistically significant differences between the two groups in terms of serum PSA levels at one month post-surgery,complete urinary control rate at six months post-surgery,and biochemical recurrence and distant metastasis at one and two years post-surgery(P>0.05).Conclusion Immediate laparoscopic radical prostatectomy following the diagnosis of locally advanced prostate cancer is a clinically safe and feasible treatment option.Noadjuvant hormone therapy reduces tumor staging,lowers the positive surgical margin rate,significantly decreases prostate volume,and provides greater operational space without increasing surgical risks.
3.Efficacy Analysis of Complete Pelvic Floor Peritoneal Reconstruction Technique in Orthotopic Neobladder Surgery after Total Cystectomy
Sheng LIU ; Fei YUAN ; Hongqing ZHOU ; Mingsheng LIU ; Donghuan ZOU ; Yu LI ; Guanyu CHEN ; Feng GUO
Journal of Kunming Medical University 2025;46(6):71-78
Objective To evaluate the efficacy of complete pelvic floor peritoneal reconstruction in reducing postoperative ileus incidence and accelerating recovery following laparoscopic radical cystectomy with orthotopic neobladder construction.Methods A retrospective study was conducted to select 62 patients who underwent the operation in Qujing Hospital Affiliated to Kunming Medical University from January 2017 to September 2024.According to whether complete pelvic floor peritoneal reconstruction was performed during the operation,they were divided into the conventional group(n=25)and the reconstruction group(n=37).Postoperative ileus rates and recovery parameters were compared to assess the clinical value of complete pelvic floor peritoneal reconstruction.Results The reconstruction group showed better postoperative recovery compared to the routine group:gastrointestinal function recovery time[3(2,4)d vs 4(3,5)d,P=0.032],abdominal drainage time[12(10,13.5)d vs 14(12,15)d,P=0.006],pelvic drainage time[12(9,13.5)d vs 14(11,16)d,P=0.015],postoperative hospital stay[18(15.5,26)d vs 25(17,30.5)d,P=0.016],and hospital expenses[(53,695.67±10,182.43)yuan vs(60,803.73±14,449.24)yuan,P=0.027].Postoperative nutritional markers,including total protein[(64.49±6.82)g/L vs.(61.56±4.03)g/L,P=0.038]and albumin[(36.08±5.29)g/L vs.(33.40±3.57)g/L,P=0.020],were higher in the reconstruction group.No significant difference was found in ileus incidence(44.00%vs.32.43%,P=0.355).Other parameters—baseline characteristics,postoperative globulin and prealbumin levels,gastric tube retention,stent/catheter removal time,and complications(anastomotic leakage,urinary fistula,wound infection)—showed no intergroup differences(P>0.05).Conclusion The application of complete pelvic floor peritoneal reconstruction technique in laparoscopic radical cystectomy with orthotonic neobladder provides better protection for the intestine,reduces surgical area adhesions,promotes gastrointestinal function recovery,shortens abdominal and pelvic drainage times,accelerates patient rehabilitation,reduces hospital stay and expenses.However,whether it can effectively reduce postoperative intestinal obstruction rates still requires more data and experimental verification.
4.Node-RADS based on dynamic contrast-enhanced MRI for evaluating axillary lymph node metastasis of breast cancer
Nan JIA ; Lu HAN ; Yue DONG ; Guanyu LIU ; Yahong LUO
Chinese Journal of Medical Imaging Technology 2025;41(10):1672-1676
Objective To observe the value of Node-RADS based on dynamic contrast-enhanced MRI(DCE-MRI)for assessing axillary lymph node metastasis of breast cancer.Methods A total of 308 patients with breast cancer were retrospectively enrolled and divided into metastasis group(n=153)and non-metastasis group(n=155)based on the presence of axillary lymph node metastasis or not.Two radiologists independently scored the axillary lymph nodes shown on DCE-MRI according to Node-RADS criteria.Inter-observer scores was assessed using Kappa test.Taken pathological result as the gold standard,receiver operating characteristic curves were plotted,and the area under the curve(AUC)was calculated to evaluate the efficacy of Node-RADS scores for diagnosing axillary lymph node metastasis.Results Good inter-observer consistency of Node-RADS scores was observed.When Node-RADS score>2,the highest AUC of 2 radiologists was 0.928 and 0.921,respectively,being not significantly different(P>0.05).Conclusion Node-RADS based on DCE-MRI had good efficacy for evaluating axillary lymph node metastasis of breast cancer.Node-RADS score higher than 2 strongly indicated possibility of lymph node metastasis.
5.Node-RADS based on dynamic contrast-enhanced MRI for evaluating axillary lymph node metastasis of breast cancer
Nan JIA ; Lu HAN ; Yue DONG ; Guanyu LIU ; Yahong LUO
Chinese Journal of Medical Imaging Technology 2025;41(10):1672-1676
Objective To observe the value of Node-RADS based on dynamic contrast-enhanced MRI(DCE-MRI)for assessing axillary lymph node metastasis of breast cancer.Methods A total of 308 patients with breast cancer were retrospectively enrolled and divided into metastasis group(n=153)and non-metastasis group(n=155)based on the presence of axillary lymph node metastasis or not.Two radiologists independently scored the axillary lymph nodes shown on DCE-MRI according to Node-RADS criteria.Inter-observer scores was assessed using Kappa test.Taken pathological result as the gold standard,receiver operating characteristic curves were plotted,and the area under the curve(AUC)was calculated to evaluate the efficacy of Node-RADS scores for diagnosing axillary lymph node metastasis.Results Good inter-observer consistency of Node-RADS scores was observed.When Node-RADS score>2,the highest AUC of 2 radiologists was 0.928 and 0.921,respectively,being not significantly different(P>0.05).Conclusion Node-RADS based on DCE-MRI had good efficacy for evaluating axillary lymph node metastasis of breast cancer.Node-RADS score higher than 2 strongly indicated possibility of lymph node metastasis.
6.Dosiomics model for predicting radiation-induced temporal lobe injury in nasopharyngeal carcinoma after intensity-modulated radiotherapy
Junyi LIU ; Yang LI ; Li WANG ; Jiawei ZHOU ; Ting QIU ; Han GAO ; Yinsu ZHU ; Guanyu YANG ; Shengfu HUANG ; Xia HE ; Lirong WU
Chinese Journal of Radiation Oncology 2025;34(3):240-248
Objective:To investigate and validate the performance of a dosiomics model that utilized 3D dose distribution to forecast radiation-induced temporal lobe injury (RTLI) in nasopharyngeal carcinoma (NPC) patients following intensity-modulated radiotherapy (IMRT).Methods:Clinical data of 3578 patients diagnosed with NPC admitted to Jiangsu Cancer Hospital from January 2011 to December 2021 were retrospectively analyzed. According to the inclusion and exclusion criteria, 97 NPC patients who developed RTLI were assigned into the case group. A 1:1 propensity score matching (PSM) method was used to match 97 NPC patients without RTLI as the control group. Patients were assigned into the training cohort ( n=135) and the validation cohort ( n=59) at a 7:3 ratio by simple random method. Dosiomics features were extracted from the patients' three-dimensional dose distribution maps. Spearman rho and the least absolute shrinkage and selection operator regression were used to select dosiomics features. Clinical features were collected and screened by univariate and multivariate analyses. Eight machine learning classifiers were then trained to build dosiomics models and clinical models, respectively. The area under the ROC curve (AUC), sensitivity, and specificity were calculated to compare the predictive performance of the dosiomics and clinical models. Multivariate analysis was conducted using logistic regression to assess the influencing factors, while comparisons of the ROC curves between two different models were performed using the DeLong test. Results:A total of 1130 dosiomics features were extracted from the three-dimensional dose distribution maps, and 14 features were retained for model building after feature selection. The model based on the support vector machine (SVM) classifier achieved the highest AUC value of 0.977 (95% CI: 0.949-1.000) in the validation cohort, with an AUC of 1.000 (95% CI: 1.000-1.000) in the training cohort. By conducting univariate and multivariate analyses of the patients' clinical features, 2 clinical features were retained to build the clinical model. The model based on the SVM classifier achieved the optimal AUC value of 0.667 (95% CI: 0.523-0.810) in the validation cohort, with an AUC of 0.804 (95% CI: 0.730-0.878) in the training cohort. DeLong test showed that the difference between the dosiomics and clinical models was statistically significant ( P<0.05). Conclusion:The dosiomics model based on 3D dose distribution yields high predictive performance for RTLI in NPC patients after IMRT, which surpasses the clinical feature model, providing a new approach for early clinical prediction of RTLI.
7.Efficacy of dapagliflozin combined with glucagon-like peptide-1 receptor agonists for patients with type 2 diabetes mellitus
Guanyu HONG ; Chunmin JI ; Jiahe LIU
Journal of Clinical Medicine in Practice 2024;28(7):90-95
Objective To investigate the effects of dapagliflozin combined with glucagon-like peptide-1 receptor agonists (GLP-1 RAs) on hemorheology and insulin resistance in patients with type 2 diabetes mellitus. Methods A total of 102 patients with type 2 diabetes mellitus in Quanzhou City Hospital of Traditional Chinese Medicine from November 2020 to October 2022 were randomly divided into two groups, with 51 cases in each group. Control group was treated with dapagliflozin, while study group received a combination therapy of dapagliflozin and GLP-1 RAs (liraglutide). The clinical efficacy, blood glucose indicators[fasting blood glucose (FBG), 2-hour postprandial glucose (2 hPG), glycated hemoglobin (HbA1c)], fasting insulin (FINS) and insulin resistance[homeostasis model assessment of insulin resistance (HOMA-IR), homeostasis model assessment of β-cell function (HOMA-β)], lipid indicators[total cholesterol (TC), triglycerides (TG), high-density lipoprotein cholesterol (HDL-C), low-densitylipoprotein cholesterol (LDL-C)], hemorheological indicators[erythrocyte aggregation index (EAI), hematocrit (HCT), erythrocyte deformation index (EDI), plasma viscosity (PV)], and adverse reactions were compared between the two groups. Results The total effective rate was 94.12% in the study group, which was significantly higher than 80.39% in the control group (
8.Innovation and development of robotic hepatobiliary and pancreatic surgery
Guanyu WANG ; Xiuping ZHANG ; Rong LIU
Chinese Journal of General Surgery 2024;33(9):1357-1367
In the 21st century,surgery has entered the 4.0 era,also known as the era of surgical intelligence.As technology continues to improve and advance,robotic surgery has become an important direction of development in the field of minimally invasive surgery.With significant technical advantages such as high-definition 3D stereoscopic vision and the elimination of physiological tremors,robotic surgery is increasingly being applied in the field of hepatobiliary and pancreatic surgery,gradually becoming the primary surgical approach in this domain.Compared to traditional open surgery and laparoscopic surgical techniques,robotic hepatobiliary and pancreatic surgery demonstrates notable advantages in terms of precision and safety.It not only reduces intraoperative blood loss but also shortens postoperative hospitalization,thereby accelerating patient recovery.The authors'center is one of the largest robotic hepatobiliary and pancreatic surgery centers in the world.Since 2011,it has pioneered robotic hepatobiliary and pancreatic surgery and successfully performed nearly 10 000 cases,gaining a wealth of surgical experience.During this period,the authors'team established a complete robotic hepatobiliary and pancreatic surgery system.This article summarizes the latest research developments in the field of robotic hepatobiliary and pancreatic surgery at home and abroad,combining the rich clinical experience of the authors'center,to provide an in-depth review of the progress and and emerging surgical techniques in robotic pancreatic surgery,liver surgery,and biliary surgery,and also offer an outlook on future trends in robotic hepatobiliary and pancreatic surgery.
9.Application of self-designed guide device for Kirschner-wire placement in surgery for paediatric fractures of supracondylar humerus
Yunru GE ; Guanyu CHENG ; Haodong FEI ; Shouguo WANG ; Yongxin REN ; Huan LIU
Chinese Journal of Orthopaedic Trauma 2024;26(8):664-670
Objective:To evaluate our self-designed guide device for Kirschner-wire placement in the surgery for paediatric fractures of supracondylar humerus.Methods:A retrospective study was conducted of the 117 children who had been treated for fractures of supracondylar humerus at Department of Orthopedics, The First People's Hospital of Huaian Affiliated to Nanjing Medical University from March 2019 to January 2023. There were 64 boys and 53 girls with an age of (5.8±1.5) years. By the Gartland classification, there were 67 fractures of type Ⅱ and 50 fractures of type Ⅲ. The time from injury to operation averaged (48.5±10.8) hours. The children were divided into 2 groups according to how their Kirschner-wires were placed. In the control group of 58 cases, external percutaneous Kirschner-wire placement was assisted using a syringe needle; in study group of 59 cases, external percutaneous Kirschner-wire placement was assisted using our self-designed guide device for Kirschner-wire placement. The operation time, rate of one-time placement of disposable K-wire, intraoperative fluoroscopy frequency, Baumann angle, carrying angle, fracture healing time, Flynn score of elbow joint function at the final follow-up, and postoperative complications were compared between the 2 groups.Results:There was no significant difference in the preoperative general data between the 2 groups, indicating comparability ( P>0.05). The 117 pediatric patients were followed up for (15.3±3.2) months after operation. The operation time [(30.6±4.5) min] and intraoperative fluoroscopy frequency [(15.6±2.1) times] in the study group were significantly less than those in the control group [(40.6±7.3) min and (23.7±4.9) times], while the rate of one-time placement of disposable K-wire in the study group was significantly higher than that in the control group [84.2%(149/177) versus 32.2%(56/174)] ( P<0.05). There were no significant differences in Baumann angle, carrying angle, fracture healing time, or Flynn score of elbow joint function at the final follow-up between the 2 groups ( P>0.05). The incidence of complications in the study group (6.8%, 4/59) was significantly lower than that in the control group (20.7%, 12/58) ( P<0.05). Conclusions:Our self-designed guide device for Kirschner-wire placement is simple and convenient to use. In the surgery for paediatric fractures of supracondylar humerus, it can improve the rate of one-time placement of disposable K-wire, reduce intraoperative fluoroscopy, and decrease the incidence of complications.
10.Exploring the hemodynamic changes of the ascending aorta before and after interventricular septal myocardial resection in obstructive hypertrophic cardiomyopathy by CMR 4D Flow technology
Xinyi LUO ; Guanyu LU ; Jiehao OU ; Yuelong YANG ; Liqi CAO ; Zhigang WU ; Jinglei LI ; Hui LIU
Journal of Chinese Physician 2024;26(1):25-30
Objective:To investigate the hemodynamic changes in the ascending aorta (AAo) before and after interventricular septal myocardial resection in obstructive hypertrophic cardiomyopathy (HOCM) using cardiac magnetic resonance four-dimensional blood flow (CMR 4D Flow) technology.Methods:HOCM patients who underwent interventricular septal myocardial resection at Guangdong Provincial People′s Hospital from May 2021 to September 2022 were prospectively included. Age and gender matched healthy volunteers (control group) were included during the same period. Both the control group and HOCM patients underwent CMR examination (including cine sequence and 4D Flow sequence) before and 6 months after surgery. CMR 4D flow technology was used to evaluate changes in AAo preoperative and postoperative blood flow patterns (eddy currents, spiral flow), maximum energy loss (EL max), and average energy loss (EL avg). HOCM patients underwent laboratory tests, including N-terminal pro-brain natriuretic peptide (N-pro BNP) and high-sensitivity troponin T (hsTnT). At the same time, the correlation between postoperative energy loss in HOCM patients and the degree of improvement in laboratory biomarkers was explored. Results:A total of 15 HOCM patients and 15 healthy volunteers were included. (1) In terms of blood flow patterns, the preoperative spiral flow degree of HOCM patients was significantly higher than that of the control group ( P=0.001), but the postoperative difference was not statistically significant ( P=0.059). The degree of eddy currents in HOCM patients before and after surgery was higher than that in the control group (all P<0.05). (2) In terms of energy loss, the preoperative EL max [21.17(14.30-28.10)mW vs 10.17(7.66-13.07)mW, P<0.001] and EL avg [4.87(3.46-5.77)mW vs 2.27(2.19-2.27)mW, P=0.023] of HOCM patients were higher than those of the control group, but there was no statistically significant difference between the postoperative and control groups (all P>0.05). Compared with preoperative, the postoperative EL max [12.33(8.70-17.41)mW] and EL avg [3.10(2.25-4.40)mW] of AAo in HOCM patients were significantly reduced (mean P=0.001). (3) Correlation analysis showed that there was a positive correlation ( r=0.587, P=0.021) between the EL max of AAo and the degree of improvement in hsTNT after interventricular septum myocardial resection, but no significant correlation ( r=0.229, P=0.413) with the degree of improvement in NT-pro BNP. Conclusions:The degree of postoperative AAo blood flow disorder in HOCM patients is reduced, and EL max and EL avg are significantly reduced. The EL max of postoperative AAo is positively correlated with the degree of improvement in hsTNT, suggesting that EL max may be applicable for prognostic evaluation of patients.


Result Analysis
Print
Save
E-mail