1.Predictive value of CT based radiomics model for the prognosis of patients with pancreatic ductal adenocarcinoma
Yueshan DU ; Huayu GAO ; Dingxia LIU ; Yaolin XU ; Jianang LI ; Lei ZHANG ; Xiuzhong YAO ; Jing LI ; Liang LIU
Chinese Journal of Digestive Surgery 2025;24(8):1067-1074
Objective:To investigate the predictive value of computed tomography(CT) based radiomics model for the prognosis of patients with pancreatic ductal adenocarcinoma(PDAC).Methods:The retrospective cohort study was conducted. The clinicopathological data of 206 PDAC patients who were admitted to Zhongshan Hospital of Fudan University from August 2018 to December 2020 were collected. There were 115 males and 91 females, aged (64±9)years. All 206 pati-ents underwent enhanced CT examination. Based on radom number table, the 206 patients were randomly divided into a training set of 165 cases and a validation set of 41 cases with a ratio of 4∶1. The training set was used to construct the prediction model, and the test set was used to validate the performance of the prediction model. Observation indicators: (1) follow-up; (2) analysis of prognostic factors of PDAC patients in the training set; (3) construction and evaluation of prediction model for prognosis of PDAC patients. Comparison of measurement data with normal distribution between groups was conducted using the t test. Comparison of measurement data with skewed distribution between groups was conducted using the Wilcoxon W test. Comparison of count data between groups was conducted using the chi-square test or corrected chi-square test. The Kaplan-Meier method was used to calculate the survival rate and Log-rank test was used for survival analysis. Univariate and multivariate analyses were conducted using the COX regression model. The PyCharm software was used for the least absolute shrinkage and selection operator method (LASSO)-COX regression analysis. The receiver operating characteristic curve was plotted to evaluate the performance of radiomics model. Results:(1)Follow-up. Of the 206 patients,205 cases were followed up for 17.1(range, 12.0?40.1)months. The postoperative 1-, 2-, 3-year survival rates were 80.10%, 29.61% and 4.85%. (2) Analysis of prognostic factors for PDAC patients in the training dataset. Results of multivariate analysis showed that pathological N stage was an independent influencing factor for prognosis of PDAC patients in the training set ( hazard ratio=1.476, 95% confidence interval as 1.054?2.067, P<0.05). (3) Construction and evaluation of prediction model for prognosis of PDAC patients. A total of 1 595 radiomics features were finally extracted from the 206 patients. By intra-group feature selection and dimensionality reduction using LASSO-COX regression model, 10 radiomics features were obtained. Combined with 10 radiomics features and 11 clinical features, using the LASSO-COX regression analysis, 15 features were finally extracted to construct the CT based radiomics model for predicting prognosis of PDAC. The areas under receiver operating characteristic curve of the prediction model in predicting 2-year and 3-year overall survival rates of PDAC patients in the training set were 0.834 (95% confidence interval as 0.777?0.891) and 0.883 (95% confidence interval as 0.834?0.932), respectively. The area under curve of the prediction model for patients in the validation set was 0.606 (95% confidence interval as 0.456?0.756) and 0.625 (95% confidence interval as 0.477?0.773). Conclusion:The prediction model constructed on CT based radiomics features and clinical features for predicting the prognosis of PDAC patients shows a promising prediction efficiency.
2.Predictive value of CT based radiomics model for the prognosis of patients with pancreatic ductal adenocarcinoma
Yueshan DU ; Huayu GAO ; Dingxia LIU ; Yaolin XU ; Jianang LI ; Lei ZHANG ; Xiuzhong YAO ; Jing LI ; Liang LIU
Chinese Journal of Digestive Surgery 2025;24(8):1067-1074
Objective:To investigate the predictive value of computed tomography(CT) based radiomics model for the prognosis of patients with pancreatic ductal adenocarcinoma(PDAC).Methods:The retrospective cohort study was conducted. The clinicopathological data of 206 PDAC patients who were admitted to Zhongshan Hospital of Fudan University from August 2018 to December 2020 were collected. There were 115 males and 91 females, aged (64±9)years. All 206 pati-ents underwent enhanced CT examination. Based on radom number table, the 206 patients were randomly divided into a training set of 165 cases and a validation set of 41 cases with a ratio of 4∶1. The training set was used to construct the prediction model, and the test set was used to validate the performance of the prediction model. Observation indicators: (1) follow-up; (2) analysis of prognostic factors of PDAC patients in the training set; (3) construction and evaluation of prediction model for prognosis of PDAC patients. Comparison of measurement data with normal distribution between groups was conducted using the t test. Comparison of measurement data with skewed distribution between groups was conducted using the Wilcoxon W test. Comparison of count data between groups was conducted using the chi-square test or corrected chi-square test. The Kaplan-Meier method was used to calculate the survival rate and Log-rank test was used for survival analysis. Univariate and multivariate analyses were conducted using the COX regression model. The PyCharm software was used for the least absolute shrinkage and selection operator method (LASSO)-COX regression analysis. The receiver operating characteristic curve was plotted to evaluate the performance of radiomics model. Results:(1)Follow-up. Of the 206 patients,205 cases were followed up for 17.1(range, 12.0?40.1)months. The postoperative 1-, 2-, 3-year survival rates were 80.10%, 29.61% and 4.85%. (2) Analysis of prognostic factors for PDAC patients in the training dataset. Results of multivariate analysis showed that pathological N stage was an independent influencing factor for prognosis of PDAC patients in the training set ( hazard ratio=1.476, 95% confidence interval as 1.054?2.067, P<0.05). (3) Construction and evaluation of prediction model for prognosis of PDAC patients. A total of 1 595 radiomics features were finally extracted from the 206 patients. By intra-group feature selection and dimensionality reduction using LASSO-COX regression model, 10 radiomics features were obtained. Combined with 10 radiomics features and 11 clinical features, using the LASSO-COX regression analysis, 15 features were finally extracted to construct the CT based radiomics model for predicting prognosis of PDAC. The areas under receiver operating characteristic curve of the prediction model in predicting 2-year and 3-year overall survival rates of PDAC patients in the training set were 0.834 (95% confidence interval as 0.777?0.891) and 0.883 (95% confidence interval as 0.834?0.932), respectively. The area under curve of the prediction model for patients in the validation set was 0.606 (95% confidence interval as 0.456?0.756) and 0.625 (95% confidence interval as 0.477?0.773). Conclusion:The prediction model constructed on CT based radiomics features and clinical features for predicting the prognosis of PDAC patients shows a promising prediction efficiency.
3.Application of Component Separation Technique in the Laparoscopic Treatment of Gastric Stromal Tumor Around the Cardia
Shuai GONG ; Chong ZHANG ; Nai WU ; Yi ZHANG ; Zeqiang REN ; Xiuzhong ZHANG ; Pengbo ZHANG
Chinese Journal of Minimally Invasive Surgery 2024;24(11):743-747
Objective To explore the feasibility and safety of component separation technique (CST) in the laparoscopic treatment of gastric stromal tumor (GST) around the cardia.Methods Clinical data and follow-up results of 20 patients who underwent laparoscopic resection with CST in the treatment of GST around the cardia from January 2020 to June 2023 were retrospectively analyzed.Results All the 20 patients underwent surgery successfully without conversion to open surgery.The operative time was (90.5±18.9) min,the intraoperative blood loss was (22.0±14.7) ml,the postoperative ambulation time was (1.2±0.4) d,the first flatus time was (2.1±0.8) d,and the postoperative hospital stay was (5.7±1.2) d.Postoperative pathological results showed very low risk in 1 case,low risk in 14 cases,intermediate risk in 4 cases,and high risk in 1 case.The maximum tumor diameter was (3.6±0.9) cm.Postoperatively,1 patient experienced gastric emptying dysfunction and 1 had pleural effusion,both of whom were cured after active conservative treatment.There were no cardiac stenosis,gastric leakage,gastric bleeding,abdominal bleeding,incision infection,or other complications.All the patients were followed up for 6-36 months ( mean,15 months).They were able to eat normally,without choking,acid reflux,heartburn,or reflux symptoms.The CT scanning showed no tumor recurrence or metastasis.Conclusion Application of CST in the laparoscopic treatment of GST around the cardia is safe and feasible.
4.Application of Component Separation Technique in the Laparoscopic Treatment of Gastric Stromal Tumor Around the Cardia
Shuai GONG ; Chong ZHANG ; Nai WU ; Yi ZHANG ; Zeqiang REN ; Xiuzhong ZHANG ; Pengbo ZHANG
Chinese Journal of Minimally Invasive Surgery 2024;24(11):743-747
Objective To explore the feasibility and safety of component separation technique (CST) in the laparoscopic treatment of gastric stromal tumor (GST) around the cardia.Methods Clinical data and follow-up results of 20 patients who underwent laparoscopic resection with CST in the treatment of GST around the cardia from January 2020 to June 2023 were retrospectively analyzed.Results All the 20 patients underwent surgery successfully without conversion to open surgery.The operative time was (90.5±18.9) min,the intraoperative blood loss was (22.0±14.7) ml,the postoperative ambulation time was (1.2±0.4) d,the first flatus time was (2.1±0.8) d,and the postoperative hospital stay was (5.7±1.2) d.Postoperative pathological results showed very low risk in 1 case,low risk in 14 cases,intermediate risk in 4 cases,and high risk in 1 case.The maximum tumor diameter was (3.6±0.9) cm.Postoperatively,1 patient experienced gastric emptying dysfunction and 1 had pleural effusion,both of whom were cured after active conservative treatment.There were no cardiac stenosis,gastric leakage,gastric bleeding,abdominal bleeding,incision infection,or other complications.All the patients were followed up for 6-36 months ( mean,15 months).They were able to eat normally,without choking,acid reflux,heartburn,or reflux symptoms.The CT scanning showed no tumor recurrence or metastasis.Conclusion Application of CST in the laparoscopic treatment of GST around the cardia is safe and feasible.
5.Pancreas multidisciplinary team optimizes the diagnosis and treatment of pancreas-related diseases and improves the prognosis of pancreatic cancer patients
Jian′ang LI ; Yaolin XU ; Ni DING ; Yuan JI ; Lingxiao LIU ; Shengxiang RAO ; Yiqun ZHANG ; Xiuzhong YAO ; Yue FAN ; Cheng HUANG ; Yuhong ZHOU ; Lili WU ; Yi DONG ; Lei ZHANG ; Yefei RONG ; Tiantao KUANG ; Xuefeng XU ; Liang LIU ; Dansong WANG ; Dayong JIN ; Wenhui LOU ; Wenchuan WU
Chinese Journal of Surgery 2022;60(7):666-673
Objectives:To evaluate the role of pancreas multidisciplinary team(MDT) clinic in the diagnosis of pancreatic diseases,patient compliance with MDT advice,and the impact of MDT on the postoperative survival of patients with pancreatic cancer.Methods:The study included 927 patients(554 males,373 females,aged (58.1±13.3)years (range: 15 to 89 years)) that had visited the pancreas MDT clinic of Zhongshan Hospital from May 2015 to December 2021,and 677 patients(396 males, 281 females, aged (63.6±8.9)years(range: 32 to 95 years)) who underwent radical surgery and with pathologically confirmed pancreatic adenocarcinoma from January 2012 to December 2020,of whom 79 patients had attended the pancreas MDT. The clinical and pathological data were collected and analyzed retrospectively. Diseases were classified in accordance with 2010 WHO classification of tumors of the digestive system and usual clinical practices. The Kaplan-Meier method was used for drawing the survival curve and calculating the survival rate. The univariate analysis was done by Log-rank test and the multivariate analysis was done by COX proportional hazards model. Survival rates were compared using χ 2 test. Results:Among the 927 patients that had visited the MDT clinic,233 patients(25.1%) were referred due to undetermined diagnosis. A direct diagnosis was made in 109 cases (46.8%,109/233) by the MDT clinic, of which 98 were consistent with the final diagnosis,resulting in an accuracy of 89.9%(98/109). The direct diagnosis rate in the recent years(36.6%(41/112),from June 2019 to December 2021) decreased compared to that in the previous years(56.2%(68/121),from May 2015 to May 2019),yet the accuracy in the recent years(90.2%,37/41) was basically the same as before (89.7%,61/68). The rate of compliance of the entire cohort was 71.5%(663/927), with the compliance rate in the recent two and a half years(81.4%,338/415) remarkably higher than that in the previous four years(63.4%,325/512). Patients with pancreatic cancer that attended the MDT exhibited a trend toward longer median postoperative survival than patients that did not attend the MDT,but the difference was not statistically significant(35.2 months vs.30.2 months, P>0.05). The 1-year and 3-year survival rates of patients that attended the MDT were significanly higher than patients that did not attend the MDT(88.6% vs. 78.4%, P<0.05;32.9% vs. 21.9%, P<0.05,respectively),but the 5-year survival rate was not statistically different(7.6% vs. 4.8%, P>0.05). Conclusions:The pancreas MDT clinic is an accurate and convenient way to diagnose intractable pancreatic diseases,and in the recent years the patients′ compliance rate with MDT advice has increased. Pancreatic cancer patients that have attended the MDT have higher 1-year and 3-year postoperative survival rates,but the long-term survival benefits of MDT still needs to be proved by clinical studies on a larger scale.
6.Pancreas multidisciplinary team optimizes the diagnosis and treatment of pancreas-related diseases and improves the prognosis of pancreatic cancer patients
Jian′ang LI ; Yaolin XU ; Ni DING ; Yuan JI ; Lingxiao LIU ; Shengxiang RAO ; Yiqun ZHANG ; Xiuzhong YAO ; Yue FAN ; Cheng HUANG ; Yuhong ZHOU ; Lili WU ; Yi DONG ; Lei ZHANG ; Yefei RONG ; Tiantao KUANG ; Xuefeng XU ; Liang LIU ; Dansong WANG ; Dayong JIN ; Wenhui LOU ; Wenchuan WU
Chinese Journal of Surgery 2022;60(7):666-673
Objectives:To evaluate the role of pancreas multidisciplinary team(MDT) clinic in the diagnosis of pancreatic diseases,patient compliance with MDT advice,and the impact of MDT on the postoperative survival of patients with pancreatic cancer.Methods:The study included 927 patients(554 males,373 females,aged (58.1±13.3)years (range: 15 to 89 years)) that had visited the pancreas MDT clinic of Zhongshan Hospital from May 2015 to December 2021,and 677 patients(396 males, 281 females, aged (63.6±8.9)years(range: 32 to 95 years)) who underwent radical surgery and with pathologically confirmed pancreatic adenocarcinoma from January 2012 to December 2020,of whom 79 patients had attended the pancreas MDT. The clinical and pathological data were collected and analyzed retrospectively. Diseases were classified in accordance with 2010 WHO classification of tumors of the digestive system and usual clinical practices. The Kaplan-Meier method was used for drawing the survival curve and calculating the survival rate. The univariate analysis was done by Log-rank test and the multivariate analysis was done by COX proportional hazards model. Survival rates were compared using χ 2 test. Results:Among the 927 patients that had visited the MDT clinic,233 patients(25.1%) were referred due to undetermined diagnosis. A direct diagnosis was made in 109 cases (46.8%,109/233) by the MDT clinic, of which 98 were consistent with the final diagnosis,resulting in an accuracy of 89.9%(98/109). The direct diagnosis rate in the recent years(36.6%(41/112),from June 2019 to December 2021) decreased compared to that in the previous years(56.2%(68/121),from May 2015 to May 2019),yet the accuracy in the recent years(90.2%,37/41) was basically the same as before (89.7%,61/68). The rate of compliance of the entire cohort was 71.5%(663/927), with the compliance rate in the recent two and a half years(81.4%,338/415) remarkably higher than that in the previous four years(63.4%,325/512). Patients with pancreatic cancer that attended the MDT exhibited a trend toward longer median postoperative survival than patients that did not attend the MDT,but the difference was not statistically significant(35.2 months vs.30.2 months, P>0.05). The 1-year and 3-year survival rates of patients that attended the MDT were significanly higher than patients that did not attend the MDT(88.6% vs. 78.4%, P<0.05;32.9% vs. 21.9%, P<0.05,respectively),but the 5-year survival rate was not statistically different(7.6% vs. 4.8%, P>0.05). Conclusions:The pancreas MDT clinic is an accurate and convenient way to diagnose intractable pancreatic diseases,and in the recent years the patients′ compliance rate with MDT advice has increased. Pancreatic cancer patients that have attended the MDT have higher 1-year and 3-year postoperative survival rates,but the long-term survival benefits of MDT still needs to be proved by clinical studies on a larger scale.
7. Diagnostic value and patient compliance of a pancreas-oriented multidisciplinary clinic: a retrospective analysis from a Chinese pancreatic disease center
Jian′ang LI ; Wenchuan WU ; Yuan JI ; Lingxiao LIU ; Shengxiang RAO ; Dansong WANG ; Yiqun ZHANG ; Xiuzhong YAO ; Yue FAN ; Cheng HUANG ; Yuhong ZHOU ; Wenhui LOU
Chinese Journal of Surgery 2019;57(12):912-916
Objective:
To evaluate the role of multidisciplinary team (MDT) clinic in the diagnosis of pancreatic diseases and patient compliance with MDT advice in the current medical system.
Methods:
The study included 512 patients that had visited the pancreas-oriented MDT clinic of Zhongshan Hospital between May 2015 and May 2019.The clinical and pathological data were collected and analyzed retrospectively. Diseases were classified in accordance with 2010 WHO classification of tumors of the digestive system and usual clinical practices. Compliance was determined according to whether a patient received corresponding therapies or undergoing further checks or follow-ups.
Results:
Among the 512 patients that had visited the MDT clinic, 121 patients were referred due to undetermined diagnosis. Classified according to the final diagnosis, the rate of undetermined diagnosis in different disease categories from high to low in order was inflammatory diseases of the pancreas (75.0%, 24/32), other lesions of the pancreas (56.1%,23/41), pancreatic cystic lesions (19.1%,17/89), pancreatic carcinomas (18.3%,48/262) and pancreatic neuroendocrine neoplasms (pNEN)(10.2%,9/88). The MDT clinic made diagnosis to 68 patients directly with an accuracy of 89.7%. The rate of compliance in the entire cohort was 63.4%. The rate of compliance of patients from June 2017 to May 2019 (68.4%) was higher than that of patients from May 2015 to May 2017(59.6%). The compliance rate of patients in different disease categories from high to low in order was inflammatory diseases of the pancreas(84.4%, 27/32), pancreatic carcinomas (67.9%, 178/262), pNEN(60.2%,53/88), other lesions of the pancreas (56.1%,23/41), and pancreatic cystic lesions(49.4%, 44/89). The compliance rate of patients with different MDT advice from high to low in order was best supportive care(78.6%,22/28), antitumor approaches beyond surgery(71.6%,159/222), further tests(62.6%, 77/123), surgery(53.7%, 65/121) and follow-up(49.2%, 31/63). In patients suggested for surgery, the compliance rate of patients with carcinomas(67.4%, 33/49) was higher than patients with other kinds of neoplasms.
Conclusions
MDT clinic could facilitate the diagnosis of pancreatic diseases conveniently and inexpensively. The overall compliance rate of MDT clinic patients is rather low, and patients with carcinomas have a relative high rate of compliance with the suggestion of surgery.
8.Preparation of gadolinium-loaded stearic acid grafted chitooligosaccharide and application in pancreatic tumor imaging
Weihua ZHANG ; Shuangshuang ZHENG ; Xiuzhong YAO ; Bin DU ; Weiyu WENG
Chinese Journal of Medical Imaging Technology 2017;33(4):499-503
Objective To prepare gadolinium-loaded stearic acid grafted chitooligosaccharide (COSSA-DTPA-Gd) and evaluate its micelle properties,cytotoxicity,relaxation rate in vitro,and pancreatic tumor in vivo imaging.Methods Stear ic acid grafted chitooligosaccharide (COSSA) was synthesized by acetylation reaction between stearic acid and chitooligosaccharide.Diethylenetriaminepentaacetic dianhydride (DTPA) was conjugated to the residual amino groups of COSSA,then Gd3+ was chelated to obtain the final product.The micelle properties were measured using an electron microscopy and a laser particle sizer.The MTT assay was adopted to determine cytotoxicity.The in vitro relaxation rate and in vivo imaging of pancreatic tumor were evaluated using an MR scanner.Results COSSA-DTPA-Gd could self-assemble into stable micelles in aqueous solutions with a critical micelle concentration of (5.12±0.43)μg/ml.The micelles had positive charge and exhibited roughly spherical shape with a mean diameter of (58.3± 5.7)nm.The content of Gd3+ in COSSA-DTPA-Gd was 330.31 μmol/g.The nanoprobe and Magnevist,the commercial formulation,showed similar cytotoxicity (P>0.05).The cell survival rate within 24 h were higher than 85%.The in vitro relaxation rate of COSSA-DTPA-Gd was 8.23 mM-1 ·s-1.After intravenous injection,COSSA-DTPA-Gd showed a better positive contrast-enhancing effect for pancreatic tumor than Magnevist.The MR images at the tumor periphery was rapidly enhanced,while a slow increase in image quality was observed in tumor core.Conclusion The prepared COSSA-DTPA-Gd can be used for efficient MR imaging of pancreatic tumor.
9.Transoral Orvil EEA stapler (OrVil) in laparoscopy-assisted total gastrectomy for cardiac carcinoma
Shuai GONG ; Pengbo ZHANG ; Xiuzhong ZHANG ; Chong ZHANG ; Dan YAO ; Zeqiang REN
Chinese Journal of General Surgery 2016;31(8):639-642
Objective To evaluate transoral Orvil EEA stapler (OrVil) procedure in laparoscopic total gastrectomy for cardiac carcinoma compared with conventional anvil head method (purse-string suture).Methods From May 2014 to December 2014 20 cases were included into OrVil group,and 25 cases into purse-string suture group.Results The two groups had similar mean numbers of dissected lymph nodes [(25 ± 3) vs.(24 ± 4),t =1.067,P =0.292],the mean time of operation,intraoperative blood loss,and postoperative complications (5 vs.6,P =0.938).The length of incision was significantly shorter [(5 ±1) cm vs.(11 ± 2) cm,t =-10.724,P < 0.0l] and the esophagojejunostomy time was significantly less [(28 ± 4) min vs.(39 ± 5) min,t =-7.996,P < 0.01] with the use of OrVil.The time to first flatus and postoperative hospital stay were (3.7 ± 0.9) d vs.(4.4 ± 1.0) d,t =-2.485,P =0.017 and (13 ± 5) d vs.(16 ±4) d,t =-2.184,P =0.035.Conclusions OrVil is a technically safe and feasible surgical procedure for esophagojejunostomy in laparoscopy assisted total gastrectomy in the treatment of cardiac carcinoma.
10.Expression and clinical significance of ubiquitin-specific protease 9X in pancreatic carcinoma of elderly patients
Xiuzhong ZHANG ; Weichao DING ; Pengbo ZHANG ; Chong ZHANG ; Zeqiang REN
Journal of Medical Postgraduates 2015;(1):67-69
Objective There is close relationship between ubiquitin-specific protease 9X(USP9X) and the biological behav-ior of some tumor.The aim of this study is to investigate the expression and clinical significance of USP 9X in pancreatic carcinoma of elderly patients. Methods The expression of USP9X was detected in 30 pieces of surgically resected primary pancreatic carcinoma tissue and adjacent nontumorous pancreatic tissue of elderly patients by streptavidin -perosidase immunohistochemical method . Results The rate of USP9X positive expression was 56.7%, there was not positive expression in adjacent nontumorous pancreatic tissue .There was no relation between the expression of USP 9X with gender, age, the tumor positin, the tumor size and degree of differentiation (P>0.05), while it was significantly correlated with lymph node metastasis and TNM stages (P<0.05).By using Cox proportional haz-ards analysis, multivariable analysis revealed that TNM stages , lymph node metastasis and USP9X expression were independent risk factor(P<0.05). Conclusion The results indicated that USP9X may play a role in the pathogenesis and prognosis of pancreatic cancer of elderly patients .

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