1.CDC20 facilitates the proliferation of esophageal carcinoma cell by stabilizing NLRP3 expression
Ruirui GUAN ; Qian HAO ; Yaqi ZHANG ; Qinggang SUN ; Yitian CHEN ; Xiumin LI ; Xiang ZHOU ; Tao HAN
China Oncology 2024;34(5):473-484
Background and purpose:Esophageal carcinoma(ESCA)is one of the malignant tumors with high mortality rate,and the underlying mechanism of its development is largely unknown.CDC20 plays an important role in tumorigenesis,and its dysregulated expression is closely related to tumor occurrence and development.The expression of CDC20 is increased in a variety of tumors,and knocking down CDC20 can inhibit tumor cell proliferation.NLRP3 is the main component of the inflammasome,and inflammasome is also closely related to tumor occurrence and development.Here,our study aimed to investigate whether CDC20 promotes the proliferation of ESCA cells through NLRP3 and its regulatory mechanism.Methods:The expression levels of CDC20 and NLRP3 genes in ESCA patients were analyzed using The Cancer Genome Atlas(TCGA)detabase and GTEx public database.We collected clinical and pathological data and tissues from 80 ESCA patients at the First Affiliated Hospital of Xinxiang Medical College,and detected the protein expression of NLRP3 in ESCA patients through immunohistochemistry staining.This study was approved by the Ethics Committee of the First Affiliated Hospital of Xinxiang Medical College(Number:EC-021-137).We studied the effects of knocking down CDC20 and NLRP3 gene on the proliferation ability of esophageal squamous cell carcinoma cells EC9706 and KYSE150 using short hairpin RNA(shRNA)technology.Co-immunoprecipitation(Co-IP),proteasome inhibitors and ubiquitination experiments were used to detect whether CDC20 interacts with NLRP3,and to elucidate whether CDC20 regulates NLRP3 expression through the ubiquitination pathway.This study was approved by the Ethics Committee of the First Affiliated Hospital of Xinxiang Medical College(Number:EC-021-137).Results:The TCGA database analysis showed that the expression levels of CDC20 and NLRP3 mRNA were significantly higher in the cancer tissues of ESCA patients than in the adjacent tissues.The immunohistochemistry results further showed that compared with adjacent tissues,the protein expression levels of CDC20 and NLRP3 were increased in ESCA tissues.Knocking down CDC20 and NLRP3 genes inhibited the proliferation of ESCA cells.Co-IP,proteasome inhibitors and ubiquitination experiments confirmed that CDC20 interacted with NLRP3 through its leucine-rich repeat(LRR),and CDC20 stabilized its expression by promoting NLRP3 ubiquitination.Conclusion:CDC20 and NLRP3 are upregulated in ESCA tissues,and CDC20 stabilizes their expression through ubiquitination of NLRP3,promoting ESCA cell proliferation.This suggests that CDC20 and NLRP3 may be potential diagnostic targets for ESCA.
2.The clinical characteristics of chronic pancreatitis in children
Yongli FANG ; Jie WU ; Feihong YU ; Jin ZHOU ; Guoli WANG ; Dexiu GUAN ; Xiumin QIN
Chinese Pediatric Emergency Medicine 2024;31(10):756-760
Objective:To analyze the etiology of chronic pancreatitis(CP) and evaluate the impact of different intervention methods on the prognosis.Methods:This is a retrospective analysis conducted on clinical data of pediatric patients with CP admitted to Beijing Children's Hospital between January 2010 and December 2023,including etiology,clinical manifestations,imaging data and treatments.Follow-up assessments included height,weight,complications occurrence,and long-term nutritional status evaluated by using Z scores.Results:A total of 98 patients with CP were included in the study,containing 51 males and 47 females,with an age range of 1.95 to 15.96 years (median 8.49 years).The etiological contained the gene mutation (39.8%,39/98) (involving PRSS1, SPINK1, CFTR),the anatomical abnormality (26/98,26.5%),idiopathic pancreatitis (33.7%,33/98).Predominant clinical manifestations included abdominal pain (79/98,79.6%),nausea/vomit(48/98,49.0%),chest tightness/chest pain (10/98,10.2%),with malnutrition (44/98,44.9%) and the serum amylase increased in some patients.Imaging findings revealed heterogeneous pancreatic echoes,dilated pancreatic ducts and pancreatic stones via abdominal ultrasound,and a full or atrophic pancreas with irregular margins,tortuous or dilated pancreatic ducts through abdominal magnetic resonance imaging.Compared with CP caused by other reasons,hereditdry CP had a higher rate of pancreatic morphological changes(100.0% vs.88.1%, P<0.05).By March 2024,follow-up showed all 98 patients underwent initial medical treatment,followed by surgical intervention in 13 cases,endoscopic retrograde cholangiopancreatography intervention in 51 cases,and no surgical or endoscopic intervention in 34 cases.Six children developed diabetes,six had reduced fecal pancreatic elastase-1 but without fat diarrhea.Long-term follow-up indicated improved nutritional status among children who underwent endoscopic retrograde cholangiopancreatography intervention(Z score,-1.22 vs.0.74, P<0.001). Conclusion:Gene mutations and anatomical abnormalities is the main etiological factors in pediatric patients with CP.Early endoscopic intervention can significantly improve the long-term prognosis of the children.
3.Advancements in the investigation of cardiovascular risk associated with idiopathic inflammatory myopa-thy
Xianghong CHEN ; Xiumin CHEN ; Yingyan ZHOU ; Li LI ; Zhenxiong XU
The Journal of Practical Medicine 2024;40(19):2801-2805
The idiopathic inflammatory myopathies encompass a diverse array of autoimmune diseases,characterized by muscular inflammation and various extramuscular manifestations.These conditions have the poten-tial to impact multiple organs,including the lungs,skin,joints,gastrointestinal tract,and heart.The defining features of these conditions are muscle weakness and myalgia.Although cardiac involvement is infrequent,its clinical manifestations are subtle and easily overlooked.Cardiac damage represents a significant contributor to mortality and morbidity in patients with idiopathic inflammatory myopathy.Early and accurate identification of cardiac involve-ment may facilitate improved patient outcomes.This article provides an overview of the potential etiology,clinical presentations,risk factors,biomarkers,and imaging studies for early diagnosis of cardiac involvement in idio-pathic inflammatory myopathy.This review aims to enhance clinicians'understanding and diagnostic capabilities re-garding cardiac involvement in idiopathic inflammatory myopathy while promoting early intervention strategies for lifelong management and improved prognosis.
4.QL1604 plus paclitaxel-cisplatin/ carboplatin in patients with recurrent or metastatic cervical cancer:an open-label, single-arm, phase II trial
Cheng FANG ; Yun ZHOU ; Yanling FENG ; Liping HE ; Jinjin YU ; Yuzhi LI ; Mei FENG ; Mei PAN ; Lina ZHAO ; Dihong TANG ; Xiumin LI ; Buzhen TAN ; Ruifang AN ; Xiaohui ZHENG ; Meimei SI ; Baihui ZHANG ; Lingyan LI ; Xiaoyan KANG ; Qi ZHOU ; Jihong LIU
Journal of Gynecologic Oncology 2024;35(6):e77-
Objective:
QL1604 is a highly selective, humanized monoclonal antibody against programmed death protein 1. We assessed the efficacy and safety of QL1604 plus chemotherapy as first-line treatment in patients with advanced cervical cancer.
Methods:
This was a multicenter, open-label, single-arm, phase II study. Patients with advanced cervical cancer and not previously treated with systemic chemotherapy were enrolled to receive QL1604 plus paclitaxel and cisplatin/carboplatin on day 1 of each 21-day cycle for up to 6 cycles, followed by QL1604 maintenance treatment.
Results:
Forty-six patients were enrolled and the median follow-up duration was 16.5 months. An 84.8% of patients had recurrent disease and 13.0% had stage IVB disease. The objective response rate (ORR) per Response Evaluation Criteria in Advanced Solid Tumors (RECIST) v1.1 was 58.7% (27/46). The immune ORR per immune RECIST was 60.9% (28/46).The median duration of response was 9.6 months (95% confidence interval [CI]=5.5–not estimable). The median progression-free survival was 8.1 months (95% CI=5.7–14.0). Fortyfive (97.8%) patients experienced treatment-related adverse events (TRAEs). The most common grade≥3 TRAEs (>30%) were neutrophil count decrease (50.0%), anemia (32.6%), and white blood cell count decrease (30.4%).
Conclusion
QL1604 plus paclitaxel-cisplatin/carboplatin showed promising antitumor activity and manageable safety profile as first-line treatment in patients with advanced cervical cancer. Programmed cell death protein 1 inhibitor plus chemotherapy may be a potential treatment option for the patient population who have contraindications or can’t tolerate bevacizumab, which needs to be further verified in phase III confirmatory study.
5.QL1604 plus paclitaxel-cisplatin/ carboplatin in patients with recurrent or metastatic cervical cancer:an open-label, single-arm, phase II trial
Cheng FANG ; Yun ZHOU ; Yanling FENG ; Liping HE ; Jinjin YU ; Yuzhi LI ; Mei FENG ; Mei PAN ; Lina ZHAO ; Dihong TANG ; Xiumin LI ; Buzhen TAN ; Ruifang AN ; Xiaohui ZHENG ; Meimei SI ; Baihui ZHANG ; Lingyan LI ; Xiaoyan KANG ; Qi ZHOU ; Jihong LIU
Journal of Gynecologic Oncology 2024;35(6):e77-
Objective:
QL1604 is a highly selective, humanized monoclonal antibody against programmed death protein 1. We assessed the efficacy and safety of QL1604 plus chemotherapy as first-line treatment in patients with advanced cervical cancer.
Methods:
This was a multicenter, open-label, single-arm, phase II study. Patients with advanced cervical cancer and not previously treated with systemic chemotherapy were enrolled to receive QL1604 plus paclitaxel and cisplatin/carboplatin on day 1 of each 21-day cycle for up to 6 cycles, followed by QL1604 maintenance treatment.
Results:
Forty-six patients were enrolled and the median follow-up duration was 16.5 months. An 84.8% of patients had recurrent disease and 13.0% had stage IVB disease. The objective response rate (ORR) per Response Evaluation Criteria in Advanced Solid Tumors (RECIST) v1.1 was 58.7% (27/46). The immune ORR per immune RECIST was 60.9% (28/46).The median duration of response was 9.6 months (95% confidence interval [CI]=5.5–not estimable). The median progression-free survival was 8.1 months (95% CI=5.7–14.0). Fortyfive (97.8%) patients experienced treatment-related adverse events (TRAEs). The most common grade≥3 TRAEs (>30%) were neutrophil count decrease (50.0%), anemia (32.6%), and white blood cell count decrease (30.4%).
Conclusion
QL1604 plus paclitaxel-cisplatin/carboplatin showed promising antitumor activity and manageable safety profile as first-line treatment in patients with advanced cervical cancer. Programmed cell death protein 1 inhibitor plus chemotherapy may be a potential treatment option for the patient population who have contraindications or can’t tolerate bevacizumab, which needs to be further verified in phase III confirmatory study.
6.QL1604 plus paclitaxel-cisplatin/ carboplatin in patients with recurrent or metastatic cervical cancer:an open-label, single-arm, phase II trial
Cheng FANG ; Yun ZHOU ; Yanling FENG ; Liping HE ; Jinjin YU ; Yuzhi LI ; Mei FENG ; Mei PAN ; Lina ZHAO ; Dihong TANG ; Xiumin LI ; Buzhen TAN ; Ruifang AN ; Xiaohui ZHENG ; Meimei SI ; Baihui ZHANG ; Lingyan LI ; Xiaoyan KANG ; Qi ZHOU ; Jihong LIU
Journal of Gynecologic Oncology 2024;35(6):e77-
Objective:
QL1604 is a highly selective, humanized monoclonal antibody against programmed death protein 1. We assessed the efficacy and safety of QL1604 plus chemotherapy as first-line treatment in patients with advanced cervical cancer.
Methods:
This was a multicenter, open-label, single-arm, phase II study. Patients with advanced cervical cancer and not previously treated with systemic chemotherapy were enrolled to receive QL1604 plus paclitaxel and cisplatin/carboplatin on day 1 of each 21-day cycle for up to 6 cycles, followed by QL1604 maintenance treatment.
Results:
Forty-six patients were enrolled and the median follow-up duration was 16.5 months. An 84.8% of patients had recurrent disease and 13.0% had stage IVB disease. The objective response rate (ORR) per Response Evaluation Criteria in Advanced Solid Tumors (RECIST) v1.1 was 58.7% (27/46). The immune ORR per immune RECIST was 60.9% (28/46).The median duration of response was 9.6 months (95% confidence interval [CI]=5.5–not estimable). The median progression-free survival was 8.1 months (95% CI=5.7–14.0). Fortyfive (97.8%) patients experienced treatment-related adverse events (TRAEs). The most common grade≥3 TRAEs (>30%) were neutrophil count decrease (50.0%), anemia (32.6%), and white blood cell count decrease (30.4%).
Conclusion
QL1604 plus paclitaxel-cisplatin/carboplatin showed promising antitumor activity and manageable safety profile as first-line treatment in patients with advanced cervical cancer. Programmed cell death protein 1 inhibitor plus chemotherapy may be a potential treatment option for the patient population who have contraindications or can’t tolerate bevacizumab, which needs to be further verified in phase III confirmatory study.
7.Application of endoscopic retrograde cholangiopancreatography on diagnosis and treatment of pediatric chronic pancreatitis
Xiumin QIN ; Jing ZHANG ; Feihong YU ; Guoli WANG ; Jin ZHOU ; Yuan MENG ; Hui GUO ; Jie WU
Chinese Pediatric Emergency Medicine 2023;30(7):504-507
Objective:To investigate the value of endoscopic retrograde cholangiopancreatography(ERCP)and related techniques in the diagnosis and treatment of chronic pancreatitis in children.Methods:The clinical data of 16 children with chronic pancreatitis diagnosed in the Department of Gastroenterology at Beijing Children′s Hospital from January 2021 to January 2022, who had ERCP indications were analyzed retrospectively, including age, sex, operation time, postoperative complications and follow-up data.Results:Thirty nine ERCP operations were performed in 16 children, with the age of (7.20±2.51) years old, and the minimum weight of 13 kg.There were 7 males and 9 females.The clinical manifestations were upper abdominal pain in all cases, 3 patients with dyspnea, 1 patient with gastrointestinal bleeding, and 1 patient with diabetes.In terms of etiology, 16 cases were diagnosed by ERCP including, 7 cases with pancreatic divisum, 1 case with abnormal pancreaticobile duct confluence.Among the 16 children, 11 had gene examination with 9 gene mutations (including 7 cases SPINK1 mutation, 1 case PRSS mutation, and 1 case CFTR mutation).The operation time was 30 to 65 minutes, and the median was 43 minutes.The operation time was negative correlation with age, while there was no correlation with the anatomical structure abnormality or the gene mutation.Among the 16 children, 15 were placed with pancreatic duct stents, with a success rate of 93.8%.Three children had postoperative pancreatitis, the rest had hyperamylasemia.Postoperative complications were not related with the age, the anatomical structure abnormality or the gene mutation.All children had been followed up for more than one year.All children have not suffered from pancreatitis again, and the body mass index had increased significantly after operation than before( P<0.05).The ERCP operation was performed 2 to 4 times in children after stent replacement, and the time of stent replacement ranged from 3 months to 12 months. Conclusion:The main causes of chronic pancreatitis in children are anatomical abnormalities or gene mutations.ERCP and related techniques are minimally invasive, safe and effective in the treatment of chronic pancreatitis.
8.Risk factor analysis of hepatocellular carcinoma with vessels encapsulating tumor clusters and the application value of its risk scoring model
Fangming CHEN ; Xiumin QI ; Linjie BIAN ; Danping WU ; Yong YAN ; Hao WANG ; Jitao WANG ; Yongping ZHOU
Chinese Journal of Digestive Surgery 2023;22(1):150-159
Objective:To investigate the risk factor of hepatocellular carcinoma (HCC) with vessels encapsulating tumor clusters (VETC) and the application value of its risk scoring model.Methods:The retrospective cross-sectional study was conducted. The clinicopathological data of 149 patients with HCC who were admitted to two medical centers, including 97 cases in the Jiangnan University Medical Center and 52 cases in the Affiliated Xingtai People′s Hospital of Hebei Medical University, from January 2017 to April 2020 were collected. There were 116 males and 33 females, aged (58±12)years. There were 74 cases with VETC and 75 cases without VETC. Observation indica-tors: (1) clinical characteristics of patients with and without VETC; (2) imaging features of patients with and without VETC; (3) multivariable analysis of HCC patients with VETC; (4) construction of VETC related risk scoring model and its performance evaluation; (5) postoperative early tumor recurrence of patients with and without VETC who were confirmed by risk scoring model and histopathological examination. Measurement data with normal distribution were represented as Mean± SD, and comparison between groups was conducted using the t test. Count data were described as absolutes, and comparison between groups was conducted using the chi-square test and continuous correction chi-square test. Variables of clinical and imaging characteristics with statistically signifi-cant were included in the multivariate analysis. Multivariate analysis was conducted using the Logistic regression model of backward stepwise selection. VETC related risk scoring model was constructed based on the results of Logistic regression model. The receiver operating characteristic (ROC) curve was drawn, and the area under curve (AUC), the sensitivity, specificity, accuracy and their 95% confidence interval ( CI) were calculated. The maximizing Youden index was the optimal cutoff value for VETC prediction. The Hosmer Lemeshow goodness of fit test was used to assess the consistency between VETC risk scoring model predicted VTEC status and the true VETC status. The Kaplan-Meier method was used to calculate survival rates and draw survival curves. The Log-rank test was used for survival analysis. Results:(1) Clinical characteristics of patients with and without VETC. Cases with postoperative albumin <36 g/L were 57 in patients with VETC, versus 68 in patients without VETC, respectively, showing a significant difference between them ( χ2=5.13, P<0.05). (2) Imaging features of patients with and without VETC. Cases with lesion imaging presence as nonperipheral washout, cases with lesion imaging presence as mosaic architecture, cases with lesion imaging presence as intratumoral hemorrhage, cases with lesion imaging presence as corona enhancement, cases with lesion imaging presence as non-smooth tumor margin, cases with lesion imaging presence as peritumoral enhancement in arterial phase, cases with lesion imaging presence as intratumoral arteries, cases with lesion imaging presence as peritumoral hypointensity in hepatobiliary phase, cases with lesion imaging enhancement type as uniform low enhancement, uniform high enhance-ment, heterogeneous enhancement with septations and heterogeneous enhancement with irregular ring-like structures, cases with intratumoral necrosis or ischemic, cases with tumor diameter >5 cm were 73, 35, 33, 15, 39, 28, 42, 27, 4, 5, 27, 38, 45, 46 in patients with VETC, versus 64, 16, 13, 3, 19, 15, 9, 13, 9, 35, 5, 26, 10, 10 in patients without VETC, respectively, showing significant differences in the above indicators between them ( χ2=8.92, 11.15, 12.97, 9.28, 11.74, 5.77, 33.14, 6.96, 41.79, 36.05, 37.86, P<0.05). (3) Multivariable analysis of patients with VETC. Results of multivariable analysis showed that lesion imaging enhancement as heterogeneous enhancement with septations, lesion imaging enhancement as heterogeneous enhancement with irregular ring-like structures, intratumoral necrosis or ischemia and tumor diameter >5 cm were independent risk factors influen-cing patients with VETC ( odds ratio=4.18, 7.62, 4.23, 4.08, 95% CI as 1.60?11.60, 2.00?31.70, 1.71?10.90, 1.60?10.80), P<0.05). (4) Construction of VETC related risk scoring model and its performance evaluation. The VETC related risk scoring model was constructed as (heterogeneous enhancement with septations, presence: 1.0, absence: 0)+(heterogeneous enhancement with irregular ring-like structures, presence: 1.5, absence: 0)+(intratumoral necrosis or ischemia, presence: 1.0, absence: 0)+(main tumor diameter >5 cm, presence: 1.0, absence: 0). The AUC, sensitivity, specificity, and accuracy of VETC related risk scoring model were 0.86 (95% CI as 0.80?0.92), 79.7% (95% CI as 69.2%?87.3%), 80.0% (95% CI as 69.6%?87.5%) and 79.9% (95% CI as 72.7%?85.5%), respectively. Results of Hosmer-Lemeshow goodness of fit test showed a good consistency between VETC risk scoring model predicted VETC status and true VETC status ( P>0.05). (5) Postoperative early tumor recurrence of patients with and without VETC who were confirmed by risk scoring model and histopathological examination. All 149 patients were followed up for 29(range, 26?35)months. The time to tumor recurrence and 2-year cumulative tumor recurrence rate of 149 patients were 29(range, 24?33)months and 43.0%, respectively. The 2-year tumor cumulative recurrence rate of patients with and without VETC predicted by risk scoring model was 47.8% and 37.9%, respectively, showing a significant difference between ( χ2=3.90, P<0.05). The 2-year cumulative tumor recurrence rate of patients with and without VETC confirmed by postoperative histopathological examination was 47.4% and 38.1%, respectively, showing a significant difference between ( χ2=4.20, P<0.05). Conclusions:Lesion imaging enhancement as heterogeneous enhancement with septations or irregular ring-like structures, intratumoral necrosis or ischemia and tumor diameter >5 cm are independent risk factors influen-cing HCC patients with VETC. The proposed risk scoring model based on those three risk factors achieves an optimal preoperative diagnostic performance.
9.Preliminary study on double-balloon enteroscopy in the treatment of Peutz-Jeghers syndrome polyp with intussusception in children
Feihong YU ; Jing ZHANG ; Tianlu MEI ; Xiumin QIN ; Guoli WANG ; Jin ZHOU ; Yongli FANG ; Jie WU
Chinese Pediatric Emergency Medicine 2023;30(11):840-844
Objective:To assess the value of double-balloon enteroscopy(DBE)in the treatment of Peutz-Jeghers syndrome(PJS)polyp with intussusception in children.Methods:A total of 14 cases with PJS polyp with intussusception were collected in Gastroenterology Department of Beijing Children′s Hospital Affiliated to Capital Medical University from July 2019 to January 2023.The general information, clinical manifestations, history of surgeries, abdominal ultrasound, enteroscopy and postoperative outcomes were retrospectively analyzed.Results:Fourteen cases with intussusception of PJS(including nine boys and five girls) were enrolled, and the average age was(10.25±2.52)years.There were 21 small intestinal intussusceptions in 14 cases, including eight cases of single intussusception and six cases of multiple intussusceptions.All the patients underwent DBE examination and treatment.A total of 215 small intestinal polyps were removed, no direct complications such as bleeding or perforation were found during the operation.Twelve cases were confirmed intussusception relieved by DBE, and the average maximum diameter of polyps causing intussusception was(4.38±1.43)cm.In addition, DBE did not reach the site of intussusception polyp in one case, and another case developed intestinal obstruction after DBE operation, which were treated by surgery.Conclusion:DBE provides a relatively effective method for the treatment of PJS polyps with intussusception without complete ileus in children.
10.CT radiomics based machine-learning model predicts portal vein-superior mesenteric vein involvement in pancreatic ductal adenocarcinoma
Fangming CHEN ; Shuanglin ZHANG ; Yue CHENG ; Xiumin QI ; Yongping ZHOU ; Lei ZHANG ; Zhuiyang ZHANG
Chinese Journal of Hepatobiliary Surgery 2022;28(7):525-530
Objective:To investigate the value of machine learning-based computed tomography (CT) images radiomics analysis in preoperative evaluation of surgical portal vein-superior mesenteric vein (PV-SMV) invasion in patients with pancreatic ductal adenocarcinoma (PDAC).Methods:The retrospective study was conducted with 156 consecutive PDAC patients who were underwent surgery at the Affiliated Wuxi No.2 People's Hospital of Nanjing Medical University between January 2010 and July 2021. There were 95 males and 61 females, with the age of (65.7±8.2) years. Patients were randomly split into training set and validation set by a ratio of 3∶2. Minimum redundancy maximum relevance was used to select radiomic features, which were extracted from contrast-enhanced CT images. Five machine learning classifiers were developed, and those models' area under the curve (AUC) values were compared with the conventional radiologic-feature-based evaluation.Results:Ninety-four and 52 patients were included into the training set and validation set, respectively. Their PV-SMV invasion rates were confirmed by intraoperative exploration with 31.9%(30/94) and 40.3%(25/61), respectively. Five models: LASSO regression, random forest, support vector machine, k-nearest neighbor and Naive Bayesian, were established based on ten features from CT images radiomics, and LASSO regression model achieved the highest AUC value compared with the other four models (all P<0.05). Compared with the conventional radiologic evaluation, the LASSO regression model had higher AUC (0.920 vs. 0.752) and sensitivity (92.0% vs. 86.5%)(both P<0.05). Conclusion:Machine learning-based CT images radiomics analysis can be used to evaluate PV-SMV invasion status preoperatively in PDAC. The LASSO regression model showed better performance than the conventional radiologic evaluation.

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