1.Predictive performance of CT images-based 3D ResNet18 model for identifying lung tuberculosis drug resistance
Chunhua LI ; Xueyan LIU ; Jiaofeng ZHENG ; Xiangxin ZENG ; Yurui LI ; Wenwen LIU ; Shengxiu LYU
Journal of Army Medical University 2025;47(14):1676-1684
Objective To develop and validate a deep learning model based on chest CT images to accurately distinguish between drug-resistant(DR-TB)and-sensitive tuberculosis(DS-TB).Methods A retrospective study was conducted on 722 cases of confirmed secondary tuberculosis admitted in our center from January 2019 to December 2022.According to the results of antimicrobial susceptibility test,they were divided into 357 DS-TB cases and 365 DR-TB cases.Pre-existing U-Net segmentation model was employed to segment the lung parenchyma regions in CT images.The dataset was randomly partitioned into a training set and a testing set in an 8:2 ratio.Six 3D deep learning architectures(3D Swin Transformer,3D ShuffleNet v2,3D ViT,3D MobileNet v2,3D DenseNet,and 3D ResNet18)were employed to evaluate the discriminative efficiency between DS-TB and DR-TB.Hyperparameters were optimized by five-fold cross-validation on the training set to construct the optimal model.The performance of the constructed model was assessed using area under the curve(AUC),sensitivity,specificity,positive predictive value(PPV),negative predictive value(NPV),and F1-score.Six radiologists independently evaluated DR-TB identification on the test set,and their performance was compared with the best-performing deep learning model.Results The AUC value in DR-TB prediction was 0.583,0.704,0.698,0.758,0.736,and 0.841,respectively,for 3D Swin Transformer,3D ShuffleNet v2,3D ViT,3D MobileNet v2,3D DenseNet,and 3D ResNet18.The 3D ResNet18 model demonstrated optimal performance,achieving a sensitivity of 0.935(95%CI:0.880~0.987),a specificity of 0.642(95%CI:0.492~0.757),a PPV of 0.750(95%CI:0.663~0.835),an NPV of 0.896(95%CI:0.809~0.976),an AUC value of 0.841,and a F1-score of 0.832.The radiologists got a F1-score of 0.571,0.450,0.675,0.623,0.617 and 0.635,respectively,and the F1-score of the 3D ResNet18 model is all higher than that of the radiologists.The highest-performing radiologist achieved sensitivity,specificity,PPV and NPV of 0.701(95%CI:0.605~0.802),0.567(95%CI:0.447~0.684),0.651(95%CI:0.549~0.757),and 0.623(95%CI:0.500~0.754),with all these values lower than those of the 3D ResNet18 model(P<0.05).Class activation mapping showed that the 3D ResNet18 model could focus on key lesion areas.The class activation mapping demonstrated that the 3D ResNet18 model could effectively focus on critical lesion regions.Conclusion Our 3D ResNet18 model shows the best predictive performance in identifying DR-TB,and is expected to assist clinical diagnosis for DR-TB.
2.Convergence Analysis of the Impact of DRG/DIP Payment Reform on the Effectiveness of Hierarchical Diagnosis and Treatment in Shandong
Yurui ZHANG ; Wang LIU ; Tao SHI ; Mengyu LV ; Zishu NING ; Xiaoyong WANG
Chinese Health Economics 2025;44(10):26-30
Objective:To analyze the data changes of tertiary hospitals,secondary hospitals and primary healthcare institutions in Shandong before and after the reform of Dignosis Related Group(DRG)/Diagnosis-Intervention Packet(DIP)payment method,and to explore the impact of the reform of DRG/DIP payment method on the effect of hierarchical diagnosis and treatment.Methods:Data were collected from 16 cities in Shandong Province for a total of 18 quarters in the first half of 2019-2023,including the percentage of expenditure of the health insurance fund,the percentage of discharges,and the sub-average hospitalization cost.Spatial panel models were constructed to conduct σ-convergence and absolute β-convergence analyses.Results:The convergence analysis showed that the inter-regional differences in the percentage of discharges,the percentage of fund expenditure and the average hospitalization cost of tertiary medical institutions were reduced;the regression coefficients of the three indicators in the absolute convergence analysis were significantly negative(β<0,P<0.01),indicating that the level of hierarchical diagnosis and treatment in various cities and regions has been equalized.Conclusion:The reform of DRG/DIP payment method reform has effectively optimized the allocation of medical resources in Shandong and reduced regional differences.It is needed to strengthen the effect of the payment method reform,reinforced the incentive of primary care and construct a full-cycle health management-oriented health insurance system in the future.
3.Convergence Analysis of the Impact of DRG/DIP Payment Reform on the Effectiveness of Hierarchical Diagnosis and Treatment in Shandong
Yurui ZHANG ; Wang LIU ; Tao SHI ; Mengyu LV ; Zishu NING ; Xiaoyong WANG
Chinese Health Economics 2025;44(10):26-30
Objective:To analyze the data changes of tertiary hospitals,secondary hospitals and primary healthcare institutions in Shandong before and after the reform of Dignosis Related Group(DRG)/Diagnosis-Intervention Packet(DIP)payment method,and to explore the impact of the reform of DRG/DIP payment method on the effect of hierarchical diagnosis and treatment.Methods:Data were collected from 16 cities in Shandong Province for a total of 18 quarters in the first half of 2019-2023,including the percentage of expenditure of the health insurance fund,the percentage of discharges,and the sub-average hospitalization cost.Spatial panel models were constructed to conduct σ-convergence and absolute β-convergence analyses.Results:The convergence analysis showed that the inter-regional differences in the percentage of discharges,the percentage of fund expenditure and the average hospitalization cost of tertiary medical institutions were reduced;the regression coefficients of the three indicators in the absolute convergence analysis were significantly negative(β<0,P<0.01),indicating that the level of hierarchical diagnosis and treatment in various cities and regions has been equalized.Conclusion:The reform of DRG/DIP payment method reform has effectively optimized the allocation of medical resources in Shandong and reduced regional differences.It is needed to strengthen the effect of the payment method reform,reinforced the incentive of primary care and construct a full-cycle health management-oriented health insurance system in the future.
4.Correlation between indocyanine green fluorescence imaging and the positive rate of lymph node metastasis in radical cystectomy
Hao WANG ; Guowang DU ; Yurui ZHANG ; Xiaopeng WANG ; Fengshuo YANG ; Lifeng LIU
Journal of Modern Urology 2025;30(9):760-764
Objective To investigate the correlation between indocyanine green(ICG)fluorescence imaging and lymph node metastasis of bladder cancer and its application value.Methods The clinicopathological data of 35 patients with bladder cancer(T1-T4aNxM0)treated in our hospital during Jun.2019 and Mar.2023 were collected.All patients underwent ICG submucous injection,and those with successful imaging received lymph node dissection under fluorescent guidance.After that,the remaining lymph tissue was cleared according to the standard lymph node dissection range,and the resected lymph tissue was subassembled for examination.Patients with non-imaging underwent standard pelvic lymph node dissection according to the routine procedure.Intraoperative lymph node imaging areas were recorded,and postoperative lymph node pathological data were collected.The correlation between fluorescence imaging patterns and lymph node metastasis in patients with different stages of bladder cancer was analyzed with correlation coefficients.Results The ICG fluorescence imaging rate was 91.43%(32/35),and there was no statistically significant difference in the imaging rate among patients with different stages of bladder cancer(P>0.05).The fluorescence imaging range was significantly correlated with the stage(C=0.351,P=0.034).There was a significant correlation between the imaging range and lymph node metastasis in early-stage patients(C=0.619,P=0.022),but there was no significant difference in the lymph node metastasis rate in advanced patients with different imaging range(P>0.05).In patients with full staging,the sensitivity of lymph nodes to predict metastasis was 60.00%(6/10),and the negative predictive value was 84.62%(22/26).In early-stage patients,the sensitivity and negative predictive value were 50.00%(1/2)and 93.75%(15/16),respectively.In advanced-stage patients,they were 62.50%(5/8)and 70.00%(7/10),respectively.Conclusion ICG fluorescence imaging rate of tracing lymph node metastasis is high,and the imaging range is significantly related to the tumor stage.For patients with early-stage(T1-T2)bladder cancer,the range of imaging helps to predict the risk of lymph node metastasis and guide the extent of lymph node dissection.Resection of multi-area imaged lymph nodes can comprehensively evaluate the lymphatic metastasis status of early-stage patients.
5.Correlation between indocyanine green fluorescence imaging and the positive rate of lymph node metastasis in radical cystectomy
Hao WANG ; Guowang DU ; Yurui ZHANG ; Xiaopeng WANG ; Fengshuo YANG ; Lifeng LIU
Journal of Modern Urology 2025;30(9):760-764
Objective To investigate the correlation between indocyanine green(ICG)fluorescence imaging and lymph node metastasis of bladder cancer and its application value.Methods The clinicopathological data of 35 patients with bladder cancer(T1-T4aNxM0)treated in our hospital during Jun.2019 and Mar.2023 were collected.All patients underwent ICG submucous injection,and those with successful imaging received lymph node dissection under fluorescent guidance.After that,the remaining lymph tissue was cleared according to the standard lymph node dissection range,and the resected lymph tissue was subassembled for examination.Patients with non-imaging underwent standard pelvic lymph node dissection according to the routine procedure.Intraoperative lymph node imaging areas were recorded,and postoperative lymph node pathological data were collected.The correlation between fluorescence imaging patterns and lymph node metastasis in patients with different stages of bladder cancer was analyzed with correlation coefficients.Results The ICG fluorescence imaging rate was 91.43%(32/35),and there was no statistically significant difference in the imaging rate among patients with different stages of bladder cancer(P>0.05).The fluorescence imaging range was significantly correlated with the stage(C=0.351,P=0.034).There was a significant correlation between the imaging range and lymph node metastasis in early-stage patients(C=0.619,P=0.022),but there was no significant difference in the lymph node metastasis rate in advanced patients with different imaging range(P>0.05).In patients with full staging,the sensitivity of lymph nodes to predict metastasis was 60.00%(6/10),and the negative predictive value was 84.62%(22/26).In early-stage patients,the sensitivity and negative predictive value were 50.00%(1/2)and 93.75%(15/16),respectively.In advanced-stage patients,they were 62.50%(5/8)and 70.00%(7/10),respectively.Conclusion ICG fluorescence imaging rate of tracing lymph node metastasis is high,and the imaging range is significantly related to the tumor stage.For patients with early-stage(T1-T2)bladder cancer,the range of imaging helps to predict the risk of lymph node metastasis and guide the extent of lymph node dissection.Resection of multi-area imaged lymph nodes can comprehensively evaluate the lymphatic metastasis status of early-stage patients.
6.The research progress of total pancreatectomy with islet autotransplantation for chronic pancreatitis patients
Shan HE ; Jun LIU ; Mamoyang FU ; Yurui ZHAO
Chinese Journal of Hepatobiliary Surgery 2021;27(6):476-480
Chronic pancreatitis is a progressive chronic inflammatory disease of caused by gene and other environmental factors, and clinical manifestation includes recurrent abdominal pain and dysfunction of exocrine and endocrine. For the chronic pancreatitis therapy, surgical treatment mainly aims at the intractable pain which is unresponsive to medical and endoscopic treatment, as well as complications of chronic pancreatitis. Total pancreatectomy with islet autotransplantation (TPIAT) gradually becomes a major therapeutic option for chronic pancreatitis surgical treatment, because it relieves the abdominal pain, reduces the opioid dependent, improves the quality of life, and increases the opportunity of insulin independent. In the past few years, a range of researches have been focusing on islet isolation, surgical approach, curative effect and postoperative complication, improvement of islet function after operation. The purpose of this article is to summarize the progression of TPIAT related research in the recent years.
7. Thoughts and principles of diagnosis and treatment of chronic refractory wounds in China
Wei DONG ; Yurui XIAO ; Minjie WU ; Duyin JIANG ; Lanjun NIE ; Yingkai LIU ; Jiajun TANG ; Ming TIAN ; Chunlan WANG ; Lifang HUANG ; Jiaoyun DONG ; Xiaozan CAO ; Fei SONG ; Xiaoyun JI ; Xian MA ; Yutian KANG ; Shuwen JIN ; Chun QING ; Shuliang LU
Chinese Journal of Burns 2018;34(12):868-873
The correct thoughts and principles of diagnosis and treatment of chronic refractory wounds need to be formulated. Through the relevant domestic and international consensus and based on clinical experience, the
8.Advances in the application of three-dimensional tumor spheroids model in the mechanism study of drug resistance
Leilei GUO ; Yurui XU ; Lei ZHANG ; Yiwen DONG ; Shuting LIN ; Xinghai NING ; Xiaoxuan LIU
Journal of China Pharmaceutical University 2018;49(5):521-527
In comparison with the traditional two-dimensional tumor cell culture, the three-dimensional tumor spheroid culture can not only provide with an in vivo-like growth environment for tumor cells, but also maintain maximum cell activities. Therefore, the three-dimensional tumor spheroid culture is widely used in oncology research. In particular, the three-dimensional tumor cells retain the material and structural basis of the microenvironment of tumor in vivo, which is closer to the actual physiological environment, allowing it to be an ideal in vitro model for evaluating the tumor treatment response and drug resistance in tumors. This review summarizes the mechanisms of drug resistance in three-dimensional tumor cells, especially those induced by the morphology and microenvironment of three-dimensional tumor spheres, and puts forward the problems existing in the current three-dimensional tumor cells model, as well as the future development direction.
9.Thoracoscopic repair of congenital diaphragmatic hernia in neonates: a report of 47 cases.
Hefeng WANG ; Xingfeng LIU ; Hongxuan WANG ; Yuanjun HU ; Yurui WU
Journal of Zhejiang University. Medical sciences 2018;47(3):283-288
OBJECTIVETo review the application of thoracoscopic repair for treatment of congenital diaphragmatic hernia in neonates, so as to improve the cure rate.
METHODSClinical data of 47 neonates with congenital diaphragmatic hernia receiving thoracoscopic repair from June 2012 to June 2017 were reviewed. The admission age, gestational age, birth weight, timing of diagnosis, hernia location, clinical manifestation, surgical timing, surgical method, operation time, postoperative mechanical ventilation time of patients were analyzed.
RESULTSThere were 42 cases of left diaphragmatic hernia and 5 cases of right diaphragmatic hernia. Thirteen cases were diagnosed prenatally. Primary diaphragmatic repair was successfully accomplished under thoracoscope in 45 neonates without perioperative complications, while 2 patients were converted to open surgery. The average operation time was (63±13) min (42-150 min), the average blood loss was (3.0±1.7) mL (1.0-9.0 mL), and the average postoperative mechanical ventilation time was (3.9±1.4) d (2.0-11.0 d). Two patients died and the treatment was withdrawn in 3 patients with an overall cure rate of 89.4% (42/47).
CONCLUSIONSThoracoscopic repair is effective and can be used as first-choice treatment of diaphragmatic hernia in neonates.
10.Experience in treatment of complex congenital intestinal atresia in children.
Shisong ZHANG ; Yurui WU ; Hongzhen LIU ; Yunpeng ZHAI ; Wei LIU
Journal of Zhejiang University. Medical sciences 2018;47(3):255-260
OBJECTIVETo summarize experience in the treatment of complex congenital intestinal atresia in children, so as to investigate the key points and effect of the operation.
METHODSMedical notes of 49 children with complex intestinal atresia treated between January 2012 and January 2018 were reviewed. The information of age, sex, age at operation, full-term or premature, birth weight, clinical manifestation, auxiliary examination, preliminary diagnosis, treatment process, discharge diagnosis, pathological results and prognosis of patients were analyzed.
RESULTSAll patients underwent surgical treatment, including 42 cases with laparotomy (85.7%) and 7 with laparoscopic surgery (14.3%); 1 case undergoing laparoscopic surgery was converted to laparotomy due to meconium peritonitis. The mean operation time was (147±43) min (70-270 min); the mean fasting time after surgery was (8±3) d (4-16 d); the mean parenteral nutrition time was (12±6) d (3-30 d). Eleven cases were discharged against medical after operation and lost to follow-up. Among rest 38 children, 1 child (2.6%) received intestinal resection and ostomy five days after operation due to gastrointestinal perforation; 1 child (2.6%) received conservative treatment one month later due to adhered intestinal obstruction and left hospital with cure; 1 child (2.6%) received enterodialysis and ileostomy eight days after operation due to anastomotic leak, and received the operation for the closure of fistula after three months; 4 children had complications including fluid and electrolyte disorders, anemia, hypoproteinemia and so on, and recovered after conservative treatments. Postoperative follow-up showed that 1 child with duodenal atresia had lower body weight at 6 month after operation, but the body weight returned to normal when the child was one year old; 1 child with preterm labor of 32 weeks was treated with enteral nutrition, and gradually restored the normal diet after 6 months. Growth retardation was not observed in other children.
CONCLUSIONSWith active treatment and reservation of normal bowel tube as much as possible during the operation, the prognosis of children with complex intestinal atresia is usually favorable.

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