1.Value of combined predictive model based on dual-layer detector spectral CT multiparametric radiomic features and quantitative parameters in preoperative diagnosis of gastric cancer serosal invasion
Huachun MA ; Qingguo DING ; Cen SHI ; Xinglu LI ; Wenbin SHEN ; Ximing WANG
Chinese Journal of Radiology 2025;59(9):1003-1010
Objective:To construct a combined prediction model based on dual-layer detector spectral CT radiomics features and quantitative parameters, and to evaluate its value in preoperative prediction of serosal invasion in gastric cancer.Methods:This case-control study retrospectively analyzed data from 253 gastric cancer patients confirmed by postoperative pathology at the First Affiliated Hospital of Soochow University (Center 1) and Changshu No.2 People′s Hospital (Center 2) from January 2022 to December 2023. Patients from Center 1 ( n=157) were randomly divided into training set ( n=110) and test set ( n=47) in a 7∶3 ratio, while patients from Center 2 ( n=96) served as an external validation set. Based on postoperative pathological serosal invasion status, patients were classified into serosal invasion group ( n=164) and non-serosal invasion group ( n=89), with distributions of 70/40, 30/17, and 64/32 in the training, test, and external validation sets, respectively. Spectral CT quantitative parameters, including arterial and venous phase iodine concentration (IC), normalized iodine concentration (NIC), arterial-venous IC differences, arterial-venous NIC differences (NIC pa), arterial enhancement fraction (AEF), and effective atomic number (Z eff), were measured. Radiomics features were extracted from venous-phase 40 keV monochromatic images. The least absolute shrinkage and selection operator (LASSO) algorithm was used for feature selection. The logistic regression classifier (LR-LASSO) was applied to construct the radiomics model. Univariate and multivariate logistic regression analyses identified independent risk factors for serosal invasion, including the radiomics signature (RadScore) and quantitative parameters. A clinical model was built using significant quantitative parameters, and a combined model integrated RadScore. An artificial model was based on cT4 staging assessed by two radiologists using venous-phase CT. The diagnostic performance of each model was evaluated using the area under the receiver operating characteristic curve (AUC), calibration curves, and decision curve analysis (DCA). Results:A total of six radiomics features were selected to establish the radiomics model. RadScore ( OR=7.598, 95% CI 2.259-25.562, P=0.001) and NIC pa ( OR=4.598, 95% CI 1.404-15.050, P=0.012) served as independent risk factors. The NIC pa served as the clinical model. The AUCs (95% CI) of the combined model in the training, test, and external validation sets were 0.984 (0.969-1.000), 0.855 (0.728-0.982), and 0.773 (0.665-0.882), respectively. The AUCs of the artificial model were 0.741, 0.670, 0.644; of the clinical model were 0.709, 0.633, 0.626. The AUCs of the radiomics model were 0.963, 0.824, 0.741, respectively. Calibration curves showed good agreement between predicted probability and observed probability. The DCA confirmed higher clinical net benefits for the combined model. Conclusion:The combined model integrating dual-layer detector spectral CT radiomics features and quantitative parameters exhibits high efficacy for preoperative prediction of gastric cancer serosal invasion.
2.Value of combined predictive model based on dual-layer detector spectral CT multiparametric radiomic features and quantitative parameters in preoperative diagnosis of gastric cancer serosal invasion
Huachun MA ; Qingguo DING ; Cen SHI ; Xinglu LI ; Wenbin SHEN ; Ximing WANG
Chinese Journal of Radiology 2025;59(9):1003-1010
Objective:To construct a combined prediction model based on dual-layer detector spectral CT radiomics features and quantitative parameters, and to evaluate its value in preoperative prediction of serosal invasion in gastric cancer.Methods:This case-control study retrospectively analyzed data from 253 gastric cancer patients confirmed by postoperative pathology at the First Affiliated Hospital of Soochow University (Center 1) and Changshu No.2 People′s Hospital (Center 2) from January 2022 to December 2023. Patients from Center 1 ( n=157) were randomly divided into training set ( n=110) and test set ( n=47) in a 7∶3 ratio, while patients from Center 2 ( n=96) served as an external validation set. Based on postoperative pathological serosal invasion status, patients were classified into serosal invasion group ( n=164) and non-serosal invasion group ( n=89), with distributions of 70/40, 30/17, and 64/32 in the training, test, and external validation sets, respectively. Spectral CT quantitative parameters, including arterial and venous phase iodine concentration (IC), normalized iodine concentration (NIC), arterial-venous IC differences, arterial-venous NIC differences (NIC pa), arterial enhancement fraction (AEF), and effective atomic number (Z eff), were measured. Radiomics features were extracted from venous-phase 40 keV monochromatic images. The least absolute shrinkage and selection operator (LASSO) algorithm was used for feature selection. The logistic regression classifier (LR-LASSO) was applied to construct the radiomics model. Univariate and multivariate logistic regression analyses identified independent risk factors for serosal invasion, including the radiomics signature (RadScore) and quantitative parameters. A clinical model was built using significant quantitative parameters, and a combined model integrated RadScore. An artificial model was based on cT4 staging assessed by two radiologists using venous-phase CT. The diagnostic performance of each model was evaluated using the area under the receiver operating characteristic curve (AUC), calibration curves, and decision curve analysis (DCA). Results:A total of six radiomics features were selected to establish the radiomics model. RadScore ( OR=7.598, 95% CI 2.259-25.562, P=0.001) and NIC pa ( OR=4.598, 95% CI 1.404-15.050, P=0.012) served as independent risk factors. The NIC pa served as the clinical model. The AUCs (95% CI) of the combined model in the training, test, and external validation sets were 0.984 (0.969-1.000), 0.855 (0.728-0.982), and 0.773 (0.665-0.882), respectively. The AUCs of the artificial model were 0.741, 0.670, 0.644; of the clinical model were 0.709, 0.633, 0.626. The AUCs of the radiomics model were 0.963, 0.824, 0.741, respectively. Calibration curves showed good agreement between predicted probability and observed probability. The DCA confirmed higher clinical net benefits for the combined model. Conclusion:The combined model integrating dual-layer detector spectral CT radiomics features and quantitative parameters exhibits high efficacy for preoperative prediction of gastric cancer serosal invasion.
3.Study on clinical characteristics and prognosis of lower respiratory tract infection occurrence of bronchopulmonary dysplasia in infantile stage
Guiju LI ; Yijie HUANG ; Yinghong FAN ; Xinglu WANG ; Tao AI ; Lei ZHANG
Chongqing Medicine 2025;54(2):366-371
Objective To investigate the clinical characteristics of lower respiratory tract infections oc-currence and respiratory system prognosis in infantile stage of children patients with bronchopulmonary dys-plasia(BPD).Methods Fifty premature infants with lower respiratory tract infection and BPD treated in this hospital from March 2017 to December 2020 were selected as the BPD group and 50 preterm infants with low-er respiratory tract infection without BPD during the same period were selected as the non-BPD group.The clinical data and occurrence situation of respiratory system diseases within 3 years after birth in the two groups were collected and analyzed.Results Compared with the non-BPD group,the incidence rates of tachy-pnoea(48.0%vs.12.0%),wheeze(44.0%vs.10.0%),wheezing rale(44.0%vs.10.0%),three concave sign(28.0%vs.8.0%),cyanosis(20.0%vs.4.0%),severe pneumonia(48.0%vs.12.0%)and respirato-ry failure(20.0%vs.4.0%)in the BPD group were higher,the hospitalization duration[7.5(7.0,10.0)d vs.7.0(6.0,7.0)d]was longer,the reaching peak time ratio[18.20%(14.65%,22.25%)vs.24.85%(19.55%,32.78%)],the reaching peak volume ratio[22.15%(19.43%,23.83%)vs.25.65%(22.40%,34.90%)]and the inspiratory/expiratory ratio(0.70±0.12 vs.0.76±0.11)were lower,the 3-year total lower respiratory tract infection times[5.0(4.0,10.0)times vs.3.0(2.0,5.0)times],wheeze times[2.0(1.0,4.0)times vs.0.5(0,1.0)times],the hospitalization times[3.00(2.00,5.00)times vs.2.00(1.00,2.00)times],severe pneumonia times[2.0(1.0,2.0)times vs.1.0(0,1.0)times]and wheeze times in differ-ent ages were more,total hospitalization duration[29.50(19.50,38.25)d vs.13.00(7.00,17.75)d]was lon-ger,the differences were statistically significant(P<0.05).Conclusion The children patients with BPD are prone to lower respiratory tract infections,especially 0-<1 years old,the proportion of severe pneumonia af-ter infection is higher and wheezing is easily to develop.
4.Knowledge, attitude and behavior of tuberculosis among primary and middle school students in 10 counties of Heilongjiang province
ZHOU Yong, WANG Lei, SUN Yanbo, LI Honghai, YAN Xinglu, WANG Xiaomin, WANG Jia
Chinese Journal of School Health 2019;40(5):696-699
Objective:
To investigate knowledge, attitude and behavior related to tuberculosis prevention among primary and elementary school students in Heilongjiang province, and to provide evidence for school-based tuberculosis prevention and control.
Methods:
A cross-sectional survey method was used to conduct a questionnaire survey among 3 033 middle and elementary school students in 10 counties (districts) of Heilongjiang province, including knowledge, attitudes and behaviors related to tuberculosis prevention and treatment.
Results:
In the survey, 61.5% of the students understand the core information of tuberculosis. The core knowledge awareness rate was higher in primary school students (64.8%) than in middle school students(58.1%)(χ2=85.41,P<0.05). Primary and middle school students indicated that the attitude-taking rate of concerns about the tuberculosis patients was 47.5%. Primary school students had more general attitude than middle school students towards willingness to participate in publicity activities compared with primary school students(χ2=39.26,P<0.05). About 85% of students reported personal hygiene habits. The results of multiple linear regression analysis showed that tuberculosis-related knowledge was mainly associated with factors including urban and rural, parental education, health education courses in school(P<0.05).
Conclusion
There is a gap in tuberculosis-related knowledge among primary and middle school students between Heilongjiang province and national level. There’s a need for the improvement of tuberculosis control programs to inform a better understanding and social dissemination of TB information.
5.Xinjiang region the clinical characteristics and prognosis of tuberculous meningitis factor analysis
Xinxin BU ; Cuihuan ZHU ; Xinglu WANG ; Yuexin ZHANG ; Xiaofeng SUN
Journal of Chinese Physician 2018;20(1):103-106
Objective To describe the Xinjiang region of tuberculous meningitis (TBM) (age > 18 years of age) in patients with the clinical features,analysis of factors influencing the prognosis.Methods A retrospective of cases included in the data collection,describe the clinical characteristics,using the single factor and multiple factors Logistic regression analysis of factors influencing the prognosis.Results A total of 200 cases of TBM patients had the following characteristics:120 cases of male,female 80 cases;age 18 -75 (37.35 ±+ 14.24) years old;the course of the disease 3-270 (36.86 +43.86)days;and 179 cases of survival,21 cases of death,with a mortality of l0.5%.Single factor analysis showed that hydrocephalus,encephaledema,clinical staging,erythrocyte sedimentation rate,cerebro-spinal fluid (CSF)-protein had statistically significant difference between survival group and death group,respectively (P < 0.05).The multi-factor Logistic regression analysis showed that encephaledema and erythrocyte sedimentation rate were independent factors to affect the prognosis of TBM (P < 0.05).Conclusions Encephaledema and erythrocyte sedimentation rate are independent risk factors of poor prognosis in patients with TBM,early identify predictors,formulate corresponding clinical countermeasures,and can improve the prognosis of patients with tuberculous meningitis.
6.Clinical value of related indexes in patients with primary biliary cirrhosis with esophageal varices
Xinglu WANG ; Qin XU ; Cuihuan ZHU ; Xinxin PU ; Yuexin ZHANG ; Hao LIU ; Xiaofeng SUN
Chinese Journal of Infectious Diseases 2017;35(4):203-207
Objective To investigate the clinical indicators which can predict esophageal varices in patients with primary biliary cirrhosis (PBC).Methods A total of 351 patients with PBC from the First Affiliated Hospital of Xinjiang Medical University from January 2013 to December 2016 were retrospectively analyzed, including 173 patients with esophageal varices and 178 patients without varicose veins.The alanine aminotransferase (ALT), aspartate transaminase (AST), alkaline phosphatase (ALP), γ-glutamyl transpeptadase (γ-GT), total bilirubin (TBil), albumin (Alb), prothrombin time (PT), platelet (PLT), AST to ALT ratio (AAR), fibrosis index based on the 4 fator (FIB-4), AST to PLT ratio index (APRI) and Mayo scores were compared between two groups.Group t test or rank sum test was used to compare the two groups.Relation between the indicators mentioned above and esophageal varices were tested by univariate analysis.Multivariate unconditional Logistic regression was used to screen these indicators to independently predict esophageal varices in PBC patients.Results Age, PT, TBil, AAR, FIB-4, APRI and Mayo scores of PBC patients with esophageal varices were all higher than those of patients without esophageal varices ([60.3±10.6] years old vs [51.9±10.9] years old, [13.31±3.12] s vs [11.17±2.42] s, 28.06 [18.05, 60.06] mmol/L vs 15.39 [10.64, 33.63] μmol/L, 1.69±0.91 vs 1.23±0.95, 6.18 [4.05,9.16] vs 1.80 [1.10,2.74], 1.95 [1.12,3.08] vs 0.69 [0.38,1.57], 6.45±1.52 vs4.62±1.53, respectively).Whereas ALT, γ-GT, Alb and PLT levels were all lower than those without varicose veins (36.60 [19.88, 74.28] U/L vs 59.32 [23.58, 132.70] U/L, 71.00 [38.36, 165.38] U/L vs 125.00 [37.50, 336.21] U/L, [29.78±6.33] g/L vs [39.51±25.16] g/L, [103.43±52.84]×109/L vs [234.44±90.40]×109/L, respectively).The differences were all statistically significant (t=-7.25, t=-7.18, Z=-5.823, t=-4.60, Z=-8.427, Z=-12.661, t=-11.25, Z=-3.218, Z=2.987, t=4.94, t=16.63, respectively;all P<0.01).Multivariate unconditional logistic regression analysis showed that PLT<149×109/L (OR=0.966, 95% CI: 0.957-0.974), PT>11.95 s (OR=0.705, 95%CI: 0.569-0.874), TBil>17.19 μmol/L (OR=0.99, 95%CI: 0.982-0.999), FIB-4>3.02 (OR=0.868, 95% CI: 0.807-0.932) and Mayo score>4.88 (OR=6.053, 95%CI: 2.388-15.342) were independent clinical indicators for the prediction of esophageal varicose veins.Conclusions PLT, PT, TBil, FIB-4, and Mayo scores can be used as predictors of esophageal varices in patients with PBC.
7.Correlative study on the spectrum, characteristics and trend of unexplained fever in a hospital in Xinjiang
Cuihuan ZHU ; Xinglu WANG ; Xinxin BU ; Xiaojie WANG ; Ying ZHANG ; Xiaofeng SUN
Journal of Chinese Physician 2017;19(12):1840-1843
Objective A retrospective analysis was carried out for the classification and character-istics of fever of unknown origin, and its trend in recent years. Methods A total of 1192 patients with fe-ver of unknown origin, who were admitted to the First Affiliated Hospital of Xinjiang Medical University from January 2010 to December 2016, were enrolled in this study. Descriptive analysis of the proportion, charac-teristics, and trend different diseases in the fever of unknown origin was performed. Results A total of 1080 cases was diagnosed in 1192 patients, with a diagnosis rate of 90. 6%. The final diagnoses included infections, inflammatory diseases, malignancies and miscellaneous conditions in 72. 9%, 9. 1%,5. 1% and 3. 4% of subjects, whereas 9. 4% of cases remained undiagnosed. The results of variance analysis showed that the white blood cells and hemoglobin of infectious diseases were higher than those of connective tissue disease and malignancy were respectively [(11. 12 ± 2. 58) × 109/L vs (8. 82 ± 1. 12) × 109/L vs (9. 67 ±2.76) ×109/L, (116.81 ±20.77)g/L vs (103.25 ±22.84)g/L vs (102.30 ±25.14)g/L], While period of hospitalization and erythrocyte sedimentation rate were lower than that of connective tissue disease and malignancy were respectively [ ( 12. 15 ± 7. 91 ) days vs ( 19. 94 ± 10. 17 ) days vs ( 18. 85 ± 14. 37 ) days, (48.12 ±20.93)mm/h vs (58.13 ±20.24)mm/h vs (56.9 ±20.52)mm/h], and the age of ma-lignant was higher than that of infectious disease and connective tissue disease were [(56. 38 ± 17. 57)years vs (45. 99 ± 16. 79)years vs (41. 09 ± 16. 79)years], the difference was statistically significant (P<0. 05).The rank sum test showed that eosinophils, lymphocytes and interleukin-6 were not equal ( P <0. 05 ) . Conclusions Infectious diseases in fever of unknown origin ( FUO) are still the main cause. whereas blood cells, eosinophils, lymphocytes, hemoglobin,erythrocyte sedimentation rate, interleukin 6, age and hospi-talization time were predictive of disease diagnosis. In recent years, there was no obvious trend of all kinds of diseases.
8.Advances in noninvasive detection of esophageal varices in primary biliary cirrhosis
Journal of Chinese Physician 2017;19(12):1919-1921
Primary biliary cirrhosis as autoimmune liver disease, due to conventional screening in recent years, the popularity of anti-mitochondrial antibodies to the number of patients with early primary bil-iary cirrhosis showed an upward trend. The development of esophageal varices is an important indicator of poor prognosis of primary biliary cirrhosis. The current assessment of esophageal variceal gold standard is endoscopy, but it is invasive examination, such as non-invasive examination to assess whether patients with esophageal varices, the selective endoscopy of the patient, can significantly reduce the patient's pain and the economic burden. In recent years, clinical studies have been carried out or carried out with non-invasive de-tection of patients with primary biliary cirrhosis complicated by esophageal varices.
9.Extensive Imprinting Adaptability of Polyacrylamide-based Amphoteric Cryogels Against Protein Molecules
Chun YANG ; Xinglu ZHOU ; Yaru LIU ; Yan ZHANG ; Jian WANG ; Lili TIAN ; Yanan YAN
Chinese Journal of Analytical Chemistry 2016;44(9):1322-1327
Lysozyme, pepsin, ovalbumin, hemoglobin andγ-globumin were chosen as templates to investigate the imprinting capability of amphoteric polyacrylamide cryogels. Prepolymerizing solutions contained acrylic acid and allyl amine, as well as acrylamide and N,N'-methylenebisacrylamide as the functional monomers. As a result there were both acidic and basic functional groups in the polymers, facilitating effective interactions with likewise amphoteric proteins. The proteins differ greatly and cover wide scopes of molecular weights and isoelectric points. Regardless of the values of the molecular weights and isoelectric points, all the templates gave higher retentions on the MIP tubes than on the NIP tube. The MIP of lysozyme indicated the highest imprinting factor of 7. 0, and that of γ-globumin showed the lowest, 2. 0. The values of other proteins were intervenient. Conclusively the amphoteric polyacrylamide cryogels were suitable imprinting materials for various proteins, and could potentially be used for protein recognition, purification, and depletion.
10.Depletion of Chicken Egg White Proteins by Pending Templates Imprinted Polymers
Chun YANG ; Xinjie LUAN ; Guofeng LIU ; Xinglu ZHOU ; Jian WANG ; Xiaoya HU
Chinese Journal of Analytical Chemistry 2014;(11):1651-1655
Eggwhitesolutionswereusedas“pendingtemplates”topreparemolecularimprintedpolymers. The obtained polymers acted as stationary phases, exhibiting abilities to deplete abundant proteins in the egg white. The abilities of protein depletion of the imprinted polymers could be adjusted by using different concentrations of egg white in preparing the polymers. After chromatographically processed in a home-made syringe system, abundant proteins such as ovalbumin, lysozyme, and ovotransferrin were removed from egg white sample solutions. Along with the disappearance of the mass spectrum peaks of these proteins, the signals of other components became more obvious. Meanwhile according to reference data and molecular weights, they were reasonably ascribed to be ovalbumin-related proteins, ovotransferrin-related proteins, ovomucoids or flavoproteins respectively. Conclusively, pending imprinting method has the power to deplete abundant proteins, and to retain and enrich posttranslationally modified species at the same time.


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