1.Early prediction of severe acute pancreatitis based on improved machine learning models
Long LI ; Liangyu YIN ; Feifei CHONG ; Ning TONG ; Na LI ; Jie LIU ; Xiangjiang YU ; Yaoli WANG ; Hongxia XU
Journal of Army Medical University 2024;46(7):753-759
Objective To establish an early prediction model for the diagnosis of severe acute pancreatitis based on the improved machine learning models,and to analyze its clinical value.Methods A case-control study was conducted on 352 patients with acute pancreatitis admitted to the Gastroenterology and Hepatobiliary Surgery Departments of the Army Medical Center of PLA and Emergency and Critical Care Medicine Department of No.945 Hospital of Joint Logistics Support Force of PLA from January 2014 to August 2023.According to the severity of the disease,the patients were divided into the severe group(n=88)and the non-severe group(n=264).The RUSBoost model and improved Archimead optimization algorithm was used to analyze 39 routine laboratory biochemical indicators within 48 h after admission to construct an early diagnosis and prediction model for severe acute pancreatitis.The task of feature screening and hyperparameter optimization was completed simultaneously.The ReliefF algorithm feature importance rank and multivariate logistic analysis were used to analyze the value of the selected features.Results In the training set,the area under curve(AUC)of the improved machine learning model was 0.922.In the testing set,the AUC of the improved machine learning model reached 0.888.The 4 key features of predicting severe acute pancreatitis based on the improved Archimedes optimization algorithm were C-reactive protein,blood chlorine,blood magnesium and fibrinogen level,which were consistent with the results of ReliefF algorithm feature importance ranking and multivariate logistic analysis.Conclusion The application of improved machine learning model analyzing the laboratory examination results can help to early predict the occurrence of severe acute pancreatitis.
2.The clinical effect of biomimetic salivary gland induction technique in alleviating secondary xerostomia after endovascular intervention of isolated superior mesenteric artery dissection
Yan LI ; Jingping GE ; Yuanyuan YIN ; Hongxia SUN
Journal of Interventional Radiology 2024;33(11):1229-1233
Objective To discuss the clinical effect of biomimetic salivary gland induction technology in alleviating secondary xerostomia after endovascular intervention of isolated superior mesenteric artery dissection(ISMAD).Methods Using random number sampling method,a total of 80 patients with ISMAD,who received endovascular intervention at the Affiliated Nanjing Hospital of Nanjing Medical University of China between March 2020 and December 2022,were selected as the research subjects.For the patients of control group(n=40)the warm-water(25-35 ℃)cotton swab was adopted to moisten the lips from one hour to 48 hours after endovascular intervention,which was given once every 15 minutes within postoperative 1-2 hours,which was followed by once every 30 minutes within postoperative 3-48 hours.For the patients of study group(n=40)with the help of biomimetic salivary gland induction technology a continuous and controlled water flow at a rate of 15 mL/h was given from one hour to 48 hours after endovascular intervention to continuously keep the lips and mouth moist.The postoperative one-,12-,24-and 48-hour degrees of mouth dryness and oral comfort in both groups were analyzed.Results The postoperative one-,12-,24-,and 48-hour incidence of thirsty and the degrees of severity in the study group were significantly lower than those in the control group(all P<0.01),and the degrees of oral comfort at postoperative different time points in the study group were remarkably better than those in the control group(all P<0.01).Conclusion The use of biomimetic salivary gland induction technology in patients with ISMAD after receiving endovascular intervention therapy can significantly reduce the incidence and severity of thirsty and improve oral comfort.
3.Expression and diagnostic value of lymphocyte subsets and activation status in non-Hodgkin's lymphoma-associated hemophagocytic lymphohistiocytosis
Guangli YIN ; Jujuan WANG ; Tian TIAN ; Limin DUAN ; Xin GAO ; Ziwei FANG ; Ji XU ; Hongxia QIU ; Lei FAN
Chinese Journal of Hematology 2024;45(8):748-754
Objective:To determine the expression and diagnostic value of peripheral blood lymphocytes and functional activation status in non-Hodgkin lymphoma with hemophagocytic lymphohistiocytosis (NHL-HLH) .Methods:We retrospectively analyzed clinical data from 30 newly diagnosed NHL-HLH patients admitted to Jiangsu Province Hospital from September 2022 to September 2023. We assessed peripheral blood lymphocytes and activation status by flow cytometry. Forty newly diagnosed patients with NHL who received treatment at our hospital during the same period and had lymphocyte and functional activation indexes were selected as the control group. The differences in relative and absolute lymphocyte counts and functional activation indexes between the two groups were compared. The optimal cutoff values for continuous variables were calculated from the receiver operating characteristic curve and logistic regression analysis was used to evaluate the risk factors in NHL patients with HLH.Results:A total of 30 NHL-HLH patients were evaluated, including 12 T-cell lymphoma and 18 B-cell lymphoma patients. Forty individuals were in the control group, which included 19 T-cell lymphoma and 21 B-cell lymphoma patients. The absolute counts of CD3 + T, CD4 + T, CD8 + T, and NK cells, along with the relative count of NK cells, were significantly lower in the HLH group compared with that in the control group (all P values<0.01) . The expression of CD38 and HLA-DR on CD8 + T-cell activated subgroups was significantly higher in the NHL-HLH group compared with that in the control group (CD8 +CD38 +/CD8 + T expression median: 57.4% vs 21.5%, P<0.001; CD8 +CD38 +/CD8 + T expression median: 49.7% vs 33.5%, P=0.028, respectively) . In addition, CD28 expression on CD4 + and CD8 + T cells was significantly higher in NHL-HLH patients ( P<0.01) . ROC curve and multivariate logistic regression analyses revealed that absolute NK cell count ≤72.0 cells/μl, CD4 +CD28 +/CD4 + T >94.2%, and CD8 +CD28 +/CD8 + T >38.4% were risk factors for predicting the occurrence of NHL-HLH patients. The sensitivity and specificity of the regression model were 86.7% and 86.1%, respectively, with an area under the curve of 0.94 ( P<0.001) . Conclusions:In NHL patients with HLH, there was a significant reduction in the absolute number of peripheral blood lymphocyte subpopulations, whereas T-cell function was notably activated. Specifically, absolute counts of NK cells ≤72.0 cells/μl, CD4 +CD28 +/CD4 + T >94.2%, and CD8 +CD28 +/CD8 + T >38.4% were identified as risk factors for predicting the development of NHL-HLH patients. This will assist in early clinical diagnosis and treatment.
4.Analysis of biological characteristics of Pasteurella multocida in bovine respirato-ry tract
Yue SUN ; Jinshan CAO ; Zhidan ZHANG ; Kaiwen YIN ; Kaifan HAN ; Yu GUO ; Hongliang FAN ; Wei MAO ; Hongxia ZHAO
Chinese Journal of Veterinary Science 2024;44(7):1448-1457
To analyze the biological characteristics of Pasteurella multocida in bovine respiratory tract and its prevalence in large-scale cattle farms,bacterial isolation,culture,and morphological observation were conducted on the lungs and liver samples of dead cows suffering from respiratory diseases in Hohhot,Inner Mongolia.The isolated strains were studied through biochemical testing,16S rRNA gene sequencing,specific primer PCR identification,capsule serotyping,pathogenicity testing,virulence gene testing,drug sensitivity testing,and drug resistance gene detection methods.The results showed that six strains of Pasteurella multocida serotype A were isolated and identi-fied from the lungs of diseased and dead cows.After sequencing the 16S rRNA sequence of the bac-teria,it was found that the six strains of Pasteurella multocida had the closest genetic relationship with the Chongqing isolate CQ2(CP033599.1).The results of mouse pathogenicity test and viru-lence gene detection showed that all isolates were pathogenic and carried at least 16 or more related virulence genes such as exbB,nanB,sodC,oma 87,etc.,but no hsf1 and toxA were detected.The results of drug sensitivity tests and resistance gene detection showed that the isolated strains were sensitive to different degrees of antibiotics such as ciprofloxacin,ofloxacin,and cefotaxime.They were resistant to streptomycin,clindamycin,and lincomycin,and resistance genes of str A,strB,and tet(H)were detected.The results indicate that there is a certain correlation between the pathoge-nicity and virulence genes,drug resistance phenotype,and drug resistance genes of Pasteurellamultocida type A in cattle.It is recommended to use quinolones(such as ciprofloxacin)and cepha-losporins(such as cefotaxime)antibacterial drugs in clinical practice,which can provide scientific basis and prevention and control plans for the prevention and treatment of respiratory diseases caused by Pasteurella multocida in cattle farms,and lay a foundation for the epidemiological mo-nitoring of bovine respiratory multocida pasteurellosis.
5.Incidence and related factors of umbilical venous catheter tip migration
Guanchu CHEN ; Hua CHUAN ; Ting YANG ; Jianming TANG ; Xiao TAN ; Tingting YIN ; Hongxia GAO
Chinese Journal of Perinatal Medicine 2023;26(2):121-126
Objective:To analyze the incidence and the related factors of umbilical vein catheter (UVC) tip migration within 7 d after umbilical vein catheterization.Methods:This prospective study involved neonates who were successfully indwelled with UVCs in the Department of Neonatology of Gansu Provincial Women and Child-care Hospital from June 2020 to December 2021. The position of the UVC tip, length of umbilical stump, body weight, and abdominal circumference were recorded after the UVCs were inserted successfully, and the changes in these four data at 2, 24, 48, 72 h, and 7 d after catheterization were analyzed and compared. All the subjects were divided into the non-migrate group, inward migration group, and outward migration group. Chi-square test, Mann-Whitney U test, or Kruskal Wallis H test were used for statistical analysis. Results:A total of 157 newborns were enrolled, with 51 cases in the inward migration group, 62 cases in the outward migration group, and 44 cases in the non-migrate group. There were no significant differences among the three groups regarding gestational age, birth weight, gender, born through cesarean section, age at the time of catheterization, use of sedation, and feeding modes (all P>0.05). The migration rates of UVCs tip at 2, 24, 48, 72 h, and 7 d after catheterization were 0, 27.4% (43/157), 27.2% (31/114), 25.3% (21/83), and 29.0% (18/62), respectively. The cumulative migration rates at 24, 48, 72 h, and 7 d were 27.4% (43/157), 47.1% (74/157), 60.1% (95/157), and 72.0% (113/157), respectively. Compared with the non-migrate group, the inward migration group had a shorter umbilical cord stump at 24 and 48 h [0.5 cm (0.4-0.5 cm) vs 0.6 cm (0.5-0.8 cm); 0.4 cm (0.3-0.5 cm) vs 0.5 cm (0.5-0.6 cm), Z=-5.55 and -3.69, both P<0.05], less abdominal circumference increment at 48 and 72 h [0.6 cm (0.5-1.0 cm) vs 0.9 cm (0.7-1.2 cm); 0.6 cm (0.3-0.9 cm) vs 0.9 cm (0.7- 1.3 cm), Z=-2.03 and -2.09, both P<0.05)], and more weight loss percentage [-4.7% (-6.0%--3.6%) vs -3.1% (-3.7%--2.2%); -6.0% (-7.5%--5.0%) vs -3.9% (-5.1%--2.4%), Z=-3.75 and -2.96, both P<0.05]. The abdominal circumference increased more in the outward migration group at 24, 48, 72 h, and 7 d than those in the non-migrate group [1.6 cm (0.9-1.9 cm) vs 0.7 cm (0.5-0.9 cm); 1.5 cm (1.2-1.8 cm) vs 0.9 cm (0.7-1.2 cm); 1.7 cm (1.3-1.9 cm) vs 0.9 cm (0.7-1.3 cm); 1.6 cm (1.1-1.9 cm) vs 0.9 cm (0.6-1.3 cm), Z=-4.82, -4.79, -3.74, and -3.09, all P<0.05]. Conclusion:The incidence of UVC tip migration is high, which could be affected by dryness and retraction of the umbilical cord stump and the change in neonatal abdominal circumference and body weight.
6.The hippo kinases MST1/2 in cardiovascular and metabolic diseases: A promising therapeutic target option for pharmacotherapy.
Yunfei YIN ; Mingyue TAN ; Lianhua HAN ; Lei ZHANG ; Yue ZHANG ; Jun ZHANG ; Wanqian PAN ; Jiaxiang BAI ; Tingbo JIANG ; Hongxia LI
Acta Pharmaceutica Sinica B 2023;13(5):1956-1975
Cardiovascular diseases (CVDs) and metabolic disorders are major components of noncommunicable diseases, causing an enormous health and economic burden worldwide. There are common risk factors and developmental mechanisms among them, indicating the far-reaching significance in exploring the corresponding therapeutic targets. MST1/2 kinases are well-established proapoptotic effectors that also bidirectionally regulate autophagic activity. Recent studies have demonstrated that MST1/2 influence the outcome of cardiovascular and metabolic diseases by regulating immune inflammation. In addition, drug development against them is in full swing. In this review, we mainly describe the roles and mechanisms of MST1/2 in apoptosis and autophagy in cardiovascular and metabolic events as well as emphasis on the existing evidence for their involvement in immune inflammation. Moreover, we summarize the latest progress of pharmacotherapy targeting MST1/2 and propose a new mode of drug combination therapy, which may be beneficial to seek more effective strategies to prevent and treat CVDs and metabolic disorders.
7.Effect of umbilical vein catheterization on portal vein blood flow and its relationship with gastrointestinal complications in neonates
Guanchu CHEN ; Xiao TAN ; Bin MA ; Wenyuan WANG ; Jianming TANG ; Hongxia GAO ; Tingting YIN
Chinese Journal of Perinatal Medicine 2022;25(2):136-141
Objective:To explore the effect of umbilical vein catheterization (UVC) on portal vein blood flow velocity (PBFVe) and its relationship with gastrointestinal (GI) complications in neonates.Methods:A prospective study was conducted on neonates with indications for UVC and achieving one-time successful catheterization at Gansu Provincial Women and Child-care Hospital from March 2019 to March 2021. Successful UVC was defined as the umbilical catheter reaching the entrance of the inferior vena cava and right atrium through the ductus venosus. PBFVe was measured by bedside ultrasound before and after UVC. All subjects were divided into two groups as those with GI complications anytime from insertion to withdrawal (complication group), and those with no GI complications (no complication group) to compare the PBFVe value before UVC and the percentage of decrease in PBFVe after UVC. Multivariate logistic regression analysis and receiver operating characteristic (ROC) curve were used to analyze the risk factors of GI complications and the predictive value of the percentage of decrease in PBFVe after UVC.Results:Of 91 subjects included, 59.3% (54/91) had no GI complications, and 40.7% (37/91) had. After UVC, PBFVe was decreased than before in neonates both with and without GI complications [(11.3±1.8) vs (14.7±2.4) cm/s; (12.4±1.7) vs (14.2±1.8) cm/s, t=-16.92 and-17.62, respectively, both P<0.05]. PBFVe before UVC were similar between the two groups. However, the complications group had a lower PBFVe after UVC ( t=-2.98, P=0.004) and a higher percentage of decrease in PBFVe [(22.5±6.0)% vs (12.6±4.9)%, t=8.65, P<0.001] when compared with the no complications group. Multivariate logistic regression analysis showed that the body weight was the protector of GI complications ( OR=0.294, 95% CI:0.089-0.974, P=0.045), and the percentage of decrease in PBFVe was the risk factor ( OR=1.478, 95% CI:1.249-1.749, P<0.001). The area under the curve of the percentage of decrease in PBFVe for predicting GI complications was 0.919 (95% CI:0.843-0.966, P<0.001). The cut-off value was 16.9% with a sensitivity of 89.2% and a specificity of 85.2%. Conclusions:UVC can reduce the PBFVe of neonates. The more the PBFVe decreases, the greater the possibility of GI complications.
8.Experimental study on ultra-high resolution CT imaging anatomy of single neural canal
Lei ZHAO ; Zhengyu ZHANG ; Hongxia YIN ; Pengfei ZHAO ; Han LYU ; Zhenghan YANG ; Zhenchang WANG
Chinese Journal of Radiology 2022;56(1):93-98
Objective:To re-identify the anatomical features of singular nerve canal (SNC) through observing and measuring the morphological characteristics of SNC using ultra-high resolution CT (U-HRCT).Methods:The U-HRCT images of 52 human head specimens (104 ears) from December 2019 to January 2020 were obtained. The best standard cross-sectional and coronal images of SNC were reconstructed. The morphology of the main trunk and branches of the SNC were observed. According to the number of turning points, the trunks of SNC were divided into single turning point type, double turning point type and no turning point type. According to the branch morphology, the branched SNC were divided into bifurcated type, confluent type, side branch type and bilateral branch type. The diameter, angle and length of each section of the posterior canal ampulla (PCA) of the main trunk, the turning point and the internal auditory meatus (IAM) were measured. Independent sample t test or Mann-Whitney U test was used to test group differences of main trunk diameter of the SNC with or without branches. Results:Totally 104 ears of 52 cases were divided into single turning point type of 79 ears, double turning point type of 20 ears and no turning point type of 5 ears. The bilateral morphological classification was the same in 30 cases (60 ears), including 24 cases of single turning point type (48 ears), 5 cases of double turning point type (10 ears), and 1 case of no turning point type (2 ears). The ear morphology on both sides was different in 22 cases (44 ears). The diameters of the PCA, the turning point and the IAM of SNC with single turning point type were (0.31±0.07), (0.40±0.10), (0.46±0.10) mm, respectively, and the angles were 60.5°±7.8°, 120.3°±9.6°, 38.3°±7.5° respectively. And the length of the PCA and the IAM in the SNC with single turning point type were (1.95±0.38), (2.31±0.68) mm, respectively. The diameters of the PCA, the turning point near the PCA, the turning point near the IAM and the IAM of SNC with double turning point type were (0.32±0.09), (0.38±0.09), (0.47±0.12), (0.47±0.13) mm, and the angle were 60.9° (57.3°, 64.9°), 117.9°±12.3°, 129.6°±12.4°, 41.7° (32.9°, 79.5°), respectively. The length of the PCA, the IAM and the distance between these two turning points were (1.78±0.31), 0.65 (0.46, 1.15), 0.96 (0.80, 1.15) mm, respectively. The diameters of the PCA and the IAM of SNC without turning point type were (0.20±0.01) and (0.50±0.12) mm. The angles with the PCA and the IAM in these cases were 58.4°±9.6° and 46.2°±5.1°, and the length was (3.61±0.32) mm. A total of 48 ears had branches, including bifurcated type (36 ears), confluence type (4 ears), side branch type (5 ears) and bilateral branch type (3 ears). In the SNC group with single turning point, the diameter of the turning point in the cases without branches was wider than that of cases with branches ( t=2.11, P=0.039). However, there was no significant difference in the diameter of each section between these two subgroups of SNC cases with double turning point type. Conclusions:U-HRCT is able to clearly show the SNC, the imaging features of whom are variable and should be re-understood.
9.Association of glucose metabolism with adverse pregnancy outcomes in pregnant women of Chongming area
Yin XING ; Hongxia GU ; Yuli HUANG ; Hui HUANG ; Yiming WU ; Li QIN
Chinese Journal of Endocrinology and Metabolism 2022;38(10):848-853
Objective:To investigate the risk factors of hyperglycemia during pregnancy and its correlation with adverse pregnancy outcomes based on the retrospective analysis of glucose metabolism of pregnant women in Chongming area.Methods:A total of 604 singleton pregnant women who underwent prenatal examination and delivered normally in the Chongming branch of Xinhua Hospital from September 2019 to May 2021 were enrolled in the study. All subjects were divided into normal glucose tolerance gestation (NGTG) group and gestational diabetes mellitus (GDM) group. Pregnant women whose blood glucose exceeded normal but did not meet the diagnostic criteria of GDM were classified into the intermediate state gestational blood glucose (ISGBG) group. Questionnaire, physical examination, and relevant laboratory tests were completed. Data were analyzed using the Statistical Product and Service Solutions 13.0 (SPSS, Chicago, IL).Results:The incidence rate of GDM was 20.86% (126/604), ISGBG was 40.39% (244/604), and NGTG was 38.74% (234/604) in 604 pregnant women. Multivariate logistic regression analysis showed that gestational age ( OR=1.092, P<0.001), serum triglyceride ( OR=1.625, P=0.001) and free T 3 levels ( OR=1.995, P=0.002) were independent risk factors for GDM. The incidence of pregnancy-induced hypertension, cesarean section, macrosomia, the total incidence of adverse pregnancy outcomes and fetal birth weight in ISGBG and GDM were significantly higher than those in NGTG ( P<0.05 or P<0.01). Conclusion:The incidence of GDM in Chongming area is high, especially higher in that of ISGBG. As both GDM and ISGBG lead to increased adverse pregnancy outcomes, early monitoring should be paid more attention to pregnant women in ISGBG in addition to the early intervention of GDM.
10.A model to predict nosocomial infections among inpatients in emergency intensive care units
Yasheng HE ; Hongxia ZHANG ; Yin NI ; Yueyan ZHU ; Min PENG ; Danhong YANG
Journal of Preventive Medicine 2022;34(9):919-922
Objective:
To create a model to predict nosocomial infections in emergency intensive care units (EICU), so as to provide insights into early identification and interventions among patients with nosocomial infections.
Methods:
All nosocomial infections were collected from patients hospitalized in the EICU of a large tertiary hospital from 2017 to 2020. The 2017-2019 data were selected as the training set to create a logistic regression model, and the fitting effectiveness of the predictive model was evaluated using Hosmer-Lemeshow test. The 2020 data were selected as the test set to evaluate the external validation of the predictive model. In addition, the value of the model for prediction of nosocomial infections was examined using the receiver operating characteristic (ROC) curve analysis.
Results :
Totally 1 546 inpatients in EICU were enrolled, and the prevalence of nosocomial infections was 7.18%. Multivariable logistic regression analysis identified hospital stay duration of >7 days (OR=21.845, 95%CI: 7.901-60.398), use of ventilators (OR=3.405, 95%CI: 1.335-8.682), and surgery (OR=1.854, 95%CI: 1.121-3.064) as risk factors of nosocomial infections. The predictive model was p=ey/(1+ey), y=-6.105+(3.084×duration of hospital stay)+(1.225×use of ventilators)+(0.617×surgery). The area under ROC curve was 0.806 (95%CI: 0.774-0.838) for the training set and 0.723 (95%CI: 0.623-0.823) for the test set, and if the 0.065 cut-off of the predictive model created by the training set was included in the test set, the predictive value yield a 0.739 sensitivity and 0.642 specificity for prediction of nosocomial infections among patients hospitalized in EICU.
Conclusion
The created predictive model for nosocomial infections among patients hospitalized in EICU presents a high accuracy, which shows a satisfactory predictive value for high-risk nosocomial infections.


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