1.Development of a grading diagnostic model for schistosomiasis-induced liver fibrosis based on radiomics and clinical laboratory indicators
Zhaoyu GUO ; Juping SHAO ; Xiaoqing ZOU ; Qinping ZHAO ; Peijun QIAN ; Wenya WANG ; Lulu HUANG ; Jingbo XUE ; Jing XU ; Kun YANG ; Xiaonong ZHOU ; Shizhu LI
Chinese Journal of Schistosomiasis Control 2024;36(3):251-258
Objective To investigate the feasibility of developing a grading diagnostic model for schistosomiasis-induced liver fibrosis based on B-mode ultrasonographic images and clinical laboratory indicators. Methods Ultrasound images and clinical laboratory testing data were captured from schistosomiasis patients admitted to the Second People’s Hospital of Duchang County, Jiangxi Province from 2018 to 2022. Patients with grade I schistosomiasis-induced liver fibrosis were enrolled in Group 1, and patients with grade II and III schistosomiasis-induced liver fibrosis were enrolled in Group 2. The machine learning binary classification tasks were created based on patients’radiomics and clinical laboratory data from 2018 to 2021 as the training set, and patients’radiomics and clinical laboratory data in 2022 as the validation set. The features of ultrasonographic images were labeled with the ITK-SNAP software, and the features of ultrasonographic images were extracted using the Python 3.7 package and PyRadiomics toolkit. The difference in the features of ultrasonographic images was compared between groups with t test or Mann-Whitney U test, and the key imaging features were selected with the least absolute shrinkage and selection operator (LASSO) regression algorithm. Four machine learning models were created using the Scikit-learn repository, including the support vector machine (SVM), random forest (RF), linear regression (LR) and extreme gradient boosting (XGBoost). The optimal machine learning model was screened with the receiver operating characteristic curve (ROC), and features with the greatest contributions to the differentiation features of ultrasound images in machine learning models with the SHapley Additive exPlanations (SHAP) method. Results The ultrasonographic imaging data and clinical laboratory testing data from 491 schistosomiasis patients from 2019 to 2022 were included in the study, and a total of 851 radiomics features and 54 clinical laboratory indicators were captured. Following statistical tests (t = −5.98 to 4.80, U = 6 550 to 20 994, all P values < 0.05) and screening of key features with LASSO regression, 44 features or indicators were included for the subsequent modeling. The areas under ROC curve (AUCs) were 0.763 and 0.611 for the training and validation sets of the SVM model based on clinical laboratory indicators, 0.951 and 0.892 for the training and validation sets of the SVM model based on radiomics, and 0.960 and 0.913 for the training and validation sets of the multimodal SVM model. The 10 greatest contributing features or indicators in machine learning models included 2 clinical laboratory indicators and 8 radiomics features. Conclusions The multimodal machine learning models created based on ultrasound-based radiomics and clinical laboratory indicators are feasible for intelligent identification of schistosomiasis-induced liver fibrosis, and are effective to improve the classification effect of one-class data models.
3.Dermatofibrosarcoma protuberans aggravated during pregnancy: a case report and literature review
Mengna JIA ; Shuo ZHANG ; Shuhan ZHAO ; Xiaohan SUN ; Peijun SONG ; Jing XU
Chinese Journal of Plastic Surgery 2023;39(11):1251-1254
Dermatofibrosarcoma protuberans ( DFSP ) is very rare in clinic, and its diagnosis is not specific. According to the literature domestic and abroad, only 18 cases of patients during gestation period suffered from DFSP have been reported. This paper reported a case from the Department of Plastic Surgery, the First Affiliated Hospital of Bengbu Medical College in April 2022 diagnosed with DFSP during pregnancy.The DFSP showed rapid growth and pain during pregnancy, and stopped rapid growth after delivery. Extensive local resection was performed and the incision margin exceeded 3 cm diameter of the tumor. One-stage skin graft was used to repair the defect. HE staining showed a single spindle cell, arranged in a vortex, with large and dark nuclei. Some nuclei were heteromorphic, and few mitotic figures were observed. Postoperative pathology showed negative margins and basement. Immunohistochemistry showed CD34 (+ + ), Ki-67 (+, 10% ), bcl-2 (-), s-100 (-), SMA (-), CD163 (-), CD68 (-), which were consistent with the diagnosis of DFSP. The pathogenesis of DFSP is not yet clear. As a special population, patients during gestation period need special treatment and diagnosis. Through literature review, this paper summarizes the reports domestic and abroad, and discusses the diagnosis, treatment and prognosis of patients with DFSP during pregnancy.
4.Dermatofibrosarcoma protuberans aggravated during pregnancy: a case report and literature review
Mengna JIA ; Shuo ZHANG ; Shuhan ZHAO ; Xiaohan SUN ; Peijun SONG ; Jing XU
Chinese Journal of Plastic Surgery 2023;39(11):1251-1254
Dermatofibrosarcoma protuberans ( DFSP ) is very rare in clinic, and its diagnosis is not specific. According to the literature domestic and abroad, only 18 cases of patients during gestation period suffered from DFSP have been reported. This paper reported a case from the Department of Plastic Surgery, the First Affiliated Hospital of Bengbu Medical College in April 2022 diagnosed with DFSP during pregnancy.The DFSP showed rapid growth and pain during pregnancy, and stopped rapid growth after delivery. Extensive local resection was performed and the incision margin exceeded 3 cm diameter of the tumor. One-stage skin graft was used to repair the defect. HE staining showed a single spindle cell, arranged in a vortex, with large and dark nuclei. Some nuclei were heteromorphic, and few mitotic figures were observed. Postoperative pathology showed negative margins and basement. Immunohistochemistry showed CD34 (+ + ), Ki-67 (+, 10% ), bcl-2 (-), s-100 (-), SMA (-), CD163 (-), CD68 (-), which were consistent with the diagnosis of DFSP. The pathogenesis of DFSP is not yet clear. As a special population, patients during gestation period need special treatment and diagnosis. Through literature review, this paper summarizes the reports domestic and abroad, and discusses the diagnosis, treatment and prognosis of patients with DFSP during pregnancy.
5.Current status and prospect of biomarker research for schizophrenia
Mengyuan ZHU ; Qing CHEN ; Dan LI ; Mengxia WANG ; Renyu WANG ; Yuxin ZHU ; Weifeng JIN ; Shuzi CHEN ; Ping LI ; Zhenhua LI ; Peijun MA ; Shuai LIU ; Qiong GAO ; Xiaoyan LOU ; Jie XU ; Lili ZHU ; Ling ZHAO ; Kangyi LIANG ; Jinghong CHEN ; Xunjia CHENG ; Ke DONG ; Xiaokui GUO ; Qingtian LI ; Yun SHI ; Junyu SUN ; Huabin XU ; Ping LIN
Chinese Journal of Laboratory Medicine 2022;45(11):1191-1196
Schizophrenia is a serious mental disease. The diagnosis of schizophrenia so far relies heavily on subjective evidence, including self-reported experiences by patients, manifestations described by relatives, and abnormal behaviors assessed by psychiatrists. The diagnosis, monitoring of the disease progression and therapy efficacy assessment are challenging due to the lack of established laboratory biomarkers. Based on the current literature, clinical consensus, guidelines, and expert recommendations, this review highlighted evidence-based potential laboratory biomarkers for the diagnosis of schizophrenia, including genetic biomarkers, neurotransmitters, neurodevelopmental-related proteins, and intestinal flora, and discussed the potential future directions for the application of these biomarkers in this field, aiming to provide an objective basis for the use of these biomarkers in the early and accurate diagnosis, treatment, and prognosis and rehabilitation assessment of schizophrenia.
6.Construction and expression of the eukaryotic expression vector of wild-type p27 and lacking the nuclear localization signal p27
Xinyan JIAO ; Ying ZHANG ; Qiu SHENG ; Miao ZHANG ; Zejian YANG ; Xiaoqian GAO ; Qian ZHAO ; Bo WANG ; Peijun LIU
Journal of Xi'an Jiaotong University(Medical Sciences) 2022;43(4):516-521
【Objective】 To construct the eukaryotic expression vector carrying the human wild-type p27 and lacking nuclear localization signal p27△NLS coding sequences, and the express them in HEK293T cells, which may contribute to investigating the different locations and roles of p27 in the cytoplasm and nucleus. 【Methods】 Total RNA was prepared from human breast cancer MCF7 cells, and cDNA was obtained by reverse transcription-polymerase chain reaction (RT-PCR). After amplification of the p27 CDs and non-NLS fragments by PCR, full length p27WT (CDKN1B, NM_004064.5) and p27△NLS coding regions were obtained. PCR products were then subcloned into the eukaryotic expression vector pCMV-Blank. After identification with bacterial PCR, double restriction enzyme digestion and sequencing, they were defined officially as pCMV-p27WT and pCMV-p27△NLS, respectively. The recombinant plasmids were transfected into HEK293T cells by electroporation. After 48 h, the levels of p27 protein in the cytoplasm and nucleus were detected by Western blotting. 【Results】 The sequencing results showed that the sequences of p27WT and p27△NLS inserted into the plasmids were both correctly consistent with that of NM_004064.5. After transfection with pCMV-p27WT, total p27 protein expression was increased and distributed in both the cytoplasm and nucleus of HEK293T cells. After transfection with pCMV-p27△NLS, p27 protein was significantly increased and almost entirely localized in the cytoplasm of HEK293T cells. 【Conclusion】 The eukaryotic expression plasmids of human p27WT and p27△NLS coding sequences were successfully constructed and overexpressed in HEK293T cells. This research may lay a foundation for investigating the biological function of p27 in the cell cycle progression of tumor cells.
7.Recent advance in abnormal neuronal and astrocytic calcium signalw involved in Alzheimer's disease progression
Zhenjie TUO ; Yuanjie ZHAO ; Peijun SHANG ; Jinwen YANG ; Xiaohua ZHANG
Chinese Journal of Neuromedicine 2022;21(6):624-628
In the brains of patients with Alzheimer's disease (AD) or AD animal models, β-amyloid (Aβ), tau protein, presenilin (PS)1, PS2 and apolipoprotein E4 (ApoE4) would affect the calcium channels on neuronal cell membrane, endoplasmic reticulum membrane and mitochondrial membrane, and eventually lead to the imbalance of calcium homeostasis in neurons. Aβ can also act on the endoplasmic reticulum of astrocytes and cause abnormal calcium signal. Abnormal calcium signals in the brain in turn act on neurons and promote Aβ and tau protein phosphorylation, which aggravates the disease. This study focuses on the changes of calcium signals in neurons and astrocytes in AD, in order to clarify the relationship between the calcium dyshomeostasis in neurons and astrocytes and the pathogenesis of AD, thus provides new idea for the prevention and treatment of AD.
8.Establishment and evaluation of mouse models of septic myocardial injury
Liya HU ; Peijun LI ; Chao CHANG ; Shan LIU ; Yanqiu SONG ; Fumei ZHAO ; Ting LIU
Chinese Critical Care Medicine 2018;30(4):342-345
Objective Mouse models of sepsis-induced myocardial injury by intraperitoneal injection of lipopolysaccharide (LPS) was established in order to provide a reliable method for the research of pathogenesis of sepsis-induced myocardial injury. Methods According to the method of random number table, a total of 150 male C57BL/6 mice were divided into five groups: NC group, sham group, and LPS 10, 12, 15 mg/kg groups, with 30 in each group. Septic myocardial injury was induced by intraperitoneal injection LPS in mice; sham group was injected with equal 0.9% saline; while there was no treatment in mice of NC group. Fifteen of the 30 mice in each group were used to observe the general status of mice before and after LPS or saline injection. Twenty-four hours after LPS or saline injection, the left ventricular function was assessed by echocardiography, serum level of cardiac troponin (cTnI) was determined by enzyme linked immunosorbent assays (ELISA), and the cardiac histomorphology and ultrastructure were observed; the other 15 mice were used to monitor the 7-day mortality after LPS or saline injection. Results The mice challenged to LPS displayed symptoms of sepsis, such as depression, ruffled fur, and diarrhea. Compared with NC group, left ventricular ejection fraction (LVEF), left ventricular fraction shortening (LVFS) were significantly decreased at 24 hours after LPS administration in LPS 10, 12, 15 mg/kg groups [LVEF: 0.459±0.044, 0.432±0.034, 0.348±0.064 vs. 0.588±0.019, LVFS: (22.36±2.60)%, (20.78±1.91)%, (16.27±3.31)% vs. (30.55±1.30)%, all P < 0.01], and cTnI levels were significantly increased (ng/L: 270.40±43.50, 281.14±41.79, 298.39±42.05 vs. 192.59±16.90, all P <0.01). Myocardium injury was observed in three LPS groups, myocardial fibrosis, interstitial edema, erythrocyte leakage and infiltrating inflammatory cells were observed under light-microscope; ultrastructural changes disorderly arranged in cardiac muscle fibers, mitochondrial swelling and even partly missing mitochondria cristae were found under transmission electron microscope (TEM), and the higher of the dose, the more sever of the damage. There was no significant difference between sham group and NC group. The 7-day mortality in LPS 10, 12, 15 mg/kg groups were 33.3%, 53.3% and 86.7%, respectively, while no death in the NC group and sham group. Conclusion For establishing the mouse model of sepsis-induced myocardial injury, intraperitoneal injection with 12 mg/kg LPS is a preferable choice in our research.
9.Assessment of left ventricular hypertrophy using non-contrast T1mapping
Lingping RAN ; Lu HUANG ; Peijun ZHAO ; Dazhong TANG ; Liming XIA
Chinese Journal of Radiology 2018;52(5):374-378
Objective To study the diagnostic value of non-contrast T1mapping in left ventricular hypertrophy(LVH).Methods Forty LVH patients(LVH group)including 11 cardiac amyloidosis(CA),19 hypertrophic cardiomyopathy (HCM) and 10 hypertensive heart disease (HHD) patients, and 14 healthy volunteers (control group) were enrolled in this retrospective study between November 2015 and October 2016.All subjects underwent cardiac magnetic resonance(CMR)on a 3 T scanner.The CMR scan protocol included cine sequences, first-pass perfusion, late Gadolinium enhancement (LGE) and non-contrast T1 mapping(MOLLI)prototype sequences.The cardiac morphology was assessed by cine,first-pass perfusion as well as LGE.Left-ventricular end-diastolic wall thickness(EDTH)was assessed for 16 segments,native T1 values were measured in hypertrophic segments. The differences in EDTH and native T1values between LVH group and control group were evaluated using t test. The ANOVA and LSD were used in the comparison of differences among four sub-groups.Sensitivity,specificity,cut-off values and area under the curve (AUC) were derived using receiver-operating characteristics curve (ROC) analysis. Results The EDTH and native T1values in LVH group were significantly higher than those of control group[(16.5±5.2)mm vs.(6.3±1.8)mm,(1 388.6±119.8)ms vs.(1 248.4±58.1)ms,t=28.8 16.4,both P<0.01].Moreover,CA showed significantly higher T1value [(1 495.5 ± 100.9)ms] than that of HCM [(1 342.0 ± 69.2)ms] and HDD [(1 290.7±45.5)ms](F=300.5,P<0.01),and T1values in HCM were also higher than HDD(P<0.01).HCM showed significantly higher EDTH than that of CA and HDD (P<0.01), and EDTH in CA was also higher than HDD (P<0.01). The native T1showed good diagnostic performance between CA and HCM with AUC 0.914,sensitivity 90.1%%,and specificity 84.3%,and cutoff value 1 382.8 ms,between CA and HHD with AUC 0.989,sensitivity 97.0%,specificity 93.5% and cutoff value 1 359.5 ms.Conclusion The elevated native T1values were useful for quantitatively differential diagnosis of LVH.
10.Effects of general anesthesia and epidural block anesthesia on short -term cognitive function of elderly orthopedics patients
Yongkuan JIANG ; Peijun LYU ; Jinsong ZHAO ; Liangguang ZHANG
Chinese Journal of Primary Medicine and Pharmacy 2018;25(23):3035-3037
Objective To compare the effects of general anesthesia and epidural block anesthesia on postoperative short-term cognitive function of elderly orthopedic patients.Methods From January 2015 to March 2013,80 elderly patients with orthopedic surgery in the Sixth Hospital of Ningbo were selected in the research ,According to the anes-thesia method,40 patients received general anesthesia were enrolled into general anesthesia group ,40 patients received epidural anesthesia were enrolled into epidural group.The cognitive function of different time were compared between the two groups.Results There were no statistically significant differences in blood pressure and heart rate between the two groups (all P>0.05).The simple mental health scale (MMSE) scores at 6h,12h,24h after anesthesia in the general anesthesia group were (26.4 ±0.7)points,(25.9 ±0.5)points,(29.2 ±0.8)points,respectively,compared with that before anesthesia[(29.1 ±1.1)points],the difference was statistically significant (t=6.235,P<0.05). The MMSE scores at 6h,12h after anesthesia in the epidural group were (26.5 ±0.4) points,(25.8 ±0.7) points, compared with that before anesthesia[(29.2 ±0.8)points],the difference was statistically significant (t=5.123, P<0.05).The MMSE score at 24 h after anesthesia in the epidural group was (29.5 ±0.7)points,which was obvi-ously higher than (27.2 ±0.8)points in the general anesthesia group (t=13.684,P<0.05).The incidence rates of postoperative cognitive dysfunction (POCD) at 6h,12h after anesthesia in the general anesthesia group (17.50%, 20.00%) were significantly higher than those in the epidural group (7.50,5.00%) ( χ2=4.571,10.285,all P<0.05).Conclusion The effect of general anesthesia on postoperative cognitive function is significantly greater than that of epidural anesthesia.

Result Analysis
Print
Save
E-mail