1.Application value of CT radiomics and high-resolution MRI deep neural network in predicting lymph node metastasis of non-small cell lung cancer
Xuewei FAN ; Feng LI ; Xingzhi SUN ; Weixing LI
Journal of Practical Radiology 2025;41(9):1462-1466
Objective To explore the application value of CT radiomics and high-resolution MRI deep neural network in predicting lymph node metastasis(LNM)of non-small cell lung cancer(NSCLC).Methods A total of 420 NSCLC patients were selected and randomly divided into training group(294 cases)and test group(126 cases)in a ratio of 7∶3.Lymph nodes were annotated using the MRIcroGL software,and radiomics features were extracted from thin-section CT images.Various feature screening methods were applied to optimize the features.A CT radiomics model was established using a support vector machine(SVM),and a high-res-olution MRI deep neural network model incorporating convolutional layers was constructed.Then the model performances were eval-uated,and the diagnostic efficacy of CT,MRI,and the combined models were compared using the receiver operating characteristic(ROC)curves.Results Least absolute shrinkage and selection operator(LASSO)regression identified 8 CT imaging features.The area under the curve(AUC)of the SVM model in the training and test groups were 0.755 and 0.765,and those of the high-resolu-tion MRI deep neural network model in the training and test groups were 0.884 and 0.899,respectively,demonstrating a high pre-dictive value.Conclusion The combined model of CT radiomics and high-resolution MRI deep neural network demonstrates superi-or performance in predicting LNM in NSCLC patients and holds significant clinical application value.
2.Application value of CT radiomics and high-resolution MRI deep neural network in predicting lymph node metastasis of non-small cell lung cancer
Xuewei FAN ; Feng LI ; Xingzhi SUN ; Weixing LI
Journal of Practical Radiology 2025;41(9):1462-1466
Objective To explore the application value of CT radiomics and high-resolution MRI deep neural network in predicting lymph node metastasis(LNM)of non-small cell lung cancer(NSCLC).Methods A total of 420 NSCLC patients were selected and randomly divided into training group(294 cases)and test group(126 cases)in a ratio of 7∶3.Lymph nodes were annotated using the MRIcroGL software,and radiomics features were extracted from thin-section CT images.Various feature screening methods were applied to optimize the features.A CT radiomics model was established using a support vector machine(SVM),and a high-res-olution MRI deep neural network model incorporating convolutional layers was constructed.Then the model performances were eval-uated,and the diagnostic efficacy of CT,MRI,and the combined models were compared using the receiver operating characteristic(ROC)curves.Results Least absolute shrinkage and selection operator(LASSO)regression identified 8 CT imaging features.The area under the curve(AUC)of the SVM model in the training and test groups were 0.755 and 0.765,and those of the high-resolu-tion MRI deep neural network model in the training and test groups were 0.884 and 0.899,respectively,demonstrating a high pre-dictive value.Conclusion The combined model of CT radiomics and high-resolution MRI deep neural network demonstrates superi-or performance in predicting LNM in NSCLC patients and holds significant clinical application value.
3.Research progress in technologies for on-site monitoring and evaluation of fatigue during military operations
Mingxiao SONG ; Lijun FAN ; Xuewei CHEN ; Libin MA ; Jiangbei CAO ; Jing WANG
Military Medical Sciences 2024;48(2):143-147
The accumulation of fatigue during military operations may lead to decreased operational efficiency and non-combat attrition,which can impact combat effectiveness.On-site monitoring and evaluation of fatigue during military operations,as an important means to keep track of military operations and bring about quick changes in training,underlie the combat effectiveness of military personnel.Focusing on the on-site monitoring and evaluation methods of fatigue during military operations,this paper reviews the determinants of such fatigue as well as on-site monitoring and comprehensive evaluation methods so as to provide reference for accurate and efficient evaluation of fatigue during military operations and for early warning of such fatigue.
4.Study of genetic profiles and haematological phenotypes of δ-thalassemia in Guangdong population
Xiaojun CHEN ; Fan JIANG ; Jianying ZHOU ; Jian LI ; Xuewei TANG ; Guilan CHEN ; Fatao LI ; Fang TANG ; Ren ZHANG ; Dongzhi LI
Chinese Journal of Laboratory Medicine 2024;47(1):49-56
Objective:To investigate genetic variation profiles of δ-globin (HBD gene) and hematological phenotypes in Guangdong population.Methods:Retrospective case analysis was performed in this study. Blood samples of 11 616 couples who participated in free thalassemia screening in Guangzhou from July 2020 to December 2022 were collected which underwent blood routine tests and hemoglobin (Hb) capillary electrophoresis. According to the results, 154 samples were enrolled in this study: (1)group of 35 cases with HbA 2 <2.0% but no HbF band; (2)group of 64 cases with HbA 2 < 2.0% and HbF band; (3)group of 25 cases with HbA 2 <2.0% and suspected HbA 2 variants; (4) group of 25 cases with HbA 2 ≥2.0% and <3.5% and HbF band, as well as abnormal blood routine report [mean corpuscular volume (MCV) <82 fl and/or mean corpuscular hemoglobin (MCH) <27 pg]; (5)group of 5 cases with HbA 2 ≥2.0% and <3.0% accompanied with β thalassemia gene carriers Sanger sequencing was used to detect single nucleotide variants of δ-globin. Results:(1) A total of 22 genetic variations were detected, including 6 de novo variations, and the top 3 genetic variations were respectively c.-127T>C (57.02%, 65/114), c.-80T>C (9.65%, 11/114), c.349C>T (7.89%, 9/114). (2) In group of patients with HbA 2 <2.0% but no HbF band, 22 cases (62.85%, 22/35) had HBD gene variation, including 7 cases with MCV and MCH lower than reference values, 4 cases with α thalassemia; 13 cases had no HBD gene variation, including 12 cases with lower MCV and MCH. Among 19 cases with abnormal blood routine test results, levels of HbA 2 in patients (7 cases) with HBD gene variation were lower compared with those without HBD gene variation (12 cases) ( P<0.01%). (3)In group of patients with HbA 2<2.0% with HbF band, 59 cases (92.18%, 59/64) had HBD gene variations whose mutations all occurred in promoter region, and the HbF were all lower than 5.0%; 5 cases with HbF >5.0% had no HBD gene variation. (4) In group of patients with HbA 2 <2.0% and suspected HbA 2 variants, the detection rate was 100% (25/25) and δ-globin variants <1.0%. (5) In group of patients with HbA 2 ≥2.0% and <3.5% and HbF band accompanied with abnormal blood routine results, no HBD gene variation was found. (6) In group of 5 patients with HbA 2 ≥2.0% and <3.0% with β thalassemia gene carriers, HBD gene variation were found in all cases, and the level of HbA 2 was (2.62±0.17)% and HbF was (3.62±2.22)%. Conclusions:There are various genotypes of HBD gene variation, among which HBD: c.-127T>C is the most common in Guangdong population in China. Mutations in the promoter region may cause decrease in HbA 2 and increase in HbF which is mostly less than 5% but exceeds 5.0% when combined with β thalassemia. Our study enriched the gene mutation profiles of HBD gene in Guangdong population.
5. Notch signaling pathway participates in the differentiation of hepatic progenitor cells into bile duct epithelial cells and progression of hepatic fibrosis in cholestatic liver fibrosis rat
Yongping MU ; Xiao ZHANG ; Ying XU ; Weiwei FAN ; Xuewei LI ; Jiamei CHEN ; Gaofeng CHEN ; Ping LIU
Chinese Journal of Pathology 2017;46(6):400-405
Objective:
To investigate differentiation direction of hepatic progenitor cells (HPCs) in cholestatic liver fibrosis (CLF), and the role of Notch signaling pathway in the differentiation of HPCs.
Methods:
A CLF rat model was established by bile duct ligation (BDL) followed by monitoring changes of Notch signal pathway and the cellular origin of proliferating cholangiocytes. After intraperitoneal injection of DAPT (a Notch signaling inhibitor) after bile duct ligation, the progress of liver fibrosis and the proliferation of cholangiocytes after inhibition of the Notch pathway were analyzed.
Results:
Data showed that bile duct proliferation gradually increased along with inflammatory cell infiltration and proliferating bile duct cells surrounded by abundant collagen in the BDL group. Immunostaining confirmed markedly increased expression of CK19, OV6, Sox9 and EpCAM. In addition, RT-PCR results showed that Notch signaling pathway was activated significantly. Once the Notch signaling pathway was inhibited by DAPT, bile duct proliferation markedly suppressed along with significantly decreased the mRNA expression of CK19, OV6, Sox9 and EpCAM, compared with BDL group [(10.2±0.7)
6. Mechanism of Astragaloside prevents cholestatic liver fibrosis through inhibition of Notch signaling activation
Yongping MU ; Xiao ZHANG ; Weiwei FAN ; Xuewei LI ; Gaofeng CHEN ; Jiamei CHEN ; Hua ZHANG ; Ping LIU
Chinese Journal of Hepatology 2017;25(8):575-582
Objective:
The Notch signaling pathway is closely related to biliary fibrosis. Previous studies have shown that Astragaloside (AS) can prevent the progression of cholestatic liver fibrosis. The purpose of this study is to observe the effect of AS on the regulation of Notch signaling pathway in biliary fibrosis.
Methods:
Cholestatic liver fibrosis was established by common bile duct ligation (BDL) in rats. Two weeks after BDL, the rats were randomly divided into a model group (i.e., BDL), an Astragalosides group (AS), and a sorafenib (SORA) positive control group and treated for 3 weeks. Bile duct proliferation and liver fibrosis were determined by tissue staining. Protein and gene expression were determined by immunostaining, immunoblotting and RT-PCR, respectively. Activation of the Notch signaling pathway was evaluated by analyzing expressions of Notch-1, -2, -3, -4, Jagged (JAG)1, Delta like (DLL)-1, -3, -4, Hes1, Numb and RBP-Jκ. Statistical analysis of variance analysis, q test,
7.Analysis of nursing ethics and practice of physical constraints in the intensive care unit
Lu WANG ; Simiao YU ; Xuewei GAO ; Ying GUO ; Yuying FAN
Chinese Journal of Practical Nursing 2016;32(36):2813-2815
Patients in intensive care unit were more critically ill, and often accompanied by dottiness and restless. In order to avoid the adverse events and self-injury, body constraints were often used on the patients. Therefore, this paper would discuss the ethics of body constraints and give the suggestions. According to the literature review and the analysis of the clinical nursing experience of relevant ethical principles, data was collected. The principle of informed consent, respect, and harmless was hard to decide on the issue of body constraints for patients in ICU. Nurses might pay attention to the application of ethical principles, and strengthen the humanistic care. On the issue of body constraints for ICU patients, nurses might pay special attention to the application of possible ethics principles in nursing process and reduce the application of the body constraints, and promote the physical and mental comfort of patients. It reflected the progress of the humanistic solicitude in the current clinical nursing and important value.
8.Correlation Between Tei Index and Brain Natriuretic Peptide in Patients with Dilated Cardiomyopathy
Yajuan FAN ; Wen CHU ; Yajun LIANG ; Xuewei CHANG
Chinese Journal of Medical Imaging 2015;(6):449-452
Purpose To explore the relationship of Tei index and the concentration of plasma brain natriuretic peptide (BNP) in patients with dilated cardiomyopathy. Materials and Methods Fifty healthy individuals (control group) and fifty dilated cardiomyopathy patients (study group) were recruited in this study. BNP level was measured by enzyme-linked immunosorbent assay (ELISA). Color Doppler echocardiography were performed to measure the cardiac indices including left ventricular end-diastolic dimension (LVEDd), left ventricular end-systolic diameter (LVESd), interventricular septal thickness at diastole (IVSd), left ventricular ejection fraction (LVEF). Tei index was then calculated. The indices between the two groups were compared and correlation of Tei index and BNP with cardiac indices was analyzed. Results LVEDd, LVESd, Tei index, and BNP were significantly higher in study group than those in control group (t=14.4, 23.4, 21.9 and 22.3, P<0.01). IVSd and LVEF were significant lower in the study group (t=12.4 and 12.5, P<0.01). BNP was negatively correlated with LVEF (r= -0.266, P<0.05), and positively correlated with Tei index and LVEDd (r=0.401 and 0.326, P<0.05). Tei index was negatively correlated with LVEF and E/A (r= -0.480 and - 0.241, P<0.05), and positively correlated with LVEDd (r=0.375, P<0.05). Multiple stepwise regression analysis showed that the variates of BNP stepwise regression equation were Tei index, LVEF and LVEDd (t=5.984, -2.477 and 2.326, P<0.05); after correcting LVEF, the stepwise regression analysis showed closer relationship between Tei index and BNP (t=2.728, P<0.05). Conclusion There is correlation between Tei index and BNP. Tei index may be a good index for accurately estimating global ventricular function.

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