1.Multi-source adversarial adaptation with calibration for electroencephalogram-based classification of meditation and resting states.
Mingyu GOU ; Haolong YIN ; Tianzhen CHEN ; Fei CHENG ; Jiang DU ; Baoliang LYU ; Weilong ZHENG
Journal of Biomedical Engineering 2025;42(4):668-677
Meditation aims to guide individuals into a state of deep calm and focused attention, and in recent years, it has shown promising potential in the field of medical treatment. Numerous studies have demonstrated that electroencephalogram (EEG) patterns change during meditation, suggesting the feasibility of using deep learning techniques to monitor meditation states. However, significant inter-subject differences in EEG signals poses challenges to the performance of such monitoring systems. To address this issue, this study proposed a novel model-calibrated multi-source adversarial adaptation network (CMAAN). The model first trained multiple domain-adversarial neural networks in a pairwise manner between various source-domain individuals and the target-domain individual. These networks were then integrated through a calibration process using a small amount of labeled data from the target domain to enhance performance. We evaluated the proposed model on an EEG dataset collected from 18 subjects undergoing methamphetamine rehabilitation. The model achieved a classification accuracy of 73.09%. Additionally, based on the learned model, we analyzed the key EEG frequency bands and brain regions involved in the meditation process. The proposed multi-source domain adaptation framework improves both the performance and robustness of EEG-based meditation monitoring and holds great promise for applications in biomedical informatics and clinical practice.
Humans
;
Electroencephalography/methods*
;
Meditation
;
Calibration
;
Neural Networks, Computer
;
Brain/physiology*
;
Rest/physiology*
;
Deep Learning
;
Signal Processing, Computer-Assisted
2.Exploration on the Mechanism of Yipi Yanggan Prescription for the Treatment of Liver Precancerous Lesion Based on M1 Type Macrophage Polarization-Chronic Inflammation-Liver Cell Malignant Transformation
Yu HUANG ; Xueyuan GOU ; Xi GUAN ; Junzhe JIAO ; Shuguang YAN ; Zhanjie CHANG ; Ruijuan YAN ; Jingtao LI
Chinese Journal of Information on Traditional Chinese Medicine 2024;31(10):81-88
Objective To explore the mechanism of Yipi Yanggan Prescription in the treatment of precancerous lesion of liver in rats based on M1 type macrophage polarization-chronic inflammation-liver cell malignant transformation.Methods Totally 90 Wistar rats were randomly divided into blank group,model group,Hugan Tablet group and Yipi Yanggan Prescription high-,medium-and low-dosage groups,with 15 rats in each group.The blank group was injected distilled water intraperitoneally,and the other groups were injected 5 mL/kg of diethylnitrosamine intraperitoneally at 50 mg/kg per week(twice per week)for 16 weeks to induce the precancerous lesion of liver model.Starting from the second day of modeling,Yipi Yanggan Prescription high-,medium-and low-dosage groups were orally administered with 1.2,0.6 and 0.3 g/mL Yipi Yanggan Prescription,respectively.The Hugan Tablet group was orally administered with 921 mg/kg Hugan Tablet solution,the blank group and model group were orally administered with an equal amount of physiological saline for 16 consecutive weeks.The appearance of the liver was observed,ELISA was used to detect serum ALT,AST,ALP,AFU,as well as TNF-α,IL-6,iNOS and MCP-1 content,HE staining and Masson staining were used to observe the morphology of liver tissue,immunohistochemistry was used to detect the expressions of liver cell malignancy markers OV6,CK19,CD133 and EpCAM,qPCR was used to detect the mRNA expressions of CK19,CD133 and EpCAM in liver tissue,immunofluorescence co-localization was used to detect the co-expressions of M1 type macrophage markers CD68 with IL-6 and TNF-α.Results Compared with the blank group,the liver of the model group rats was hard,with a rough surface and dull edges,and a large number of nodules were visible,the contents of serum ALT,AST,ALP,AFU,TNF-α,IL-6,iNOS and MCP-1 significantly increased(P<0.01),there were large areas of dysplasia nodules,inflammatory cell infiltration,and increased collagen fibers in liver tissue,the expressions of OV6,CK19,CD133 and EpCAM in liver tissue significantly increased,and the co-expressions of CD68 with IL-6 and TNF-α significantly increased(P<0.01).Compared with the model group,the number and size of liver nodules in each treatment group of rats decreased,the contents of serum ALT,AST,ALP,AFU,TNF-α,IL-6,iNOS and MCP-1 were significantly decreased(P<0.01),hepatocellular dysplasia and inflammatory cell infiltration were significantly improved,collagen fibers decreased,and the expressions of OV6,CK19,CD133 and EpCAM in liver tissue were significantly decreased,the co-expressions of CD68 with IL-6 and TNF-α significantly decreased(P<0.05,P<0.01).Conclusion Yipi Yanggan Prescription may alleviate inflammation by inhibiting polarization of M1 type macrophages,improve liver cell malignancy,and exert therapeutic effects on rats with precancerous lesion of liver induced by diethylnitrosamine.
3.Clinical Characteristics and Use of Traditional Chinese Medicine Therapy in 222 Malignant Tumor Cases with COVID-19: A Retrospective Study
Yingtian WANG ; Hong SUN ; Man LI ; Na SONG ; Jiao GOU ; Wenfang LUO ; Jun LIU ; Rong MA ; Wei WANG ; Zhandong LI ; Bo MENG ; Xiaoyan YAO
Journal of Traditional Chinese Medicine 2024;65(7):716-721
ObjectiveTo analyze the clinical characteristics and the use of traditional Chinese medicine (TCM) therapy in cancer patients with COVID-19, and to provide reference for making TCM prevention and treatment strategies and determining diagnosis and treatment priorities for patients with malignant tumors in the COVID-19 epidemic. MethodsThe medical records of 225 malignant tumor cases with COVID-19 who were admitted to 7 national research centers from January 1st to 20th, 2023 were retrospectively collected, and the main symptoms and duration after infection, nucleic acid negative conversion time, use of TCM therapy, and changes in adverse reactions after resuming anti-tumor treatment were analyzed. ResultsA total of 222 malignant tumor patients with COVID-19 were included in the analysis, involving 205 mild cases and 17 moderate cases. The top four most frequently reported clinical symptoms were fever (165 cases), expectoration or dry cough (99 cases), decreased appetite (95 cases) and fatigue (85 cases), of which 40 expectoration or dry cough cases , 37 fatigue cases and 29 decreased appetite cases lasted for more than 14 days. One hundred and five patients with nucleic acid detection report had a median negative conversion time of 14 days. The nucleic acid negative conversion time was significantly longer in patients with lung cancer compared to those with digestive system malignant tumors, and in those with myelosuppression than those without (P<0.01). During the infection period, 47.30% (105/222) of the patients used Chinese patent medicine, and 21.17% (47/222) were treated with herbal decoctions. The use of TCM in patients during the prevention and rehabilitation period, was 1.80%(4/222) and 7.21%(16/222), respectively. Fifty-five patients resumed anti-tumor treatment after nucleic acid negative conversion, and received TCM simultaneously. Observed adverse reactions, including gastrointestinal reactions, bone marrow suppression, and neurotoxicity, were all grade 1 to 2, and no new adverse events occurred during follow-up. ConclusionCertain malignant tumor patients with COVID-19 had prolonged symptoms and nucleic acid negative conversion time Rational use of TCM can help to promote the rehabilitation of the patients and ensure the smooth process of anti-tumor treatment after infection.
4.Application value of MEX3A,CDX2,MUC2 and MUC5AC in judging cancerous gastric mucosal intestinal metaplasia
Mengyuan ZHANG ; Jiarui LIU ; Zhong ZHANG ; Lanlan JIAO ; Min ZHANG ; Wei BO ; Jiayu GOU ; Chengcheng WU ; Xudong YANG ; Xuguang WANG
China Modern Doctor 2024;62(10):1-5
Objective To investigate the correlation between MEX3A and differentiation characteristics of gastric cancer and intestinal metaplasia,and its combination with caudal-related homeobox transcription factor 2(CDX2)and mucin 2(MUC2)and mucin 5AC(MUC5AC)to determine the role of carcinogenic intestinal metaplasia.Methods From January 2010 to December 2014,a total of 410 cases of gastric cancer and paracarcinoma paraffin-embedded tissue samples were selected from the Central Hospital Affiliated to Shenyang Medical College and the Second Hospital Affiliated to Shenyang Medical College.According to pathological diagnosis,they were divided into control group(mild superficial gastritis,79 cases),intestinal metaplasia group(149 cases)and gastric cancer group(182 cases).The expressions of MEX3A,CDX2,MUC2 and MUC5AC were detected by immunohistochemistry.Results MEX3A was highly expressed in gastric cancer group and intestinal metaplasia group,especially diffuse gastric cancer,poorly differentiated gastric cancer and type Ⅲ intestinal metaplasia(P<0.05).CDX2 and MUC2 were highly expressed in gastric cancer group and intestinal metaplasia group,especially intestinal type gastric cancer,highly and moderately differentiated gastric cancer,type Ⅰ and type Ⅱ intestinal metaplasia(P<0.05).The expression of MUC5AC was high in control group and low in gastric cancer group and intestinal metaplasia group,especially in intestinal type gastric cancer,type Ⅰ and type Ⅲ intestinal metaplasia(P<0.05).Gastric cancer and intestinal metaplasia differentiation were negatively correlated with MEX3A and MUC5AC expression,but positively correlated with CDX2 and MUC2 expression(P<0.05).MEX3A was negatively correlated with the expression of CDX2 and MUC2,and positively correlated with the expression of MUC5AC in gastric cancer(P<0.05).MEX3A was negatively correlated with the expression of CDX2 and MUC2 in intestinal metaplasia(P<0.05),while CDX2 was positively correlated with the expression of MUC2(P<0.05).Conclusion MEX3A is negatively correlated with gastric cancer and intestinal metaplasia differentiation.Gastric cancer is characterized by high MEX3A expression and low CDX2 and MUC2 expression.
5.Macrophage LMO7 deficiency facilitates inflammatory injury via metabolic-epigenetic reprogramming.
Shixin DUAN ; Xinyi LOU ; Shiyi CHEN ; Hongchao JIANG ; Dongxin CHEN ; Rui YIN ; Mengkai LI ; Yuseng GOU ; Wenjuan ZHAO ; Lei SUN ; Feng QIAN
Acta Pharmaceutica Sinica B 2023;13(12):4785-4800
Inflammatory bowel disease (IBD) is a formidable disease due to its complex pathogenesis. Macrophages, as a major immune cell population in IBD, are crucial for gut homeostasis. However, it is still unveiled how macrophages modulate IBD. Here, we found that LIM domain only 7 (LMO7) was downregulated in pro-inflammatory macrophages, and that LMO7 directly degraded 6-phosphofructo-2-kinase/fructose-2,6-bisphosphatase 3 (PFKFB3) through K48-mediated ubiquitination in macrophages. As an enzyme that regulates glycolysis, PFKFB3 degradation led to the glycolytic process inhibition in macrophages, which in turn inhibited macrophage activation and ultimately attenuated murine colitis. Moreover, we demonstrated that PFKFB3 was required for histone demethylase Jumonji domain-containing protein 3 (JMJD3) expression, thereby inhibiting the protein level of trimethylation of histone H3 on lysine 27 (H3K27me3). Overall, our results indicated the LMO7/PFKFB3/JMJD3 axis is essential for modulating macrophage function and IBD pathogenesis. Targeting LMO7 or macrophage metabolism could potentially be an effective strategy for treating inflammatory diseases.
6.Roles of Tet2 in meiosis, fertility and reproductive aging.
Huasong WANG ; Linlin LIU ; Mo GOU ; Guian HUANG ; Chenglei TIAN ; Jiao YANG ; Haiying WANG ; Qin XU ; Guo Liang XU ; Lin LIU
Protein & Cell 2021;12(7):578-585
7.Protective Effect of Glycyrrhizae Radix et Rhizoma-Granati Pericarpium Formula on Ultraviolet-induced Skin Damage
Jun-li GOU ; Cheng YANG ; Yuan-jie LI ; Jing-jiao YONG ; Jian-jun ZHAO ; Xia ZHANG ; Xiao-juan GAO ; Jian-huan WANG ; Wei-wei TAO ; Han-qing WANG
Chinese Journal of Experimental Traditional Medical Formulae 2021;27(7):178-186
Objective:To explore the potential synergistic protective mechanism of Glycyrrhizae Radix et Rhizoma-Granati Pericarpium formula compound by using the methods and tools of network pharmacology,and provide a basis for the modernization of traditional Chinese medicine(TCM) compounds and the discovery of new drugs. Method:Traditional Chinese Medicine Systems Pharmacology Database and Analysis Platform (TCMSP) was used to obtain the active components of Glycyrrhizae Radix et Rhizoma-Granati Pericarpium formula and their corresponding targets. The obtained targets were input to the UniProt database to inquire the gene names corresponding to the targets. By searching the CTD database,Genecards database and OMIM database of disease-related websites,the anti-sunburn targets were obtained. The interaction of the active targets was analyzed with online STRING database to screen the predicted core targets. The gene ontolog(GO) gene function enrichment analysis and Kyoto encyclopedia of genes and genomes(KEGG) pathway enrichment analysis of the predictive targets were performed by using DAVID database. Cytoscape 3.6.1 software was used to make "drug-component-target" network diagram,"protein-protein interaction" network diagram and "component-target-pathway" network diagram. Online website Draw Venn Diagram was used to show the relationship between disease targets and drug predicted targets. R Studio software was used to draw the functional enrichment analysis diagram of GO gene and KEGG pathway. Molecular docking between the active ingredients and the core targets was performed using GOLD software. Result:The 16 active compounds were collected,such as liquiritin,glycyrrhizin,kaempferol and quercetin. The active components mainly acted on 5 core targets:protein kinase B1(AKT1),interleukin(IL)-6,vascular endothelial growth factor(VEGFA),tumor necrosis factor(TNF) and tumor suppressor gene (TP53) and played a role in anti-sunburn effect primarily through these pathways such as hepatitis B,pathways in cancer,toxoplasmosis,chagas disease(American trypanosomiasis),and TNF signaling pathway. Conclusion:Based on the method of network pharmacology,the present study has preliminarily explored the anti-sunburn targets and pathways of Glycyrrhizae Radix et Rhizoma-Granati Pericarpium formula,and further verified the characteristics of multi-component and multi-target treatment of diseases in TCM,so as to provide certain scientific ideas for the modernization research of Chinese herbal compound prescriptions.
8.Application of biomechanical modeling and simulation in the development of non-invasive technologies and devices for cardiovascular testing.
Xujie ZHANG ; Zhonglin GOU ; Tianqi WANG ; Fuyou LIANG
Journal of Biomedical Engineering 2020;37(6):990-999
The prevalence of cardiovascular disease in our country is increasing, and it has been a big problem affecting the social and economic development. It has been demonstrated that early intervention of cardiovascular risk factors can effectively reduce cardiovascular disease-caused mortality. Therefore, extensive implementation of cardiovascular testing and risk factor screening in the general population is the key to the prevention and treatment of cardiovascular disease. However, the categories of devices available for quick cardiovascular testing are limited, and in particular, many existing devices suffer from various technical problems, such as complex operation, unclear working principle, or large inter-individual variability in measurement accuracy, which lead to an overall low popularity and reliability of cardiovascular testing. In this study, we introduce the non-invasive measurement mechanisms and relevant technical progresses for several typical cardiovascular indices (e.g., peripheral/central arterial blood pressure, and arterial stiffness), with emphasis on describing the applications of biomechanical modeling and simulation in mechanism verification, analysis of influential factors, and technical improvement/innovation.
Arterial Pressure
;
Biomechanical Phenomena
;
Blood Pressure
;
Blood Pressure Determination
;
Humans
;
Reproducibility of Results
;
Risk Factors
9.Knockout of glutathione peroxidase 5 down-regulates the piRNAs in the caput epididymidis of aged mice.
Chen CHU ; Lu YU ; Joelle HENRY-BERGER ; Yan-Fei RU ; Ayhan KOCER ; Alexandre CHAMPROUX ; Zhi-Tong LI ; Miao HE ; Sheng-Song XIE ; Wu-Bin MA ; Min-Jie NI ; Zi-Mei NI ; Yun-Li GUO ; Zhao-Liang FEI ; Lan-Tao GOU ; Qiang LIU ; Samanta SHARMA ; Yu ZHOU ; Mo-Fang LIU ; Charlie Degui CHEN ; Andrew L EAMENS ; Brett NIXON ; Yu-Chuan ZHOU ; Joël R DREVET ; Yong-Lian ZHANG
Asian Journal of Andrology 2020;22(6):590-601
The mammalian epididymis not only plays a fundamental role in the maturation of spermatozoa, but also provides protection against various stressors. The foremost among these is the threat posed by oxidative stress, which arises from an imbalance in reactive oxygen species and can elicit damage to cellular lipids, proteins, and nucleic acids. In mice, the risk of oxidative damage to spermatozoa is mitigated through the expression and secretion of glutathione peroxidase 5 (GPX5) as a major luminal scavenger in the proximal caput epididymidal segment. Accordingly, the loss of GPX5-mediated protection leads to impaired DNA integrity in the spermatozoa of aged Gpx5
10.Population pharmacokinetics of tacrolimus in idiopathic membranous nephropathy patients
Chuan-mei WEI ; Chun-xia GOU ; Kang-na CAO ; Xiao-qin LIU ; Fei GAO ; Ting-ting LIN ; Zheng JIAO
Acta Pharmaceutica Sinica 2020;55(12):2960-2967
The goal of this work was to establish a population pharmacokinetics (PPK) model of tacrolimus in idiopathic membranous nephropathy (IMN) patients and to identify potential covariates that influence pharmacokinetic of tacrolimus. A total of 610 data points on the blood concentration of tacrolimus were collected from 96 IMN patients in routine clinical settings. Nonlinear mixed-effect modeling (NONMEM) was used to investigate the effects of

Result Analysis
Print
Save
E-mail