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
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Electroencephalography/methods*
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Meditation
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Calibration
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Neural Networks, Computer
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Brain/physiology*
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Rest/physiology*
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Deep Learning
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Signal Processing, Computer-Assisted
2.Efficacy and safety of Omalizumab for the treatment of pediatric allergic asthma: a retrospective multicenter real-world study in China
Li XIANG ; Baoping XU ; Huijie HUANG ; Mian WEI ; Dehui CHEN ; Yingying ZHAI ; Yingju ZHANG ; Dan LIANG ; Chunhui HE ; Wei HOU ; Yang ZHANG ; Zhimin CHEN ; Jingling LIU ; Changshan LIU ; Xueyan WANG ; Shan HUA ; Ning ZHANG ; Ming LI ; Quan ZHANG ; Leping YE ; Wei DING ; Wei ZHOU ; Ling LIU ; Ling WANG ; Yingyu QUAN ; Yanping CHEN ; Yanni MENG ; Qiusheng GE ; Qi ZHANG ; Jie CHEN ; Guilan WANG ; Dongming HUANG ; Yong YIN ; Mingyu TANG ; Kunling SHEN
Chinese Journal of Applied Clinical Pediatrics 2023;38(1):64-71
Objective:To assess the clinical effectiveness and safety of Omalizumab for treating pediatric allergic asthma in real world in China.Methods:The clinical data of children aged 6 to 11 years with allergic asthma who received Omalizumab treatment in 17 hospitals in China between July 6, 2018 and September 30, 2020 were retrospectively analyzed.Such information as the demographic characteristics, allergic history, family history, total immunoglobulin E (IgE) levels, specific IgE levels, skin prick test, exhaled nitric oxide (FeNO) levels, eosinophil (EOS) counts, and comorbidities at baseline were collected.Descriptive analysis of the Omalizumab treatment mode was made, and the difference in the first dose, injection frequency and course of treatment between the Omalizumab treatment mode and the mode recommended in the instruction was investigated.Global Evaluation of Treatment Effectiveness (GETE) analysis was made after Omalizumab treatment.The moderate-to-severe asthma exacerbation rate, inhaled corticosteroid (ICS) dose, lung functions were compared before and after Omalizumab treatment.Changes in the Childhood Asthma Control Test (C-ACT) and Pediatric Asthma Quality of Life Questionnaire (PAQLQ) results from baseline to 4, 8, 12, 16, 24, and 52 weeks after Omalizumab treatment were studied.The commodity improvement was assessed.The adverse event (AE) and serious adverse event (SAE) were analyzed for the evaluation of Omalizumab treatment safety.The difference in the annual rate of moderate-to-severe asthma exacerbation and ICS reduction was investigated by using t test.The significance level was set to 0.05.Other parameters were all subject to descriptive analysis.A total of 200 allergic asthma patients were enrolled, including 75.5% ( n=151) males and 24.5% ( n=49) females.The patients aged (8.20±1.81) years. Results:The median total IgE level of the 200 patients was 513.5 (24.4-11 600.0) IU/mL.Their median treatment time with Omalizumab was 112 (1-666) days.Their first dose of Omalizumab was 300 (150-600) mg.Of the 200 cases, 114 cases (57.0%) followed the first Omalizumab dosage recommended in the instruction.After 4-6 months of Omalizumab treatment, 88.5% of the patients enrolled ( n=117) responded to Omalizumab.After 4 weeks of treatment with Omalizumab, asthma was well-controlled, with an increased C-ACT score [from (22.70±3.70) points to (18.90±3.74) points at baseline]. Four-six months after Omalizumab administration, the annual rate of moderate-to-severe asthma exacerbation had a reduction of (2.00±5.68) per patient year( t=4.702 5, P<0.001), the median ICS daily dose was lowered [0 (0-240) μg vs. 160 (50-4 000) μg at baseline] ( P<0.001), the PAQLQ score was improved [(154.90±8.57) points vs. (122.80±27.15) points at baseline], and the forced expiratory volume in one second % predicted (FEV 1%pred) was increased [(92.80±10.50)% vs. (89.70±18.17)% at baseline]. In patients with available evaluations for comorbidities, including allergic rhinitis, atopic dermatitis or eczema, urticaria, allergic conjunctivitis and sinusitis, 92.8%-100.0% showed improved symptoms.A total of 124 AE were reported in 58 (29.0%) of the 200 patients, and the annual incidence was 0(0-15.1) per patient year.In 53 patients who suffered AE, 44 patients (83.0%) and 9 patients (17.0%) reported mild and moderate AE, respectively.No severe AE were observed in patients.The annual incidence of SAE was 0(0-1.9) per patient year.Most common drug-related AE were abdominal pain (2 patients, 1.0%) and fever (2 patients, 1.0%). No patient withdrew Omalizumab due to AE. Conclusions:Omalizumab shows good effectiveness and safety for the treatment of asthma in children.It can reduce the moderate-to-severe asthma exacerbation rate, reduce the ICS dose, improve asthma control levels, and improve lung functions and quality of life of patients.
3.Evidence summary of oral hygiene management in patients with periodontitis
Jun YIN ; Mingyu FENG ; Yan LI ; Jian LIU ; Li LI
Chinese Journal of Practical Nursing 2023;39(7):520-525
Objective:To summarize oral hygiene management approaches applicable to patients with periodontitis, thus provide a basis for decision making by clinical staffs.Methods:Computerized decision systems, various guideline websites, dental association websites, evidence summary databases and journal databases for evidence involving oral hygiene management in patients with periodontitis were searched, including clinical decision making, guidelines, expert consensus, evidence summaries and systematic reviews/Meta-analyses. The search time was from January 2015 to November 2021, and the updated search was carried out in June 2022. Then performed pooled analyses, methodological quality evaluations, and evidence level evaluations.Results:Finally 12 studies, including three guidelines, an expert consensus and eight systematic reviews, and summarized 18 pieces of evidence in three aspects, risk assessment and control, oral hygiene guidance, and clinical practice promotion were included.Conclusions:The evidence from this study is generally scientific and practical, and it should be adapted to local conditions and patient preferences in order to maximize the transfer of evidence into clinical practice.
4.Research progress on radiobiological effects of ferroptosis in cancer
Tianxiang WANG ; Mingyu DU ; Pingchuan ZHANG ; Li YIN ; Xia HE
Chinese Journal of Radiation Oncology 2023;32(8):742-747
Ferroptosis is a new form of regulated cell death discovered in recent years, which is iron-dependent cell death characterized by peroxidation of polyunsaturated fatty acid phospholipids. Recent studies have shown that radiotherapy can induce ferroptosis in cancer cells via ionizing radiation. Targeting ferroptosis plays a synergistic role in tumor suppression with radiation, which not only further deepens the connotation of radiobiology, but also provides a new perspective for tumor radiosensitization. This review systematically summarizes the occurrence and defense of ferroptosis, focusing on the key role of ferroptosis in the radiobiological effects of tumor cells and the potential application of ferroptosis in radiosensitization.
5.Research progress on the influence of malocclusion on the oral-related quality of life of adolescents
Yan LI ; Jun YIN ; Li LI ; Mingyu FENG
Chinese Journal of Modern Nursing 2023;29(14):1956-1960
Malocclusion has a higher incidence in adolescents and is one of the risk factors for the quality of life of adolescents. This review summarizes the current status of domestic and foreign research on the oral-related quality of life of adolescent malocclusion patients, assessment tools, and analysis of its scope of influence and intervention measures. It aims to strengthen the formation of oral health concepts among adolescents and parents, promote the implementation of clinical psychological education, and improve the quality of life of adolescent malocclusion patients.
6.The incidence of non-thyroidal illness syndrome in children with type 1 diabetes mellitus and correlated factors analysis
Mingyu JIANG ; Xiaoqin YIN ; Pin LI
Chinese Journal of Applied Clinical Pediatrics 2022;37(6):434-438
Objective:To explore the incidence of non-thyroidal illness syndrome (NTIS) in children with type 1 diabetes mellitus (T1DM) and the correlation between triiodothyronine level and the severity of T1DM, thus providing evidence for clinical diagnosis and treatment.Methods:A total of 125 children initially diagnosed as T1DM at the Department of Endocrinology and Genetic Metabolism of Children′s Hospital of Shanghai Jiao Tong University from January 2015 to December 2019 were recruited.The data were retrospectively analyzed.The incidence of NTIS in T1DM children was explored.T1DM children were classified into euthyroid group and NTIS group, two independent sample t-test were used to compare the differences in multiple factors between euthyroid group and NTIS group in children with T1DM, and Spearman correlation analysis was used to further analyze the correlation between the levels of free triiodothyronine (FT3), total triiodothyronine (TT3) and the severity of children with primary T1DM. Results:The incidence of NTIS in 125 T1DM children was 26.4%(33/125 cases). FT3, TT3, total thyroxine (TT4), thyrotropin (TSH), pH value, HCO 3- and high density lipoprotein cholesterol (HDL-C) levels in NTIS group were significantly lower than those of euthyroid group [(3.10±0.45) pmol/L vs.(4.85±0.75) pmol/L, (0.60±0.28) nmol/L vs.(1.05±0.38) nmol/L, (65.77±23.41) nmol/L vs.(89.57±18.23) nmol/L, (0.91±0.89) mIU/L vs.(2.05±0.76) mIU/L, 7.21±0.17 vs.7.31±0.18, (11.49±7.54) mmol/L vs.(16.80±8.38) mmol/L, (1.08±0.49) mmol/L vs.(1.28±0.44) mmol/L]( t=4.56, 5.67, 4.48, 5.61, 2.82, 2.68, and 2.53, all P<0.05). Moreover, the anion gap (AG) level, blood glucose (BG) and triglyceride in NTIS group were significantly higher than those of euthyroid group [(22.53±8.33) mmol/L vs.(16.94±7.52) mmol/L, (24.85±4.71) mmol/L vs.(21.46±6.64) mmol/L, (2.72±2.05) mmol/L vs.(2.33±3.05) mmol/L]( t=3.22, 2.67 and 2.04, all P<0.05). The incidence of diabetic ketoacidosis (DKA) was statistically significant in euthyroid group, NTIS group and abnormal thyroid disease group (33.3% vs.63.6% vs.35.7%)( χ2=8.990, P<0.05). In T1DM children, FT3 was positively correlated with pH value and HCO 3-, and negatively correlated with AG level ( r=0.376 9, 0.439 7 and -0.411 9, all P<0.05). In addition, TT3 was positively correlated with pH value and HCO 3-, and negatively correlated with AG and BG ( r=0.513 2, 0.539 8, -0.482 4 and -0.211 5, all P<0.05). Conclusions:Children with T1DM are prone to have abnormal thyroid hormone levels, and the incidence of NTIS was 26.4%.The incidence of DKA differed in T1DM children with different thyroid functions.FT3 or TT3 level may contribute to evaluate the disease severity of T1DM children.
7.Modified Masquelet technique with pedicled myocutaneous flap in repair of diabetic soft tissue and tibial bone defects
Fanyu BU ; Mingyu XUE ; Xinxin DENG ; Jin WANG ; Xiaofeng GUO ; Lei JIN ; Qudong YIN
Chinese Journal of Microsurgery 2021;44(4):392-397
Objective:To investigate the effect and indications of pedicled myocutaneous flap and modified Masquelet technique in the repair of diabetic soft tissue and tibial bone defects.Methods:From January, 2017 to October, 2019, data of surgical treatment of 20 patients with diabetic soft tissue and tibial bone defects were retrospectively studied. The detects were repaired by the pedicled myocutaneous flap combined with modified Masquelet technique. There were 13 males and 7 females aged 40 to 65(average 51) years old. Preoperative ultrasound and CTA had confirmed that there was no occlusion in anterior and posterior tibial arteries. After debridement, the bone defect was 4-9 cm in length and the soft tissue defect was 3 cm×6 cm to 7 cm×10 cm. The initial antibiotic loaded bone cement filling of the bone and soft tissue defects was carried out. Then at 7-10 days later, had the bone cement placed earlier removed the remaining spaces of bone defect were again filled by antibiotic loaded bone cement. Meanwhile, the pedicled myocutaneous flap was transferred to repair the wound. The second stage of Masquelet technique was performed later, with an interval of 8-12(mean 9) weeks. The healing of wound and bone defect, and the complications were recorded. At 12 months after the surgery, the healing and appearance of the flap were evaluated by the standard proposed by Zhang Hao, and the functional recovery of the adjacent joint was evaluated by Johner-Wruhs standard. The treatment was considered successful when the symptoms were disappeared and no recurrence occurred.Results:All patients entered 13 to 28 months of follow-up, 20 months in average. The healing time for bone defect was 6-11 (average 9.0) months. All myocutaneous flaps survived with 18 flaps healed in the stage one and 2 delayed healing. Nine flaps appeared almost normal and 11 shown bloating. Seventeen flaps were found with partial sensation and 3 without sensation at all. The temperature of 7 flaps was found normal and 13 were slightly lower. Fourteen donor site scars were mild and 6 were obvious. The overall curative effect was satisfactory. Two patients had recurred infection. The rates of excellent and good functional recovery, infection control and success of treatment were at 90%(18/20) for each.Conclusion:Pedicled myocutaneous flap combined with modified Masquelet technique can repair diabetic soft tissue and tibial bone defects. It has a good therapeutic effect for short and medium terms.
8.Evaluation of the effect of hierarchical diagnosis and treatment model of childhood bronchial asthma in Shanghai Pudong New Area
Shiying LIU ; Yong YIN ; Fen ZHANG ; Hao ZHANG ; Lei ZHANG ; Jing ZHANG ; Shuhua YUAN ; Yufen WU ; Mingyu TANG ; Lixia ZHAO ; Dong WANG ; Xing TONG
Chinese Journal of Applied Clinical Pediatrics 2021;36(16):1235-1239
Objective:To evaluate the effect of hierarchical diagnosis and treatment model of childhood bronchial asthma in Shanghai Pudong New Area.Methods:According to the principle of proximity, children aged 6 months-17 years who were diagnosed with bronchial asthma at Shanghai Children′s Medical Center from July 2016 to May 2017 were divided into two cohorts: the specialized hospital group and the community hospital group.Twelve months of treatment and follow-up were conducted.The asthma control level, Childhood Asthma Control Test (C-ACT) score, medication adherence and health economic indicators were collected.Results:A total of 524 children were included for data analysis and divided into the specialized hospital group (300 cases) and the community hospital group (224 cases). According to the Global Initiative for Asthma(GINA) criteria, there was no statistical difference in monthly asthma control level between the two groups (all P>0.05). In the 12 th month, the well-controlled rate of the specialized hospital group increased by 12.4% ( P<0.01), and that of the community hospital group increased by 22.9% ( P= 0.015). According to the C-ACT criteria, there was no statistical difference in the monthly well-controlled rate between the two groups (all P>0.05), and the rate maintained an upward trend.The rates of patients with good compliance in the specialized hospital group and the community hospital group at the 12 th month of hierarchical diagnosis and treatment were 78.3%(235/300 cases) and 75.0%(168/224 cases), respectively, and the difference was not statistically significant ( P=0.370). After 12 months of hierarchical diagnosis and treatment, the number of asthma attacks were 1.0 and 2.0 ( P=0.269), and the hospitalization rates for asthma were 3.0%(9/300 cases) and 4.9%(11/224 cases), respectively in the specialized hospital group and the community hospital group, and the diffe-rence was not statistically significant ( P=0.259); the number of respiratory infections in the specialized hospital group (2.0 times) was lower than that in the community hospital group (3.0 times), and the total cost of treatment in the community hospital group (2 471.5 Yuan) was lower than that in the specialized hospital group (3 445.5 Yuan), and the difference was statistically significant ( Z=-3.308, -3.336, all P<0.01). Twelve months after hierarchical diagnosis and treatment, the number of asthma attacks, the number of respiratory infections and the hospitalization rate for asthma in the two groups were all lower than those in the first 12 months of hierarchical diagnosis and treatment, and the difference was statistically significant (all P<0.01). Conclusions:Hierarchical diagnosis and treatment model of childhood asthma in Shanghai Pudong New Area can improve asthma control level, C-ACT score and asthma medication adherence, and enhance health economic benefits, thus it′s an effective way to manage childhood asthma.
9.A study of preschoolers tooth-brushing behavior in Shaanxi province
Rui FAN ; Mingyu JIA ; Yin FENG ; Xiaoyu FAN ; Jiangang TIAN ; Ruizhe HUANG
Chinese Journal of Practical Nursing 2020;36(28):2175-2179
Objective:Understand the status of brushing teeth behavior of preschoolers in Shaanxi Province, to provide basis for oral health of preschoolers.Methods:By adopting the methods of multi-stage, stratified, geometric and cluster sampling, 1 370 kindergarten students at the age of 3-5 in Shaanxi Province were sampled as respondents to implement oral health questionnaire.Results:49.2%(674/1 370) children brushed their teeth every day, including only 14.8%(203/1 370) children brushing their teeth twice or above. Therefore, the difference of the brushing frequency (≥ 1 time/day) between urban and rural areas had obvious statistical significance ( χ2 value was 47.588, P<0.01). 98.7%(741/750) children used toothpaste, including only 6.9% (51/741) using toothpaste with fluoride. Therefore, the use of toothpaste between urban and rural areas has no statistical significance. Only 0.5% (4/751) children started to brush their teeth when their first deciduous tooth erupted. Therefore, the age for children starting to brush their teeth between urban and rural areas had obvious statistical significance ( χ2 value was 24.217, P<0.01). 65.2% (490/751)parents never helped their children to brush teeth, parents in rural areas even reached to 72.8% (227/312). Therefore, the brushing frequency for parents helping their children to brush teeth between urban and rural areas had statistical difference ( χ2 value was 16.192, P<0.01). Conclusions:The status of brushing teeth behavior of preschoolers in Shaanxi Province is lower than the national level, and the level in rural areas is obviously lower that in urban areas. The education and cultivation on brushing teeth behavior should be further strengthened in the future propaganda and education, especially, the power of propaganda on children and parents in rural areas should be strengthened.
10. Research and surgical application of fluorescent contrast agents
Bing YIN ; Mingyu WANG ; Peng HUI ; Yingjian LIANG ; Lianxin LIU
International Journal of Surgery 2020;47(2):139-144
In recent years, the use of fluorescent contrast agents staining to guide surgery has flourished in various fields of surgery under the concept of precision surgery, which is helpful to guide surgery and provide surgeons with actual visible fluorescence imaging.Clinically, fluorescent contrast agent can be used to display tumor’s outline with high recognition degree, guide operation in real time, locate lymph node metastasis, detect small metastases, and identify important anatomical structures during the operation to avoid possible side-injury. Great progress has been made in the study of fluorescent contrast agents that can mediate surgery, including the study and surgical application development of classical fluorescent contrast agents such as indocyanine green and methylene blue, etc, as well as the discovery and clinical application of new targeted fluorescent contrast agents such as folate receptor targeting contrast agents, monoclonal antibody based fluorescent targeting contrast agents and intelligent contrast agents, etc. This paper will review the research and surgical application of fluorescent contrast agents in two aspects: classical fluorescent contrast agents and new targeted fluorescent contrast agents.

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