1.Dynamic continuous emotion recognition method based on electroencephalography and eye movement signals.
Yangmeng ZOU ; Lilin JIE ; Mingxun WANG ; Yong LIU ; Junhua LI
Journal of Biomedical Engineering 2025;42(1):32-41
Existing emotion recognition research is typically limited to static laboratory settings and has not fully handle the changes in emotional states in dynamic scenarios. To address this problem, this paper proposes a method for dynamic continuous emotion recognition based on electroencephalography (EEG) and eye movement signals. Firstly, an experimental paradigm was designed to cover six dynamic emotion transition scenarios including happy to calm, calm to happy, sad to calm, calm to sad, nervous to calm, and calm to nervous. EEG and eye movement data were collected simultaneously from 20 subjects to fill the gap in current multimodal dynamic continuous emotion datasets. In the valence-arousal two-dimensional space, emotion ratings for stimulus videos were performed every five seconds on a scale of 1 to 9, and dynamic continuous emotion labels were normalized. Subsequently, frequency band features were extracted from the preprocessed EEG and eye movement data. A cascade feature fusion approach was used to effectively combine EEG and eye movement features, generating an information-rich multimodal feature vector. This feature vector was input into four regression models including support vector regression with radial basis function kernel, decision tree, random forest, and K-nearest neighbors, to develop the dynamic continuous emotion recognition model. The results showed that the proposed method achieved the lowest mean square error for valence and arousal across the six dynamic continuous emotions. This approach can accurately recognize various emotion transitions in dynamic situations, offering higher accuracy and robustness compared to using either EEG or eye movement signals alone, making it well-suited for practical applications.
Humans
;
Electroencephalography/methods*
;
Emotions/physiology*
;
Eye Movements/physiology*
;
Signal Processing, Computer-Assisted
;
Support Vector Machine
;
Algorithms
2.A method for emotion transition recognition using cross-modal feature fusion and global perception.
Lilin JIE ; Yangmeng ZOU ; Zhengxiu LI ; Baoliang LYU ; Weilong ZHENG ; Ming LI
Journal of Biomedical Engineering 2025;42(5):977-986
Current studies on electroencephalogram (EEG) emotion recognition primarily concentrate on discrete stimulus paradigms under controlled laboratory settings, which cannot adequately represent the dynamic transition characteristics of emotional states during multi-context interactions. To address this issue, this paper proposes a novel method for emotion transition recognition that leverages a cross-modal feature fusion and global perception network (CFGPN). Firstly, an experimental paradigm encompassing six types of emotion transition scenarios was designed, and EEG and eye movement data were simultaneously collected from 20 participants, each annotated with dynamic continuous emotion labels. Subsequently, deep canonical correlation analysis integrated with a cross-modal attention mechanism was employed to fuse features from EEG and eye movement signals, resulting in multimodal feature vectors enriched with highly discriminative emotional information. These vectors are then input into a parallel hybrid architecture that combines convolutional neural networks (CNNs) and Transformers. The CNN is employed to capture local time-series features, whereas the Transformer leverages its robust global perception capabilities to effectively model long-range temporal dependencies, enabling accurate dynamic emotion transition recognition. The results demonstrate that the proposed method achieves the lowest mean square error in both valence and arousal recognition tasks on the dynamic emotion transition dataset and a classic multimodal emotion dataset. It exhibits superior recognition accuracy and stability when compared with five existing unimodal and six multimodal deep learning models. The approach enhances both adaptability and robustness in recognizing emotional state transitions in real-world scenarios, showing promising potential for applications in the field of biomedical engineering.
Humans
;
Emotions/physiology*
;
Electroencephalography
;
Neural Networks, Computer
;
Eye Movements
;
Perception
3.Impacts of ambient air pollutants on childhood asthma from 2019 to 2023: An analysis based on asthma outpatient visits of Nanjing Children's Hospital
Li WEI ; Xing GONG ; Lilin XIONG ; Yi ZHANG ; Fengxia SUN ; Wei PAN ; Changdi XU
Journal of Environmental and Occupational Medicine 2025;42(4):408-414
Background Asthma poses a serious threat to children's growth, development, and mental health, thus there has been an increasing focus on the control of asthma morbidity in children and the assessment of its risk factors. A growing body of research has found that exposure to ambient air pollutants an significatly increase the risk of childhood asthma. Objective To understand the changes of ambient air pollutant concentrations in Nanjing and asthma outpatient visits to Nanjing Children's Hospital, and to quantitatively analyze the effects of exposure to different ambient air pollutants on children's asthma outpatient visits. Methods Daily data of ambient air pollutants fine particulate matter (PM2.5), inhalable particle (PM10), sulfur dioxide (SO2), nitrogen dioxide (NO2), carbon monoxide (CO), ozone (O3), meteorological factors (air temperature & relative humidity), and outpatient visits due to asthma in the hospital from January 1, 2019 to December 31, 2023 were collected, and a generalized additive model based on quasi poisson distributions was used to quantitatively analyze the short-term effects of ambient air pollutant exposure on outpatient visits due to asthma in the hospital. Results The annual average concentrations of PM2.5, PM10, SO2, and NO2 in Nanjing from 2019 to 2023 did not exceed the national limits. For single-day lagged effects, the single-pollutant model showed that the effects of PM2.5, PM10, NO2, and CO on children's asthma outpatient visits were greatest for every 10 units increase at lag0, with excess risk (ER) of 1.39% (95%CI: 0.65%, 2.14%), 1.46% (95%CI: 0.97%, 1.95%), 5.46% (95%CI: 4.36%, 6.57%), and 0.18% (95%CI: 0.11%, 0.26%), respectively, and SO2 reached the maximum effect at lag1, with an ER of 23.15% (95%CI: 13.57%, 33.53%) for each 10 units increase in concentration. Different pollutants reached their maximum cumulative lag effects at different time. The PM10, PM2.5, SO2, NO2, and CO showed the largest cumulative lag effects at lag01, lag01, lag02, lag02, and lag03, respectively, with ERs of 1.35% (95%CI: 0.77%, 1.92%), 0.96% (95%CI: 0.10%, 1.83%), 28.50% (95%CI: 15.49%, 42.98%), 6.92% (95%CI: 5.53%, 8.33%), and 0.31% (95%CI: 0.20%, 0.42%), respectively. The influences of PM2.5 and PM10 on outpatient visits due to asthma in the hospital became more pronounced with advancing age, while the associations with NO₂, SO₂, and CO were weakened as children grew older. Conclusion Ambient air pollutants (PM2.5, PM10, SO2, NO2, CO) can increase childhood asthma visits, and different pollutants have varied effects on the number of asthmatic children's visits at different ages.
4.Analysis of blood screening results for a case of HIV post-exposure prophylaxis failure: a 7-year follow-up study
Lilin WANG ; Fang ZHAO ; Lukun ZHANG ; Liqin HUANG ; Ran LI ; Rui ZHU ; Guochao WEI ; Jinfeng ZENG ; Rong XIA
Chinese Journal of Blood Transfusion 2025;38(11):1567-1572
Objective: To assess the impact of long-term antiretroviral therapy (ART) on human immunodeficiency virus (HIV) blood screening outcomes in post-exposure prophylaxis (PEP) failure cases through a longitudinal analysis of blood screening results over a 7-year period in a patient with HIV PEP failure. Methods: This study conducted 13 follow-up assessments for a high-risk individual who initiated ART shortly after exposure. The effectiveness of various blood screening methods, including immunological assays and nucleic acid testing (NAT), was analyzed. Blood samples were also tested with HIV RNA quantification testing, Western blot (WB) confirmation testing, chemiluminescence immunoassay (CLIA), and HIV rapid tests utilizing gold and selenium labels. A comprehensive analysis was performed to evaluate the changes in diagnostic capabilities of different testing methods for HIV biomarkers over an extended period following PEP failure. Results: The patient had two high-risk exposures: one day before ART initiation (BA1) and seven days preceding treatment (BA7). On the first day after the ART treatment (AA1), the HIV RNA concentration (viral load) was 9.07×10
copies/mL; by day five (AA5), the viral load decreased to 1.04×10
copies/mL. At day eleven (AA11), NAT and ELISA tests were both positive, with the WB result remaining indeterminate (gp160+). At day 48 (AA48), the S/CO value of the fourth generation ELISA reagent was 1.07, while results from a 6-sample pool and quantitative NAT were negative. However, a single sample NAT returned a positive result and WB tests indicated positivity for p17, p24, and gp160. At AA74, the quantitative NAT rebounded to 2.83×10
copies/mL, with positive NAT results for single and 6-sample pool NAT tests. The S/CO values of the imported and domestic ELISA reagents were 3.39 and 23.44, respectively. At AA201, 6-sample pool and quantitative NAT were negative again, while single sample NAT remained positive. From AA319 to AA2221, all NAT results have remained consistently below the minimum detection limit. At AA2221, S/CO values of the imported and domestic ELISA reagents were 3.47 and 23.44, respectively. Conclusion: The findings indicate that patients experiencing PEP failure after high-risk HIV exposure are at a higher risk of being missed by mixed-sample NAT pools and individual serological tests. Nonetheless, anti-HIV antibody levels are sustained at elevated values for an extended duration, underscoring antibody testing as an effective measure for blood screening.
5.Phase Ⅲ, multicenter, randomized comparative study of LY01005 and Zoladex ? for patients with premenopausal breast cancer
Xiying SHAO ; Qingyuan ZHANG ; Zhaofeng NIU ; Man LI ; Jingfen WANG ; Zhanhong CHEN ; Ruizhen LUO ; Guangdong QIAO ; Jianguo WANG ; Liyuan QIAN ; Ronghua YANG ; Zhendong CHEN ; Jian WANG ; Yumin YAO ; Jianghua OU ; Tao SUN ; Qiao CHENG ; Yongsheng WANG ; Jian HUANG ; Hongying ZHAO ; Wuyun SU ; Zhong OUYANG ; Yu DING ; Lilin CHEN ; Sumei YANG ; Mengsheng CUI ; Aimin ZANG ; Enxiang ZHOU ; Peizhi FAN ; Jing ZHANG ; Qiang LIU ; Yuee TENG ; Hui LI ; Jianyun NIE ; Jin YANG ; Xiaojia WANG ; Zefei JIANG
Chinese Journal of Oncology 2025;47(4):340-348
Background:To compare the efficacy and safety of monthly administrations of gonadotropin releasing hormone (GnRH) agonists LY01005 and Zoladex ? in Chinese patients with premenopausal breast cancer. Methods:From October 2020 to November 2021, 188 premenopausal breast cancer patients were enrolled in 34 hospitals and randomized 1:1 to receive either LY01005 or Zoladex ? every 28 days for a total of three injections. All patients concomitantly received oral tamoxifen (TAM). The primary efficacy endpoint was cumulative probability of maintaining menopausal level [oestradiol (E2) ≤30 pg/ml] from day 29 to day 85. The second efficacy endpoint included changes in E2, luteinizing hormone (LH), and follicle-stimulating hormone (FSH) compared with the baseline. Pharmacokinetics (PK), pharmacodynamics (PD), and safety were analyzed. The study also evaluated the pharmacokinetic and pharmacodynamic characteristics of LY01005. Results:A total of 188 patients were randomised and 187 patients received either LY01005 or Zoladex ?. Cumulative probabilities of maintaining menopausal level (E2≤30 pg/ml) from day 29 to day 85 were 93.1% for LY01005 and 86.3% for Zoladex ?. The between-group difference was 6.8% (95% CI: -2.3%, 15.9%) and primary efficacy in the LY01005 group was not inferior to that in the Zoladex ? group. Changes in E2, LH, and FSH levels compared with the baseline were equivalent between the two groups (E2: 89.34% to 90.23% vs. 82.11% to 85.02%; LH: 88.89% to 95.52% vs. 89.70% to 97.02%; FSH: 75.36% to 80.85% vs.73.07% to 80.24%, respectively). After three consecutive doses of LY01005, the LH and FSH levels of the subjects showed a transient increase after the first dose, reached a peak on the second day and then started to decrease. The LH and FSH reached a lower level and remained at or below that level until the 85th day. Both treatments were well-tolerated. Conclusion:LY01005 is as effective as Zoladex ? in suppressing E2 to menopausal levels in Chinese patients with premenopausal breast cancer, with a similar safety profile.
6.Phase Ⅲ, multicenter, randomized comparative study of LY01005 and Zoladex ? for patients with premenopausal breast cancer
Xiying SHAO ; Qingyuan ZHANG ; Zhaofeng NIU ; Man LI ; Jingfen WANG ; Zhanhong CHEN ; Ruizhen LUO ; Guangdong QIAO ; Jianguo WANG ; Liyuan QIAN ; Ronghua YANG ; Zhendong CHEN ; Jian WANG ; Yumin YAO ; Jianghua OU ; Tao SUN ; Qiao CHENG ; Yongsheng WANG ; Jian HUANG ; Hongying ZHAO ; Wuyun SU ; Zhong OUYANG ; Yu DING ; Lilin CHEN ; Sumei YANG ; Mengsheng CUI ; Aimin ZANG ; Enxiang ZHOU ; Peizhi FAN ; Jing ZHANG ; Qiang LIU ; Yuee TENG ; Hui LI ; Jianyun NIE ; Jin YANG ; Xiaojia WANG ; Zefei JIANG
Chinese Journal of Oncology 2025;47(4):340-348
Background:To compare the efficacy and safety of monthly administrations of gonadotropin releasing hormone (GnRH) agonists LY01005 and Zoladex ? in Chinese patients with premenopausal breast cancer. Methods:From October 2020 to November 2021, 188 premenopausal breast cancer patients were enrolled in 34 hospitals and randomized 1:1 to receive either LY01005 or Zoladex ? every 28 days for a total of three injections. All patients concomitantly received oral tamoxifen (TAM). The primary efficacy endpoint was cumulative probability of maintaining menopausal level [oestradiol (E2) ≤30 pg/ml] from day 29 to day 85. The second efficacy endpoint included changes in E2, luteinizing hormone (LH), and follicle-stimulating hormone (FSH) compared with the baseline. Pharmacokinetics (PK), pharmacodynamics (PD), and safety were analyzed. The study also evaluated the pharmacokinetic and pharmacodynamic characteristics of LY01005. Results:A total of 188 patients were randomised and 187 patients received either LY01005 or Zoladex ?. Cumulative probabilities of maintaining menopausal level (E2≤30 pg/ml) from day 29 to day 85 were 93.1% for LY01005 and 86.3% for Zoladex ?. The between-group difference was 6.8% (95% CI: -2.3%, 15.9%) and primary efficacy in the LY01005 group was not inferior to that in the Zoladex ? group. Changes in E2, LH, and FSH levels compared with the baseline were equivalent between the two groups (E2: 89.34% to 90.23% vs. 82.11% to 85.02%; LH: 88.89% to 95.52% vs. 89.70% to 97.02%; FSH: 75.36% to 80.85% vs.73.07% to 80.24%, respectively). After three consecutive doses of LY01005, the LH and FSH levels of the subjects showed a transient increase after the first dose, reached a peak on the second day and then started to decrease. The LH and FSH reached a lower level and remained at or below that level until the 85th day. Both treatments were well-tolerated. Conclusion:LY01005 is as effective as Zoladex ? in suppressing E2 to menopausal levels in Chinese patients with premenopausal breast cancer, with a similar safety profile.
7.Analysis of reference range and influencing factors of tacrolimus blood concentration in children with Henoch-Schonlein purpura nephritis
Huiying LI ; Fashuang LI ; Linbo LI ; Lilin ZHANG
China Pharmacy 2025;36(8):975-980
OBJECTIVE To investigate the reference range of tacrolimus blood concentration in children with Henoch-Schonlein purpura nephritis(HSPN)and analyze the factors affecting the blood concentration,in order to provide a reference for rational use of the drug in clinic.METHODS Clinical data of children with HSPN who were treated with tacrolimus and regularly monitored for blood concentration at the Children's Hospital Affiliated to Kunming Medical University were retrospectively collected from January 2018 to January 2024.The threshold of effective concentration of tacrolimus was determined by the receiver operating characteristic curve of the subjects.The clinical efficacy of tacrolimus in different concentrations and the incidence of adverse drug reaction(ADR)were compared to determine the reference range of tacrolimus blood concentration.The factors influencing the blood concentration were analyzed by one-way and multiple linear regression.RESULTS A total of 97 pediatric patients were included,and their tacrolimus blood concentrations were monitored 203 times,the blood concentration was 4.26(2.47,6.34)ng/mL.The area under the receiver operating characteristic curve of the subjects was 0.723(95%CI:0.596-0.850,P<0.01),which corresponded to an effective threshold of 2.19 ng/mL.The clinical efficacy in pediatric patients with tacrolimus blood concentrations of 3-<5 ng/mL,5-<10 ng/mL,and≥10 ng/mL was significantly higher than that of children with concentrations<3 ng/mL(P<0.05).Additionally,the overall incidence of ADR in children with concentrations of 5-<10 ng/mL and≥10 ng/mL was significantly higher than that in children with concentrations<3 ng/mL and 3-<5 ng/mL(P<0.05).The impact of body mass index and CYP3A5 genotype on the blood concentration of tacrolimus was statistically significant(P<0.05).CONCLUSIONS When using tacrolimus to treat HSPN in children clinically,the reference range for blood concentration is 3 to 5 ng/mL;body mass index and CYP3A5 genotype are factors that influence the blood concentration of tacrolimus.
8.Efficacy of Xihuang capsules as an adjuvant treatment for metastatic colorectal cancer and its impact on immune function.
Zhenhong WENG ; Wei LUO ; Lilin LI ; Qinghao KONG ; Jianhua LUO ; Yingbin XIE ; Kangyu CAI ; Xiaoting CHEN
Chinese Journal of Cellular and Molecular Immunology 2024;40(11):1005-1010
Objective To investigate the efficacy and safety of Xihuang capsules as an adjuvant treatment for metastatic colorectal cancer and their impact on immune function. Methods A retrospective analysis was conducted on clinical data from 112 patients diagnosed with metastatic colorectal cancer. The patients were categorized into two groups: a control group (n=56) that did not take Xihuang capsules and an observation group (n=56) that did. The efficacy, improvement of quality of life, toxic and side effects and immune function of the two groups were analyzed and compared. Results After treatment, the disease control rate (DCR) and the rate of improvement in quality of life were significantly higher in the observation group compared to the control group. Additionally, levels of carcinoembryonic antigen (CEA) and the incidence of adverse reactions, including bone marrow suppression and liver and kidney function damage, were significantly lower in the observation group. Furthermore, the percentages of CD4+ and CD8+ T cells, the CD8+/CD4+ T cells ratio, as well as serum levels of high mobility group box-1 (HMGB1) and interleukin 2 (IL-2) in observation group were significantly elevated compared to pre-treatment levels. Subgroup analysis revealed that patients with a Karnofsky Performance Status (KPS) score ≤80, a high CD8+/CD4+ T cells ratio, and elevated HMGB1 levels experienced a significantly higher objective response rate (ORR) in the observation group. Conversely, patients with stage IVB disease, who had KPS score ≤80, a low CD8+/CD4+ T cells ratio and high CEA and IL-2 levels demonstrated a more pronounced DCR in the observation group. Conclusion Xihuang capsules exhibit promising clinical efficacy as an adjuvant treatment for advanced colorectal cancer. They not only enhance patients' quality of life and reduce the toxic and adverse effects of chemotherapy, but also improve immune function. These benefits are particularly significant in patients with a high tumor burden, indicating that Xihuang capsules are worthy of clinical application.
Humans
;
Colorectal Neoplasms/immunology*
;
Male
;
Female
;
Middle Aged
;
Drugs, Chinese Herbal/adverse effects*
;
Capsules
;
Aged
;
Carcinoembryonic Antigen/blood*
;
Retrospective Studies
;
Quality of Life
;
Adult
;
Neoplasm Metastasis
;
Interleukin-2/blood*
;
HMGB1 Protein/blood*
;
Chemotherapy, Adjuvant
9.Research advances in microglial lipid droplet in central nervous system disorders
Lilin LI ; Jinglong HU ; Yun XU
Journal of Apoplexy and Nervous Diseases 2024;41(7):655-660
Lipid droplet were once simply regarded as depots for neutral lipids,but recent studies have shown that they play an important role in signal transduction,metabolism,and inflammation in glial cells,especially in microglia.Microglia are resident mononuclear phagocytes of the central nervous system and are closely associated with inflammation,phagocytosis,myelin repair,aging,and neurodegenerative diseases.However,further studies are needed to clarify the mechanism of lipid droplet formation in microglia and its influence on histopathology and related diseases.This article summarizes the recent research findings,in order to further clarify these issues.
10.Investigation on the use of antiretroviral drugs therapy in anti-TP positive blood donor
Xiaoxuan XU ; Rui ZHU ; Aijia ZHANG ; Yizhong LIU ; Chenying QI ; Tong LI ; Tingting CHEN ; Jinfeng ZENG ; Lilin WANG
International Journal of Laboratory Medicine 2024;45(14):1692-1698
Objective To find out the prevalence of antiretroviral therapy(ART)drugs among treponema pallidum(TP)antibody(anti-TP)positive blood donors in Shenzhen,and to assess the blood safety risks brought about by the new trends of human immunodeficiency virus(HIV)diagnosis and treatment.Methods A stratified random sampling method was used to select 60 repeat blood donors(negative control group)who passed blood screening in Shenzhen from March 2019 to January 2023,and 3 people who regularly took known ART drugs were named positive control group,358 anti-TP positive/anti-HIV negative blood do-nors were named experimental group 1,20 anti-TP positive/anti-HIV positive blood donors were named ex-perimental group 2.The liquid chromatography-mass spectrometry(HPLC-MS/MS)was applied to detect the concentration of 8 ART drugs in plasma samples of each group,and the use of ART drugs was analyzed.Re-sults After the positive control group's plasma was diluted with a 1:6 dilution mixture,the ART drugs could still be detected.The positive mixed plasma samples of 1:6 people in Group 1 and Group 2 were split and validation,one ART drug positive sample was detected in Group 2,which was positive for anti-HIV,pro-tein immunoblotting,and HIV RNA.The detection rate of ART drugs in anti-TP positive blood donors was 0.26%,0.00%in Group 1 and 4.00%in Group 2.Conclusion The use of ART drugs has been found among anti-TP positive blood donors in Shenzhen,and people with HIV infection and high-risk sexual behavior are more likely to use antiretroviral drugs.

Result Analysis
Print
Save
E-mail