Brain age prediction, as a significant approach for assessing brain health and early diagnosing neurodegenerative diseases, has garnered widespread attention in recent years. Electroencephalogram (EEG), an non-invasive, convenient, and cost-effective neurophysiological signal, offers unique advantages for brain age prediction due to its high temporal resolution and strong correlation with brain functional states. Despite substantial progress in enhancing prediction accuracy and generalizability, challenges remain in data quality and model interpretability. This review comprehensively examined the advancements in EEG-based brain age prediction, detailing key aspects of data preprocessing, feature extraction, model construction, and result evaluation. It also summarized the current applications of machine learning and deep learning methods in this field, analyzed existing issues, and explored future directions to promote the widespread application of EEG-based brain age prediction in both clinical and research settings.
Humans ; Electroencephalography/methods* ; Brain/physiology* ; Machine Learning ; Aging/physiology* ; Deep Learning ; Signal Processing, Computer-Assisted

BACKGROUND: It is inaccurate to reflect the level of dust exposure through working years. Furthermore, identifying a predictive indicator for lung function decline is significant for coal miners. The study aimed to explored whether club cell secretory protein (CC16) levels can reflect early lung function changes. METHODS: The cumulative respiratory dust exposure (CDE) levels of 1,461 coal miners were retrospectively assessed by constructed a job-exposure matrix to replace working years. Important factors affecting lung function and CC16 were selected by establishing random forest models. Subsequently, the potential of CC16 to reflect lung injury was explored from multiple perspectives. First, restricted cubic spline (RCS) models were used to compare the trends of changes in lung function indicators and plasma CC16 levels after dust exposure. Then mediating analysis was performed to investigate the role of CC16 in the association between dust exposure and lung function decline. Finally, the association between baseline CC16 levels and follow-up lung function was explored. RESULTS: The median CDE were 35.13 mg/m³-years. RCS models revealed a rapid decline in forced vital capacity (FVC), forced expiratory volume in the first second (FEV₁), and their percentages of predicted values when CDE exceeded 25 mg/m³-years. The dust exposure level (<5 mg/m³-years) causing significant changes in CC16 was much lower than the level (25 mg/m³-years) that caused changes in lung function indicators. CC16 mediated 11.1% to 26.0% of dust-related lung function decline. Additionally, workers with low baseline CC16 levels experienced greater reductions in lung function in the future. CONCLUSIONS CC16 levels are more sensitive than lung indicators in reflecting early lung function injury and plays mediating role in lung function decline induced by dust exposure. Low baseline CC16 levels predict poor future lung function.
Uteroglobin/blood* ; Humans ; Dust/analysis* ; Occupational Exposure/analysis* ; Male ; Middle Aged ; Adult ; Retrospective Studies ; Lung Injury/chemically induced* ; Coal Mining ; Biomarkers/blood* ; China/epidemiology* ; Air Pollutants, Occupational ; Female

Psoriasis is an incurable chronic inflammatory disease that requires new interventions. Here, we found that fibroblasts exacerbate psoriasis progression by promoting macrophage recruitment via CCL2 secretion by single-cell multi-omics analysis. The natural small molecule celastrol was screened to interfere with the secretion of CCL2 by fibroblasts and improve the psoriasis-like symptoms in both murine and cynomolgus monkey models. Mechanistically, celastrol directly bound to the low-density lipoprotein receptor-related protein 1 (LRP1) β-chain and abolished its binding to the transcription factor c-Jun in the nucleus, which in turn inhibited CCL2 production by skin fibroblasts, blocked fibroblast-macrophage crosstalk, and ameliorated psoriasis progression. Notably, fibroblast-specific LRP1 knockout mice exhibited a significant reduction in psoriasis like inflammation. Taken together, from clinical samples and combined with various mouse models, we revealed the pathogenesis of psoriasis from the perspective of fibroblast-macrophage crosstalk, and provided a foundation for LRP1 as a novel potential target for psoriasis treatment.

Objective:To explore the effects of anshen jieyu decoction on hippocampal morphology and regulation of PI3K/AKT signalling pathway with hypothalamic-pituitary-adrenal axis expression in CUMS depressed rats.Methods:Rats were divided into a control group(Control),CUMS model group(CUMS),and ASJYD treatment group(CUMS+ASJYD).Rats in the CUMS and CUMS+ASJYD groups were exposed to 10 different chronic stressors to induce depressive-like behaviors.After modeling,the CUMS+ASJYD group received ASJYD via gavage.Depressive-like behaviors were assessed using the sucrose preference test and open field test.Serum levels of adrenocorticotropic hor-mone(ACTH)and corticosterone(CORT)were measured by ELISA.Hippocampal neuronal morphological changes were observed via Nissl staining,mitochondrial ultrastructure was examined using transmission electron microscopy,and hippocampal PI3K and AKT protein phosphorylation levels were detected by Western blot.Results:Compared with the Control group,the CUMS group showed significantly reduced sucrose consumption,preference rate,total travel distance in the open field,and central zone activity time(P＜0.01).Serum ACTH and CORT levels were elevated(P＜0.01),with disorganized hippocampal cell arrangement,reduced cell count,mitochondrial swelling,cristae blurring/rupture observed under electron microscopy,and decreased phosphorylation levels of PI3 K and AKT proteins(P＜0.01).After ASJYD treatment,the CUMS+ASJYD group exhibited significant improvements in sucrose consumption,preference rate,locomotor activity,and central zone exploration(P＜0.01),accompanied by reduced ACTH/CORT expression,alleviated hippocampal pathology,restored mitochondrial integrity with clear cristae,and increased PI3K/AKT phosphorylation(P＜0.01).Conclusion:Anshen Jieyu decoction significantly improved the depression-like be-haviour of CUMS rats,which may be achieved by down-regulating the hyperactive hypothalamic-pituitary-adrenal axis,regulating the expression of PI3K/AKT signaling pathway,and ameliorating the damage to hippocampal neurons and mi-tochondria.

Objective To explore the advantages of combining small private online courses(SPOC)with artificial intelligence(AI)in radiology nursing teaching,in order to compensate for the shortcomings of traditional teaching models.Methods Eighty nursing students interning in the radiology department were randomly selected as research subjects and divided into an experimental group(SPOC+flipped classroom+AI-assisted teaching mode)and a control group(traditional teaching mode),with 40 students in each group.The effectiveness of the SPOC+flipped classroom+AI-assisted teaching mode was evaluated by comparing theoretical tests,nursing skills tests,self-learning ability assessments,and satisfaction with teaching modes between the two groups.Results The average scores of chapter tests,month-end assessments and graduation examinations in the experimental group were higher than those in the control group(P<0.001);The average scores of indwelling needle embedding,contrast agent injection,and contrast agent allergy treatment tests in the experimental group were higher than those in the control group(P<0.001);The online learning time,homework completion rate,and online test scores of the experimental group were higher than those in the control group(P<0.001);The overall satisfaction with the teaching mode was higher in the experimental group than in the control group,with statistically significant differences(P<0.001).Conclusion The SPOC+flipped classroom+AI-assisted teaching model possesses important advantages in the instruction of nursing the department of radiology,and provides strong support for the innovation and development of nursing education in the field.

Objective: To investigate the ferroptosis induced by sesamin in triple-negative breast cancer ( TNBC) 4T1 cells and its underlying mechanism . Methods: The binding energy of sesamin with glutathione peroxidase 4 (GPX4) , solute carrier family 7 member 11 ( SLC7A11) , and P53 was analyzed by molecular docking. Mouse TNBC cell line 4T1 was used as a model . Different concentrations of sesamin were administered to 4T1 cells . The effect of sesamin on cell viability was assessed using the cell counting kit 8 (CCK-8) . Transwell assay was used to evaluate the effect of sesamin on cell migration and invasion . The contents of Fe2 + , malondialdehyde (MDA) , and reduced glutathione (GSH) in the cells were measured using kits . 2 ′,7 ′-dichlorofluorescein diacetate (DCFH-DA) probe was employed to detect the content of reactive oxygen species (ROS) in cells . Real-time quantitative reverse transcription polymerase chain reaction (RT-qPCR) and Western blot were performed to evaluate the expression of GPX4 , SLC7A11 , and P53 at mRNA and protein levels . Results: The binding energies of sesamin with GPX4 , SLC7A11 and P53 were - 21 . 46 , - 21 . 67 , and - 27 . 03 kJ/mol , respectively . Compared with the control group , the viability of 4T1 cells in different concentrations of sesamin groups decreased gradually ( P < 0. 001) , and the migration and invasion ability of 4T1 cells in 20 , 40 , and 80 μmol/L sesamin groups decreased gradually (all P < 0. 001) . Compared with the control group , the contents of Fe2 + , MDA , and ROS in 4T1 cells of 20 , 40 , and 80 μmol/L sesamin groups increased , and the content of GSH decreased . Compared with the control group , the mRNA and protein expression of GPX4 and SLC7A11 in 4T1 cells in the sesamin treatment group decreased , and the mRNA and protein expression of P53 increased ( all P < 0. 001) . Conclusion Sesamin may induce the ferroptosis in 4T1 cells through P53/SLC7A11 /GPX4 pathway .

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Objective:To explore the effects of anshen jieyu decoction on hippocampal morphology and regulation of PI3K/AKT signalling pathway with hypothalamic-pituitary-adrenal axis expression in CUMS depressed rats.Methods:Rats were divided into a control group(Control),CUMS model group(CUMS),and ASJYD treatment group(CUMS+ASJYD).Rats in the CUMS and CUMS+ASJYD groups were exposed to 10 different chronic stressors to induce depressive-like behaviors.After modeling,the CUMS+ASJYD group received ASJYD via gavage.Depressive-like behaviors were assessed using the sucrose preference test and open field test.Serum levels of adrenocorticotropic hor-mone(ACTH)and corticosterone(CORT)were measured by ELISA.Hippocampal neuronal morphological changes were observed via Nissl staining,mitochondrial ultrastructure was examined using transmission electron microscopy,and hippocampal PI3K and AKT protein phosphorylation levels were detected by Western blot.Results:Compared with the Control group,the CUMS group showed significantly reduced sucrose consumption,preference rate,total travel distance in the open field,and central zone activity time(P＜0.01).Serum ACTH and CORT levels were elevated(P＜0.01),with disorganized hippocampal cell arrangement,reduced cell count,mitochondrial swelling,cristae blurring/rupture observed under electron microscopy,and decreased phosphorylation levels of PI3 K and AKT proteins(P＜0.01).After ASJYD treatment,the CUMS+ASJYD group exhibited significant improvements in sucrose consumption,preference rate,locomotor activity,and central zone exploration(P＜0.01),accompanied by reduced ACTH/CORT expression,alleviated hippocampal pathology,restored mitochondrial integrity with clear cristae,and increased PI3K/AKT phosphorylation(P＜0.01).Conclusion:Anshen Jieyu decoction significantly improved the depression-like be-haviour of CUMS rats,which may be achieved by down-regulating the hyperactive hypothalamic-pituitary-adrenal axis,regulating the expression of PI3K/AKT signaling pathway,and ameliorating the damage to hippocampal neurons and mi-tochondria.

Objective:To compare the effectiveness of the Moses holmium laser and the traditional holmium laser in the treatment of kidney stones using flexible ureteroscopy.Methods:The data of 425 patients with kidney stones treated with flexible ureteroscopic holmium laser lithotripsy at Hebei University Affiliated Hospital from January 2017 to January 2023 were retrospectively analysed. Among them, 136 cases were treated with traditional holmium laser (traditional group), and 289 cases were treated with Moses holmium laser (Moses group). To minimize selection bias due to non-random allocation, 1∶1 propensity score matching (PSM) was employed, ensuring comparability between the two groups in baseline characteristics (age, gender) and stone characteristics (stone location, number, diameter, CT value, and stone composition). The differences in operation time, laser action time, stone clearance rate (SFR), postoperative complications and secondary treatment rate were compared between the two groups after matching. The risk factors affecting SFR were analyzed by multivariate logistic regression. The efficacy of Moses group and traditional group in treating kidney stones with diameter ≥20 mm was also compared.Results:After PSM, 108 patients were selected from each group for data analysis. Traditional group and Moses group demonstrated good consistency in baseline characteristics, including age [57.0(49.0, 65.0) years old vs. 58.5(51.8, 66.0) years old], male gender [58.3% (63/108) vs. 60.2% (65/108)], stone location(upper calyx / mid calyx / lower calyx / pelvis: 33/35/38/42 cases vs. 35/33/40/42 cases), multiple stones [33.3% (36/108) vs. 35.2% (38/108)], diameter [14.0(11.0, 16.0)mm vs. 14.0(12.0, 17.0)mm], CT value [1 115.5(993.2, 1 228.2) HU vs. 1 114.5(1 000.2, 1 216.5) HU], and the presence of calcium stones [83.3% (90/108) vs. 79.6% (86/108)], and all showing absolute standardized mean difference(ASMD) <0.1. The Moses group had shorter operation time [48.5(36.0, 56.0)min vs. 60.0(48.8, 68.0)min, P<0.01], higher post-operative stone-free rate (SFR) [88.9%(96/108) vs. 67.6(73/108), P<0.01], and lower rate of secondary surgery [1.8%(2/108) vs. 9.3%(10/108), P=0.04], indicating advantages in surgical efficiency and post-operative outcomes. Multivariable logistic regression analysis revealed that using Moses holmium laser ( OR=0.029, P<0.01), stone diameter ( OR=1.492, P<0.01), stone CT value ( OR=1.007, P<0.01), presence of calcium stones ( OR=1.551, P<0.01), holmium laser application time ( OR=0.863, P<0.01), preoperative placement of a double-J stent ( OR=0.193, P<0.01), and preoperative moderate to severe hydronephrosis ( OR=1.651, P<0.01) were significant factors affecting SFR. In treating stones with a diameter of 20-30 mm, the surgery time of Moses group was shorter than that of traditional group [50.5(43.8, 58.3)min vs. 72.0(68.0, 78.0)min, P<0.05], and the laser application time of Moses group was also shorter [29.5(22.8, 36.0)min vs. 36.0(32.0, 41.0)min, P<0.05]. The post-operative SFR of Moses group was higher than that of traditional group [65.6%(42/64) vs. 35.3%(6/17), P<0.05], and the rate of secondary surgery was lower[7.8%(5/64) vs. 29.4(5/17), P<0.05]. Conclusions:Flexible ureteroscopy combined with Moses holmium laser lithotripsy demonstrated significant advantages over traditional holmium laser in enhancing stone clearance rate, reducing operation time, and lowering the need for secondary surgeries in the treatment of kidney stones. Flexible ureteroscopy combined with Moses holmium laser lithotripsy also proves its efficacy and clinical value in managing complex kidney stone cases.

OBJECTIVE: Pseudostellaria heterophylla has been paid more attention in recent years, mainly as a medicine food homology plant. The content determination of P. heterophylla is not specified in the Chinese Pharmacopoeia (version 2020). The environmental conditions in different production areas could exert an influence on the quality of P. heterophylla. The purpose of this study is to discriminate P. heterophylla collected from different geographical origins of China. METHODS: In this study, the content of polysaccharide in 28 batches of P. heterophylla was determined using phenol-sulfuric acid. HPLC fingerprints were established under optimised HPLC-PDA methods. Subsequently, the similarity analysis (SA) and the quantification of heterophyllin B were analyzed. The metabolites of P. heterophylla were identified and evaluated using UHPLC-Q Exactive HF orbitrap MS system. Principal component analysis (PCA), partial least squares discriminant analysis (PLS-DA), hierarchical cluster analysis (HCA) and orthogonal PLS-DA (OPLS-DA) were performed based on all peak areas. RESULTS: The polysaccharide content in Guizhou and Jiangsu was higher than that of other production areas, which varied significant from different origins. While the content of heterophyllin B in Anhui and Jiangsu was high. The correlation coefficients of HPLC fingerprints for 28 batches samples ranged from 0.877 to 0.990, and the characteristic map can be used to identify and evaluate the quality of P. heterophylla. The samples from Fujian, Guizhou, Jiangsu provinces can be relatively separated using multivariate statistical analysis including PCA, PLS-DA, HCA, OPLS-DA, indicating that their metabolic compositions were significantly different. Ultimately, a total of 15 metabolites which were filtrated by a VIP-value > 1 and a P-value < 0.05 associated with the separation of different origins were identified. CONCLUSION HPLC fingerprint was established to evaluate the quality and authenticity of P. heterophylla. The present work showed that the difference of geographic distributions had an influence on the internal chemical compositions. A sensitive and rapid untargeted metabolomics approach by UHPLC-Q Exactive HF orbitrap MS was utilized to evaluate P. heterophylla from different origins in China for the first time. Overall, this study provides insights to metabolomics of P. heterophylla and supplies important reference values for the development of functional foods.