1.Systematic review and Meta analysis of machine learning prediction models for adolescent non-suicidal self-injury
LUO Xin, XIE Qin, LIU Wanzhi, WANG Xia
Chinese Journal of School Health 2026;47(5):666-670
Objective:
To systematically evaluate the performance of machine learning (ML) models in predicting non suicidal self injury (NSSI) behavior among adolescents, providing an evidence based foundation for the development of clinically applicable risk assessment tools.
Methods:
A comprehensive search was conducted in PubMed, Embase, Web of Science, CNKI, and Wanfang databases for relevant studies from their inception to July 21, 2025. The Prediction Model Risk of Bias Assessment Tool (PROBAST) was used to evaluate the methodological quality of the included studies. Stata 18 software was used to calculate the area under the receiver operating characteristic curve (AUC) of the models, and publication bias assessment, sensitivity analysis, and Egger s test were performed.
Results:
The total of 12 studies (42 prediction models) involving 58 070 adolescents were included. There were 15 machine learning algorithms in total, among which Random Forest, Logistic Regression, XGBoost, and Support Vector Machines were the most frequently utilized. The most common predictors were gender (female), family function, depression, emotion regulation, and age. All 12 included studies exhibited a high risk of bias. The pooled AUC was 0.80 (95% CI =0.78-0.82), although heterogeneity was substantial ( I 2=95.8%, P <0.01). Sensitivity analysis confirmed the robustness of these findings (no overlap in 95% CI ), while Egger s test indicated the presence of publication bias ( P <0.05).
Conclusions
Machine learning demonstrates potential in the risk prediction of adolescent NSSI, but existing models have a high risk of bias. Future research should focus on improving methodological quality and optimizing model reliability through rigorous external validation.
2.Danggui Shaoyaosan Alleviates Cognitive Impairment by Regulating Ketone Body Metabolism and Glutamate/AMPAR Pathway
Shasha WANG ; Xin WANG ; Kexin GONG ; Yi QIU ; Yanzi YU ; Jiaqun SUN ; Wenxuan CHEN ; Huifei WU ; Weirong LI
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(18):44-52
ObjectiveTo investigate whether the effect of Danggui Shaoyaosan (DSS) on cognitive impairment is related to its promotion of ketone body metabolism in the brain and regulation of glutamate/α-amino-3-hydroxy-5-methyl-4-isox-azolepropionic acid receptor (AMPAR) pathway. MethodsMale APP/PS1 mice were randomized into model, low-dose (3.2 g
3.Mechanism of Different Dosage Forms of Kaixinsan in Improving Mitochondrial Function for Prevention and Treatment of Cognitive Disorder Based on AMPK/PGC-1α/SIRT3 Pathway
Shuyue KANG ; Yanzi YU ; Jiaqun SUN ; Wenxuan CHEN ; Yaqin YANG ; Qi WANG ; Weirong LI ; Limei YAO
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(7):15-24
ObjectiveTo explore the effects of different dosage forms of Kaixinsan (KXS) on the morphology and function of mitochondria in rat models of Alzheimer's disease (AD) and potential mechanisms of action. MethodsMale SD rats were randomly assigned to a sham group, model group, treatment groups receiving KXS decoction, powders, and granules (3.08 g·kg-1), as well as donepezil group (0.51×10-3 g·kg-1), with 10 rats in each group. AD model was created using intracerebroventricular injection of streptozocin (STZ). After 30 days of administration, behavioral assessments were conducted, and mitochondrial morphology was observed using transmission electron microscopy. Mitochondrial respiratory chain complex content was measured via enzyme-linked immunosorbent assay (ELISA). Changes in mitochondrial membrane potential were measured via JC-1 staining, and superoxide dismutase (SOD) activity and reactive oxygen species (ROS) levels were measured via biochemical assays. The mRNA expression of adenosine 5'-monophosphate-activated protein kinase (AMPK), peroxisome proliferator-activated receptor gamma coactivator-1α (PGC-1α), and silent information regulator 3 (SIRT3) was detected by real-time fluorescent quantitative polymerase chain reaction (Real-time PCR), and Western blot was used to examine the protein expression levels of optic atrophy protein1 (OPA1), mitochondrial fission protein 1 (FIS1), AMPK, p-AMPK, PGC-1α, and SIRT3. ResultsCompared with the sham group, rats in the model group had significantly lower recognition index, spontaneous alternation rate, escape latency, number of platform crossings, time spent in the target quadrant, and percentage of distance traveled in the target quadrant distance (P<0.05, P<0.01). Significant mitochondrial damage was observed in the hippocampal tissue, with a marked decrease in mitochondrial respiratory chain complex content (P<0.01) and reduced mitochondrial membrane potential (P<0.05). Additionally, the SOD activity was reduced, while ROS levels were elevated (P<0.01). The mRNA expression of PGC-1α and SIRT3 was significantly downregulated (P<0.01), along with decreased protein expression levels of OPA1, p-AMPK/AMPK, PGC-1α, and SIRT3, whereas FIS1 protein expression was significantly upregulated (P<0.05, P<0.01). Compared with the model group, rats in KXS-treated groups (various dosage forms) showed significant improvement in behavioral indexes (P<0.05, P<0.01), reduced hippocampal mitochondrial damage, and more organized mitochondrial cristae. Mitochondrial respiratory chain complex content was significantly increased (P<0.05, P<0.01), and mitochondrial membrane potentials were elevated (P<0.05). SOD activity was elevated, and ROS levels were significantly reduced (P<0.05, P<0.01). Furthermore, the mRNA expression of PGC-1α and SIRT3 was upregulated, with increased protein levels of OPA1, p-AMPK/AMPK, PGC-1α, and SIRT3, while FIS1 protein expression levels were significantly reduced (P<0.05, P<0.01). Across the KXS-treated groups, the granule group showed a higher spontaneous alternation rate than the decoction and powder groups (P<0.05). ConclusionKXS decoction, powders, and granules can improve the learning and memory ability of rats, with granules being the most effective. The mechanism of action may involve activation of the AMPK/PGC-1α/SIRT3 signaling pathway, improvement of the mitochondrial function, and subsequent amelioration of the brain energy metabolism disorders.
4.Mechanism of Different Dosage Forms of Kaixinsan in Improving Mitochondrial Function for Prevention and Treatment of Cognitive Disorder Based on AMPK/PGC-1α/SIRT3 Pathway
Shuyue KANG ; Yanzi YU ; Jiaqun SUN ; Wenxuan CHEN ; Yaqin YANG ; Qi WANG ; Weirong LI ; Limei YAO
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(7):15-24
ObjectiveTo explore the effects of different dosage forms of Kaixinsan (KXS) on the morphology and function of mitochondria in rat models of Alzheimer's disease (AD) and potential mechanisms of action. MethodsMale SD rats were randomly assigned to a sham group, model group, treatment groups receiving KXS decoction, powders, and granules (3.08 g·kg-1), as well as donepezil group (0.51×10-3 g·kg-1), with 10 rats in each group. AD model was created using intracerebroventricular injection of streptozocin (STZ). After 30 days of administration, behavioral assessments were conducted, and mitochondrial morphology was observed using transmission electron microscopy. Mitochondrial respiratory chain complex content was measured via enzyme-linked immunosorbent assay (ELISA). Changes in mitochondrial membrane potential were measured via JC-1 staining, and superoxide dismutase (SOD) activity and reactive oxygen species (ROS) levels were measured via biochemical assays. The mRNA expression of adenosine 5'-monophosphate-activated protein kinase (AMPK), peroxisome proliferator-activated receptor gamma coactivator-1α (PGC-1α), and silent information regulator 3 (SIRT3) was detected by real-time fluorescent quantitative polymerase chain reaction (Real-time PCR), and Western blot was used to examine the protein expression levels of optic atrophy protein1 (OPA1), mitochondrial fission protein 1 (FIS1), AMPK, p-AMPK, PGC-1α, and SIRT3. ResultsCompared with the sham group, rats in the model group had significantly lower recognition index, spontaneous alternation rate, escape latency, number of platform crossings, time spent in the target quadrant, and percentage of distance traveled in the target quadrant distance (P<0.05, P<0.01). Significant mitochondrial damage was observed in the hippocampal tissue, with a marked decrease in mitochondrial respiratory chain complex content (P<0.01) and reduced mitochondrial membrane potential (P<0.05). Additionally, the SOD activity was reduced, while ROS levels were elevated (P<0.01). The mRNA expression of PGC-1α and SIRT3 was significantly downregulated (P<0.01), along with decreased protein expression levels of OPA1, p-AMPK/AMPK, PGC-1α, and SIRT3, whereas FIS1 protein expression was significantly upregulated (P<0.05, P<0.01). Compared with the model group, rats in KXS-treated groups (various dosage forms) showed significant improvement in behavioral indexes (P<0.05, P<0.01), reduced hippocampal mitochondrial damage, and more organized mitochondrial cristae. Mitochondrial respiratory chain complex content was significantly increased (P<0.05, P<0.01), and mitochondrial membrane potentials were elevated (P<0.05). SOD activity was elevated, and ROS levels were significantly reduced (P<0.05, P<0.01). Furthermore, the mRNA expression of PGC-1α and SIRT3 was upregulated, with increased protein levels of OPA1, p-AMPK/AMPK, PGC-1α, and SIRT3, while FIS1 protein expression levels were significantly reduced (P<0.05, P<0.01). Across the KXS-treated groups, the granule group showed a higher spontaneous alternation rate than the decoction and powder groups (P<0.05). ConclusionKXS decoction, powders, and granules can improve the learning and memory ability of rats, with granules being the most effective. The mechanism of action may involve activation of the AMPK/PGC-1α/SIRT3 signaling pathway, improvement of the mitochondrial function, and subsequent amelioration of the brain energy metabolism disorders.
5.Yttrium-90 selective internal radiotherapy in conversion treatment of unresectable hepatocellular carcinoma:research progress
Man ZHAO ; Qianwen NI ; Xianjie PIAO ; Xiaoqin WU ; Rui ZHOU ; Kaiting ZHANG ; Zhenguang WANG ; Minghao ZOU ; Wenxuan ZHOU ; Fuchen LIU ; Hui LIU
Academic Journal of Naval Medical University 2025;46(2):189-197
Yttrium-90(90Y)selective internal radiation therapy(SIRT)is an emerging modality for the treatment of hepatocellular carcinoma(HCC),leveraging the nuclide 90Y to deliver targeted radiation therapy.90Y has a long half-life and can be used to selectively ablate tumor cells by high-energy beta rays.It has high biological effectiveness and robust local control capabilities.In recent years,with the continuous advancement of basic and clinical research,the application of 90Y-SIRT in the conversion treatment of unresectable HCC(uHCC)has made significant progress.However,challenges remain in the clinical application of 90Y-SIRT,including how to improve the efficacy of conversion therapy and how to optimize therapy regimens.This review aims to summarize the research progress of90Y-SIRT in the conversion therapy of uHCC.
6.Effects of mental fatigue on attention maintenance function:an electroencephalogram and cortical source analysis study
Ting LU ; Chaoyue ZHANG ; Wenxuan ZHAO ; Pinhong CHEN ; Lubin WANG
Academic Journal of Naval Medical University 2025;46(3):352-359
Objective To explore the effects of mental fatigue on attention maintenance function by electroencephalogram(EEG)signal characteristics and cortical source analysis.Methods A total of 25 healthy males were recruited as subjects and contingent negative variation(CNV)auditory paradigm was used to assess the differences in EEG characteristics before and after mental fatigue,with the average amplitude of CNV at different processing stages as the analysis indices.Then,the 3-dimensional distribution of cortical current density changes of CNV after mental fatigue were calculated by standardized low-resolution electromagnetic tomography analysis(sLORETA).Results The reaction time of the CNV signal remained unchanged following mental fatigue(P>0.05),while the lapse rate exhibited a significant increase(P<0.05).Besides,mental fatigue was related to a notable decrease in the amplitude of CNV early components(500-1 000 ms after warning stimulus)at the central and central parietal electrodes,and a significant reduction in the amplitude of CNV late components(2 550-3 050 ms after warning stimulus)at the prefrontal,frontal,central,and central parietal electrodes(all P<0.05).The results of sLORETA source analysis showed that the brain activity in the left posterior insular cortex decreased after mental fatigue during the late component of CNV(P<0.05).Conclusion The decreased activation of the posterior insula,which plays a crucial role in sensorimotor information integration,could potentially serve as a neural mechanism for the reduction of CNV amplitude and the impairment of attention maintenance function following mental fatigue.
7.Study on chemical components in Black Tartary Buckwheat based on UPLC-Q-Exactive Orbitrap MS
Baohua MENG ; Ningning SHANG ; Wenxuan WU ; Chunguo WANG ; Zhang WANG
International Journal of Traditional Chinese Medicine 2025;47(5):660-668
Objective:To analyzed the chemical components of Black Tartary Buckwheat using Ultra-performance liquid chromatography coupled with quadrupole-electrostatic field orbitrap high-resolution mass spectrometry (UPLC-Q-Exactive Orbitrap MS); To further compared the compositional differences under various drying conditions.Methods:UPLC-Q-Exactive Orbitrap MS was employed to scan 14 samples of Black Tartary Buckwheat in 4 batches, aiming to identify the major chemical components. ACQUITY UPLC HSS T3 C18 column (2.1 mm×100 mm, 1.7 μm) was adopted; mobile phase was 0.1% formic acid aqueous solution-acetonitrile solution; flow rate was 0.3 ml/min for gradient elution; HESI-Ⅱ ion source was used to detect negative ions. According to general mass spectroscopy rules and literature, at the same time, Compound Discoverer 3.2 and MSConvert software were used to analyze the data, upload to GNPS network, and finally generate network diagram using Cytocape 3.6.1 software.Results:A total of 134 components were identified in Black Tartary Buckwheat, of which 76 compounds were identified in the negative ion mode, 79 compounds were identified in the positive ion mode, and 21 chemicals were simultaneously identified as positive and negative ions. Based on the similarity cluster analysis of UPLC-Q-Exactive Orbitrap MS secondary mass spectrometry fragment patterns, a molecular network was established, and the main compounds in Black Tartary Buckwheat were flavonoids, phenolic acids and amino acids, and the results showed that the positive and negative ion modes had similar clustering results. There were certain differences in the content of flavonoids, phenolic acids, and amino acids in Black Tartary Buckwheat under two different drying conditions.Conclusion:The established UPLC-Q-Exactive Orbitrap MS method enables rapid identification of the main chemical components in Black Tartary Buckwheat, while the constructed molecular network provides a reference framework for further research on its chemical composition. Additionally, the drying conditions are found to exert certain effects on the content of these chemical components.
8.Pathological diagnosis of solid pancreatic lesions with endoscopic ultrasound-guided fine needle aspiration: a series study of 311 cases
Xiaoxiao WEN ; Xiaoyi LIU ; Jinfeng CUI ; Lichao ZHANG ; Wenxuan LIU ; Haiyan YANG ; Yuan WANG ; Li YI ; Lei LOU ; Juan WANG ; Yuehong LI ; Wenxin WU ; Xianghong ZHANG
Chinese Journal of Pathology 2025;54(1):52-58
Objective:To investigate the combined application of cytology, cell block histology and immunohistochemistry to improve the diagnostic accuracy of solid pancreatic lesions in endoscopic ultrasound-guided fine needle aspiration (EUS-FNA) samples.Methods:The pathological data of EUS-FNA in 311 cases of solid pancreatic lesions submitted to the Second Hospital of Hebei Medical University, Shijiazhuang, China from May 2019 to September 2023 were retrospectively analyzed. The cases included pancreatic ductal adenocarcinoma (PDAC, 172 cases), solid pseudopapillary neoplasm (SPN, 12 cases), neuroendocrine tumors (PNET, 14 cases) and chronic pancreatitis (113 cases). The cytological features of smears, the histology of cell block sections and the diagnostic markers in PDAC, SPN and PNET were analyzed. The diagnostic accuracies of cytology, cell block histology/immunohistochemistry and combination of the two methods for classifying these pancreatic solid lesions were evaluated.Results:Irregular arrangement of atypical (cancer) cells, anisonucleosis and nuclear atypia were the typical cytological features of PDAC, while presence of pseudopapillae with a myxoid/hyalinized fibrovascular core and low adhesion/salt-and-pepper chromatin were diagnostic features of SPN and NET, respectively. Immunohistochemical results showed that CK7 and CK19 were the most sensitive markers of pancreatic ductal epithelia, and the diffuse strong expression of S-100P (102/111, 91.9%) and aberrant expression of p53 (80/111, 72.1%) were important immunophenotypic markers of PDAC. Various degrees of CDX2 expression could be found in 66.4% PDAC. The expression of CD10, PR, vimentin, CD99 and cyclinD1 and the aberrant expression of β-catenin were the immunophenotypic features of SPN, while the expression of CgA, Syn and CD56 were indispensable immunemarkers for the diagnosis of PNET. Overall, cytology had higher sensitivity than cell block histology (93.9% versus 82.8%) and lower specificity (92.9% versus 99.1%), while the combination of the two methods significantly improved the sensitivity to 96.9% in solid pancreatic lesions. The combination of cytology and cell block histology could significantly improve the diagnostic efficacy of EUS-FNA in PDAC.Conclusions:Integrated diagnosis based on cytology (including rapid on-site evaluation), cell block histology and immunohistochemical findings could significantly improve the diagnostic yield of EUS-FNA in classifying solid pancreatic lesions.
9.Progress in ablation therapy for liver cancer and multidisciplinary application
Ming KUANG ; Wei WANG ; Manxia LIN ; Wenxuan XIE ; Han XIAO ; Yue ZENG
Chinese Journal of Surgery 2025;63(4):271-275
Liver Cancer is a prevalent malignant tumor worldwide,with various treatment options available. Among these, ablation therapy holds a significant role in liver cancer treatment due to its minimally invasive nature and lower complication rate. This article reviews the indications and contraindications of liver cancer ablation,the basic principles of different ablation techniques,and their advantages and limitations in clinical applications for liver cancer. Each ablation technique possesses unique characteristics regarding therapeutic efficacy,application scope,and complication profiles,necessitating the selection of the most appropriate approach tailored to the patient′s specific condition and tumor attributes. Furthermore,this article also discusses the potential role of ablation therapy in multidisciplinary treatment,highlighting its synergistic application with liver transplantation,interventional therapy,and immunotargeted therapy to significantly improve outcomes for unresectable liver cancer. Specifically,ablation therapy can induce an anti-tumor immune response by locally destroying the tumor,offering a potential application prospect for combining ablation with immunotherapy. Looking forward,with advances in nanotechnology,artificial intelligence,and image-guided techniques,ablation therapy is expected to progress towards higher precision,personalization,and safety,offering optimized treatment options for liver cancer patients.
10.miR-204-3p affects silica dust-induced epithelial mesenchymal transition in a rat silicosis model
Jing YU ; Fang CHEN ; Wenxuan HU ; Yangyang PI ; Xi ZHANG ; Luning WANG ; Ping ZHAO ; Faxuan WANG
Chinese Journal of Comparative Medicine 2025;35(3):40-47
Objective To explore the role of miR-204-3p in silicosis and to elucidate the mechanism by which it affects silicosis fibers by regulating silica dust-induced alveolar epithelial-mesenchymal transition(EMT)in rats.Methods Forty SD rats were divided randomly into 4 groups:Control,Silicosis,AAV-Control,and AAV-miR-204-3p groups.The pathology of lung tissue damage was detected by hematoxylin and eosin(HE)and Masson staining.Relative expression levels of miR-204-3p and EMT marker genes in lung tissues from rats in each group were analyzed by real-time fluorescence reverse transcription quantitative PCR(RT-qPCR),and protein expression levels of EMT-related markers in lung tissues were detected by Western blot.Results The alveolar structure was damaged,the lung septa showed interstitial fibrosis,and expression levels of mesenchymal markers were elevated in the Silicosis group compared with the Control group(P<0.05,P<0.01,P<0.001).The alveolar structure was more complete,the EMT process was alleviated,fibrosis was improved,and mesenchymal marker expression was reduced in the AAV-miR-204-3p group compared with the AAV-Control group(P<0.05,P<0.01,P<0.001).Conclusions Free silica dust induces EMT in rat lung tissue.Overexpression of miR-204-3p can attenuate the EMT process induced by free silica dust in rats,and may thus affect silicosis fibrosis.


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