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.Study on the improvement effects and mechanism of proanthocyanidins on steroid-induced osteonecrosis of the femoral head in rabbits
Chunli WU ; Liting LIU ; Xuting ZHAO ; Ruifen SUN ; Wenxuan WANG
China Pharmacy 2025;36(20):2519-2524
OBJECTIVE To study the improvement effects and mechanism of proanthocyanidins (PACs) on steroid-induced osteonecrosis of the femoral head (SONFH) in rabbits based on the receptor-interacting protein kinase 1 (RIPK1)/RIPK3/mixed lineage kinase domain-like protein (MLKL) signaling pathway. METHODS SONFH model in rabbits was induced by injecting Escherichia coli endotoxin+methylprednisolone. The successfully modeled rabbits were randomly divided into Model group (normal saline), low-dose PACs group (PACs-L group, 11 mg/kg), high-dose PACs group (PACs-H group, 22 mg/kg), high-dose PACs+ RIPK1 activator (rRIPK1) group (PACs-H+rRIPK1 group, 22 mg/kg PACs+4 μg/kg rRIPK1), along with a control group (normal saline), with 6 rabbits in each group. Each administration group was given relevant medicine once a day intragastrically/via injection, for 4 consecutive weeks. After the last administration, the levels of tumor necrosis factor-α (TNF-α) and interleukin-6 (IL-6) in rabbit serum were measured. The changes in the microstructure of rabbit femurs, including bone mineral density (BMD), trabecular thickness (Tb.Th), trabecular number (Tb.N), and trabecular separation (Tb. Sp) were examined. The histopathological features of rabbit femoral tissues were observed, and the apoptotic status of cells within the rabbit femoral tissues was detected. The mRNA expressions of vascular endothelial growth factor (VEGF) and bone morphogenetic protein 2 (BMP2) in rabbit femoral tissues were determined. The expressions of RIPK1/RIPK3/MLKL signaling pathway-related proteins in femoral tissues were detected. RESULTS Compared with the Control group, serum contents of TNF-α and IL-6, Tb.Sp, empty bone cavity rate, cell apoptosis rate, phosphorylation levels of RIPK1, RIPK3 and MLKL in femoral tissue were significantly increased in the Model group (P<0.05). BMD, Tb.Th, Tb.N, as well as the mRNA expression of VEGF and BMP2, along with protein expression of caspase-8, in the femoral tissues were all decreased (P<0.05). The bone cells in the femoral tissue were unevenly distributed, and the trabeculae were arranged sparsely. Compared with the Model group, the aforementioned quantitative indicators (P<0.05) and pathological changes in all dosage groups of PACs showed significant improvements. Compared with the PACs-H group, the aforementioned quantitative indicators (P<0.05) and pathological changes in the PACs-H+rRIPK1 group showed significant reversal. CONCLUSIONS PACs can ameliorate SONFH in rabbits, and its mechanism of action may be related to the inhibition of the activation of the RIPK1/RIPK3/MLKL signaling pathway, suppression of apoptosis in femoral tissue cells, and promotion of angiogenesis.
3.Effects of miR-204-3p inhibitor on epithelial-mesenchymal transition and silicosis fibrosis in silicon dioxide-induced alveolar epithelial cells
Fang CHEN ; Jing YU ; Wenxuan HU ; Yangyang PI ; Xi ZHANG ; Luning WANG ; Ping ZHAO ; Faxuan WANG
Journal of Environmental and Occupational Medicine 2025;42(5):622-629
Background The pathogenesis of silicosis has not been fully elucidated, and microRNAs (miRNA) may be involved in the occurrence and development of silicosis. Objective To investigate the effect of miR-204-3p inhibitor on the epithelial-mesenchymal transition (EMT) process and silicosis fibrosis in silicon dioxide dust-induced alveolar epithelial cells. Methods A co-culture model of macrophages and epithelial cells was established using a Transwell chamber. NR8383 macrophages were seeded into the upper chamber of the Transwell, and RLE-6TN cells were seeded into the lower chamber. After 24 h of culture, the medium in the lower chamber was discarded, washed three times with phosphate-buffered saline (PBS), and replaced with serum-free medium. The cells were divided into four groups: control group, silicosis group, miRNA NC group, and miR-204-3p inhibitor group. The lower chamber was transfected with miRNA NC for the miRNA NC group or the miR-204-3p inhibitor for the miR-204-3p inhibitor group. The lower chambers of the remaining two groups were added by equal amounts of serum-free medium. After 24 h, except for the control group that received an equal volume of serum-free medium, the upper chambers of the remaining three groups were treated with 800 μg·mL−1 silicon dioxide dust. Morphological changes in each group were observed under a microscope. The mRNA and protein expression levels of EMT-related factors, including α-smooth muscle actin (α-SMA), Vimentin, N-Cadherin, and E-Cadherin, were detected by reverse transcription quantitative real-time polymerase chain reaction (RT-qPCR) and Western blot. The mRNA and protein expression levels of fibrosis-related factors, including Collagen I, Collagen III, and Fibronectin, were also assessed by RT-qPCR and Western blot. The fluorescence expression intensities of α-SMA, N-Cadherin, and E-Cadherin were evaluated by immunofluorescence. Results The morphological observation revealed that RLE-6TN cells in the control group exhibited a regular oval shape. After treatment with silicon dioxide, the cells predominantly displayed a long spindle shape. Following the intervention with the miR-204-3p inhibitor, the number of long spindle-shaped cells increased, and the intercellular gaps widened. The RT-qPCR results showed that, compared with the control group, the silicosis group exhibited significantly higher relative mRNA expression levels of EMT-related markers (α-SMA, Vimentin, and N-Cadherin) (P<0.05), while the relative mRNA expression level of E-Cadherin was significantly reduced (P<0.05); the relative mRNA expression levels of fibrosis-related markers (Collagen I, Collagen III, and Fibronectin) were also significantly elevated (P<0.05). Compared with the miRNA NC group, the miR-204-3p inhibitor group showed significantly increased relative mRNA expression levels of α-SMA, Vimentin, and N-Cadherin (P<0.05), decreased E-Cadherin mPNA expression (P<0.05), and elevated mPNA expression of Collagen I, Collagen III, and Fibronectin (P<0.05). The Western blot analysis indicated that, compared with the control group, the silicosis group had significantly higher protein expression levels of α-SMA, Vimentin, and N-Cadherin (P<0.05), lower E-Cadherin protein expression (P<0.05), and increased protein expression of Collagen I, Collagen III, and Fibronectin (P<0.05). Compared with the miRNA NC group, the miR-204-3p inhibitor group exhibited significantly elevated protein expression levels of α-SMA, Vimentin, and N-Cadherin (P<0.05), reduced E-Cadherin expression (P<0.05), and increased protein expression of Collagen I, Collagen III, and Fibronectin (P<0.05). The immunofluorescence analysis demonstrated that, compared with the control group, the silicosis group showed enhanced fluorescence intensities of α-SMA and N-Cadherin and reduced fluorescence intensity of E-Cadherin. Compared with the miRNA NC group, the miR-204-3p inhibitor group exhibited increased fluorescence intensities of α-SMA and N-Cadherin and decreased fluorescence intensity of E-Cadherin. Conclusion The miR-204-3p inhibitor may exacerbate the EMT process and silicosis fibrosis in silicon dioxide-induced RLE-6TN cells. miR-204-3p plays a negative regulatory role in silicosis fibrosis.
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.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.
6.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.
7.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.
8.Application of corticomuscular coherence in the field of rehabilitation medicine:a bibliometric analysis
Junfan SHEN ; Ayan GENG ; Wenxuan HU ; Chaojie KAN ; Tong WANG ; Chuan GUO
Chinese Journal of Rehabilitation Theory and Practice 2025;31(3):274-286
Objective To analyze the research status,development trends and hotspots in the field of corticomuscular coherence(CMC).Methods Relevant literatures on CMC from 1999 to 2024 were retrieved from the Web of Science Core Collection.CiteSpace 6.3R1 was ued to evaluate publications across multiple dimensions,including publication volume,countries/regions,institutions,authors,cited journals,cited references and keywords.Research hotspots and fron-tier dynamics were identified through keyword co-occurrence,clustering and bursting.Results A total of 447 articles were included.The overall publication trend for CMC research showed a fluctuating up-ward trajectory,peaking in 2023.China led in publication volume but exhibited relatively low centrality and inter-national collaboration.Germany led the way in academic influence.Aalto University and the University of Lon-don served as academic hubs for CMC research.The most influential research team,led by Mathieu Bourgui-gnon,focused on the physiological mechanisms and motor control applications of CMC.The Journal of Physiolo-gy-London was identified as the most impactful journal in the CMC field.CMC research spaned from molecular mechanisms to system-level behavior,delving into the interdisciplinary nexus of neuroscience and motor science while gradually extending to foundational studies in psychology and biology.High-interest keywords included synchronization,motor cortex and precision grip task.Current research hotspots encompassed connectivity,reor-ganization and activation.Future research was predicted to focus on advancements in CMC technology,interven-tions for neurological disorders,brain-muscle interaction mechanisms and signal processing.Conclusion CMC research has rapidly progressed in recent years,becoming a pivotal direction in motor function assess-ment and neurorehabilitation.Future studies should focus on optimizing CMC analytical techniques to enhance their application in brain-computer interfaces and personalized rehabilitation.Additionally,interdisciplinary col-laboration and international exchange should be strengthened to improve research quality and global impact.
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.High-frequency transcranial magnetic stimulation is more effective than lower frequencies in improving the upper limb function of stroke survivors
Wenxuan CUI ; Chunfang WANG ; Jiaqi CHEN ; Ni HAN ; Yijie ZHENG ; Ying ZHANG
Chinese Journal of Physical Medicine and Rehabilitation 2025;47(11):978-983
Objective:To compare the effect of transcranial magnetic stimulation (rTMS) of the contralesional hemisphere at different frequencies on the recovery of upper limb motor function after a moderate-to-severe ischemic stroke.Methods:The inter-hemisphere compensation model was applied along with electroencephalogram (EEG) power spectrum density measurements. Thirty stroke survivors were randomly assigned to a sham stimulation group ( n=9), a high-frequency stimulation group ( n=11) or a low-frequency stimulation group ( n=10). In addition to physical and pharmacological therapy, the low-frequency and high-frequency groups received 1Hz or 5Hz rTMS, while the sham group received sham stimulation. The rTMS was delivered over the contralesional (unaffected) hemisphere once daily for 20 minutes over 15 consecutive days. Before, as well as 7 and 15 days after the treatment, all of the subjects′ motor functioning was assessed using the Fugl-Meyer Assessment for the upper extremity (FMA-UE) and their ability in the activities of daily living was assessed using the modified Barthel Index (MBI). Resting-state EEGs with the eyes closed were also recorded, and absolute alpha power across the whole brain was calculated. Changes from baseline FMA-UE and MBI scores and absolute alpha power were analyzed using one-way and repeated-measures analysis of variance. Results:After the treatment, significant within-group improvements from baseline were observed in the FMA-UE scores, MBIs and absolute alpha power, except for absolute alpha power in the low-frequency and sham groups. The repeated-measures analysis of variance revealed significant time × group interactions for FMA-UE ( F=9.926, P≤0.001), MBI ( F=8.789, P≤0.001) and absolute alpha power ( F=4.511, P≤0.05). So the treatment effects varied among the groups. Post hoc Bonferroni-corrected comparisons showed that the high-frequency group exhibited significantly greater improvements from baseline in terms of all three indicators compared with the other two groups. Conclusions:High-frequency (5Hz) rTMS applied to the contralesional hemisphere produced greater improvement than low-frequency (1Hz) stimulation in the upper limb motor function of patients with moderate-to-severe stroke. These findings support the use of the interhemispheric compensation model to guide rTMS therapy, particularly for patients with FMA-UE scores below 43.


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