1.Perioperative immune dynamics and clinical outcomes in patients undergoing on-pump cardiac surgery
Zhiyuan CHENG ; Xinyi LIAO ; Juan WU ; Ping YANG ; Tingting WANG ; Qinjuan WU ; Wentong MENG ; Zongcheng TANG ; Jiayi SUN ; Jia TAN ; Jing LIN ; Dan LUO ; Hao WANG ; Chaonan LIU ; Jiyue XIONG ; Liqin LING ; Jing ZHOU ; Lei DU
Chinese Journal of Blood Transfusion 2026;39(1):31-43
Objective: To characterize perioperative dynamic changes in immune-cell phenotypes and inflammatory cytokines in patients undergoing CPB (cardiopulmonary bypass) cardiac surgery, and to explore their associations with postoperative outcomes. Methods: In this prospective cohort study, 120 adult patients who underwent elective cardiac surgery under CPB at West China Hospital from May 2022 to March 2023 were enrolled. Perioperative immune-cell phenotypes and concentrations of 40 inflammation-related cytokines were measured. The primary outcomes were the sequential organ failure assessment (SOFA) score at 24 h after surgery and ΔSOFA (the peak SOFA score within 48 h after surgery minus the preoperative SOFA score). Secondary outcomes included major adverse cardiovascular events (MACE), acute kidney injury (AKI), respiratory failure, severe liver injury, and infection. Results: The mean age of enrolled patients was 57±10 years. Of these, 52% (62/120) were male and 90% (108/120) underwent valve surgery. During the rewarming to the end of CPB, neutrophil counts rapidly increased (7.39×10
/L vs preoperative 3.07×10
/L, P<0.001), with significant upregulation of CD11b (7.30×10
/L vs preoperative 3.05×10
/L, P<0.001) and CD54 (7.15×10
/L vs preoperative 2.99×10
/L, P<0.001). Lymphocyte counts increased at the end of CPB (1.75×10
/L vs preoperative 1.12×10
/L, P<0.001) but decreased significantly at 24 h after surgery (0.59×10
/L vs preoperative 1.12×10
/L, P<0.001). Plasma analysis showed that multiple pro-inflammatory cytokines increased during CPB and remained elevated up to 24 h after surgery; five chemokines and the anti-inflammatory cytokine IL-10 peaked at the end of CPB. The SOFA score increased from 1 (1, 2) preoperatively to 7 (5, 10) at 24 h after surgery, with a ΔSOFA of 6 (4, 8). Within 30 days after surgery, 48 patients (40.0%) developed AKI, 17 (14.2%) developed infection, 4 (3.3%) developed severe liver injury, 3 (2.5%) developed respiratory failure, and 3 (2.5%) experienced MACE. During the 2-year follow-up, 8 patients (6.7%) experienced MACE and 5 (4.2%) died. Conclusion: Multi-organ dysfunction is common after cardiac surgery under CPB (median ΔSOFA, 6), accompanied by perioperative activation of multiple immune-cell subsets and upregulation of pro-inflammatory, anti-inflammatory, and chemotactic mediators. This study provides data-driven evidence and research clues for further investigation of the associations between CPB-related immune perturbations and postoperative organ dysfunction and clinical outcomes.
2.Lead and cadmium co-exposure triggers genetic damage through oxidative stress and impaired expression of DNA repair genes
Xin LIU ; Zhiyuan HAN ; Kuibin HAN ; Yuhan PANG ; Xiaoyue ZHAO ; Yuting WANG ; Xiaoyan WU ; Tuanwei WANG
Journal of Environmental and Occupational Medicine 2026;43(5):556-564
Background Lead smelting workers are exposed to mixed heavy metals such as lead (Pb) and cadmium (Cd). However, the specific associations and molecular mechanisms by which their combined exposure induces genetic damage remain unclear. Objective To clarify the association between combined Pb-Cd exposure and genetic damage and to explore the possible biological mechanisms through occupational epidemiological investigations and animal experiments. Methods (1) Population study: A cross-sectional study was conducted on 374 lead smelting workers in northern China. Inductively coupled plasma mass spectrometry (ICP-MS) was used to detect urinary levels of 8 metals including Pb and Cd, and graphite furnace atomic absorption spectroscopy (GFAAS) was used to quantify blood levels of Pb and Cd. The cytokinesis-block micronucleus assay (CBMN) was used to assess genetic damage. Poisson regression was used to analyze the association between metal exposure and micronucleus rates. (2) In vivo experiment: Thirty SD rats were randomly assigned to five groups: control (pure water), Pb (300 mg·L−1 lead acetate), Cd (50 mg·L−1 cadmium chloride), combined exposure (Pb + Cd), and resveratrol intervention (Pb + Cd + 50 mg·L−1 resveratrol). After 8 weeks of ad libitum drinking water exposure, liver pathology, oxidative stress indicators [reactive oxygen species (ROS), reduced glutathione (GSH), oxidized glutathione (GSSG), malondialdehyde (MDA), catalase (CAT), and superoxide dismutase (SOD)], genetic damage (Comet assay and γ-H2AX) were evaluated. Furthermore, cell cycle distribution, apoptosis rates, and mRNA expression of DNA damage response (DDR), DNA repair, and apoptosis-related genes were measured. Results (1) The geometric mean (GM, 95%CI) of urinary Pb and Cd were 14.69 (13.14, 16.51) µg·L−1 and 2.11 (1.90, 2.33) µg·L−1, respectively; the blood Pb and Cd levels were 117.10 (105.59, 129.87) µg·L−1 and 4.55 (4.23, 4.89) µg·L−1, respectively among the 374 workers. The mean micronucleus rate was (1.64±0.081) ‰, with significantly higher rates in males (1.65±0.083) ‰ than females (1.53±0.334) ‰ (U=4.166, P=0.041). All Pb and Cd biomarkers were positively correlated with micronucleus rate (FR>1, P<0.05), with a significant interaction effect observed between Pb and Cd (FR>1, P<0.05). (2) In rats, co-exposure to Pb and Cd caused liver tissue damage and inflammatory infiltration. Significant increases were observed in lymphocyte ROS; GSSG and MDA in lung tissue increased, while GSH and CAT activity decreased. Comet assay indicators and γ-H2AX levels were significantly elevated. Co-exposure induced S-phase arrest and increased apoptosis. mRNA levels of DDR (ATM, ATR, Chk2, and P53) and pro-apoptotic genes (Bax and Caspase-3) were upregulated, while the anti-apoptotic gene Bcl-2 and DNA repair genes (BRCA1, BRCA2, RAD51, RAD52, and CtIP) were downregulated. Two-way ANOVA confirmed synergistic effects on GSSG, Comet assay indicators, and ATR/Chk2 mRNA expression. Conclusion Occupational co-exposure to Pb and Cd synergistically induces genetic damage. This damage is mediated by oxidative stress and DNA damage, which activates the DDR pathway and inhibits the expression of DNA repair genes, ultimately leading to cell cycle arrest and apoptosis.
3.Lead and cadmium co-exposure triggers genetic damage through oxidative stress and impaired expression of DNA repair genes
Xin LIU ; Zhiyuan HAN ; Kuibin HAN ; Yuhan PANG ; Xiaoyue ZHAO ; Yuting WANG ; Xiaoyan WU ; Tuanwei WANG
Journal of Environmental and Occupational Medicine 2026;43(5):556-564
Background Lead smelting workers are exposed to mixed heavy metals such as lead (Pb) and cadmium (Cd). However, the specific associations and molecular mechanisms by which their combined exposure induces genetic damage remain unclear. Objective To clarify the association between combined Pb-Cd exposure and genetic damage and to explore the possible biological mechanisms through occupational epidemiological investigations and animal experiments. Methods (1) Population study: A cross-sectional study was conducted on 374 lead smelting workers in northern China. Inductively coupled plasma mass spectrometry (ICP-MS) was used to detect urinary levels of 8 metals including Pb and Cd, and graphite furnace atomic absorption spectroscopy (GFAAS) was used to quantify blood levels of Pb and Cd. The cytokinesis-block micronucleus assay (CBMN) was used to assess genetic damage. Poisson regression was used to analyze the association between metal exposure and micronucleus rates. (2) In vivo experiment: Thirty SD rats were randomly assigned to five groups: control (pure water), Pb (300 mg·L−1 lead acetate), Cd (50 mg·L−1 cadmium chloride), combined exposure (Pb + Cd), and resveratrol intervention (Pb + Cd + 50 mg·L−1 resveratrol). After 8 weeks of ad libitum drinking water exposure, liver pathology, oxidative stress indicators [reactive oxygen species (ROS), reduced glutathione (GSH), oxidized glutathione (GSSG), malondialdehyde (MDA), catalase (CAT), and superoxide dismutase (SOD)], genetic damage (Comet assay and γ-H2AX) were evaluated. Furthermore, cell cycle distribution, apoptosis rates, and mRNA expression of DNA damage response (DDR), DNA repair, and apoptosis-related genes were measured. Results (1) The geometric mean (GM, 95%CI) of urinary Pb and Cd were 14.69 (13.14, 16.51) µg·L−1 and 2.11 (1.90, 2.33) µg·L−1, respectively; the blood Pb and Cd levels were 117.10 (105.59, 129.87) µg·L−1 and 4.55 (4.23, 4.89) µg·L−1, respectively among the 374 workers. The mean micronucleus rate was (1.64±0.081) ‰, with significantly higher rates in males (1.65±0.083) ‰ than females (1.53±0.334) ‰ (U=4.166, P=0.041). All Pb and Cd biomarkers were positively correlated with micronucleus rate (FR>1, P<0.05), with a significant interaction effect observed between Pb and Cd (FR>1, P<0.05). (2) In rats, co-exposure to Pb and Cd caused liver tissue damage and inflammatory infiltration. Significant increases were observed in lymphocyte ROS; GSSG and MDA in lung tissue increased, while GSH and CAT activity decreased. Comet assay indicators and γ-H2AX levels were significantly elevated. Co-exposure induced S-phase arrest and increased apoptosis. mRNA levels of DDR (ATM, ATR, Chk2, and P53) and pro-apoptotic genes (Bax and Caspase-3) were upregulated, while the anti-apoptotic gene Bcl-2 and DNA repair genes (BRCA1, BRCA2, RAD51, RAD52, and CtIP) were downregulated. Two-way ANOVA confirmed synergistic effects on GSSG, Comet assay indicators, and ATR/Chk2 mRNA expression. Conclusion Occupational co-exposure to Pb and Cd synergistically induces genetic damage. This damage is mediated by oxidative stress and DNA damage, which activates the DDR pathway and inhibits the expression of DNA repair genes, ultimately leading to cell cycle arrest and apoptosis.
4.Ferroptosis in alcoholic liver fibrosis: Mechanism of action and therapeutic strategies
Zhiyuan WEI ; Feng LIN ; Tao WU
Journal of Clinical Hepatology 2026;42(5):1172-1177
Alcoholic liver fibrosis is a critical step in the progression of alcoholic liver disease toward liver cirrhosis, yet there is currently still a lack of effective and specific anti-fibrotic therapeutic strategies. Recent studies have shown that as an iron-dependent, lipid peroxidation-driven form of regulated cell death, ferroptosis plays an important role in alcohol-related hepatocellular injury and fibrogenesis. Reactive oxygen species generated during alcohol metabolism can damage hepatocytes, impair their antioxidant defense ability, and lead to disruption of iron homeostasis and accumulation of lipid peroxides, ultimately triggering ferroptosis. Hepatocyte ferroptosis can promote fibrosis by amplifying inflammatory responses and activating hepatic stellate cells, whereas selective induction of ferroptosis in activated hepatic stellate cells may attenuate fibrosis, highlighting the “double-edged sword” effect of ferroptosis. Current interventions against ferroptosis mainly focus on applying antioxidant approaches, reducing iron burden, or blocking the amplification of lipid peroxidation, which have shown preliminary efficacy and a potential clinical value, but there are still limitations such as single-target actions and insufficient cell selectivity. In the future, nanotechnology-based delivery and other targeting strategies may help to realize multi-pathway coordination and cell-specific modulation, thereby improving the anti-fibrotic efficacy of ferroptosis-oriented therapies.
5.Association Between Plasma Proteins and Coronary Atherosclerosis:a Mendelian Randomization Study
Jiahe WANG ; Xiaoyu ZHAO ; Yanchen ZHAO ; Yunfei LI ; Yueruijing LIU ; Jinqi WANG ; Zhiyuan WU ; Lixin TAO
Chinese Circulation Journal 2025;40(8):799-805
Objectives:To analyze whether there is a causal relationship between plasma proteins and the risk of coronary atherosclerosis(CAS)based on a two-sample Mendelian randomization(MR)analysis and to identify potential therapeutic targets for CAS.Methods:Single nucleotide polymorphisms(SNP)associated with plasma proteins from the UK Biobank Pharmacoproteomics Program(UKB-PPP)database were used as instrumental variables and outcome data were obtained from genome-wide association study databases.The Wald ratio method and inverse variance weighted(IVW)method in two-sample MR were employed as the primary approaches to assess the causal relationship between plasma proteins and CAS.Colocalization analysis was conducted as a sensitivity analysis to ensure the robustness of the MR findings.Results:A total of 132 plasma proteins were found to have causal associations with an increased risk of CAS.Colocalization analysis revealed that 12 plasma proteins shared genetic variants with CAS.Among them,Proprotein convertase subtilise/kexin type 9(PCSK9)(OR=1.23,95%CI:1.15-1.32,P<0.01)and neurocan(NCAN)(OR=1.35,95%CI:1.21-1.52,P<0.01)exhibited posterior probability of hypothesis4(PPH4)values<0.80 in the colocalization analysis,indicating strong support for colocalization and suggesting their potential as primary plasma protein drug targets for CAS.Conclusions:PCSK9 is associated with an increased risk of CAS and is confirmed as a therapeutic target for CAS.NCAN emerges as another potential therapeutic target for CAS.
6.Clinical Study on the Classic Prescription Xinyi Powder in Treating Allergic Rhinitis with Lung Deficiency Related Cold
Shanshan XUE ; Bingruo ZHENG ; Xinchen SUN ; Rongjin LU ; Zhiyuan ZHU ; Yongjun WU
Journal of Nanjing University of Traditional Chinese Medicine 2025;41(2):257-262
OBJECTIVE To explore the clinical efficacy and possible mechanism of the classic prescription Xinyi Powder in the treatment of allergic rhinitis with lung deficiency related cold.METHODS A total of 189 patients who met the inclusion criteria of al-lergic rhinitis with lung deficiency related cold in the otolaryngology clinic of Jiangsu Province Hospital of Chinese Medicine from Janu-ary 2023 to July 2024 were selected and randomly divided into the experimental group(n=126)and the control group(n=63).The control group was treated with oral loratadine,and the experimental group took Xinyi Powder.Before and after treatment,the TNSS,TNNSS scores and TCM syndrome scores of the two groups of patients were compared to comprehensively evaluate the clinical efficacy.The changes in the patients'quality of life were evaluated in multiple dimensions using nasal VAS and RQLQ scores.The changes in serum IL-4,IL-5,IgE,SP and CGRP expression levels were detected by ELISA.RESULTS After 14 days of treatment,the TNSS,TNNSS,VAS,RQLQ scores and TCM syndrome scores of the two groups of patients were reduced(P<0.01);the experi-mental group was better than the control group in improving the concomitant symptoms such as nasal congestion,runny nose,postnasal drip,and itchy eyes(P<0.05,P<0.01),and it could also significantly improve the symptoms of fear of wind and cold,spontaneous sweating,shortness of breath,and cough with thin sputum(P<0.01),and the total RQLQ score was significantly better than the con-trol group(P<0.01).After treatment,the serum IL-4,IL-5,IgE,SP,and CGRP levels of the two groups of patients were signifi-cantly reduced(P<0.01),and there was no statistical difference between the two groups.CONCLUSION Xinyi Powder can signifi-cantly alleviate the nasal symptoms and systemic concomitant symptoms of patients with allergic rhinitis of lung deficiency and cold type,and significantly improve the quality of life of patients.It may play a therapeutic role by inhibiting the expression of inflammatory factors and neuropeptides and regulating neuroimmunity.
7.Association Between Plasma Proteins and Coronary Atherosclerosis:a Mendelian Randomization Study
Jiahe WANG ; Xiaoyu ZHAO ; Yanchen ZHAO ; Yunfei LI ; Yueruijing LIU ; Jinqi WANG ; Zhiyuan WU ; Lixin TAO
Chinese Circulation Journal 2025;40(8):799-805
Objectives:To analyze whether there is a causal relationship between plasma proteins and the risk of coronary atherosclerosis(CAS)based on a two-sample Mendelian randomization(MR)analysis and to identify potential therapeutic targets for CAS.Methods:Single nucleotide polymorphisms(SNP)associated with plasma proteins from the UK Biobank Pharmacoproteomics Program(UKB-PPP)database were used as instrumental variables and outcome data were obtained from genome-wide association study databases.The Wald ratio method and inverse variance weighted(IVW)method in two-sample MR were employed as the primary approaches to assess the causal relationship between plasma proteins and CAS.Colocalization analysis was conducted as a sensitivity analysis to ensure the robustness of the MR findings.Results:A total of 132 plasma proteins were found to have causal associations with an increased risk of CAS.Colocalization analysis revealed that 12 plasma proteins shared genetic variants with CAS.Among them,Proprotein convertase subtilise/kexin type 9(PCSK9)(OR=1.23,95%CI:1.15-1.32,P<0.01)and neurocan(NCAN)(OR=1.35,95%CI:1.21-1.52,P<0.01)exhibited posterior probability of hypothesis4(PPH4)values<0.80 in the colocalization analysis,indicating strong support for colocalization and suggesting their potential as primary plasma protein drug targets for CAS.Conclusions:PCSK9 is associated with an increased risk of CAS and is confirmed as a therapeutic target for CAS.NCAN emerges as another potential therapeutic target for CAS.
8.Dopamine receptor 3 knockout inhibits acquisition and recall of fear memory induced by electric shocks
Xiaoyan DING ; Zhiyuan WANG ; Ning WU ; Jin LI ; Rui SONG
Chinese Journal of Pharmacology and Toxicology 2025;39(2):81-88
OBJECTIVE To investigate the effect of dopamine receptor 3(D3R)on fear memory induced by intense electric shocks and the possible neurobiological mechanism.METHODS ① To prevent pain threshold differences from influencing the effect of intense electric shocks,wild-type(WT)and D3R knockout mice(D3R-/-)were used in the Hargreaves test to evaluate their basal pain threshold,with the paw withdrawal latency(PWL)as the observation index.② WT and D3R-/-mice were divided into control groups and model groups,respectively.On the training day(the first day,D 1),the model groups received inescapable electric shocks(1.5 mA,10 s,10 s interval,15 cycle)while the control groups did not.Contextual fear tests were conducted on D2,D7,D10,D14,and D16 after training,with the percentage of freezing time(FT)as the observation index to evaluate fear memory acquisition induced by contextual cues.On D17,after the model groups showed no more fear responses to contex-tual cues,they were re-stimulated with low-intensity current(0.5 mA,10 s,10 s interval,15 cycle)to evoke fear memory.The two control groups did not receive any shocks.Contextual fear tests were conducted on day 18,and the FT%of each group was observed to evaluate fear memory retrieval induced by contextual cues.③ Another cohort of WT and D3R-/-mice was used to further investigate the underlying neural mechanism,with the same grouping and treatment as in ②.Real-time dynamic changes in calcium signals of dopamine(DA)neurons in the ventral tegmental area(VTA)of WT and D3R-/-mice were detected using fiber photometry during electric shocks.The fluorescence area under the curve(AUC)was used as the indicator to quantify the excitability of DA neurons.RESULTS ① In the Hargreaves test,there was no significant difference in PWL between D3R-/-mice and WT mice,indi-cating the two genotype mice had no significant differences in the basal pain threshold.② Compared with the WT control group,the percentage of FT of the WT model group significantly increased on D2,D7,D10,and D14(P<0.05).Compared with the D3R-/-control group,the percentage of FT of the D3R-/-model group significantly increased only on D2 and D7(P<0.01).Meanwhile,the percentage of the FT of D3R-/-model group was significantly lower than in the WT control group on D2,D7,D10,and D14(P<0.05,P<0.01).During memory recall(D18),the percentage of FT of the WT model and D3R-/-model groups significantly increased compared to their respective control groups(P<0.01,P<0.05),while the percentage of FT of D3R-/-model mice was significantly lower than that of WT model mice(P<0.01).③ In the fiber photometry test,during the shock period,the calcium signals of DA neurons in the VTA of WT model and D3R-/-model mice rapidly increased within the first 2 s,and then gradually decreased between 2 to 10 s.The AUC within the 2 to 10 s interval was significantly lower in D3R-/-model mice compared to WT model mice(P<0.05),indicating that the excitability of DA neurons in the VTA of D3R-/-model mice was significantly lower than that of WT-model mice.CONCLUSION D3R knockout inhibits the acquisition and recall of long-term fear memory in mice,and its neurobiological mechanism may be related to the decreased excitability of DA neurons during electric shock.
9.The impact of adolescent mental health status on smartphone addiction and the construction of a predictive model
Zhiyuan LI ; Junlin WU ; Shuhan HE ; Menghan HAO ; Yujia WENG ; Congwen YANG ; Qianmei LONG ; Guoping HUANG
Chinese Journal of Behavioral Medicine and Brain Science 2025;34(3):252-258
Objective:To explore the impact of adolescent mental health status on smartphone addiction, and construct a predictive model for smartphone addiction based on the eXtreme Gradient Boosting(XGBoost) algorithm and multivariate Logistic regression.Methods:In April 2023, a cross-sectional survey was conducted among 14 666 adolescents.All participants were systematically evaluated using a self-developed general information questionnaire, the middle school student mental health scale(MSSMHS), the adolescents self-harm scale(ASHS), the interaction anxiousness scale(IAS), the mobile phone addiction index(MPAI), the middle school students shame scale(MSSS), the UCLA loneliness scale(UCLA-LS), the multidimensional peer victimization scale(MPVS), and the basic psychological needs scale(BPNS).R software version 4.3.2 was used for data analysis. Participants were randomly divided into training set and validation set at the ratio of 7∶3.The XGBoost model and multivariate logistic regression model were constructed to predict the risk of smartphone addiction, and a nomogram was plotted.Model performance was evaluated using the Hosmer-Lemeshow test, area under the curve(AUC), and accuracy(ACC).Results:(1) A total of 14 036 high school students were included in the study, with 5 069(36.1%) exhibited smartphone addiction.The training set comprised 9 826 students, with 3 549(36.1%) being smartphone addicts.The validation set included 4 210 students, with 1 520(36.1%) being smartphone addicts.(2) The XGBoost model identified shame-proneness and social anxiety as the two main predictors of smartphone addiction.(3) Multivariate Logistic regression analysis revealed that anxiety( B=0.328, OR(95% CI)=1.39(1.07-1.81), P=0.015), interpersonal sensitivity( B=0.311, OR(95% CI)=1.36(1.05-1.77), P=0.018), learning pressure( B=0.606, OR(95% CI)=1.83(1.46-2.31), P<0.001), mood swings( B=0.775, OR(95% CI)=2.17(1.70-2.78), P<0.001), social anxiety( B=0.024, OR(95% CI)=1.02(1.01-1.04), P<0.001), shame-proneness( B=0.049, OR(95% CI)=1.05(1.04-1.06), P<0.001), and peer victimization( B=0.037, OR(95% CI)=1.04(1.02-1.06), P<0.001) were significant predictors of smartphone addiction.(4) The ACC and AUC values of the XGBoost model were 0.890 and 0.929 in the training set, and 0.865 and 0.864 in the validation set, respectively.The multivariate Logistic regression model achieved ACC and AUC values of 0.870 and 0.854 in the training set, and 0.867 and 0.859 in the validation set, respectively. Conclusion:Anxiety, interpersonal sensitivity, learning pressure, mood swings, social anxiety, shame-proneness, and peer victimization are identified risk predictors of smartphone addiction in high school adolescents.
10.The impact of adolescent mental health status on smartphone addiction and the construction of a predictive model
Zhiyuan LI ; Junlin WU ; Shuhan HE ; Menghan HAO ; Yujia WENG ; Congwen YANG ; Qianmei LONG ; Guoping HUANG
Chinese Journal of Behavioral Medicine and Brain Science 2025;34(3):252-258
Objective:To explore the impact of adolescent mental health status on smartphone addiction, and construct a predictive model for smartphone addiction based on the eXtreme Gradient Boosting(XGBoost) algorithm and multivariate Logistic regression.Methods:In April 2023, a cross-sectional survey was conducted among 14 666 adolescents.All participants were systematically evaluated using a self-developed general information questionnaire, the middle school student mental health scale(MSSMHS), the adolescents self-harm scale(ASHS), the interaction anxiousness scale(IAS), the mobile phone addiction index(MPAI), the middle school students shame scale(MSSS), the UCLA loneliness scale(UCLA-LS), the multidimensional peer victimization scale(MPVS), and the basic psychological needs scale(BPNS).R software version 4.3.2 was used for data analysis. Participants were randomly divided into training set and validation set at the ratio of 7∶3.The XGBoost model and multivariate logistic regression model were constructed to predict the risk of smartphone addiction, and a nomogram was plotted.Model performance was evaluated using the Hosmer-Lemeshow test, area under the curve(AUC), and accuracy(ACC).Results:(1) A total of 14 036 high school students were included in the study, with 5 069(36.1%) exhibited smartphone addiction.The training set comprised 9 826 students, with 3 549(36.1%) being smartphone addicts.The validation set included 4 210 students, with 1 520(36.1%) being smartphone addicts.(2) The XGBoost model identified shame-proneness and social anxiety as the two main predictors of smartphone addiction.(3) Multivariate Logistic regression analysis revealed that anxiety( B=0.328, OR(95% CI)=1.39(1.07-1.81), P=0.015), interpersonal sensitivity( B=0.311, OR(95% CI)=1.36(1.05-1.77), P=0.018), learning pressure( B=0.606, OR(95% CI)=1.83(1.46-2.31), P<0.001), mood swings( B=0.775, OR(95% CI)=2.17(1.70-2.78), P<0.001), social anxiety( B=0.024, OR(95% CI)=1.02(1.01-1.04), P<0.001), shame-proneness( B=0.049, OR(95% CI)=1.05(1.04-1.06), P<0.001), and peer victimization( B=0.037, OR(95% CI)=1.04(1.02-1.06), P<0.001) were significant predictors of smartphone addiction.(4) The ACC and AUC values of the XGBoost model were 0.890 and 0.929 in the training set, and 0.865 and 0.864 in the validation set, respectively.The multivariate Logistic regression model achieved ACC and AUC values of 0.870 and 0.854 in the training set, and 0.867 and 0.859 in the validation set, respectively. Conclusion:Anxiety, interpersonal sensitivity, learning pressure, mood swings, social anxiety, shame-proneness, and peer victimization are identified risk predictors of smartphone addiction in high school adolescents.

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