1.Multimodal machine learning model-based study on pterygium-related risk factors in southeast coastal areas
Xia YE ; Zheyuan ZHOU ; Shikun WANG ; Na ZHAO ; Zhen LIU
International Eye Science 2026;26(9):1638-1643
AIM: To investigate the prevalence of pterygium in the southeast coastal area, analyze associated risk factors, and develop a multimodal machine learning predictive model.METHODS:A cross-sectional epidemiological study. A random sampling of the resident population of the Zhoushan Islands was performed. Data were collected through on-site ophthalmic examinations and epidemiological surveys. Univariate and multivariate analyses were performed to identify risk factors associated with pterygium. A multimodal artificial intelligence machine learning model was constructed to integrate and analyze both structured and unstructured data for predictive modeling. RESULTS:A total of 1 842 participants were enrolled in this study, including 926 males(50.27%)and 916 females(49.73%), with a mean age of 48.62±10.35 y. A total of 644 patients(34.96%), including 323 males(50.15%)and 321 females(49.84%)were diagnosed with pterygium, including 502 cases(77.95%)were unilateral, and 142 cases(22.05%)were bilateral. There were 1 198 cases without pterygium, including 603 males(50.33%)and 595 females(49.67%). Occupation, daily outdoor sunlight exposure duration, meibomian gland orifice obstruction, age, smoking, and alcohol consumption were identified as significant risk factors for pterygium. Occupation and daily outdoor sunlight exposure duration were the most potent risk factors(OR=6.125, P<0.001; OR=5.348, P<0.001, respectively), followed by age >40 y(OR=5.295, P<0.001)and meibomian gland orifice obstruction(OR=5.248, P<0.001). The multimodal machine learning model demonstrated good predictive performance, as evidenced by the receiver operating characteristic(ROC)curve, precision-recall(PR)curve, and confusion matrix, all indicating high predictive value, AUC=0.86, AP=0.77.CONCLUSION: Fishermen and farmers aged over 40 y with more than 4 h of daily sunlight exposure are at high risk for pterygium in the southeast coastal area. Meibomian gland dysfunction is correlated with corneal invasion of pterygium and may facilitate its progression; therefore, active health education and targeted intervention are recommended. The multimodal machine learning model provides accurate and reliable predictive capability for pterygium risk, which may facilitate risk stratification and early warning for pterygium in southeast coastal populations.
2.A prediction model for diabetic peripheral neuropathy among patients with type 2 diabetes mellitus
LIU Mingkun ; ZHANG Fengxiang ; HAN Caijing ; WANG Xia ; CHEN Shikun ; JIN Mei ; SUN Jinyue
Journal of Preventive Medicine 2025;37(7):692-696
Objective:
To establish a risk prediction model for diabetic peripheral neuropathy (DPN) among patients with type 2 diabetes mellitus (T2DM), so as to provide a basis for DPN prevention and control.
Methods:
T2DM inpatients aged 18-65 years admitted to the department of endocrinology and metabolism at Affiliated Hospital Shandong Second Medical University from April to December 2024 were selected as study subjects. Age, T2DM duration, hypertension history, 25-hydroxyvitamin D, serum C-peptide, and high density lipoprotein cholesterol (HDL-C) were collected through electronic medical records. Risk predictors of DPN among T2DM patients were screened using multivariable logistic regression model, and a nomogram was established. The receiver operating characteristic (ROC) curve, calibration curve and decision curve analysis were employed to evaluate the discrimination, calibration and clinical utility of the nomogram, respectively.
Results:
A total of 598 T2DM patients were enrolled, including 359 (60.03%) males and 239 (39.97%) females. The median age was 54.50 (interquartile range, 15.00) years, the median T2DM duration was 6.00 (interquartile range, 9.00) years. There were 262 cases of T2DM patients with DPN, accounting for 43.81%. Multivariable logistic regression identified hypertension history (OR=3.260, 95%CI: 2.220-4.790), alcohol use history (OR=2.150, 95%CI: 1.390-3.310), diabetes complications (OR=0.430, 95%CI: 0.270-0.680), T2DM duration (OR=1.040, 95%CI: 1.010-1.070), body mass index (OR=1.130, 95%CI: 1.070-1.200), 25-hydroxyvitamin D (OR=0.930, 95%CI: 0.910-0.960), and HDL-C (OR=0.400, 95%CI: 0.230-0.720) as risk predictors for DPN among T2DM patients. The area under the ROC curve of the established risk prediction model was 0.774 (95%CI: 0.737-0.812), with a sensitivity of 0.710 and a specificity of 0.723. The calibration curve after repeated sampling calibration approached the standard curve. Decision curve analysis showed that when the risk threshold probability was 0.2 to 0.4, the model demonstrates favorable clinical applicability.
Conclusion
The risk prediction model established in this study has favorable discrimination, calibration, and clinical utility, can effectively predict the risk of DPN among T2DM patients aged 18-65 years.
3.Competitive roles of slow/delta oscillation-nesting-mediated sleep disruption under acute methamphetamine exposure in monkeys.
Xin LV ; Jie LIU ; Shuo MA ; Yuhan WANG ; Yixin PAN ; Xian QIU ; Yu CAO ; Bomin SUN ; Shikun ZHAN
Journal of Zhejiang University. Science. B 2025;26(7):694-707
Abuse of amphetamine-based stimulants is a primary public health concern. Recent studies have underscored a troubling escalation in the inappropriate use of prescription amphetamine-based stimulants. However, the neurophysiological mechanisms underlying the impact of acute methamphetamine exposure (AME) on sleep homeostasis remain to be explored. This study employed non-human primates and electroencephalogram (EEG) sleep staging to evaluate the influence of AME on neural oscillations. The primary focus was on alterations in spindles, delta oscillations, and slow oscillations (SOs) and their interactions as conduits through which AME influences sleep stability. AME predominantly diminishes sleep-spindle waves in the non-rapid eye movement 2 (NREM2) stage, and impacts SOs and delta waves differentially. Furthermore, the competitive relationships between SO/delta waves nesting with sleep spindles were selectively strengthened by methamphetamine. Complexity analysis also revealed that the SO-nested spindles had lost their ability to maintain sleep depth and stability. In summary, this finding could be one of the intrinsic electrophysiological mechanisms by which AME disrupted sleep homeostasis.
Animals
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Methamphetamine
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Electroencephalography
;
Male
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Sleep/drug effects*
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Central Nervous System Stimulants
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Delta Rhythm/drug effects*
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Sleep Stages/drug effects*
4.Sirt6 inhibits ferroptosis and attenuates D-Gal-induced skeletal muscle aging in mice via Nrf2/HO-1 signaling pathway
Ganmin WANG ; Yao WANG ; Shikun CHENG ; Chenyang DUAN ; Yuyan WANG ; Xiaosu LIU ; Dongyao HOU ; Quan DU
Chinese Journal of Pathophysiology 2025;41(7):1354-1364
AIM:To investigate the regulatory mechanism of silent information regulator 6(Sirt6)on nuclear factor E2-related factor 2(Nrf2)/heme oxygenase-1(HO-1)signaling pathway and ferroptosis in skeletal muscle aging in-duced by D-galactose(D-Gal)in mice.METHODS:A D-Gal-induced mouse aging model was established and randomly divided into control and D-Gal groups.In vitro,D-Gal-treated C2C12 mouse myoblasts were treated with ferroptosis ago-nist erastin(Era)and inhibitor ferrostatin-1(Fer-1),Sirt6 agonist MDL-800 and inhibitor OSS-128167,and Nrf2 siRNA.Mouse body weight and forelimb relative grip strength were monitored.RT-qPCR and Western blot were used to measure the expression of Sirt6,Nrf2,HO-1,P53,P21,P16,muscle ring finger protein 1,muscle atrophy F-box,solute carrier family 7 member 11,and glutathione peroxidase 4 in gastrocnemius muscle and myoblasts.Hematoxylin-eosin staining was performed to examine muscle fiber diameter.Levels of reactive oxygen species(ROS),mitochondrial ROS,mitochon-drial membrane potential,senescence-associated β-galactosidase activity,glutathione,lipid peroxidation,and Fe2? con-centration were measured in myoblasts and myotubes.Immunofluorescence staining was used to detect myosin heavy chain(MyHC)expression in myotubes.RESULTS:Mice in the D-Gal group exhibited significant reductions in body weight and forelimb grip strength(P<0.01),upregulation of aging and muscle atrophy markers,and decreased mRNA and pro-tein levels of ferroptosis markers and Sirt6(P<0.01).Additionally,gastrocnemius muscle fiber diameter significantly de-creased(P<0.01).In D-Gal-treated myoblasts and myotubes,aging and muscle atrophy markers were elevated(P<0.01),MyHC expression was reduced,and protein levels of ferroptosis-related markers,Sirt6,Nrf2,and HO-1 were de-creased(P<0.05 or P<0.01).Fer-1 pre-treatment alleviated these changes(P<0.05 or P<0.01).MDL-800 significantly improved D-Gal-induced aging and muscle atrophy in myoblasts and myotubes,while increasing the expression of ferropto-sis-related proteins(P<0.05 or P<0.01).However,the addition of Erastin abolished the beneficial effects of MDL-800(P<0.05 or P<0.01).Following Nrf2 siRNA transfection,the ability of MDL-800 to improve ferroptosis and the quality of myotube formation was significantly diminished(P<0.05 or P<0.01).CONCLUSION:Sirt6 inhibits ferroptosis in myo-blasts through the Nrf2/HO-1 signaling pathway,thereby alleviating age-related changes in myoblasts and the decline in myotube formation quality,which is beneficial for improving skeletal muscle aging.
5.Effects of light color on serum reproductive hormones and reproductive perform-ance of Fujian white rabbits
Dongjin CHEN ; Shikun SUN ; Lei SANG ; Chengfang GAO ; Jinxiang WANG ; Jie ZHANG ; Ming LIU ; Xiping XIE
Chinese Journal of Veterinary Science 2025;45(8):1776-1783
Healthy female rabbits aged 3.5 to 4.0 months were randomly divided into four groups:the white light group(control group A),the green light group(treatment group B),the red light group(treatment group C)and the blue light group(treatment group D)with 3 replicates in each group,and 12 rabbits in each replicate.The light intensity was set to 80 lx,and the light was 16 h per day for 6 days before artificial insemination.Three reproductive cycles were carried out to de-termine the reproductive performance of female rabbits under different light colors,such as the number of fetuses,total litter size,weaning litter weight and serum reproductive hormone content.The results showed that,according to the comprehensive statistics of three breeding cycles:(1)the melatonin levels in the green group and red group were significantly lower than those in white group(P<0.01),and the green group was significantly lower than the blue group(P<0.05);the levels of luteinizing hormone in green group and red group were significantly higher than those in white group(P<0.01);the follicle stimulating hormone in the green group was significantly high-er than in white group(P<0.05);the estradiol content in the green group was significantly higher than that in the white group and blue group(P<0.01),and significantly higher than that in the red group(P<0.05).(2)the conception rate of the group was significantly higher than that of the white group(P<0.01),and significantly higher than that of the red group and blue group(P<0.05).(3)the number of rabbits in the green group at 30 days of age was significantly higher than that in the red group and the blue group(P<0.05),and the litter weight at 30 days of age was significantly higher than that in the red group and the blue group(P<0.01),and significantly higher than that in the white group(P<0.05).In conclusion,the LED light belt is controlled by a dynamic light control system,the light intensity is set to 80 lx,and the light is 16 h a day for 6 d before artificial insemination.Green light can reduce the serum melatonin of Fujian white rabbits,which has the best comprehensive effect on the same period of conception rate and reproductive performance of Fujian white rabbits.
6.Neurobiological mechanisms in anorexia nervosa:A meta-analysis using activation likelihood estimation(ALE)
Yanbo WANG ; Yulian BU ; Tianxiao SHEN ; Yibing ZHANG ; Shikun ZHAN ; Bomin SUN ; Jing ZHANG ; Kejia HU
Chinese Journal of Nervous and Mental Diseases 2025;51(6):363-369
Objective To explore the differences in neural activity between patients with anorexia nervosa(AN)and healthy controls(HC),as well as the association between these differences and symptoms in AN patients,using activation likelihood estimation(ALE)meta-analysis.Methods The literature search covered the period from 2000 to March 2025.From a pool of 588 identified studies,4 studies focusing on the neural activity differences between AN patients and HC were selected for inclusion.These studies comprised 106 participants and 21 sets of coordinates.The ALE meta-analysis method was employed,and the GingerALE software was used to systematically analyze the reported brain region changes and their peak coordinates,aiming to investigate the differences in brain functional activity between AN patients and HC.Results Compared to the HC group,AN group showed significantly enhanced activation in the left parahippocampal gyrus/amygdala(ALE value=0.39×10-2),right parahippocampal gyrus/amygdala(ALE value=0.39×10-2)and suboccipital gyrus(ALE value=0.39×10-2),along with a significant reduction in activation in Brodmann area 17(ALE value=0.61×10-2)(P<0.01,FWE corrected).Conclusion Key brain regions in AN patients including the parahippocampal gyrus,inferior occipital gyrus,and amygdala demonstrate significant functional activation abnormalities.
7.Effects of light color on serum reproductive hormones and reproductive perform-ance of Fujian white rabbits
Dongjin CHEN ; Shikun SUN ; Lei SANG ; Chengfang GAO ; Jinxiang WANG ; Jie ZHANG ; Ming LIU ; Xiping XIE
Chinese Journal of Veterinary Science 2025;45(8):1776-1783
Healthy female rabbits aged 3.5 to 4.0 months were randomly divided into four groups:the white light group(control group A),the green light group(treatment group B),the red light group(treatment group C)and the blue light group(treatment group D)with 3 replicates in each group,and 12 rabbits in each replicate.The light intensity was set to 80 lx,and the light was 16 h per day for 6 days before artificial insemination.Three reproductive cycles were carried out to de-termine the reproductive performance of female rabbits under different light colors,such as the number of fetuses,total litter size,weaning litter weight and serum reproductive hormone content.The results showed that,according to the comprehensive statistics of three breeding cycles:(1)the melatonin levels in the green group and red group were significantly lower than those in white group(P<0.01),and the green group was significantly lower than the blue group(P<0.05);the levels of luteinizing hormone in green group and red group were significantly higher than those in white group(P<0.01);the follicle stimulating hormone in the green group was significantly high-er than in white group(P<0.05);the estradiol content in the green group was significantly higher than that in the white group and blue group(P<0.01),and significantly higher than that in the red group(P<0.05).(2)the conception rate of the group was significantly higher than that of the white group(P<0.01),and significantly higher than that of the red group and blue group(P<0.05).(3)the number of rabbits in the green group at 30 days of age was significantly higher than that in the red group and the blue group(P<0.05),and the litter weight at 30 days of age was significantly higher than that in the red group and the blue group(P<0.01),and significantly higher than that in the white group(P<0.05).In conclusion,the LED light belt is controlled by a dynamic light control system,the light intensity is set to 80 lx,and the light is 16 h a day for 6 d before artificial insemination.Green light can reduce the serum melatonin of Fujian white rabbits,which has the best comprehensive effect on the same period of conception rate and reproductive performance of Fujian white rabbits.
8.Sirt6 inhibits ferroptosis and attenuates D-Gal-induced skeletal muscle aging in mice via Nrf2/HO-1 signaling pathway
Ganmin WANG ; Yao WANG ; Shikun CHENG ; Chenyang DUAN ; Yuyan WANG ; Xiaosu LIU ; Dongyao HOU ; Quan DU
Chinese Journal of Pathophysiology 2025;41(7):1354-1364
AIM:To investigate the regulatory mechanism of silent information regulator 6(Sirt6)on nuclear factor E2-related factor 2(Nrf2)/heme oxygenase-1(HO-1)signaling pathway and ferroptosis in skeletal muscle aging in-duced by D-galactose(D-Gal)in mice.METHODS:A D-Gal-induced mouse aging model was established and randomly divided into control and D-Gal groups.In vitro,D-Gal-treated C2C12 mouse myoblasts were treated with ferroptosis ago-nist erastin(Era)and inhibitor ferrostatin-1(Fer-1),Sirt6 agonist MDL-800 and inhibitor OSS-128167,and Nrf2 siRNA.Mouse body weight and forelimb relative grip strength were monitored.RT-qPCR and Western blot were used to measure the expression of Sirt6,Nrf2,HO-1,P53,P21,P16,muscle ring finger protein 1,muscle atrophy F-box,solute carrier family 7 member 11,and glutathione peroxidase 4 in gastrocnemius muscle and myoblasts.Hematoxylin-eosin staining was performed to examine muscle fiber diameter.Levels of reactive oxygen species(ROS),mitochondrial ROS,mitochon-drial membrane potential,senescence-associated β-galactosidase activity,glutathione,lipid peroxidation,and Fe2? con-centration were measured in myoblasts and myotubes.Immunofluorescence staining was used to detect myosin heavy chain(MyHC)expression in myotubes.RESULTS:Mice in the D-Gal group exhibited significant reductions in body weight and forelimb grip strength(P<0.01),upregulation of aging and muscle atrophy markers,and decreased mRNA and pro-tein levels of ferroptosis markers and Sirt6(P<0.01).Additionally,gastrocnemius muscle fiber diameter significantly de-creased(P<0.01).In D-Gal-treated myoblasts and myotubes,aging and muscle atrophy markers were elevated(P<0.01),MyHC expression was reduced,and protein levels of ferroptosis-related markers,Sirt6,Nrf2,and HO-1 were de-creased(P<0.05 or P<0.01).Fer-1 pre-treatment alleviated these changes(P<0.05 or P<0.01).MDL-800 significantly improved D-Gal-induced aging and muscle atrophy in myoblasts and myotubes,while increasing the expression of ferropto-sis-related proteins(P<0.05 or P<0.01).However,the addition of Erastin abolished the beneficial effects of MDL-800(P<0.05 or P<0.01).Following Nrf2 siRNA transfection,the ability of MDL-800 to improve ferroptosis and the quality of myotube formation was significantly diminished(P<0.05 or P<0.01).CONCLUSION:Sirt6 inhibits ferroptosis in myo-blasts through the Nrf2/HO-1 signaling pathway,thereby alleviating age-related changes in myoblasts and the decline in myotube formation quality,which is beneficial for improving skeletal muscle aging.
9.Neurobiological mechanisms in anorexia nervosa:A meta-analysis using activation likelihood estimation(ALE)
Yanbo WANG ; Yulian BU ; Tianxiao SHEN ; Yibing ZHANG ; Shikun ZHAN ; Bomin SUN ; Jing ZHANG ; Kejia HU
Chinese Journal of Nervous and Mental Diseases 2025;51(6):363-369
Objective To explore the differences in neural activity between patients with anorexia nervosa(AN)and healthy controls(HC),as well as the association between these differences and symptoms in AN patients,using activation likelihood estimation(ALE)meta-analysis.Methods The literature search covered the period from 2000 to March 2025.From a pool of 588 identified studies,4 studies focusing on the neural activity differences between AN patients and HC were selected for inclusion.These studies comprised 106 participants and 21 sets of coordinates.The ALE meta-analysis method was employed,and the GingerALE software was used to systematically analyze the reported brain region changes and their peak coordinates,aiming to investigate the differences in brain functional activity between AN patients and HC.Results Compared to the HC group,AN group showed significantly enhanced activation in the left parahippocampal gyrus/amygdala(ALE value=0.39×10-2),right parahippocampal gyrus/amygdala(ALE value=0.39×10-2)and suboccipital gyrus(ALE value=0.39×10-2),along with a significant reduction in activation in Brodmann area 17(ALE value=0.61×10-2)(P<0.01,FWE corrected).Conclusion Key brain regions in AN patients including the parahippocampal gyrus,inferior occipital gyrus,and amygdala demonstrate significant functional activation abnormalities.
10.The application of the BOPPPS Joint case simulation teaching method in the risk education for nursing interns
Ran TAO ; Shikun WANG ; Xiaolei YANG ; Keyi LI ; Hui PAN ; Lei JIANG
Modern Hospital 2025;25(6):974-977
Objective The purpose of this study was to explore the application effect of BOPPPS combined with case simulation teaching method in nursing risk education of nursing students.By comparing the traditional teaching methods,the in-fluence of BOPPPS combined with case simulation teaching method on nursing students' occupational risk cognition ability,pa-tient safety perception ability and teaching satisfaction was evaluated.Methods 100 cases of nursing students in geriatric oncol-ogy department were divided into observation group and control group,50 cases in each group.The control group used traditional teaching methods;the observation group adopted the teaching mode of BOPPPS combined with case teaching method.The occu-pational risk cognition ability,patient safety perception ability and satisfaction with teaching mode were compared between the two groups.Results The occupational risk cognitive ability,patient safety perception ability and teaching satisfaction of the observa-tion group were better than those of the control group(P<0.05).Conclusion The application of BOPPPS combined with case simulation teaching method in nursing risk teaching of nursing students can improve their occupational risk cognition ability,pa-tient safety perception ability and teaching satisfaction.


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