1.Mechanism of Huangqi Guizhi Wuwutang in Treatment of Sarcopenia Associated with Rheumatoid Arthritis by Improving Skeletal Muscle Homeostasis Through Regulation of Autophagy
Yakun WAN ; Yuan LIU ; Yuan QU ; Jingyu GUO ; Ting LIU ; Zhihui BAI ; Di ZHANG ; Ping JIANG
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(16):12-23
ObjectiveThis study aims to explore the mechanism of action of Huangqi Guizhi Wuwutang in treating rheumatoid arthritis (RA)-associated sarcopenia by regulating autophagy and improving skeletal muscle homeostasis based on network pharmacology,bioinformatics,machine learning,and animal experiments. MethodsActive ingredients and targets of Huangqi Guizhi Wuwutang were screened using the Traditional Chinese Medicine Systems Pharmacology Database and Analysis Platform (TCMSP),PubChem,and SwissTargetPrediction databases. RA-related datasets were retrieved from the GEO database,and differential genes were screened. Sarcopenia-related targets were searched through GeneCards and the Comparative Toxicology Database (CTD),and autophagy-related gene sets were downloaded from the Human Autophagy Database (HADb). Their intersection was analyzed to identify autophagy-related therapeutic targets,followed by enrichment analysis. A protein-protein interaction (PPI) network was constructed using the STRING database,and key targets were selected using multiple methods. Machine learning was applied to predict models based on the expression profiles of intersecting targets,and nomogram models were constructed based on key targets. Molecular docking of the top four active ingredients with key targets was performed using AutoDockVina. A collagen-induced arthritis (CIA) rat model was established using bovine type Ⅱ collagen,with SD rats divided into groups including a blank group,a model group,and low-,medium-,and high-dose groups of Huangqi Guizhi Wuwutang (2.44,4.88,and 9.76 g·kg-1) and administered for five consecutive weeks. Joint scores and gastrocnemius muscle mass were recorded and analyzed after modeling. Hematoxylin and eosin (HE) staining and Masson's staining were used to observe pathological changes in muscle tissue. Immunofluorescence staining was applied to observe the protein expression levels of myosin heavy chain (MYHC) and insulin-like growth factor-1 (IGF-1) in skeletal muscle. Western blot was used to detect the protein expression levels of autophagy-related proteins ATG5,Beclin1,LC3B,muscle-specific proteins (MuRF1),MaFbx,and MYHC. Real-time quantitative reverse transcription PCR (Real-time PCR) was performed to measure the mRNA expression levels of ATG5,Beclin1,LC3B,MuRF1,MaFbx,and MYHC in muscle tissue. ResultsNetwork pharmacology revealed that Huangqi Guizhi Wuwutang shared 25 common targets with autophagy genes related to RA-associated sarcopenia. The PPI network and machine learning identified six key targets,which were primarily involved in autophagy and inflammatory pathways. Animal experiments showed that compared to the blank group,the model group had significantly higher joint scores (P<0.01) and lower gastrocnemius muscle index (P<0.01). HE staining indicated a significant reduction in the cross-sectional area of gastrocnemius muscle fibers,with notable inflammatory cell infiltration and muscle atrophy in the model group. Masson's staining revealed obvious collagen fiber proliferation and deposition,with significant muscle fibrosis in the model group. The protein and mRNA expression levels of ATG5,Beclin1,LC3B,MuRF1,and MaFbx were significantly increased (P<0.01),while the protein expression of MYHC and IGF1 was significantly downregulated (P<0.01). Compared with the model group,the high-dose group of Huangqi Guizhi Wuwutang showed significantly reduced protein and mRNA expression levels of ATG5,Beclin1,LC3B,MuRF1,and MaFbx (P<0.01) and increased protein expression levels of MYHC and IGF1 (P<0.01). The cross-sectional area of muscle fibers increased,and the muscle cell morphology approached normal. Moreover,pathological abnormalities in the gastrocnemius muscle were significantly improved,with reduced collagen fiber proliferation (P<0.01). ConclusionHuangqi Guizhi Wuwutang can mediate autophagy by regulating the expression of ATG5,Beclin1,LC3B,and IGF1,thereby reducing skeletal muscle catabolism and improving skeletal muscle homeostasis,which contributes to the treatment of RA-associated sarcopenia. The findings provide insight into the mechanisms underlying the effects of Huangqi Guizhi Wuwutang in the treatment of RA-related sarcopenia and offer a reference for its enhanced clinical application.
2.Association between physical activity and sleep quality among middle school students
LIU Yuan, ZHANG Ting,YIN Xiaojian, WU Huipan, WANG Jinxian, ZHANG Yingkun, GUO Yaru
Chinese Journal of School Health 2025;46(6):783-787
Objective:
To explore the association between physical activity and sleep quality among middle school students, so as to provide reference for adolescent sleep improvement.
Methods:
From September to December 2023, 5 713 middle school students aged 13-18 years were selected from Shanghai, Suzhou, Taiyuan, Wuyuan, Xingyi and Urumqi by stratified cluster random sampling method. Pittsburgh Sleep Quality Index (PSQI) and Evaluation of Physical Activity Levels of Children and Adolescents Aged 7-18 Years were used to investigate and evaluate sleep quality and physical activity. Comparisons between groups were made using the t-test, Mann-Whitney U-test, and associations between physical activity and sleep quality of middle school students were analyzed using Spearman correlation and linear regression methods.
Results:
The total PSQI scores were 4.0(2.0,6.0) and 5.0 (3.0,6.0) for boys and girls, respectively, with significant sex difference ( Z =-10.90, P <0.01); light physical activity(LPA) and moderate to vigorous physical activity(MVPA) of boys were 18.57 (2.86, 42.86) and 68.57 (35.71, 119.18)min, and girls were 14.29 (0.00, 30.00) and 55.71 (31.43, 92.86)min respectively, and the differences were statistically significant ( Z =3.65, -8.65 , P <0.01). The results of Spearman correlation regression showed that adolescents MVPA was negatively correlated with the total PSQI score ( r =-0.04, P <0.01). After controlling for variables such as mental health, nutritional status and maximum oxygen uptake, the results of linear regression analysis showed that PSQI total score negatively predicted MVPA among middle school students ( B =-4.76, 95% CI =-7.16 to -2.36, P <0.05).
Conclusion
The longer the duration of physical activity among middle school students, the better the quality of sleep.
3.Mediating role of job engagement of burn unit nurses between mental elasticity and resilience
Xinhang DAI ; Ting YU ; Yuan WANG ; Aiai ZHANG ; Yaxin LI ; Ping FENG
Journal of Navy Medicine 2025;46(9):951-956
Objective To explore the relationships of job engagement with mental elasticity and resilience in the nurses of burn unit,so as to provide references for the construction of stable nursing team.Methods A total of 159 nurses who were selected from 16 burn centers in 9 provinces and cities such as Shanghai and Jiangsu by convenience sampling from January to April 2024 were enrolled in this study.General data questionnaire,work engagement scale,psychological resilience scales,and medical staff resilience scales were used.Results The total scores of job engagement,mental elasticity and resilience were 34.25±8.59,67.77±12.70,and 74.62±10.51,respectively.The total score and the scores of all dimensions of job engagement were positively correlated with mental elasticity and resilience(P<0.01).Univariate analysis showed that the working years,the number of late night shifts,and children affected the job engagement of the nurses(P<0.05).The optimal scale analysis showed that the number of late night shifts,mental elasticity and stress scores were the main factors affecting the job engagement(P<0.01).The structural equation model showed that both mental elasticity and resilience could directly predict the job engagement,and the path coefficient was 0.372 and 0.387(P<0.01).Mental elasticity indirectly acted on the job engagement through stress resistance,the indirect effect was 0.248,and the mediation effect accounted for 30.8%of the total effect.Conclusion The mental elasticity and resilience of nurses can be improved by optimizing the allocation of human resources and the scheduling structure,so as to increase the job engagement and further stabilize the burn care team.
4.Effect of rituximab combined with short-course glucocorticoid therapy on cellular immunity and cytokines in children with new-onset nephrotic syndrome
Ting-Ting YUAN ; Bing-Bing ZHU ; Yan LI ; Rui-Feng ZHANG ; Shan QIU ; Juan LYU ; Su-Qin ZHOU
Chinese Journal of Contemporary Pediatrics 2025;27(12):1500-1505
Objective To explore the effect of rituximab on cellular immunity and cytokines in children with new-onset steroid-sensitive nephrotic syndrome(SSNS).Methods Clinical data of 60 children with new-onset SSNS treated at Xuzhou Children's Hospital from December 2021 to March 2023 were retrospectively analyzed.Children were allocated according to rituximab use into a control group(no rituximab)and an observation group(rituximab).The relapse rate,T-lymphocyte subsets and cytokines before and after treatment,and the incidence of adverse reactions were compared between groups.Results The relapse rate was lower in the observation group than in the control group(27%vs 73%,P<0.05).After treatment,CD3+and CD4+T-lymphocyte counts,the CD4+/CD8+ratio,and serum interleukin-2 increased in the observation group and were higher than in the control group(P<0.05).Interleukin-6 and tumor necrosis factor-α levels decreased after treatment in the observation group and were lower than in the control group(P<0.05).After treatment,CD8+T-lymphocyte counts decreased,interferon-γ increased,and interleukin-10 decreased in both groups,with no significant differences between the two groups(P>0.05).The incidence of adverse reactions did not differ significantly between the two groups(P>0.05).Conclusions Rituximab can reduce the relapse rate in children with new-onset nephrotic syndrome and shows good safety.Its therapeutic effect is achieved by regulating the number and function of T cells and by modulating the anti-inflammatory effects of cytokines.
5.Ultrasound radiomics combined with machine learning for early diagnosis of seronegative hashimoto’s thyroiditis
Wenjun WU ; Chang LIU ; Shengsheng YAO ; Daming LIU ; Yuan LUO ; Yihan SUN ; Ting RUAN ; Mengyou LIU ; Li SHI ; Mingming XIAO ; Qi ZHANG ; Zhengshuai LIU ; Xingai JU ; Jiahao WANG ; Xiang FEI ; Li LU ; Yang GAO ; Ying ZHANG ; Liying GONG ; Xuanyu CHEN ; Wanli ZHENG ; Xiali NIU ; Xiao YANG ; Huimei CAO ; Shijie CHANG ; Zuoxin MA ; Jianchun CUI
Chinese Journal of Endocrine Surgery 2025;19(3):313-319
Objective:To evaluate the value of ultrasound radiomics combined with machine learning for early diagnosis of seronegative Hashimoto’s thyroiditis (SN-HT) .Methods:This retrospective study included 164 patients from Liaoning Provincial People’s Hospital , Lixin County People’s Hospital, Linghai Dalinghe Hospital, Fengcheng Phoenix Hospital, who underwent thyroidectomy for solitary nodules with normal thyroid function between Nov. 2016 and Jan. 2024. Postoperative pathology confirmed Hashimoto’s thyroiditis (HT) in some cases, who were further categorized into antibody-positive and antibody-negative groups based on serum antibody status. Patients without Hashimoto’s thyroiditis served as the control group. A total of 298 ultrasound images were analyzed. Radiomics features were extracted from hypoechoic non-nodular areas within 0.5 cm surrounding the tumor. Two senior pathologists and two senior ultrasound physicians independently assessed lymphocytic infiltration, eosinophilic changes of follicular epithelium, and the proportion of hypoechoic areas in pathology and ultrasound images, respectively. A machine learning model, CCH-NET, was developed using linear regression and t-distributed stochastic neighbor embedding (t-SNE) techniques. The dataset was divided into a training set (80%) and a validation set (20%) to compare the diagnostic accuracy of CCH-NET with that of senior ultrasound physicians. Results:In internal validation, CCH-NET achieved a diagnostic accuracy of 88.89% for both antibody-positive and antibody-negative groups, significantly higher than the 66.67% accuracy of senior ultrasound physicians ( P<0.01). In external validation, CCH-NET achieved 75.00% and 66.67% accuracy for the two groups, compared to 50.00% by senior ultrasound physicians. For the control group, both methods achieved 93.33% accuracy. The AUC of CCH-NET was 0.848, outperforming senior ultrasound physicians (0.681) ,demonstrating superior diagnostic performance. Conclusion:The radiomics-based CCH-NET model, using non-nodular hypoechoic areas as a specific indicator, can accurately identify early SN-HT in euthyroid patients. It significantly outperforms senior ultrasound physicians, improving diagnostic accuracy and reducing missed diagnoses.
6.Epidemiological characteristics and trends of postoperative pneumonia in 22 tertiary general hospitals in Jiangsu Province
Hui QIU ; Ping JIANG ; Ping WANG ; Tielin ZHU ; Yan XU ; Tingrui WANG ; Yan SUN ; Yu ZHANG ; Yujuan HOU ; Xiaoming KONG ; Xiaoxu CHEN ; Lanping SHI ; Xiuying LI ; Jing BAI ; Yan WANG ; Huili YUAN ; Bo WANG ; Ying ZHANG ; Jinxia XU ; Ting MA ; Minghua YAN ; Yanan CHEN
Chinese Journal of Infection Control 2025;24(11):1594-1600
Objective To understand the epidemiological characteristics and trends of postoperative pneumonia(POP)in tertiary general hospitals in Jiangsu Province,and provide theoretical basis for carrying out targeted pre-vention and control measures.Methods Surgery patients from 22 tertiary general hospitals in 12 cities in north,central,and south of Jiangsu Province from January 1,2022 to December 31,2023 were chosen as studied subjects,occurrence of POP was analyzed and compared.Results A total of 848 274 surgical procedures were performed in 22 hospitals,and 3 606 cases of POP occurred,with an incidence of 0.43%.The incidence in 2023 was 0.37%,which was lower than that in 2022(0.49%),with statistically significant difference(P<0.001).The top three de-partments with high incidence of POP were neurosurgery(6.71%),cardiothoracic surgery(2.91%),and general surgery(0.77%).Among hospitals of different grades,the incidence of POP in tertiary first-class hospitals was 0.44%,which was higher than that in other tertiary hospitals(0.37%).There was no statistically significant difference in the incidence of POP between municipal and district/county hospitals(P>0.05).The incidence of POP in hospitals with a bed:infection control full-time staff ratio<200∶1 was lower than that in hospitals with the ratio ≥200∶1(0.39%vs 0.47%,P<0.001),while the incidence of POP in hospitals with a proportion ≥30%of full-time staff being doctors was higher than that in hospitals with a proportion<30%(0.45%vs 0.36%,P<0.001).The incidence of POP in male patients was higher than that in female patients(0.62%vs 0.26%,P<0.001).The incidence of POP in elderly patients aged≥65 was higher than that in patients aged<65(0.73%vs 0.26%,P<0.001).A total of 2 667 strains of infectious pathogens were detected,with the top three being Acine-tobacter baumannii,Klebsiella pneumoniae,and Pseudomonas aeruginosa,accounting for 28.95%,22.72%,and 15.45%,respectively.The detection rates of carbapenem-resistant Acinetobacter baumannii(CRAB),carba-penem-resistant Klebsiella pneumoniae(CRKP),and carbapenem-resistant Pseudomonas aeruginosa(CRPA)were 60.75%,21.45%,and 32.28%,respectively.The detection rate of CRKP decreased in 2023 compared with 2022,with statistically significant difference(P<0.05).Conclusion The overall incidence of POP in tertiary general hos-pitals in Jiangsu Province is relatively low,but there are significant differences among different hospitals.There-fore,perioperative prevention and control measures should be carried out based on the epidemiological characteristics of patients.
7.Comparative Study of the Positive Psychological Resources Network of Adolescents With Non-Suicidal Self-Injury
Yuge JIA ; Xiao LIAO ; Yuan FENG ; Ting ZHU ; Xuan CAO ; Wei ZHANG
Journal of Sichuan University (Medical Sciences) 2025;56(3):864-872
Objective To explore the differences in positive psychological resources among elementary and secondary school students with and without non-suicidal self-injury(NSSI)behaviors.Methods Between September and October 2023,the assessment data of 56 870 students aged 9 to 18 years in Chengdu,Sichuan Province were collected.The R software package was used to evaluate the network structure and symptom centrality,and the global strength and structural differences of the networks of students with and without NSSI behaviors in elementary,junior high,and senior high schools were compared.Results The prevalence of NSSI among elementary and secondary school students stands at 12.21%.Specifically,it peaks in junior high school students,reaching 14.22%,followed by that in senior middle school students at 13.66%,and is lowest in elementary school students at 10.17%.Regarding the network structure in elementary school students,irrespective of the presence or absence of NSSI behavior,subjective support exhibits the strongest network strength,and family functioning demonstrates the highest closeness centrality.Among junior high school students without NSSI behaviors,the strongest network strength was observed in subjective support,whereas for those with NSSI behaviors,self-esteem showed the strongest network strength.In addition,subjective support exhibited the highest closeness centrality in both groups.In senior high school students,self-esteem was the factor with the strongest network strength for students with or without NSSI behaviors.For senior high school students without NSSI,subjective support had the highest closeness centrality,while for those with NSSI,expressive suppression showed the highest closeness centrality.The edge weights differed significantly among elementary school students in family functioning-self-esteem(E=0.093)and family functioning-objective support(E=0.087).For junior high school students,significant differences were found in objective support-subjective support(E=0.131)and family functioning-impulse control(E=0.109).Among senior high school students,significant differences were observed in impulse control-family function(E=0.133)and subjective support-utilization of support(E=0.130)(P<0.05).Conclusion Excessive family involvement in elementary school students and expressive suppression in senior high school students may be important influencing factors for NSSI behaviors.The lack of social support has a greater impact on junior and senior high school students.The strength of the connection among subjective support,objective support,and utilization of support is an important indicator.
8.Effects of different cultivation methods and harvest periods on growth traits and medicinal quality of Dendrobium officinale
Xinxin CUI ; Jing ZHANG ; Ting ZHAO ; Fengbo LIU ; Yuan ZHANG ; Shengli WEI
Journal of Beijing University of Traditional Chinese Medicine 2025;48(7):1011-1023
Objective To investigate the effects of different cultivation method and harvest periods on chromatic characteristics and the primary bioactive components of Dendrobium officinale.Methods Fifteen batches of three-year-old Dendrobium officinale were categorized into five cultivation groups:DP-ZP,YB-ZP,HS-ZP,SP-ZP,and ZJ-ZP,with three batches per group.Thirty-six batches of Dendrobium officinale samples were categorized into twelve harvest groups according to different harvest periods and growth years:the T1 to T6 groups were three-year-old samples,and the F1 to F6 groups were four-year-old samples.Chromaticity values of Dendrobium officinale under different cultivation methods and harvest periods were measured using colorimetry.Polysaccharide content under different cultivation method and harvest periods was quantified via ultraviolet spectrophotometry.Mannose,glucose,flavonoids,and phenolic acids(rutin,quercetin,naringenin,and syringic acid)were analyzed in each group under different cultivation methods and harvest periods using HPLC.The total amount of mannose and glucose,the peak area ratio of mannose to glucose,and the total amount of flavonoids and phenolic acids were calculated.The entropy weight-TOPSIS method was applied to assign objective weights to indicators,followed by the calculation of relative closeness(C)for comprehensive quality assessment of medicinal materials.Results Under different cultivation methods,compared with the DP-ZP group,the b? value of the ZJ-ZP and YB-ZP groups decreased,whereas that of the SP-ZP group increased.The L? value and polysaccharide,syringic acid,naringenin,and quercetin contents decreased,whereas the a? value increased in the YB-ZP,SP-ZP,HS-ZP,and ZJ-ZP groups.The mannose contents decreased in the HS-ZP and SP-ZP groups and increased in the ZJ-ZP group(P<0.05).The glucose content in the ZJ-ZP and SP-ZP groups decreased,the peak area ratio of mannose to glucose increased(P<0.05).Compared with the SP-ZP group,the mannose and glucose contents and the total amount of mannose and glucose were significantly increased,and the peak area ratio of mannose to glucose was decreased in the DP-ZP,YB-ZP,HS-ZP,and ZJ-ZP groups(P<0.01).Compared with the ZJ-ZP group,the rutin contents and the total amount of flavonoids and phenolic acids were decreased in the SP-ZP,HS-ZP,DP-ZP,and YB-ZP groups(P<0.05).Compared with the T3 group,the L? value of the T1,T2,T5,and T6 groups decreased,whereas the b? value increased.The a? value and the peak area ratio of mannose to glucose increased in the T1,T2,and T4 to T6 groups,whereas the polysaccharide and glucose contents and the total amount of mannose and glucose decreased(P<0.05).Compared with the T5 group,the mannose content in the T1 to T4 and T6 groups decreased,whereas the rutin content increased in the T1 to T4 groups(P<0.05).Compared with the T6 group,the syringic acid and quercetin contents increased in the T1 to T5 groups,and the total amount of flavonoids and phenolic acids increased in the T1 to T4 group(P<0.05).Compared with the F1 group,the syringic acid content in the F2 to F6 group increased,the quercetin content decreased(P<0.01).Compared with the F2 group,the glucose and rutin content and the total amount of flavonoids and phenolic acids decreased in the F1 and F3 to F6 groups(P<0.01).Compared with the F3 group,the L? value decreased,the b? value increased,mannose content and the total amount of mannose and glucose decreased in the F1,F2,and F4 to F6 groups.Polysaccharide content in the F1 and F4 to F6 groups decreased(P<0.05).Compared with the F6 group,the peak area ratio of mannose to glucose was significantly decreased in the F1 to F4 groups(P<0.01).Entropy weight-TOPSIS analysis showed that the C of chromatic characteristics and primary bioactive components in DP-ZP(C=0.661 1)and F5(C=0.538 9)groups were the highest.Conclusion Dendrobium officinale cultivated under greenhouse conditions and four-year-old Dendrobium officinale harvested in February exhibit optimal overall quality.These findings provide an experimental basis for the selection of cultivation method and the optimal harvest period of high-quality Dendrobium officinale.
9.Effect of graded rehabilitation intervention on prognosis of patients with chronic heart failure
Wen-jie KUANG ; Ting LI ; Yuan-yuan ZHANG ; Qi-lin MA
Chinese Journal of cardiovascular Rehabilitation Medicine 2025;34(3):408-413
Objective:To investigate the effect of graded rehabilitation intervention on cardiac function,self-man-agement ability,exercise tolerance,sleep quality and quality of life in patients with chronic heart failure(CHF).Methods:This randomized controlled study enrolled 125 patients with CHF admitted to Lu'an People's Hospital be-tween April 2020 and October 2023.Patients were divided into control group(n=62)and intervention group(n=63).Participants in the control group received routine rehabilitation intervention,while those in the intervention group received additional graded rehabilitation intervention.Both groups were intervened for 3 months.Cardiac function indexes,6min walking distance(6MWD),metabolic equivalent(METs),scores of exercise of self-care a-gency(ESCA),Pittsburgh sleep quality index(PSQI)and the MOS item short from health survey(SF-36),and in-cidence of adverse events during the intervention were compared between the two groups.Results:Compared to pa-tients in the control group,those in intervention group had significant lower left ventricular end-diastolic volume(LVEDV)[(108.19±2.96)ml vs.(129.51±3.34)ml],left ventricular end-systolic volume(LVESV)[(50.68±2.28)ml vs.(67.38±2.68)ml],score of Pittsburgh sleep quality index(PSQI)[(8.30±1.87)points vs.(13.99±2.06)points](P<0.001 all),and significant higher left ventricular ejection fraction(LVEF)[(58.17±2.08)%vs.(50.70±1.63)%],ESCA score[(148.29±19.48)points vs.(124.68±15.93)points],6MWD[(413.58±15.11)m vs.(372.22±14.62)m],METs[(6.88±0.64)kcal·kg-1·h-1 vs.(6.13±0.62)kcal·kg-1·h-1],total SF-36 score[(128.97±6.62)points vs.(104.35±5.46)points](P<0.001 all).The inci-dence of adverse events in the intervention group was significantly lower than that in the control group(5.00%vs.18.33%,P=0.023).Conclusion:The graded rehabilitation intervention may improve the heart function,self-management ability,exercise tolerance,sleep quality and quality of life in CHF patients,and has high safety.
10.Prediction of occupant lumbar spine injuries based on machine learning and analysis of influencing factors
Haiyan LI ; Xinyu ZHANG ; Ting KE ; Yanxin WANG ; Lijuan HE ; Wenle LÜ ; Shihai CUI ; Shijie YUAN
Chinese Journal of Medical Physics 2025;42(3):388-396
Based on CT scan data,a bionic model of lumbar spine injuries with high biofidelity is developed and validated through cadaver experiments.Decoupling the constraint system that affects occupants during collisions due to inertial forces and the subsequent pressure exerted by the seat upon returning to position,a simulated fall experiment is designed.The simulated outcomes are trained and predicted using deep learning algorithms,and the accuracy of the trained neural network prediction model is verified.Key parameters are analyzed for correlation using principal component analysis and cross-reverse methods.The results shows that the predicted lumbar spine injury model obtained from training has high reliability(R2>0.9).Comprehensive analysis reveals that after experiencing axial impact,the L4 vertebral body bears the highest impact load and can be used as a representative measure of lumbar spine injury.Among the environmental variables,the axial force on the L4 lumbar spine is mainly affected by torso mass and fall height,both of which have positive correlations.Torso mass,fall height,and posture angle all have positive effects on internal energy.Conversely,torso mass and fall height have negative correlations with stress.These research findings provide a scientific basis for further elucidating lumbar spine injury mechanisms in intelligent cockpit environments,devising corresponding safety protection measures,and evaluating occupant safety in automobiles.


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