1.Association between occupational lead exposure and multiple health indicators: A machine learning-based study
Jiali QIAN ; Boshen WANG ; Qinheng ZHU ; Xiaoru DAI ; Baoli ZHU
Journal of Environmental and Occupational Medicine 2026;43(5):621-629
Background Lead (Pb) is a highly toxic heavy metal that accumulates in the body, potentially leading to multi-systemic impairment. Compared with traditional statistical methods, machine learning techniques offer unique advantages, opening new avenues for occupational health risk assessment and the exploratory analysis of complex associations. Objective To examine the association between occupational lead exposure and multiple health indicators and to identify key risk factors for lead toxicity. Methods A cross-sectional study was conducted, integrating occupational hygiene investigation results from 16 lead-acid battery enterprises in Jiangsu Province with occupational health examination data from 1914 lead-exposed workers. Inter-group differences were analyzed using the χ2 test or Fisher's exact test. Binary logistic regression and machine learning algorithms [CatBoost, Naive Bayes model (NBM), and random forest (RF)] were employed to evaluate the association between blood lead (PbB), urine lead (PbU), and health indicators including blood pressure (BP), red blood cell count (RBC), and alanine aminotransferase (ALT). Results The prevalence of abnormal PbB and PbU were 14.52% and 9.35%, respectively. The risks of abnormal BP, RBC, and ALT were significantly increased in the population with high lead levels (P<0.05). PbB abnormalities were closely associated with gender, environmental lead concentration, wearing masks, smoking, and alcohol consumption (P<0.05). Regarding occupational hazards, workers exposed to lead dust had a 1.98-fold risk of PbU abnormality compared to those exposed to lead fumes. The plate coating and acid leaching process posed the highest risk for both PbB (OR=8.81) and PbU (OR=5.46) abnormalities compared with assembly process. Furthermore, the risks of PbB and PbU abnormalities were significantly elevated among workers with abnormal BP, RBC or ALT (P<0.05). Among the models, CatBoost performed best in predicting RBC abnormality (accuracy: 95.8%; precision: 44.9%; F1 score: 0.952; AUC: 0.981). Feature importance analysis identified PbB and PbU as the core factors affecting abnormal RBC and ALT, while RBC and ALT abnormalities as key features for predicting the risk of PbB and PbU abnormalities. Conclusion By integrating traditional statistical methods with machine learning, this study reveals a complex bidirectional association between occupational lead exposure and multiple health indicators, and identifies gender, job category, and environmental Pb concentration as the key factors influencing PbB abnormalities. These findings provide a scientific foundation for the implementation of precision occupational health management models.
2.Association between occupational lead exposure and multiple health indicators: A machine learning-based study
Jiali QIAN ; Boshen WANG ; Qinheng ZHU ; Xiaoru DAI ; Baoli ZHU
Journal of Environmental and Occupational Medicine 2026;43(5):621-629
Background Lead (Pb) is a highly toxic heavy metal that accumulates in the body, potentially leading to multi-systemic impairment. Compared with traditional statistical methods, machine learning techniques offer unique advantages, opening new avenues for occupational health risk assessment and the exploratory analysis of complex associations. Objective To examine the association between occupational lead exposure and multiple health indicators and to identify key risk factors for lead toxicity. Methods A cross-sectional study was conducted, integrating occupational hygiene investigation results from 16 lead-acid battery enterprises in Jiangsu Province with occupational health examination data from 1914 lead-exposed workers. Inter-group differences were analyzed using the χ2 test or Fisher's exact test. Binary logistic regression and machine learning algorithms [CatBoost, Naive Bayes model (NBM), and random forest (RF)] were employed to evaluate the association between blood lead (PbB), urine lead (PbU), and health indicators including blood pressure (BP), red blood cell count (RBC), and alanine aminotransferase (ALT). Results The prevalence of abnormal PbB and PbU were 14.52% and 9.35%, respectively. The risks of abnormal BP, RBC, and ALT were significantly increased in the population with high lead levels (P<0.05). PbB abnormalities were closely associated with gender, environmental lead concentration, wearing masks, smoking, and alcohol consumption (P<0.05). Regarding occupational hazards, workers exposed to lead dust had a 1.98-fold risk of PbU abnormality compared to those exposed to lead fumes. The plate coating and acid leaching process posed the highest risk for both PbB (OR=8.81) and PbU (OR=5.46) abnormalities compared with assembly process. Furthermore, the risks of PbB and PbU abnormalities were significantly elevated among workers with abnormal BP, RBC or ALT (P<0.05). Among the models, CatBoost performed best in predicting RBC abnormality (accuracy: 95.8%; precision: 44.9%; F1 score: 0.952; AUC: 0.981). Feature importance analysis identified PbB and PbU as the core factors affecting abnormal RBC and ALT, while RBC and ALT abnormalities as key features for predicting the risk of PbB and PbU abnormalities. Conclusion By integrating traditional statistical methods with machine learning, this study reveals a complex bidirectional association between occupational lead exposure and multiple health indicators, and identifies gender, job category, and environmental Pb concentration as the key factors influencing PbB abnormalities. These findings provide a scientific foundation for the implementation of precision occupational health management models.
3.Observation on the therapeutic efficacy of surface electromyography biofeedback combined with respiratory training in the treatment of post-stroke dysphagia
Liang JIN ; Ai JIN ; Ling WANG ; Xiaoru QI ; Yan DAI ; Haitao SU
Tianjin Medical Journal 2025;53(7):688-693
Objective To investigate the efficacy of surface electromyography biofeedback combined with respiratory training on post-stroke dysphagia and its impacts on serum neuron specific enolase(NSE)and insulin-like growth factor 1(IGF-1)in patients.Methods Totally 120 patients with post-stroke dysphagia in our hospital were stochastically assigned into the control group and the combined group,with 60 patients in each group.Both groups were given conventional treatment first,while the control group received respiratory training treatment.The combined group received surface electromyography biofeedback treatment on the top of the control group.The efficacy,serum NSE,central nervous system specific protein(S100β),IGF-1,functional oral intake scale(FOIS)score,standard swallowing function assessment scale(SSA)score,respiratory function,pharyngeal contraction rate and duration of pharyngeal contraction were compared between the two groups.Results After treatment,the total effective rate was higher in the combined group(x2=4.876,P<0.05).Compared with before treatment,NSE,S100β,SSA score and pharyngeal contraction rate decreased after treatment in both groups,and those were even lower in the combined group(t=5.193,9.000,8.976,10.614,P<0.05).Compared with before treatment,IGF-1,FOIS score,force vital capacity(FVC),forced expiratory volume in one second(FEV1),peak expiratory flow rate(PEF)and duration of pharyngeal contraction increased after treatment in both groups,with even higher levels in the combined group(t=4.212,6.220,3.765,6.935,5.020,4.249,P<0.05).Conclusion Surface electromyography biofeedback combined with respiratory training can improve neuronal damage in patients with dysphagia,enhance swallowing efficiency,reduce serum NSE,S100β levels and pharyngeal retention time,with significant curative effect.
4.Research Progress on the Wuwei Qingzhuo Preparation of Mongolian Medicine and Shiliu Jianwei Preparation of Zang Medicine
Shengyun DAI ; Dongxue WU ; Rui HUANG ; Jie LIU ; Xiaoru HU ; Meng XIAO ; Chaojie LIAN ; Feng WEI ; Jian ZHENG ; Jialiang ZHU
Herald of Medicine 2025;44(1):61-67
Based on the results of the National Drug Sampling and Inspection Programme,we summarized the history,the standard collection,the production enterprises and the dosage form specifications,the quality standard study,the pharmacological and pharmacodynamic study,and the clinical application study of Wuwei Qingzhuo preparation of Mongolian medicine and Shiliu Jianwei preparation of Zang medicine,to provide the basis for improved quality standards for both preparations.The development of these two preparations was searched and analyzed through literature.The available information shows that there is very little research on the two preparations and insufficient pharmacological experimental and clinical experimental data.The two preparations are basically the same in prescription and efficacy.However,the quality standards are very different,which are not conducive to the quality control of the two and their related dosage forms.And it is suggested that the Chinese Pharmacopoeia should take the situation of this category into comprehensive consideration,and unify the quality standards of the two preparations.
5.Quality Analysis and Suggestion of Zukamu Preparation Based on National Drug Sampling and Testing
Shengyun DAI ; Dongxue WU ; Rui WU ; Meng XIAO ; Jie LIU ; Chaojie LIAN ; Xiaoru HU ; Feng WEI ; Jian ZHENG ; Jialiang ZHU
Herald of Medicine 2025;44(10):1600-1605
Objective To examine the quality of Zukamu preparations through the national drug sampling and testing,and further understand their current quality status and existing problems.This work is benefit for improving the quality standard of Zukamu preparations and providing technical support for the drug regulatory authorities.Methods Samples of Zukamu preparations were collected from a total of 29 provinces in China,and were tested for description,identification,other requirements(weight variation,particle size,determination of water,disprsion,and microbial limit items),and assay in accordance with the national pharmaceutical standards.The test data were analyzed to evaluate the quality status of the Zukamu preparations,and exploratory research was carried out to address the problems found in the test.Results A total of 97 batches of Zukamu preparations were sampled,and the passing rate was 100.0%according to the current quality standard.Exploratory study,revealed that Zukamu preparation were subject to 4 testing standards,with uneven test items,missing items,poor operability,and lack of exclusivity in some items.The test based on the existing standards can't comprehensively evaluate the quality of the preparation.Conclusions Based on the national drug sampling and testing,combined with exploratory research on drug safety,authenticity and effectiveness,it is recommended to unify the quality standards of Zukamu preparations by combining with the work of standard improving,revising the identification method of thin-layer chromatography,increasing the content determination,and establishing the quick test method,thereby effectively evaluating and controling the quality of the samples of Zukamu preparations.
6.Observation on the therapeutic efficacy of surface electromyography biofeedback combined with respiratory training in the treatment of post-stroke dysphagia
Liang JIN ; Ai JIN ; Ling WANG ; Xiaoru QI ; Yan DAI ; Haitao SU
Tianjin Medical Journal 2025;53(7):688-693
Objective To investigate the efficacy of surface electromyography biofeedback combined with respiratory training on post-stroke dysphagia and its impacts on serum neuron specific enolase(NSE)and insulin-like growth factor 1(IGF-1)in patients.Methods Totally 120 patients with post-stroke dysphagia in our hospital were stochastically assigned into the control group and the combined group,with 60 patients in each group.Both groups were given conventional treatment first,while the control group received respiratory training treatment.The combined group received surface electromyography biofeedback treatment on the top of the control group.The efficacy,serum NSE,central nervous system specific protein(S100β),IGF-1,functional oral intake scale(FOIS)score,standard swallowing function assessment scale(SSA)score,respiratory function,pharyngeal contraction rate and duration of pharyngeal contraction were compared between the two groups.Results After treatment,the total effective rate was higher in the combined group(x2=4.876,P<0.05).Compared with before treatment,NSE,S100β,SSA score and pharyngeal contraction rate decreased after treatment in both groups,and those were even lower in the combined group(t=5.193,9.000,8.976,10.614,P<0.05).Compared with before treatment,IGF-1,FOIS score,force vital capacity(FVC),forced expiratory volume in one second(FEV1),peak expiratory flow rate(PEF)and duration of pharyngeal contraction increased after treatment in both groups,with even higher levels in the combined group(t=4.212,6.220,3.765,6.935,5.020,4.249,P<0.05).Conclusion Surface electromyography biofeedback combined with respiratory training can improve neuronal damage in patients with dysphagia,enhance swallowing efficiency,reduce serum NSE,S100β levels and pharyngeal retention time,with significant curative effect.
7.Research Progress on the Wuwei Qingzhuo Preparation of Mongolian Medicine and Shiliu Jianwei Preparation of Zang Medicine
Shengyun DAI ; Dongxue WU ; Rui HUANG ; Jie LIU ; Xiaoru HU ; Meng XIAO ; Chaojie LIAN ; Feng WEI ; Jian ZHENG ; Jialiang ZHU
Herald of Medicine 2025;44(1):61-67
Based on the results of the National Drug Sampling and Inspection Programme,we summarized the history,the standard collection,the production enterprises and the dosage form specifications,the quality standard study,the pharmacological and pharmacodynamic study,and the clinical application study of Wuwei Qingzhuo preparation of Mongolian medicine and Shiliu Jianwei preparation of Zang medicine,to provide the basis for improved quality standards for both preparations.The development of these two preparations was searched and analyzed through literature.The available information shows that there is very little research on the two preparations and insufficient pharmacological experimental and clinical experimental data.The two preparations are basically the same in prescription and efficacy.However,the quality standards are very different,which are not conducive to the quality control of the two and their related dosage forms.And it is suggested that the Chinese Pharmacopoeia should take the situation of this category into comprehensive consideration,and unify the quality standards of the two preparations.
8.Quality Analysis and Suggestion of Zukamu Preparation Based on National Drug Sampling and Testing
Shengyun DAI ; Dongxue WU ; Rui WU ; Meng XIAO ; Jie LIU ; Chaojie LIAN ; Xiaoru HU ; Feng WEI ; Jian ZHENG ; Jialiang ZHU
Herald of Medicine 2025;44(10):1600-1605
Objective To examine the quality of Zukamu preparations through the national drug sampling and testing,and further understand their current quality status and existing problems.This work is benefit for improving the quality standard of Zukamu preparations and providing technical support for the drug regulatory authorities.Methods Samples of Zukamu preparations were collected from a total of 29 provinces in China,and were tested for description,identification,other requirements(weight variation,particle size,determination of water,disprsion,and microbial limit items),and assay in accordance with the national pharmaceutical standards.The test data were analyzed to evaluate the quality status of the Zukamu preparations,and exploratory research was carried out to address the problems found in the test.Results A total of 97 batches of Zukamu preparations were sampled,and the passing rate was 100.0%according to the current quality standard.Exploratory study,revealed that Zukamu preparation were subject to 4 testing standards,with uneven test items,missing items,poor operability,and lack of exclusivity in some items.The test based on the existing standards can't comprehensively evaluate the quality of the preparation.Conclusions Based on the national drug sampling and testing,combined with exploratory research on drug safety,authenticity and effectiveness,it is recommended to unify the quality standards of Zukamu preparations by combining with the work of standard improving,revising the identification method of thin-layer chromatography,increasing the content determination,and establishing the quick test method,thereby effectively evaluating and controling the quality of the samples of Zukamu preparations.
9.Binary cardiac rehabilitation in patients with acute myocardial infarction and the measurement of 6-minute Walk Test
Xiaoru CHE ; Linyan QIAN ; Jie PANG ; Juebao LI ; Hui WANG ; Yunlan DAI ; Zhanhong QIAN ; Yaju QIU ; Jing WANG ; Xuelie HU ; Xianda CHE
Chinese Journal of Emergency Medicine 2018;27(6):657-662
Objective To study the effects of binary cardiac rehabilitation (CR) composed of hospital-based and home-based CR in patients after acute myocardial infarction (AMI) evaluated by six-minute walking distance (6MWD). Methods A total of 38 post-MI patients were divided into two groups, namely conventional CR group (n=20) and binary CR group (n=18). In the first seven days, CR training was carried out in all 38 patients in our hospital, and then 20 patients were kept at CR training in the hospital (hospital-based CR group), whereas the remaining 18 patients (binary CR group) got tele-monitored walking training at home for eight weeks (binary model). Before discharge from hospital based CR or after 8 weeks CR at home, all patients received Cardiopulmonary Exercise Testing and Six-minute Walk Test, and the data of patients' body mass index (BMI),thyroid function, serum lipid metabolism and echocardiography were collected before and after CR. Results After CR, BMI and low density lipoprotein (LDL) decrease in both groups compared with those before CR[hospital-based group: BMI, (25.99±3.36)kg/m2 vs. (23.04±3.72) kg/m2,P<0.05; LDL, (3.40±1.38) mg/dl vs. (2.04±0.73)mg/ dl,P<0.01; binary group: BMI, (24.84±2.70) kg/m2 vs. (22.88±2.56) kg/m2,P<0.05; LDL, (3.40±1.01) mg/dl vs. (92.11±0.37) mg/dl,P<0.01]. After 8 weeks CR at home or hospital based CR until discharge, the anaerobic threshold (AT), maximum rate of oxygen consumption (VO2max),metabolic equivalent (MET) and 6MWD improved significantly in both groups compared with those at 7 days after CR in hospital [Hospital-based group: AT, (12.37±1.53) mL/(kg. min) vs. (14.77±1.57) mL/(kg. min); VO2max (17.87± 1.66 mL/(kg. min) vs. (20.73±2.14) mL/(kg. min); MET (5.02±0.36) vs. (6.09±0.53); 6MWD (500±53.36) m vs. (582.5±57.6) m,P<0.01; Binary group: AT, (12.56±1.11) mL/(kg·min) vs. (14.30±1.23) mL/(kg. min); V02max, (17.28±1.38) mL/(kg. min) vs. (20.02±1.37) mL/(kg. min); MET, (5.07±0.47)vs (5.94±0.46); 6MWD,(511.4±50.96) m vs. (590.3±56.1)m,P<0.01]. There was no significant difference in CR effects observed between two groups (P>0.05). Conclusions In post-MI patients,a binary model of CR training improved physical capacity and was a similarly effective form of CR as a entirely hospital-based approach. A home-based tele-monitored program facilitated patients' adherence to CR. The 6 minute walk experiment is economical and good evaluation on the CR effect of binary cardiac rehabilitation.

Result Analysis
Print
Save
E-mail