1.Prediction of postoperative pulmonary complications in video-assisted thoracic surgery for lung cancer based on cardiopulmonary exercise testing and machine learning
Lei GUO ; Fusong LIU ; Zhilong OU ; Lan GUO ; Tiantian LI ; Chongfeng ZHOU ; Kun LUAN ; Xiaoman CHEN ; Yucheng WEI
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2026;33(01):44-52
Objective To develop a predictive model for postoperative pulmonary complications (PPC) following video-assisted thoracic surgery (VATS) in lung cancer patients by integrating cardiopulmonary exercise testing (CPET) parameters and machine learning techniques. Methods A retrospective analysis was conducted on patients with early-stage non-small cell lung cancer who underwent CPET and VATS at Guangdong Provincial People’s Hospital between October 2021 and July 2023. Patients were divided into a PPC group and a non-PPC group. The least absolute shrinkage and selection operator (LASSO) regression was used to select important features associated with PPC. Six machine learning algorithms were utilized to construct prediction models, including logistic regression, support vector machine, k-nearest neighbors, random forest, gradient boosting machine, and extreme gradient boosting. The optimal model was interpreted using SHapley Additive exPlanations (SHAP). Results A total of 325 patients were included, with an average age of 60.36 years, and 55.1% were male. Significant differences were observed between the PPC and non-PPC groups in age, diabetes, coronary heart disease, surgical approach, forced expiratory volume in 1 second (FEV1), forced vital capacity (FVC), FVC% predicted, peak oxygen uptake (peak VO2), anaerobic threshold (AT), and ventilatory equivalent for carbon dioxide slope (VE/VCO2 slope) (P<0.05). In the predictive model constructed by selecting 7 key features using LASSO regression, the random forest model demonstrated the best overall performance across various metrics, with an area under the receiver operating curve of 0.930, an F1 score of 0.836, and a Brier score of 0.133 in the training set. It also exhibited good predictive ability and calibration in the test set. SHAP analysis ranked feature importance as follows: peak VO2, VE/VCO2 slope, age, FEV1, smoking history, diabetes, and surgical approach. Conclusion Integrating CPET parameters, the random forest model can effectively identify high-risk patients for PPC and has the potential for clinical application.
2.Causal relationship between immune cells and bone metabolic diseases:a Mendelian randomization analysis of European populations in international databases
Tianxin CHEN ; Zhilong ZHANG ; Shuai ZHANG ; Yun GAO ; Yuqi ZHU ; Shengping YANG
Chinese Journal of Tissue Engineering Research 2025;29(29):6326-6332
BACKGROUND:Immune cells are correlated with various metabolic bone diseases,yet the specific immunological mechanisms and causal relationships remain elusive.OBJECTIVE:To investigate the causal relationship between immune cells and the risk of metabolic bone diseases through two-sample Mendelian randomization.METHODS:Genome-wide association study(GWAS)data on 731 immune cells and metabolic bone diseases(osteonecrosis,osteomalacia,osteoporosis,and osteoporosis combined with pathological fracture)were obtained from publicly available databases.Genetic variants related to immune cells were employed as instrumental variables.The inverse variance weighting method was utilized as the primary analytical approach,while MR-Egger and weighted median methods were applied to assess the causal relationships between immune cells and the risk of metabolic bone diseases.In addition,MR-PRESSO,MR-Egger regression,Cochran's Q test,and the leave-one-out method were implemented to evaluate genetic polymorphisms and the heterogeneity of instrumental variables,and MR Steiger method was used to exclude reverse causality.RESULTS AND CONCLUSION:(1)The analysis revealed that IgD-CD38dim%B cells,HLA DR on CD14+CD16-monocytes,and HLA DR on CD14+monocytes were significantly and causally associated with an increased risk of osteoporosis(P<6.8x10-5).Sensitivity analyses confirmed the reliability and stability of these results.Furthermore,among the immune cell types studied,28 demonstrated potential causal associations with osteonecrosis,23 with osteomalacia,46 with osteoporosis,and 45 with the combined condition of osteoporosis and pathologic fracture(P<0.05).(2)This study provides a comprehensive assessment of the causal influence of immune cells on metabolic bone diseases,highlighting the significant role of immune factors in the pathogenesis of these conditions,particularly osteoporosis.The findings contribute valuable insights into the relationship between immune traits and bone metabolism,laying a foundation for future research in this domain.This study utilized an international database to analyze the European population,which offers a reference for Chinese biomedical research in the realm of metabolic bone diseases,and facilitates the conduction of relevant studies for the Chinese population,thereby promoting the enhancement of the prevention and treatment of metabolic bone diseases.
3.Coupled Measurement and Spatial Differentiation of the Health Investment and Economic Growth:A Case Study of Ten Major Urban Agglomerations in China
Tianchi SONG ; Jiajia HUANG ; Zhilong SONG ; Xiangwei WU ; Jieting CHEN
Chinese Health Economics 2025;44(6):81-87
Objective:It aims to deepen the understanding of the coupled and coordinated development of health investment and economic growth,and to provide a scientific basis for the development of health policies for China's ten largest urban ag-glomerations.Methods:Based on the provincial panel data of ten major urban agglomerations from 2013 to 2022,entropy weight method,coupled coordination degree model,spatial autocorrelation model and quantile regression model are used for analysis.Results:In observation period,the level of two-system coupling and coordination grows from 0.397 in 2013 to 0.645 in 2022;the global Moran's I decreases from-0.020 to-0.357.In the dynamic leapfrog analysis,22.2%of provinces and munici-palities experience positive leapfrogging,while 16.7%of provinces and municipalities show negative leapfrogging.Baesd on lo-calised Moran Index,the quantile regression results show that the proportion of the people in higher education,the level of ur-banization and the level of labor force have a positive influence on the level of coupling and coordination between these two sys-tems,with the β coefficient showing a tendency of increasing and then decreasing;medical research institutes have a negative influence on the level of coupling and coordination between these two systems on the 0.1-0.3 quantile;the level of foreign invest-ment has a positive influence on the 0.1 quantile,and the 0.6-0.8 quartile has a negative effect.GDP per capita has a weak ef-fect on the level of coordination between these two systems.Conclusion:The two-system coupling and coordination level of the ten major urban agglomerations shows an overall increase,but there are regional differences,and it is affected by the integra-tion of science and education,economic level and human resources.
4.Causal relationship between immune cells and bone metabolic diseases:a Mendelian randomization analysis of European populations in international databases
Tianxin CHEN ; Zhilong ZHANG ; Shuai ZHANG ; Yun GAO ; Yuqi ZHU ; Shengping YANG
Chinese Journal of Tissue Engineering Research 2025;29(29):6326-6332
BACKGROUND:Immune cells are correlated with various metabolic bone diseases,yet the specific immunological mechanisms and causal relationships remain elusive.OBJECTIVE:To investigate the causal relationship between immune cells and the risk of metabolic bone diseases through two-sample Mendelian randomization.METHODS:Genome-wide association study(GWAS)data on 731 immune cells and metabolic bone diseases(osteonecrosis,osteomalacia,osteoporosis,and osteoporosis combined with pathological fracture)were obtained from publicly available databases.Genetic variants related to immune cells were employed as instrumental variables.The inverse variance weighting method was utilized as the primary analytical approach,while MR-Egger and weighted median methods were applied to assess the causal relationships between immune cells and the risk of metabolic bone diseases.In addition,MR-PRESSO,MR-Egger regression,Cochran's Q test,and the leave-one-out method were implemented to evaluate genetic polymorphisms and the heterogeneity of instrumental variables,and MR Steiger method was used to exclude reverse causality.RESULTS AND CONCLUSION:(1)The analysis revealed that IgD-CD38dim%B cells,HLA DR on CD14+CD16-monocytes,and HLA DR on CD14+monocytes were significantly and causally associated with an increased risk of osteoporosis(P<6.8x10-5).Sensitivity analyses confirmed the reliability and stability of these results.Furthermore,among the immune cell types studied,28 demonstrated potential causal associations with osteonecrosis,23 with osteomalacia,46 with osteoporosis,and 45 with the combined condition of osteoporosis and pathologic fracture(P<0.05).(2)This study provides a comprehensive assessment of the causal influence of immune cells on metabolic bone diseases,highlighting the significant role of immune factors in the pathogenesis of these conditions,particularly osteoporosis.The findings contribute valuable insights into the relationship between immune traits and bone metabolism,laying a foundation for future research in this domain.This study utilized an international database to analyze the European population,which offers a reference for Chinese biomedical research in the realm of metabolic bone diseases,and facilitates the conduction of relevant studies for the Chinese population,thereby promoting the enhancement of the prevention and treatment of metabolic bone diseases.
5.Coupled Measurement and Spatial Differentiation of the Health Investment and Economic Growth:A Case Study of Ten Major Urban Agglomerations in China
Tianchi SONG ; Jiajia HUANG ; Zhilong SONG ; Xiangwei WU ; Jieting CHEN
Chinese Health Economics 2025;44(6):81-87
Objective:It aims to deepen the understanding of the coupled and coordinated development of health investment and economic growth,and to provide a scientific basis for the development of health policies for China's ten largest urban ag-glomerations.Methods:Based on the provincial panel data of ten major urban agglomerations from 2013 to 2022,entropy weight method,coupled coordination degree model,spatial autocorrelation model and quantile regression model are used for analysis.Results:In observation period,the level of two-system coupling and coordination grows from 0.397 in 2013 to 0.645 in 2022;the global Moran's I decreases from-0.020 to-0.357.In the dynamic leapfrog analysis,22.2%of provinces and munici-palities experience positive leapfrogging,while 16.7%of provinces and municipalities show negative leapfrogging.Baesd on lo-calised Moran Index,the quantile regression results show that the proportion of the people in higher education,the level of ur-banization and the level of labor force have a positive influence on the level of coupling and coordination between these two sys-tems,with the β coefficient showing a tendency of increasing and then decreasing;medical research institutes have a negative influence on the level of coupling and coordination between these two systems on the 0.1-0.3 quantile;the level of foreign invest-ment has a positive influence on the 0.1 quantile,and the 0.6-0.8 quartile has a negative effect.GDP per capita has a weak ef-fect on the level of coordination between these two systems.Conclusion:The two-system coupling and coordination level of the ten major urban agglomerations shows an overall increase,but there are regional differences,and it is affected by the integra-tion of science and education,economic level and human resources.
6.Clinical application of botulinum toxin type A combined with preoperative progressive pneumoperitoneum in giant incisional hernia
Zhiqiang LIANG ; Fuheng LIU ; Bing ZENG ; Wenchang GAN ; Zehui HOU ; Zhilong YUAN ; Taicheng ZHOU ; Yingru LI ; Shuang CHEN
Chinese Journal of General Surgery 2024;33(10):1688-1696
Background and Aims:The repair of giant incisional hernia is challenging,as closing the significant defect in the abdominal wall can lead to life-threatening complications like abdominal compartment syndrome(ACS).Botulinum toxin type A(BTA)can temporarily relax the abdominal wall muscles,facilitating defect repair,while preoperative progressive pneumoperitoneum(PPP)can increase intra-abdominal volume,reducing intra-abdominal pressure caused by hernia content reintegration.Combining BTA with PPP for the preoperative preparation of giant incisional hernia repair may have a complementary effect.This study was conducted to evaluate the clinical value of combining BTA and PPP in the repair of giant abdominal incisional hernia. Methods:The clinical data of 213 patients with giant abdominal incisional hernia treated at the Sixth Affiliated Hospital of Sun Yat-sen University from December 2015 to December 2019 were retrospectively analyzed.Two weeks after receiving combined BTA and PPP treatment,changes in bilateral abdominal wall muscle,intra-abdominal adhesions,abdominal circumference,abdominal cavity volume,and hernia sac volume ratio were assessed using CT.Intraoperative details,incidence of complications,and postoperative follow-up outcomes were recorded. Results:Following combined BTA and PPP treatment,CT scan showed a significant extension of bilateral lateral abdominal wall muscles towards the midline in all 213 patients,with an average increase of 2.45(1.53-3.29)cm on the left side and 2.54(1.68-3.40)cm on the right side;muscle thickness was reduced by an average of 0.84(0.64-1.00)cm on the left and 0.82(0.62-1.05)cm on the right,the average distance between viscera and the abdominal wall increased to(7.52±1.78)cm,with a mean increase of 6.1(4.2-6.9)cm;the mean increase in abdominal cavity volume was 1 802(1 494.98-2 316.26)mL,and the hernia sac volume ratio decreased by an average of 9%(6%-12%),all changes were statistically significant(P<0.05).Post-PPP CT scan revealed no abdominal adhesions in 18 patients(8.45%),while 195 patients(91.55%)had varying degrees of adhesions,including 39 cases(18.31%)of sheet adhesions and 156 cases(73.24%)of mixed adhesions.Adhesions mainly consisted of omentum and intestinal tissues in 59.15%of cases.There were 43 cases(20.19%)of grade Ⅰ complications during the BTA-PPP process,including abdominal pain(28 cases),shoulder pain(9 cases),subcutaneous emphysema(6 cases),and dyspnea(3 cases).Dyspnea improved with oxygen therapy,while other complications required no special intervention.All 213 patients successfully underwent laparoscopic incisional hernia repair without conversion to open surgery or organ resection for volume reduction.Fascial closure was achieved in 209 cases(98.12%),with 4 cases(1.88%)having incomplete defect closure.The average time for adhesiolysis was 28(11.00-44.50)min,with a total operative time of 178.0(132.50-255.00)min and an average blood loss of 20(10-30)mL.The median intra-abdominal pressure(IAP)after operation was between 10 mmHg(9.00-12.00 mmHg),Among them,47 cases(22.07%)had IAP exceeding 12 mmHg,and after implementing proactive measures such as diuresis and diachoresis to reduce intra-abdominal contents,the IAP in these patients decreased to below 12 mmHg.No severe complications such as skin flap necrosis or ACS were observed.There were no deaths within postoperative 30 d,and during a follow-up period of 26(16.50-33.00)months,13 cases(6.10%)had surgical site events,including infections in 5 cases(2.35%),seromas in 7 cases(3.29%),and hematoma in 1 case(0.47%),with no hernia recurrence. Conclusion:The combination of BTA and PPP not only aids in identifying abdominal wall adhesion areas,improving preoperative surgical planning and enhancing surgical safety,but also significantly increases abdominal cavity volume and extends lateral abdominal wall muscles,facilitating the closure of giant incisional hernia defects and reducing the incidence of severe postoperative complications like ACS.This approach is worthy of clinical promotion.
7. Analysis of the effect of fudosteine on induced sputum components in patients with stable neutrophil-dominated COPD
Zhanbo LI ; Kaifeng DU ; Zhilong JIANG ; Jiameng GAO ; Mengjie CHEN ; Yuan MA ; Zhihong CHEN ; Zhanbo LI ; Kaifeng DU
Chinese Journal of Clinical Pharmacology and Therapeutics 2024;29(4):362-369
AIM: To observe the effect of fudosteine on induced sputum cell components and lung function in patients with stable neutrophil-dominated COPD. METHODS: From October 2019 to October 2022, 53 patients with stable COPD were selected and divided into fudosteine group and placebo group. The placebo group was treated with routine treatment, and the fudosteine group was treated with fudosteine on the basis of routine treatment. The two groups were treated for 6 months. The clinical symptoms [Saint George's Respiratory Questionnaire (SGRQ), COPD Assessment Test (CAT) and Modified British Medical Research Council Dyspnea scale (MMRC), Breathlessness, Cough, and Sputum Scale (BCSS)], lung function index, induced sputum cytology analysis and other related examination results were recorded in detail before and after treatment. RESULTS: (1) Compared with the baseline, the forced expiratory volume in one second (FEV1), forced vital capacity (FVC), and the ratio of FEV1 to FVC (FEV1/FVC) of the two groups were improved after treatment, and the differences were statistically significant (P<0.05). However, after treatment, there was no significant difference in pulmonary function between the two groups except for the percentage of carbon monoxide diffusion in the predicted value (DLCO%pre) (DLCO%pre in the fudosteine group was higher than that in the placebo group). (2) After treatment, the total number of induced sputum cells and neutrophil counts in the fudosteine group were lower than those in the placebo group. Compared with the number of cells in each component at baseline, the total number of induced sputum cells and neutrophil count in the fudosteine group were significantly lower (P< 0.05). CONCLUSION: Fudosteine treatment in patients with stable neutrophil-dominated COPD can improve lung function, reduce the total number of induced sputum cells and the total number of neutrophils, thereby improving airway inflammation.
8.Comparison of reflux characteristics between grade A and grades B/C reflux esophagitis based on esophageal pH-impedance monitoring
Sihui LIN ; Zhilong CHEN ; Yucheng ZHU ; Wei JIANG ; Dalong SUN
Chinese Journal of Clinical Medicine 2024;31(6):918-924
Objective To compare the reflux characteristics between reflux esophagitis (RE) patients with Los Angeles (LA) classification grade A and grades B/C based on esophageal pH-impedance monitoring results. Methods A total of 74 RE patients at Zhongshan Hospital (Xiamen Branch), Fudan University from June 2021 to June 2024 were enrolled, and were divided into the LA-A group (n=46) and the LA-B/C group (n=28) based on the endoscopic diagnosis results. The general clinical data, symptom questionnaire score, and esophageal 24-hour pH-impedance monitoring results were compared between the two groups. Results There were no statistically significant differences in demographic data and the response rate of acid suppression therapy between the two groups. 24-hour esophageal pH-impedance monitoring results showed that there were no statistically significant differences in upright, supine, and total reflux indices, including reflux episodes, acid exposure time (AET), AET percentage (AET%), long acid reflux episodes, longest reflux duration, and total DeMeester score between the two groups. There were no statistically significant differences in distal reflux episodes, proximal reflux episodes, and high reflux (acid, weak acid, and non-acidic reflux) episodes, mean nocturnal baseline impedance (MNBI) between the two groups. The rates of pathological reflux (AET%≥6%) in LA-A group and LA-B/C group were 67.4% and 71.4%, respectively; there were no statistically significant differences in the ratio of AET% composition and the count of impedance reflux exceeding 80 during 24 h between the two groups. Conclusions LA-A grade RE based on the endoscopic diagnosis facilitates the identification of gastroesophageal reflux disease in the Chinese population
9.Analysis of the effect of fudosteine on induced sputum components in patients with stable neutrophil-dominated COPD
Zhanbo LI ; Kaifeng DU ; Zhilong JIANG ; Jiameng GAO ; Mengjie CHEN ; Yuan MA ; Zhihong CHEN
Chinese Journal of Clinical Pharmacology and Therapeutics 2024;29(4):362-369
AIM:To observe the effect of fudostei-ne on induced sputum cell components and lung function in patients with stable neutrophil-dominat-ed COPD.METHODS:From October 2019 to Octo-ber 2022,53 patients with stable COPD were select-ed and divided into fudosteine group and placebo group.The placebo group was treated with routine treatment,and the fudosteine group was treated with fudosteine on the basis of routine treatment.The two groups were treated for 6 months.The clinical symptoms[Saint George's Respiratory Questionnaire(SGRQ),COPD Assessment Test(CAT)and Modified British Medical Research Council Dys-pnea scale(MMRC),Breathlessness,Cough,and Sputum Scale(BCSS)],lung function index,induced sputum cytology analysis and other related exami-nation results were recorded in detail before and after treatment.RESULTS:(1)Compared with the baseline,the forced expiratory volume in one sec-ond(FEV1),forced vital capacity(FVC),and the ra-tio of FEV1 to FVC(FEV1/FVC)of the two groups were improved after treatment,and the differenc-es were statistically significant(P<0.05).However,after treatment,there was no significant difference in pulmonary function between the two groups ex-cept for the percentage of carbon monoxide diffu-sion in the predicted value(DLCO%pre)(DLCO%pre in the fudosteine group was higher than that in the placebo group).(2)After treatment,the total num-ber of induced sputum cells and neutrophil counts in the fudosteine group were lower than those in the placebo group.Compared with the number of cells in each component at baseline,the total num-ber of induced sputum cells and neutrophil count in the fudosteine group were significantly lower(P<0.05).CONCLUSION:Fudosteine treatment in pa-tients with stable neutrophil-dominated COPD can improve lung function,reduce the total number of induced sputum cells and the total number of neu-trophils,thereby improving airway inflammation.
10.Analysis of the effect of fudosteine on induced sputum components in patients with stable neutrophil-dominated COPD
Zhanbo LI ; Kaifeng DU ; Zhilong JIANG ; Jiameng GAO ; Mengjie CHEN ; Yuan MA ; Zhihong CHEN
Chinese Journal of Clinical Pharmacology and Therapeutics 2024;29(4):362-369
AIM:To observe the effect of fudostei-ne on induced sputum cell components and lung function in patients with stable neutrophil-dominat-ed COPD.METHODS:From October 2019 to Octo-ber 2022,53 patients with stable COPD were select-ed and divided into fudosteine group and placebo group.The placebo group was treated with routine treatment,and the fudosteine group was treated with fudosteine on the basis of routine treatment.The two groups were treated for 6 months.The clinical symptoms[Saint George's Respiratory Questionnaire(SGRQ),COPD Assessment Test(CAT)and Modified British Medical Research Council Dys-pnea scale(MMRC),Breathlessness,Cough,and Sputum Scale(BCSS)],lung function index,induced sputum cytology analysis and other related exami-nation results were recorded in detail before and after treatment.RESULTS:(1)Compared with the baseline,the forced expiratory volume in one sec-ond(FEV1),forced vital capacity(FVC),and the ra-tio of FEV1 to FVC(FEV1/FVC)of the two groups were improved after treatment,and the differenc-es were statistically significant(P<0.05).However,after treatment,there was no significant difference in pulmonary function between the two groups ex-cept for the percentage of carbon monoxide diffu-sion in the predicted value(DLCO%pre)(DLCO%pre in the fudosteine group was higher than that in the placebo group).(2)After treatment,the total num-ber of induced sputum cells and neutrophil counts in the fudosteine group were lower than those in the placebo group.Compared with the number of cells in each component at baseline,the total num-ber of induced sputum cells and neutrophil count in the fudosteine group were significantly lower(P<0.05).CONCLUSION:Fudosteine treatment in pa-tients with stable neutrophil-dominated COPD can improve lung function,reduce the total number of induced sputum cells and the total number of neu-trophils,thereby improving airway inflammation.

Result Analysis
Print
Save
E-mail