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.Effects of acupuncture on podocyte autophagy and the LncRNA SOX2OT/mTORC1/ULK1 pathway in rats with diabetic kidney disease.
Xu WANG ; Yue ZHANG ; Hongwei LI ; Handong LIU ; Jie LI ; Ying FAN ; Zhilong ZHANG
Chinese Acupuncture & Moxibustion 2025;45(10):1450-1458
OBJECTIVE:
To observe the effects of acupuncture on podocyte autophagy and long non-coding RNA SOX2 overlapping transcript (LncRNA SOX2OT)/mammalian target of rapamycin C1 (mTORC1)/Unc-51-like kinase 1 (ULK1) pathway in rats with diabetic kidney disease (DKD), and to explore the mechanism by which acupuncture reduces urinary protein.
METHODS:
A total of 40 SPF-grade male Sprague-Dawley rats were randomly divided into a control group (n=10) and a modeling group (n=30). The DKD model was established by feeding a high-fat, high-sugar diet combined with intraperitoneal injection of streptozotocin (STZ) in the modeling group. Twenty rats with successful DKD model were randomly divided into a model group (n=10) and an acupuncture group (n=10). The acupuncture group received "spleen and stomach-regulating" acupuncture at bilateral "Zusanli" (ST36), "Fenglong" (ST40), "Yinlingquan" (SP9), and "Zhongwan" (CV12), 30 min per session, once daily, five times per week, for four weeks. The general condition, fasting blood glucose (FBG), 2-hour postprandial glucose (2hPG), serum creatinine (SCr), blood urea nitrogen (BUN), 24-hour urinary protein quantification, and urine albumin-to-creatinine ratio (UACR) were compared before and after the intervention. After intervention, urinary podocyte injury marker SPON2 was measured by ELISA. Podocyte autophagosomes and glomerular basement membrane ultrastructure in renal tissue were observed via transmission electron microscopy. Podocyte apoptosis was assessed by TUNEL staining. The protein expression of microtubule-associated protein 1 light chain 3Ⅱ (LC3-Ⅱ), mTORC1, ULK1, Beclin-1, and p62 in renal tissue was detected by Western blot. LncRNA SOX2OT expression in renal tissue was measured by real-time PCR.
RESULTS:
After the intervention, compared with the control group, the model group exhibited increased food and water intake, increased urine output, weight loss, and loose stools; compared with the model group, the food and water intake, urine volume, and loose stools were improved in the acupuncture group. Compared with the control group, FBG, 2hPG, SCr, BUN, 24-hour urinary protein quantification, UACR, and urinary SPON2 were all higher in the model group (P<0.01); compared with the model group, the FBG, 2hPG, SCr, BUN, 24-hour urinary protein quantification, UACR, and urinary SPON2 were all lower in the acupuncture group (P<0.01). Compared with the control group, the model group showed reduced podocyte autophagosomes and thickened glomerular basement membrane; compared with the model group, the acupuncture group had increased podocyte autophagosomes and less thickened basement membrane. Compared with the control group, the podocyte apoptosis index (AI) was higher in the model group (P<0.01); compared with the model group, the AI was lower in the acupuncture group (P<0.01). Compared with the control group, the expression of ULK1, Beclin-1, and LC3-Ⅱ proteins was lower, and the expression of mTORC1 and p62 proteins was higher in the model group (P<0.01). Compared with the model group, the expression of ULK1, Beclin-1, and LC3-Ⅱ proteins was higher, and the expression of mTORC1 and p62 proteins was lower in the acupuncture group (P<0.01). Compared with the control group, the LncRNA SOX2OT expression was lower in the model group (P<0.01). Compared with the model group, LncRNA SOX2OT expression was higher in the acupuncture group (P<0.01).
CONCLUSION
The "spleen and stomach-regulating" acupuncture method could improve renal function in DKD rats, reduce blood glucose and urinary protein excretion, alleviate podocyte injury, and enhance podocyte autophagy. The mechanism may be related to modulation of the renal LncRNA SOX2OT/mTORC1/ULK1 pathway.
Animals
;
Podocytes/cytology*
;
Diabetic Nephropathies/physiopathology*
;
Rats, Sprague-Dawley
;
Male
;
Rats
;
Mechanistic Target of Rapamycin Complex 1/genetics*
;
Autophagy
;
Acupuncture Therapy
;
Autophagy-Related Protein-1 Homolog/genetics*
;
RNA, Long Noncoding/metabolism*
;
Humans
;
Signal Transduction
3.Research progress in the factors related to bone cement leakage in percutaneous vertebral augmentation for vertebral metastases
Mingyuan HOU ; Zhilong WANG ; Yibing LI ; Taiyang ZUO
Journal of Interventional Radiology 2025;34(1):109-114
For the treatment of vertebral metastases,percutaneous vertebral augmentation can effectively relieve pain,stabilize vertebrae,and prevent and treat pathological fractures.Bone cement leakage is the most common complication of percutaneous vertebral augmentation.Most bone cement leakages are asymptomatic and no special management is required,but close attention should be paid to some rare and serious complications caused by bone cement leakage.This paper aims to make a comprehensive review about the advances in percutaneous vertebral augmentation for vertebral metastases,focusing on the technical features,characteristics of bone cement,types of bone cement leakage,leakage-related factors and their preventive measures,etc.
4.The curative effect of CT-guided microwave ablation combined with percutaneous vertebroplasty for spinal metastases and the analysis of risk factors for bone cement leakage
Mingyuan HOU ; Zhilong WANG ; Fangzhou JIANG ; Zerui WANG ; Yining LIANG ; Yibing LI ; Taiyang ZUO
Journal of Interventional Radiology 2025;34(2):186-191
Objective To investigate the short-term efficacy of CT-guided microwave ablation(MWA)combined with percutaneous vertebroplasty(PVP)for spinal metastases,and to analyze the risk factors for postoperative cement leakage.Methods The clinical data of 50 patients with spinal metastases(74 diseased vertebrae in total),who were treated with CT-guided MW A combined with PVP at the authors'hospital from January 2020 to June 2023,were retrospectively analyzed.Numerical Pain Rating Scale(NRS),daily morphine consumption(DMC)and Activity of Daily Living Scale(ADL)were used to evaluate the short-term efficacy.Regular postoperative CT reexamination was carried out to assess the condition of local tumor control and bone cement leakage.Univariate analysis and multivariate binary logistic analysis of gender,age,maximum diameter of metastatic lesion,type of metastasis,Tomita classification of primary tumor,level of affected vertebrae,injected volume of bone cement,injection side,pathological fracture,and posterior vertebral wall rupture were performed to determine the risk factors for postoperative occurrence of bone cement leakage.Results The preoperative,and the postoperative one-day,one-week,one-month,3-month and 6-month NRS were(7.24±1.41),(4.76±1.45),(3.42±1.34),(2.86±0.90),(2.20±0.57),(1.66±0.72)points respectively.The preoperative,and the postoperative one-day,one-week,one-month,3-month and 6-month DMC were(110.40±94.61),(66.10±51.23),(47.30±37.49),(32.90±22.84),(25.60±18.97),(15.36±13.43)mg respectively.The preoperative,and the postoperative one-week,one-month,3-month and 6-month ADL were(40.80±11.45),(53.20±6.68),(60.40±5.14),(62.90±4.75),(64.80±4.51)points respectively.The differences in NRS,DMC,ADL between their preoperative values and postoperative 6-month values were statistically significant(all P<0.05).Postoperative 6-month imaging follow-up check revealed that tumor was controlled in 46 patients and the tumor recurrence rate was 8%(4/50),and mild bone cement leakage occurred in 17 of 74 vertebrae(22.97%).Multivariate regression analysis indicated that pathological fracture(OR=9.581,95%CI=2.292-40.055,P=0.002)and rupture of posterior wall of vertebra(OR=5.105,95%CI=1.041-25.022,P=0.044)were the independent risk factors for bone cement leakage,the pathological fracture(OR=35.333,95%CI=4.029-309.840,P=0.001)was the independent risk factor for cortical bone cement leakage.No independent risk factor for vascular bone cement leakage was observed.The rupture of posterior wall of vertebra(OR=48.400,95%CI=4.725-495.753,P=0.001)was the independent risk factor for leakage of bone cement in spinal canal.Conclusion MW A combined with PVP can rapidly relieve pain,improve the ability of daily activity and quality of life of patients with spinal metastases,which can be further improved within 6 months after treatment.The combination use of MW A and PVP carries lower incidence of bone cement leakage.The pathological fracture and posterior wall rupture of vertebra are the independent risk factors for bone cement leakage.
5.Advances in percutaneous ablation for pulmonary oligometastases from colorectal cancer
Mingyuan HOU ; Yibing LI ; Zhenhua DU ; Zhilong WANG ; Taiyang ZUO
Journal of Interventional Radiology 2025;34(9):1023-1029
Colorectal cancer(CRC)is one of the most common malignant tumors worldwide,metastasizing most commonly to the liver and lung.Local treatment of pulmonary oligometastases from CRC has an important position in the therapeutic course of the disease,sometimes local therapy is the key to achieve a disease-free state.Surgery is the preferred treatment for pulmonary oligometastases from CRC,but some patients are unable to undergo surgery due to physical conditions or lesion's anatomical location limitations.Because of its minimally-invasive manipulation,repeatable adoption,maximum preservation of lung parenchyma and lung function,and the potential to cure new or recurrent lung metastases,percutaneous ablation therapy has emerged as an important surgical alternative,and its clinical application has been increasing in recent years.Percutaneous ablation techniques mainly include radiofrequency ablation(RFA),microwave ablation(MWA),and cryoablation(CA).RFA produces thermal effect through high-frequency electrical current,and it is easy to operate and applicable for a wide range of treatments.MW A uses efficient microwave heating technique and its energy distribution is uniform,suitable for larger lesions.Through repeated freeze-thaw cycles CA destroys tumor tissues,which is particularly suitable for the lesions near important structures.Besides,percutaneous ablation combined with surgery,medication,etc.can be used for the treatment of pulmonary oligometastases from CRC,this kind of combination therapy has synergistic effect to enhance the curative efficacy.This paper aims to make a comprehensive review about the importance of treating pulmonary oligometastases from CRC,the efficacy,prognosis,and influencing factors of various percutaneous ablation techniques,and the application progress of ablation combined with other therapies.
6.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.
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
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.
8.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.
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.

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