Objective To evaluate the value of imaging quantification parameters in artificial intelligence (AI) assisted diagnosis systems in clinical decision-making for lung nodules≤2 cm and the diagnostic efficacy of AI. Methods Lung nodule patients admitted to Affiliated Zhongshan Hospital of Dalian University from 2020 to 2023 were included. Imaging parameters of lung nodules were extracted using AI assisted diagnosis systems. Multifactor analysis was used to screen predictors for distinguishing benign and malignant nodules and high-risk predictors for recurrent invasive adenocarcinoma, and a diagnostic model was established and its performance evaluated. The diagnostic efficacy of the AI system was judged according to pathological results. Results A total of 594 patients with lung nodules were included, including 202 males and 392 females, with an average age of (58.75±11.55) years. Volume, average CT value, and 3D maximum diameter of non-solid nodules were independent predictors of malignant nodules, with thresholds of 287.4 mm3, −491 HU, and 12.0 mm, respectively. The area under the curve (AUC) for diagnostic efficacy was ranked from high to low as combined model (0.802), volume (0.783), average CT value (0.749), and 3D maximum diameter (0.714). The average CT value and 3D long diameter of solid nodules were independent predictors of malignant nodules, with thresholds of −81 HU and 17.5 mm, respectively, and AUC values of 0.874 and 0.686, respectively, with the combined prediction AUC of 0.957. The mass of cystic nodules was an independent predictor of malignancy when the mass>180.7 mg. Independent predictors of high recurrence risk of invasive adenocarcinoma in non-solid nodules were consolidation-tumor ratio (CTR), average CT value, 3D long diameter, and volume, with thresholds of 0.14, −386 HU, 15.6 mm, and 1018.9 mm3, respectively, and diagnostic efficacy was ranked from high to low as combined model (0.788), 3D long diameter (0.735), volume (0.725), average CT value (0.720), and CTR (0.697). The accuracy of AI in predicting benign and malignant target nodules was 87.4%, with positive predictive value of 96.6% and negative predictive value of 58.9%. Conclusion In clinical decision-making for lung nodules ≤2 cm, AI assisted diagnosis systems have high application value.

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.

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.

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.

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.

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.

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.

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.

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.

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.