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.Intervention effect of"5E"rehabilitation nursing model for patients with primary aldosteronism
Qiu WANG ; Ying SHENG ; Jing SUN ; Shanling ZHANG ; Fusong LIU ; Rong LI
Journal of Clinical Medicine in Practice 2025;29(6):128-132,138
Objective To explore the intervention effect of the"5E"rehabilitation nursing model(Education,Encouragement,Evaluation,Exercise,and Employment)for patients with primary aldo-steronism(PA).Methods A total of 120 patients diagnosed as PA in the Cardiology Department of the Third People's Hospital of Qingdao from January 2022 to June 2024 were randomly divided into control group(n=60)and observation group(n=60).The control group received routine nursing in-tervention,while the observation group received the"5E"rehabilitation nursing intervention.Blood test indicators,clinical manifestations(blood pressure,fatigue level),score of quality of life,and nursing satisfaction rate were compared between the two groups.Results After intervention,blood so-dium,plasma aldosterone,blood creatinine,urea nitrogen,uric acid,systolic blood pressure,dias-tolic blood pressure,and scores of fatigue degree in the observation group were significantly lower than those in the control group,while blood potassium level and score of quality of life were significantly higher than those in the control group(P<0.05).The nursing satisfaction rate in the observation group was 96.67%,which was significantly higher than 80.00%in the control group(P<0.05).Conclusion Implementation of the"5E"rehabilitation nursing intervention during hospitalization for PA patients can improve their blood indicators and clinical symptoms,alleviate the severity of the dis-ease,and enhance their qualities of life.
3.Association between variation of WFS1 gene and early-onset type 2 diabetes mellitus in Chinese population
Chanwei LIU ; Xiaoxu GE ; Ming LI ; Tiantian LI ; Langen ZHUANG ; Rong ZHANG ; Juan ZHANG ; Yating CHEN ; Fusong JIANG ; Limei LIU
Chinese Journal of Diabetes 2024;32(7):481-487
Objective To explore the association between R611H(G/A,rs734312)variation of WFS1 gene and early-onset type 2 diabetes mellitus(T2DM).Methods A total of 181 Chinese patients with early-onset T2DM(T2DM group)and 196 non-diabetic controls(NC group)were enrolled in this study.The rs734312 variation was detected by PCR-direct sequencing.Genotypic and allelic frequencies of rs734312 and clinical variables were compared and analyzed between the two groups.Results Compared with the NC group,the frequencies of AA genotype and A allele in R611H(G→A)variation were significantly elevated in the early-onset T2DM group,AA vs GA+GG(OR 1.720,95%CI 1.100~2.680,P<0.05).A vs G(OR 1.500,95%CI 1.020~2.220,P<0.05).The remarkable differences of frequencies of genotype and allele in rs734312(G/A)were observed between Asians(China,Japan and Korea)and Caucasians(Denmark,Britain,Spain,France and Russia,P<0.01 for each).Compared with AA genotype,fasting and 2 hours postprandial insulin(FIns and 2 hIns)as well as HOMA-β were significantly rise in GG+GA genotype carriers of early-onset T2DM group(P<0.05).Conclusions The a allele of rs734312 in WFS1 may be a risk factor for early-onset T2DM in Chinese population,and the variation might be a potential genetic marker for predicting the islet β-cell dysfunction in early-onset T2DM in Chinese population.
4.Comparative Study on Contents of 5 Active Ingredients in Different Varieties and Harvesting Periods of Codo- nopsis Radix
Fusong LIU ; Cuisha CHEN ; Pei SUN ; Sha LIU ; Zhonglan WEI ; Xiaoqi LIU ; Faming WU
China Pharmacy 2020;31(14):1677-1682
OBJECTIVE:To establish a method for simultaneous determination of the contents of codonopatin ,syringin, atractylenolide Ⅰ,atractylenolide Ⅱ and atractylenolide Ⅲ,and to compare the contents of above 5 components in different varieties and harvesting periods of Codonopsis Radix. METHODS :HPLC method was used. The column was Inertsil ODS- 3 with mobile phase consisted of acetonitrile-water (gradient elution )at the flow rate of 0.8 mL/min. The detection wavelengths were 210 nm (codonopatin),220 nm (syringin,atractylenolide Ⅱ ,atractylenolide Ⅲ),276 nm (atractylenolide Ⅰ). The column temperature was set at 30 ℃ ,and the sample size was 20 μ L. RESULTS:The linear range of codonopatin ,syringin, atractylenolide Ⅰ,atractylenolide Ⅱ and atractylenolide Ⅲ were 44.30-886.00 μg/mL(r=0.999 7),6.50-130.03 μg/mL(r=0.999 6), 4.47-89.46 μg/mL(r=0.999 5),2.53-50.50 μg/mL(r=0.999 4),5.64-112.80 μg/mL(r=0.999 5);the limits of quantification were 2.446 0,0.168 0,0.248 1,0.065 7,0.099 8 μg/mL,and detection limits were 1.352 0,0.067 2,0.005 4,0.006 3,0.007 3 μ g/mL;RSDs of precision ,stability(24 h),repeatability and durability tests were all less than 2%;the recoveries were 98.87%-100.62%(RSD=0.73%,n=6),98.46%-101.54% (RSD=1.15%,n=6),98.32%-101.12%(RSD=1.19%,n= 96.83%-104.16%(RSD=2.62%,n=6),97.87%-100.99% (RSD=1.07%,n=6). The average contents were 33.78-431.82, 0-20.60,0.44-3.68,0-10.83,0.27-73.40 μ g/g. The content of 1271985629@qq.com codonopatin was in descending order was as follows as Codonopsis pilosula >C. tangshen >C. pilosula Nannf. var. modesta (Nannf.) L. T. Shen >ecotypic variety of C.·1677· tangshen. The content of syringin in descending order was C. pilosula >C. pilosula Nannf. var. modesta(Nannf.)L. T. Shen >C. tangshen,but it was not detected in ecotypic variety of C. tangshen . The content of atractylenolide Ⅰ in descending order was C. pilosula Nannf. var. modesta(Namf.)L. T. Shen >ecotypic variety of C. tangshen >C. pilosula >C. tangshen . The content of atractylenolide Ⅱ in C. pilosula was higher than C. pilosula Nannf. var. modesta(Nannf.)L. T. Shen ,but was no detected in C. tangshen and ecotypic variety of C. tangshen . The content of atractylenolide Ⅲ in descending order was C. pilosula >C. pilosula Nannf. var. modesta(Nannf.)L. T. Shen >ecotypic variety of C. tangshen >C. tangshen . In Codonopsis Radix collected from Jul. to Oct. ,the content of codonopatin was the highest ;the content of atractylenolide Ⅰ was lower in sample collected from Jun. to Oct.;atractylenolide Ⅱ was not detected in sample collected in Aug. ;the contents of atractylenolide Ⅰ and atractylenolide Ⅱ were the lower in sample collected in Sept. ,and syringin and atractylenolide Ⅱ were not detected in some samples. CONCLUSIONS : The established HPLC method is simple ,accurate,highly sensitive and reproducible. It can be used to simultaneously determine 5 active ingredients contents of Codonopsis Radix ;there are great difference in contents of 5 active ingredients in different varieties and harvesting periods of Codonopsis Radix.
6.Relationship Between Cardiac Myosin-binding Protein c.G772A Gene Mutation and Familial Hypertrophic Cardiomyopathy
Xiaobo XING ; Fusong LIU ; Fang WANG ; Lei SONG ; Wenna ZHAO ; Jie LIU ; Kechuan ZHANG ; Yuzhao ZHU ; Xin LIU ; Shuai YUAN ; Lu SUN ; Xingfu SHANG ; Rong LI ; Yan LIANG ; Xiao LI ; Guanghong FAN ; Changqing ZHANG
Chinese Circulation Journal 2017;32(7):680-683
To investigate the mutation site of pathogenic gene in patients with hypertrophic cardiomyopathy (HCM) and to analyze the relationship between the genotype and clinical phenotype. Methods: Targeted exon capture sequencing was conducted in a HCM proband for 30 coding exons related HCM gene by all exon amplification and high-throughput sequencing. Furthermore, Sanger sequencing was performed in other family member and in 200 healthy volunteers for verification. The familial investigation included in clinical presentation, physical examination, electrocardiogram and echocardiography. Results: There were 3/6 blood relatives carrying cardiac myosin-binding protein gene MyBPC3 G772A heterozygous mutation, the mutation site was at 258 amino acid of MyBPC3 as glutamic acid (Glu) was substitute to lysine (Lys), such mutation was not found in rest of family member and not in healthy volunteers. The onset of proband and her daughter was rather late, they had palpitation and chest tightness; echocardiography showed interventricular septum basal segment thickening (16-18) mm. Proband was complicating paroxysmal ventricular tachycardia, malignant arrhythmia and heart failure, the maximum pressure gradient of left ventricular outflow was 56 mmHg, which with the high risk for sudden death. Conclusion: Comprehensive gene test has been helpful for clinical stratification, early diagnosis and treatment. MYBPC3 site mutation c.G772A might be the pathogenic mutation in that specific HCM family.

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