1.Application Value of an AI-based Imaging Feature Parameter Model for Predicting the Malignancy of Part-solid Pulmonary Nodule.
Mingzhi LIN ; Yiming HUI ; Bin LI ; Peilin ZHAO ; Zhizhong ZHENG ; Zhuowen YANG ; Zhipeng SU ; Yuqi MENG ; Tieniu SONG
Chinese Journal of Lung Cancer 2025;28(4):281-290
BACKGROUND:
Lung cancer is one of the most common malignant tumors worldwide and a major cause of cancer-related deaths. Early-stage lung cancer is often manifested as pulmonary nodules, and accurate assessment of the malignancy risk is crucial for prolonging survival and avoiding overtreatment. This study aims to construct a model based on image feature parameters automatically extracted by artificial intelligence (AI) to evaluate its effectiveness in predicting the malignancy of part-solid nodule (PSN).
METHODS:
This retrospective study analyzed 229 PSN from 222 patients who underwent pulmonary nodule resection at Lanzhou University Second Hospital between October 2020 and February 2025. According to pathological results, 45 cases of benign lesions and precursor glandular lesion were categorized into the non-malignant group, and 184 cases of pulmonary malignancies were categorized into the malignant group. All patients underwent preoperative chest computed tomography (CT), and AI software was used to extract imaging feature parameters. Univariate analysis was used to screen significant variables; variance inflation factor (VIF) was calculated to exclude highly collinear variables, and LASSO regression was further applied to identify key features. Multivariate Logistic regression was used to determine independent risk factors. Based on the selected variables, five models were constructed: Logistic regression, random forest, XGBoost, LightGBM, and support vector machine (SVM). Receiver operating characteristic (ROC) curves were used to assess the performance of the models.
RESULTS:
The independent risk factors for the malignancy of PSN include roughness (ngtdm), dependence variance (gldm), and short run low gray-level emphasis (glrlm). Logistic regression achieved area under the curves ( AUCs) of 0.86 and 0.89 in the training and testing sets, respectively, showing good performance. XGBoost had AUCs of 0.78 and 0.77, respectively, demonstrating relatively balanced performance, but with lower accuracy. SVM showed an AUC of 0.93 in the training set, which decreased to 0.80 in the testing set, indicating overfitting. LightGBM performed excellently in the training set with an AUC of 0.94, but its performance declined in the testing set, with an AUC of 0.88. In contrast, random forest demonstrated stable performance in both the training and testing sets, with AUCs of 0.89 and 0.91, respectively, exhibiting high stability and excellent generalizability.
CONCLUSIONS
The random forest model constructed based on independent risk factors demonstrated the best performance in predicting the malignancy of PSN and could provide effective auxiliary predictions for clinicians, supporting individualized treatment decisions.
.
Humans
;
Male
;
Female
;
Lung Neoplasms/pathology*
;
Middle Aged
;
Retrospective Studies
;
Artificial Intelligence
;
Aged
;
Tomography, X-Ray Computed
;
Adult
;
Solitary Pulmonary Nodule/diagnostic imaging*
;
ROC Curve
2.Gallstones, cholecystectomy, and cancer risk: an observational and Mendelian randomization study.
Yuanyue ZHU ; Linhui SHEN ; Yanan HUO ; Qin WAN ; Yingfen QIN ; Ruying HU ; Lixin SHI ; Qing SU ; Xuefeng YU ; Li YAN ; Guijun QIN ; Xulei TANG ; Gang CHEN ; Yu XU ; Tiange WANG ; Zhiyun ZHAO ; Zhengnan GAO ; Guixia WANG ; Feixia SHEN ; Xuejiang GU ; Zuojie LUO ; Li CHEN ; Qiang LI ; Zhen YE ; Yinfei ZHANG ; Chao LIU ; Youmin WANG ; Shengli WU ; Tao YANG ; Huacong DENG ; Lulu CHEN ; Tianshu ZENG ; Jiajun ZHAO ; Yiming MU ; Weiqing WANG ; Guang NING ; Jieli LU ; Min XU ; Yufang BI ; Weiguo HU
Frontiers of Medicine 2025;19(1):79-89
This study aimed to comprehensively examine the association of gallstones, cholecystectomy, and cancer risk. Multivariable logistic regressions were performed to estimate the observational associations of gallstones and cholecystectomy with cancer risk, using data from a nationwide cohort involving 239 799 participants. General and gender-specific two-sample Mendelian randomization (MR) analysis was further conducted to assess the causalities of the observed associations. Observationally, a history of gallstones without cholecystectomy was associated with a high risk of stomach cancer (adjusted odds ratio (aOR)=2.54, 95% confidence interval (CI) 1.50-4.28), liver and bile duct cancer (aOR=2.46, 95% CI 1.17-5.16), kidney cancer (aOR=2.04, 95% CI 1.05-3.94), and bladder cancer (aOR=2.23, 95% CI 1.01-5.13) in the general population, as well as cervical cancer (aOR=1.69, 95% CI 1.12-2.56) in women. Moreover, cholecystectomy was associated with high odds of stomach cancer (aOR=2.41, 95% CI 1.29-4.49), colorectal cancer (aOR=1.83, 95% CI 1.18-2.85), and cancer of liver and bile duct (aOR=2.58, 95% CI 1.11-6.02). MR analysis only supported the causal effect of gallstones on stomach, liver and bile duct, kidney, and bladder cancer. This study added evidence to the causal effect of gallstones on stomach, liver and bile duct, kidney, and bladder cancer, highlighting the importance of cancer screening in individuals with gallstones.
Humans
;
Mendelian Randomization Analysis
;
Gallstones/complications*
;
Female
;
Male
;
Cholecystectomy/statistics & numerical data*
;
Middle Aged
;
Risk Factors
;
Aged
;
Adult
;
Neoplasms/etiology*
;
Stomach Neoplasms/epidemiology*
3.Report of Successful Percutaneous Closure of Patent Foramen Ovale Using Fully Biodegradable Occluder Solely under Echocardiography Guidance
Yiming YAN ; Ziping LI ; Fengwen ZHANG ; Hongmei SU ; Ying'ao ZHAO ; Jing DONG ; Guangzhi ZHAO ; Wenbin OUYANG ; Xiangbin PAN
Chinese Circulation Journal 2025;40(10):1033-1035
This article reports the first case of percutaneous closure of patent foramen ovale(PFO)using a biodegradable occluder under echocardiography guidance.The patient is a 43-year-old female diagnosed with PFO-related stroke.The procedure was successfully completed under echocardiography guidance without complications.During the 48-month follow-up period,the patient experienced no recurrent strokes,and the occluder was fully degraded.
4.Report of Successful Percutaneous Closure of Patent Foramen Ovale Using Fully Biodegradable Occluder Solely under Echocardiography Guidance
Yiming YAN ; Ziping LI ; Fengwen ZHANG ; Hongmei SU ; Ying'ao ZHAO ; Jing DONG ; Guangzhi ZHAO ; Wenbin OUYANG ; Xiangbin PAN
Chinese Circulation Journal 2025;40(10):1033-1035
This article reports the first case of percutaneous closure of patent foramen ovale(PFO)using a biodegradable occluder under echocardiography guidance.The patient is a 43-year-old female diagnosed with PFO-related stroke.The procedure was successfully completed under echocardiography guidance without complications.During the 48-month follow-up period,the patient experienced no recurrent strokes,and the occluder was fully degraded.
5.3D print-guided fenestration/branch stent treatment of abdominal aortic disease: a national multicenter retrospective study
Yuexue HAN ; Yi JIN ; Dongsheng FU ; Jianhang HU ; Jianfeng DUAN ; Lili SUN ; Mian WANG ; Hao YU ; Yiming SU ; Zhengdong HUA ; Zhidan CHEN ; Shikui GUO ; Zhaohui HUA ; Xiaoqiang LI ; Zhao LIU
Chinese Journal of General Surgery 2024;39(7):527-533
Objective:To study the application of 3D printing technology in multi-center fenestrated/branched endovascular repair (F/B-EVAR) for endovascular repair of abdominal aortic diseases.Methods:From Feb 2018 to Mar 2023, The clinical and followup data of 316 cases of abdominal aortic lesions undergoing repair with F/B-EVAR at 69 medical centers nationwide using 3D printing technology to guide physician-modified stent graft were retrospectively analyzed.Results:The mean follow-up time of the patients was 23 months (2-60 months), and 24 cases were lost to follow up, the follow-up rate was 92.4% (292/316), the mean postoperative hospitalization time was (8.2±4.9) days. A total of 944 main abdominal branch arteries were reconstructed. Intraoperative reconstruction of 11 branches failed, with a success rate of 98.8% (933/944). Within 30 days after surgery, 8 patients died (2.5%), and 6 patients died during follow-up, a total of 14 patients died (4.4%). There were 11 cases (3.5%) of spinal cord ischemia and no patient suffered from permanent paraplegia. There were 19 patients (6.0%) with postoperative renal function injury. Internal leakage was found in 26 patients, and the rate of internal leakage was 8.2%.Conclusion:3D printing technology can accurately locate the location of branch arteries, simplifing the surgical process, shortening the learning curve , and improving clinical efficacy.
6.Risk factors of postoperative complications after fenestrated /branched TEVAR for aortic arch lesions: a multicenter retrospective analysis
Yuexue HAN ; Zhao LIU ; Chen LIU ; Wendong LI ; Nan HU ; Jianhang HU ; Yu ZHOU ; Jianfeng DUAN ; Lili SUN ; Hao YU ; Yiming SU ; Zhengdong HUA ; Zhidan CHEN ; Zhaohui HUA ; Xiaoqiang LI
Chinese Journal of General Surgery 2024;39(9):667-672
Objective:To review the risk factors for early and medium-term complications of fenestration-branch endovascular thoracic aortic repair (F/B-TEVAR) in patients with complex aortic arch disease.Methods:The clinical and follow-up data of 202 patients undergoing F/B-TEVAR treatment from Feb 2019 to Sep 2023 in these centers were retrospectively analyzed .Results:There were 46 cases suffering from postoperative complications (22.8%). The risk factors with statistical significance included aortic atherosclerotic plaque [ OR=2.843; 95% CI (1.4-5.6); P<0.01], aortic intramural thrombosis [ OR=2.358; 95% CI (1.2-4.6), P=0.011], the aortic dilatation [ OR=4.219; 95% CI (1.6-11.3), P<0.01], the history of stroke [ OR=2.088; 95% CI (1.1-4.1), P=0.032], smoking history [ OR=2.680; 95% CI: (1.3-5.5); P<0.01], duration of surgery [ OR=1.9; 95% CI: (1.2-2.9); P=0.042].While the application of 3D printing assistive technology [ OR=0.392; 95% CI: (0.2-0.9); P=0.048] was in a negative correlation with postoperative complication. Conclusions:The independent risk factors for complications after F/B-TVAR included aortic atherosclerotic plaque, aortic intramural thrombosis, the aortic dilatation, the history of stroke, smoking history,duration of surgery.The application of 3D printing technology can effectively reduce the complication rate.
7.Analysis of disease spectrum of medical grounding of transporter flying personnel
Yiming GAO ; Huibian ZHANG ; Xiaopeng LIU ; Debao ZHAO ; Congran WEI ; Fang SU ; Lin LIU
Chinese Journal of Aerospace Medicine 2024;35(3):193-197
Objective:To provide data support for optimizing aeromedical support to transporter flying personnel by comparing and analyzing the composition and variation of the medical grounding disease spectrum of them.Methods:The health profile data of transporter flying personnel who were grounded by the assessment in Air Force Medical Center from January 1, 2003, to December 31, 2020 were collected. They were grouped by grounded year (2003—2008, 2009—2014 and 2015—2020) and by post (pilot and air combat personnel). The age at the time of grounding, flying hours and grounding disease spectrum were statistically analyzed.Results:A total of 186 transporter flying personnel were enrolled, including 135 pilots (72.58%) and 51 air combat personnel (27.42%). The median grounding age of pilots was 34.0 (31.5, 39.0) years old, and the median grounding age of air combat crew was 43.0 (41.0, 46.0) years old. The top 4 system diseases in all flight grounding personnel were neurological diseases (21.51%), mental and psychiatric disorders (16.67%), cardiovascular system diseases (13.98%) and motion system diseases (10.75%). The difference in the component ratio of grounding diseases between the pilots and air combat personnel was significant ( P=0.039), and the grounding ratio of digestive system diseases in pilots was lower than that of air combat personnel ( χ2=5.40, P=0.020). The grounding ratio of motion system diseases in 2009—2014 group was lower than that of 2003—2009 group ( χ2=6.70, P=0.010). The grounding ratios of mental and psychiatric disorders in 2009—2014 and 2015—2020 group were higher than those of 2003—2008 group, with significant differences ( χ2=8.80, 7.33, P=0.005, 0.007). There were 76 types of diseases that caused transporter flying personnel grounding, and the top 3 diseases were hypertension, vascular headaches and lumbar disc herniation. Conclusions:The neurological diseases, mental and psychiatric disorders, cardiovascular system diseases and motion system diseases contribute most to the grounding of transporter flying personnel while the neurological diseases and mental and psychiatric disorders have resulted more and more groundings. As the higher flying training strength and time endurance required, the further disease spectrum analysis, as well as the corresponding prevention and treatment should be strengthened.
8.Construction and Application of Traditional Chinese Medicine Knowledge Graph Based on the Chinese Pharmacopoeia
Taotao FU ; Yanmei CHEN ; Qingna LI ; Yiming SHAO ; Guobin SU ; Mengchun GONG
Journal of Medical Informatics 2024;45(10):33-39
Purpose/Significance To introduce the knowledge graph technology in the field of electronic information into the study of traditional Chinese medicine(TCM)terminology,and to demonstrate the dialectical relationship between the therapeutic effects of TCM and its nature,flavor,meridians and TCM diseases in a vivid way.Method/Process The top-down ontology construction method is adopted to build the top-level structure of TCM ontology on the Protégé platform.Taking the 2020 edition of the Chinese Pharmacopoeia as the data source,the TCM information in the pharmacopoeia is split and extracted,and the information of each axis is sorted,disambiguated and nor-malized.With the help of the Protégé platform,entities and relationships are created,and the TCM triple data is output in RDF data for-mat.Finally,the Neo4j graph database is used to store and display the RDF data to form a systematic TCM knowledge graph.Result/Con-clusion It mainly realizes the construction of the knowledge graph of TCM in the pharmacopoeia,and fully reveals the complex knowledge system structure in the field of TCM through data statistical analysis,knowledge measurement and drawing of visual graphics.
9.Influences of echinacoside on myocardial cell apoptosis and inflammatory injury in rats with coronary heart disease by regulating mTOR/STAT3 signaling pathway
Qiang SU ; Jiahe XIE ; He HUANG ; Shan ZENG ; Yiming ZHONG
Chinese Journal of Immunology 2024;40(12):2574-2579
Objective:To investigate influences of echinacoside(ECH)on myocardial cell apoptosis,inflammatory injury and mammalian target of rapamycin(mTOR)/signal transducer and activator of transcription 3(STAT3)signaling pathway in rats with coronary heart disease(CHD).Methods:A total of 12 SD rats were taken as control group(NC group),48 CHD rat models were successfully constructed,and randomly divided into model(Model)group,ECH group(50 mg/kg),mTOR activator MHY1485 group(10 mg/kg),ECH+MHY1485 group(50 mg/kg ECH+10 mg/kg MHY1485).After 4 weeks,electrocardiogram was recorded through biological function experimental system.Kits were used to detect myocardial C-reactive protein(CRP)and IL-6 levels.Myocardial pathology and apoptosis were measured by HE and TUNEL staining.qRT-PCR was used to detect myocardial Bcl-2,Bax mRNA expressions.Western blot was used to detect myocardial mTOR/STAT3 pathway protein expression.Results:Compared with NC group,Model group rats had obvious necrosis,edema and inflammatory cell infiltration,ST segment deviation,IL-6,CRP levels,cardiomyocyte apoptosis rate,Bax mRNA expression,mTOR and p-STAT3/STAT3 protein levels were significantly increased(P<0.05),Bcl-2 mRNA expression was significantly decreased(P<0.05).Compared with Model group,myocardial injury in ECH group was alleviated,ST segment shift,IL-6,CRP levels,cardiomyocyte apoptosis rate,Bax mRNA expression,mTOR and p-STAT3/STAT3 protein levels were were significantly decreased(P<0.05),Bcl-2 mRNA expression was significantly increased(P<0.05).The above indexes of MHY1485 group rats showed opposite trend.MHY1485 eliminates beneficial effects of ECH on CHD rats.Conclusion:ECH may reduce myocardial inflammatory injury and apoptosis in CHD rats by down-regulating mTOR/STAT3 pathway.
10.Observation of the clinical effect of semi-solidification enteral nutrition in neurocritical patients
Jie LI ; Yiming SU ; Shan ZHANG ; Jianwei LE ; Yadi SHAO ; Jihui YE ; Dingjun FENG ; Jianhua ZHU
Chinese Journal of Integrated Traditional and Western Medicine in Intensive and Critical Care 2024;31(4):413-417
Objective To observe the impact of semi-solidification enteral nutrition on feeding tolerance,nutritional and infection related indicators,and prognosis in neurocritical patients.Methods Adopting the prospective research method,the neurocritical patients who were admitted to the department of intensive care unit(ICU)of the First Affiliated Hospital of Ningbo University from December 2021 to May 2022 and had to stay in the nasogastric tube for enteral nutrition were selected as the study subjects,pectin was added to achieve the semi-solidification of enteral nutrition,and the patients were divided into pectin group and control group according to the principle of randomized control,with 25 cases in each group.Enteral nutrition was started within 24-48 hours of admission to the ICU in all patients,and pectin plus continuously pumped enteral nutrition preparation was given in the pectin group and continuously pumped enteral nutrition preparation in the control group,all of which was used continuously for more than 7 days.Differences in albumin,prealbumin,Glasgow coma scale(GCS),acute physiology and chronic health evaluation Ⅱ(APACHEⅡ),sequential organ failure assessment(SOFA),procalcitonin(PCT),interleukin-6(IL-6)and C-reactive protein(CRP)were compared between the two groups before and after 7 days of treatment,and enteral nutrition compliance rates at 3 days and 7 days of treatment,as well as the incidence of enteral nutrition intolerance(including vomiting,diarrhea,constipation,aspiration and bloating),along with the length of ICU stay and 28 days prognosis were observed.Results There were no statistically significant differences between the two groups in general clinical data[including gender,age and body mass index(BMI)]and pre-treatment GCS score,APACHEⅡ score,SOFA score,albumin,prealbumin,PCT,IL-6 and CRP levels.The incidence of vomiting,diarrhea,constipation,and bloating during enteral nutrition was significantly lower in the pectin group than those in the control group[vomiting:4.0%(1/25)vs.24.0%(6/25),diarrhea:8.0%(2/25)vs.32.0%(8/25),constipation:20.0%(5/25)vs.65.0%(13/25),bloating:12.0%(3/25)vs.36.0%(9/25),all P<0.05],but the difference in the incidence of aspiration compared with the control group was not statistically significant[4.0%(1/25)vs.16.0%(4/25),P>0.05].Caloric compliance with enteral nutrition was significantly higher in the pectin group than in the control group at both 3 days and 7 days of treatment[3 days of treatment:48.0%(12/25)vs.20.0%(5/25),7 days of treatment:88.0%(22/25)vs.60.0%(15/25),both P<0.05],and the prealbumin level was significantly higher in the pectin group than in the control group at the end of 7 days treatment(mg/L:248.08±43.99 vs.221.64±33.95,P<0.05).There was no statistically significant difference in the comparison of GCS score,APACHEⅡ score,SOFA score,PCT,IL-6,CRP,length of ICU stay,and 28 days mortality between the two groups after treatment.Conclusion The administration of semi-solidification enteral nutrition reduces the incidence of enteral nutrition intolerance,improves caloric intake and nutritional status in neurocritical patients,but has no significant effect on infection indicators and prognosis.

Result Analysis
Print
Save
E-mail