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.
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Humans
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Male
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Female
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Lung Neoplasms/pathology*
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Middle Aged
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Retrospective Studies
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Artificial Intelligence
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Aged
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Tomography, X-Ray Computed
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Adult
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Solitary Pulmonary Nodule/diagnostic imaging*
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ROC Curve
2.Research progress on immunomodulatory effects and role of bile acids and bile acid receptors in the occurrence and development of colorectal cancer
Zhijun LIU ; Lili CUI ; Fengjing XU ; Xinhua SONG ; Zhipeng WANG ; Shouhong GAO
Journal of Pharmaceutical Practice and Service 2025;43(12):583-590
Colorectal cancer is one of the most common malignant tumors, which is a great threat to human life and health. The change of bile acid homeostasis can activate their corresponding receptors to regulate the immune functions, which is closely related to the occurrence of colorectal cancer. In addition, some bile acids can directly induce colorectal cancer and play an important role in the development of colorectal cancer. In this paper, the metabolic process of bile acids in vivo and the immunomodulatory role of bile acid receptors were reviewed, and the evidence of associations between bile acids and colorectal cancer were summarized, which showed the rebalancing the bile acid levels might play a role in the prevention or treatment of colorectal cancer.
3.Analysis of the global disease burden and trend of early-onset colorectal cancer
Zhanghan CHEN ; Siqi GAN ; Yiyuan CAO ; Linda LI ; Tianyu ZHANG ; Jia SONG ; Zhipeng QI ; Yunshi ZHONG
Chinese Journal of Clinical Medicine 2025;32(5):734-742
Objective To analyze the disease burden of early-onset colorectal cancer (EOCRC) at the global, regional, and national levels from 1990 to 2021, and to predict the disease burden trend from 2022 to 2026. Methods Based on the Global Burden of Disease (GBD) database, the incidence, mortality, and disability-adjusted life year (DALY) rate of EOCRC across 204 countries and regions from 1990 to 2021 were obtained. The time trends of these indicators were assessed by calculating the estimated annual percentage change (EAPC), and the contributions of ten risk factors to the EOCRC burden were analyzed. The autoregressive integrated moving average (ARIMA) model was used to predict the disease burden from 2022 to 2026. Results From 1990 to 2021, the number of new global EOCRC cases increased from 107 310 to 211 890, with the incidence rising from 3.96 to 5.37 per 100 000 people. In 2021, global EOCRC incidence, mortality, and DALY rate increased with age; males had higher rates than females in terms of incidence, mortality, and DALY rate in all age groups. In 2021, East Asia had the highest number of new cases, deaths, and DALY. From 1990 to 2021, the global EAPC for incidence rate was 0.96%, and death rate was –0.38%. ARIMA model indicated that from 2022 to 2026, the global incidence of EOCRC would continue to rise, while mortality and DALY rate would be expected to decline. Conclusions The disease burden of EOCRC has significantly increased globally from 1990 to 2021, with notable regional, age, and sex differences. By 2026, the mortality and DALY rate of EOCRC will decline, while the incidence is expected to further increase, highlighting the urgency of taking active measures to address the growing trend of EOCRC.
4.Analysis of gender differences in knowledge, attitudes and behaviors regarding tuberculosis prevention and control among high school students
MIAO Zhipeng, WANG Yijin, YUAN Hanyan, SONG Meifang, JIN Zican, WU Yifei, CHEN Xinyi, CHENG Qinglin
Chinese Journal of School Health 2024;45(11):1634-1637
Objective:
To explore the current status of knowledge, attitudes and practices (KAP) regarding tuberculosis(TB)prevention and control among high school students, and to compare differences between male and female students, so as to provide a scientific basis for targeted TB prevention and control measures in high schools.
Methods:
From April to May 2024, a stratified cluster random sampling method was employed to conduct an electronic questionnaire survey among 1 912 students from 10 high schools using a compiled questionnaire on KAP towards TB prevention and control. The AMOS 26.0 software was utilized to construct structural equation modeling (SEM) and compared the difference among genders.
Results:
The overall awareness rate of core TB knowledge among high school students in Gongshu District was 76.62%. Additionally, core knowledge about TB (6.28±1.44), prevention attitudes (6.02±1.84), and prevention practices (6.38±2.11) scores of female students were higher than those of male students (5.96±1.74, 5.59±2.21, 6.15±2.23) ( t =4.31, 4.64, 2.25, P <0.05). The SEM showed that knowledge had a strong positive impact on practices and attitudes among boys, with total effect values of 0.963 and 0.819 , respectively; while the positive influence of attitudes on practices was relatively weak, with a total effect value of 0.186. Among girls, attitudes had a positive impact on practices and knowledge, with total effect values of 0.479 and 0.222, respectively.
Conclusions
The pathways and strengths of influence of KAP in the SEM of TB prevention and control differ between male and female high school students. Therefore, differentiated strategies should be implemented for TB health education targeting male and female high school students.
5.Relationship between influencing factors of operation time and postoperative complications in hand-assisted laparoscopic living donor nephrectomy
Hongchen SONG ; Jingcheng LYU ; Yuwen GUO ; Jian ZHANG ; Zhipeng WANG ; Yichen ZHU
Organ Transplantation 2024;15(2):244-250
Objective To identify the influencing factors of operation time of hand-assisted laparoscopic living donor nephrectomy, and to analyze the relationship between influencing factors and the severity of postoperative complications. Methods Clinical data of 91 donors who underwent hand-assisted laparoscopic nephrectomy were retrospectively analyzed. The correlation between preoperative baseline data of donors and operation time was analyzed. The relationship between operation time and postoperative complications was assessed and the threshold of operation time was determined. Results Multiple donor renal arteries, thick perirenal and posterior renal fat, metabolic syndrome, high Mayo adhesive probability (MAP) score and Clavien-Dindo score prolonged the operation time. By analyzing the receiver operating characteristic (ROC) curve, we found that when the operation time was ≥138 min, the incidence of postoperative complications of donors was significantly increased (P<0.05). Conclusions For donors with multiple renal arteries, thick perirenal and posterior renal fat, metabolic syndrome and high MAP score and Clavien-Dindo score, experienced surgeons should be selected to make adequate preoperative preparation and pay close attention after surgery, so as to timely detect postoperative complications and reduce the severity of complications, enhance clinical prognosis of the donors.
6.Applications of vascularized pericranial flaps in endoscopic skull base surgeries
Ru TANG ; Song MAO ; Yuelong GU ; Zhipeng LI ; Weitian ZHANG
Chinese Journal of Otorhinolaryngology Head and Neck Surgery 2024;59(11):1199-1204
Objective:To study the feasibility and efficacy of pericranial flaps for the repairs of large anterior skull base defects.Methods:The average length of the pericranial flaps needed for skull base repair was determined with computed tomography measurements in 20 adults and anatomical dissections in 5 cadaver specimen. A series of patients who underwent endoscopic skull base surgeries and subsequent reconstructions with pericranial flaps at the Department of Otolaryngology Head and Neck Surgery, Shanghai Jiao Tong University School of Medicine Affiliated Sixth People′s Hospital from 2016 to 2022 were retrospectively reviewed. There were 19 males and 6 females, aged from 11 to 59 years, including 13 cases of cerebrospinal fluid (CSF) rhinorrhea (12 traumatic) and 12 cases of sinonasal skull base tumors. Descriptive statistical methods were used.Results:The mean areas of anterior skull base, sellar, and clival defects were 16.13, 14.03 and 13.12 cm 2, respectively, and the mean pericranial flap lengths were (18.77±3.44)mm, (133.99±5.08)mm, (181.76±6.31)mm, respectively. Among sinonasal skull base neoplasms, the pathologies included olfactory neuroblastoma ( n=6), squamous cell carcinoma ( n=3), chondrosarcoma ( n=1), osteosarcoma ( n=1), and invasive schwannoma ( n=1), in whom 8 patients underwent adjuvant radiotherapy after surgery. One patient (7.7%) had acoustic neuroma-related CSF leak before radiotherapy. All 25 patients successfully underwent skull base reconstruction without complications such as CSF leak, intracranial infection, forehead wrinkles disappearance, or scalp necrosis. All flaps survived well with no CSF leaks within the follow-up period of 2-4 years. Conclusion:Pericranial flap is a safe choice for large anterior skull base defects following resection of sinonasal skull base neoplasms and complex traumatic CSF leaks when endonasal flaps are not available.
7.Exploration of the Mechanism of Yangxue Qingnao Granules in the Treatment of Hypertension Based on Network Pharmacology and Molecular Docking
Jiawen SHI ; Lei HAO ; Yu WANG ; Zhipeng HUO ; Yiqian ZHANG ; Zhaohui SONG ; Yi HE
Traditional Chinese Drug Research & Clinical Pharmacology 2024;35(8):1206-1214
Objective To explore the mechanism of Yangxue Qingnao Granules(Siwu Decoction modified)in the treatment of hypertension based on network pharmacology and molecular docking.Methods The chemical composition analysis results of Yangxue Qingnao Granules in the early stage of the research group were used as the basis for the screening of active compounds.The oral bioavailability≥30%and drug-likeness≥0.18 were used as the screening conditions,and the blood components were supplemented in combination with the literature.TCMSP,chemical professional database and SWISS database were used to predict the targets of potential active compounds of Yangxue Qingnao Granules.Hypertension-related targets were obtained through GeneCards and DiGSeE databases.The intersection of the targets related to hypertension disease and the targets of the potential active compounds of Yangxue Qingnao Granules(common targets)is the potential target of Yangxue Qingnao Granules for the treatment of hypertension.The potential targets were matched with the potential active compounds of Yangxue Qingnao Granules to obtain the antihypertensive active compounds of Yangxue Qingnao Granules.PPI analysis was performed on the potential targets of serum brain granules in the treatment of hypertension through the STRING database,and the core targets were screened according to the degree value.The David database was used to analyze the GO function and KEGG pathway enrichment of the core targets.The core targets with the top six degrees were selected as the docking target proteins,and molecular docking verification was performed with the antihypertensive active compounds.Results A total of 32 potential active compounds,161 active compound targets and 1 539 hypertension-related targets were obtained.After intersection,88 potential targets(common targets)of Yangxue Qingnao Granules in the treatment of hypertension were obtained,involving 29 antihypertensive active compounds.PPI analysis screened 14 core targets:PPARG,ACHE,IL4,CCL2,JUN,NOS3,APP,IL1B,CAT,PTGS2,CASP3,TP53,TNF,IL6,involving 158 GO entries and 13 signaling pathways.Five key active ingredients,chlorogenic acid,rosmarinic acid,paeoniflorin catechinic acid and aloe emodin,were obtained by molecular docking,which were combined with PTGS2,CASP3,TNF,CAT,TP53 and IL6,respectively.Conclusion Yangxue Qingnao Granules may act on core targets such as PTGS2 and CASP3 through key active components such as chlorogenic acid and rosmarinic acid,regulate key pathways such as TNF signaling pathway,MAPK signaling pathway and Toll-like receptor signaling pathway,and play a role in the treatment of hypertension through anti-inflammatory effects.
8.Comparison of recurrence rates between transurethral Thulium laser en bloc resection and traditional plasma electrocautery resection in the treatment of non-muscle-invasive bladder cancer
Lilong LIU ; Zheng LIU ; Zhipeng YAO ; Xiaodong SONG ; Wen SONG ; Jia HU ; Fan LI ; Henglong HU ; Ke CHEN
Chinese Journal of Urology 2024;45(7):508-514
Objective:To compare the postoperative recurrence rates between Thulium laser en bloc resection of bladder tumor (ERBT) and traditional transurethral resection of bladder tumor (TURBT) in treating patients with non-muscle invasive bladder cancer (NMIBC).Methods:A retrospective analysis was conducted on the clinical data of 1 439 patients with NMIBC who underwent either Thulium laser ERBT or TURBT in Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, between January 2010 and March 2024. Among them, 201 patients received Thulium laser ERBT, while 1 238 patients underwent TURBT. Propensity score matching (PSM) was employed in a 1∶1 ratio to eliminate selection bias due to non-random assignment, ensuring the comparability of clinical baseline data such as gender, age, pathological diagnosis, T stage, tumor grade, tumor size, and tumor number between the two groups. Kaplan-Meier method was used to generate recurrence-free survival curves for the matched groups, and the log-rank test was conducted to compare differences between the groups. Univariate and multivariate Cox regression analyses were performed to identify independent risk factors affecting postoperative recurrence.Results:After PSM matching, 193 patients were included in each group. There were no statistically significant differences between the two groups in terms of gender ( P=0.317), age ( P=0.207), pathological type ( P=0.756), T stage ( P=0.402), tumor grade ( P=0.965), tumor size ( P=0.821), or number of tumors ( P=0.421). The median follow-up time was 16.2(8.0, 33.9) months. Excluding patients with non-urothelial tumors such as adenocarcinoma and squamous cell carcinoma, there were 180 cases in the Thulium laser ERBT group and 184 cases in the TURBT group. Survival analysis showed that the postoperative recurrence rate of urothelial carcinoma patients in the Thulium laser ERBT group was lower than that in the TURBT group [20.0%(36/180) vs. 38.6%(71/184), P<0.001]. Stratified survival analysis indicated that in patients with tumor diameters ≤30 mm [22.3%(29/130) vs. 33.6%(45/134), P=0.017] or >30 mm [14.0%(7/50) vs. 52.0%(26/50), P=0.002], the Thulium laser ERBT group had lower postoperative recurrence rate compared to the TURBT group.Among patients with single tumor, the recurrence rate in the Thulium laser ERBT group was lower than in the TURBT group[10.5%(11/105) vs. 31.5%(35/111), P<0.001]. However, among patients with multiple tumors, there was no statistically significant difference in recurrence rates between the Thulium laser ERBT group and the TURBT group [35.7%(25/70) vs. 47.9%(34/71), P=0.061]. Univariate and multivariate Cox regression analyses indicated that Thulium laser ERBT treatment was an independent protective factor against postoperative recurrence in NMIBC patients ( HR=0.44, 95% CI 0.30-0.66, P<0.001). Patients with adenocarcinoma ( HR=5.85, 95% CI 2.07-16.51, P<0.001), squamous cell carcinoma ( HR=2.98, 95% CI 1.04-8.55, P=0.042), or other types of tumors ( HR=2.98, 95% CI 1.14-7.75, P=0.026) had higher risks of recurrence. High-grade tumor patients faced increased risks of postoperative recurrence ( HR=1.84, 95% CI 1.21-2.79, P=0.004). Additionally, tumors >30 mm had increased risks of postoperative recurrence compared to those ≤30 mm ( HR=2.00, 95% CI1.31-3.05, P=0.001). Patients with single tumor had significantly reduced risks of postoperative recurrence compared to those with multiple tumors ( HR=0.50, 95% CI 0.34-0.73, P<0.001). Conclusions:Regardless of tumor diameter (≤30 mm or >30 mm), Thulium laser ERBT significantly reduces the postoperative recurrence rate in patients with urothelial carcinoma compared to TURBT, with the advantage being more pronounced in patients with single bladder tumor. Additionally, patients with high-grade tumors, tumor diameters >30 mm, or multiple bladder tumors have higher risk of postoperative recurrence.
9.Clinical management of two cases of primary hyperaldosteronism with non-functional adrenal nodules
Tao YE ; Jun ZHU ; Xiangshuang ZHANG ; Zhipeng DU ; Ying SONG ; Shumin YANG ; Qifu LI
Chinese Journal of Endocrine Surgery 2024;18(3):461-462
Primary aldosteronism (PA) mainly includes aldosteronoma (APA) and idiopathic aldosteronism (IHA). APA often presents as unilateral adrenal nodules, but can also be accompanied by non-functional adrenal nodules, which leads to difficulty of the identification. In this paper, the clinical characteristics, diagnosis and treatment process of two cases of PA with non-functional adrenal nodules were analyzed and discussed to provide some references for the accurate diagnosis and treatment of PA.
10.Analysis of the practice and optimization path of continuing medical education programs in tuberculosis
Tingting JI ; Jing REN ; Xiangyu LUO ; Zhipeng SONG
Chinese Journal of Medical Education Research 2024;23(8):1069-1074
Objective:To summarize the practice of continuing medical education programs in tuberculosis at Beijing Chest Hospital, and to put forward suggestions and references for improving the level of education and the quality of training.Methods:This paper examined the current situation of continuing medical education programs in tuberculosis at Beijing Chest Hospital. A satisfaction survey was administered to 3 451 trainees in 30 programs using a questionnaire that assessed the four aspects of learning attitude, learning environment and conditions, learning performance, and development status. SPSS 22.0 was used for the χ 2 test and t-test. Python 3.8.1 was used for word frequency analysis. Results:Of the participants, 75.54% (2 607) were generally satisfied and 23.41% (808) were satisfied with the programs. Physicians with different titles, regions, and education levels differed significantly on satisfactory items ( P<0.05). Chief physicians (professors) demonstrated a significantly higher understanding of the training programs compared to other physicians ( P<0.001). Physicians who worked in Beijing exhibited a significantly greater learning uptake than those from regions outside Beijing ( P=0.002). Physicians with doctoral and master's degrees were significantly less satisfied with the teaching materials compared to those with undergraduate or lower degrees ( P=0.001). Conclusions:The overall satisfaction of participants in continuing medical education programs in tuberculosis is relatively high. The managerial staff should improve the programs in multiple dimensions by giving full play to the advantageous disciplines in the hospital, developing brand training programs, and establishing a full-cycle management mechanism. Additionally, it is crucial to standardize high-quality programs, actively expand online distance education, and explore verifiable self-study models.


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