1.Association between sleep quality and cardiorespiratory fitness among secondary school students
ZENG Li, CAO Wei, YIN Xiaojian, WANG Jinxian, WU Huipan
Chinese Journal of School Health 2025;46(3):372-376
Objective:
To explore the association between sleep quality and cardiorespiratory fitness among secondary school students, so as to provide a reference for promoting the overall development of physical and mental health of Chinese adolescents.
Methods:
From September to December 2023, 5 713 secondary school students aged 13 to 18 years were selected by the stratified cluster random sampling method from Shanghai, Suzhou, Taiyuan, Wuyuan, Xingyi, and Urumqi, respectively. Sleep quality and cardiorespiratory fitness level of secondary school students were evaluated by Pittsburgh Sleep Quality Index(PSQI) combined with cardiorespiratory fitness test, and the association between sleep quality and cardiorespiratory fitness was analyzed by Pearson s correlation and multivariate linear regression.
Results:
The report rate of poor sleep quality among secondary school students was 33.7 %(1 926/5 713). The PSQI scores of girls aged 13-18 years were higher than those of boys ( χ 2=1.60, 12.78, 15.62, 3.04, 10.09, 13.65 ) ( P <0.05). The 20 m SRT of secondary school students was 40 (27,51) times, and the VO 2max was 46.27 (40. 84 ,51.30) mL/(kg min). The 20 m SRT and VO 2max of girls of all ages were lower than those of boys( Z =-15.27 to -6.41 , -18.06 to -14.07, P <0.05). Cardiorespiratory fitness (VO 2max) was negatively correlated with sleep duration and hypnotic medication scores in boys ( r =-0.032, -0.005); VO 2max was negatively correlated with sleep duration and daytime dysfunction scores in girls ( r =-0.028, -0.008) ( P <0.05). After controlling the related variables, linear regression analysis showed that the total PSQI score was negatively correlated with VO 2max among secondary school students( β =-0.347, P <0.01).
Conclusions
Secondary school students with better sleep quality have higher levels of cardiorespiratory fitness. Sleep quality should be promoted to improve cardiorespiratory fitness levels in secondary school students.
2.Effect of kinesin family member 15 on the proliferation of hepatocellular carcinoma cells and its mechanism of action
Jiannan QIU ; Peng WANG ; Yin CAO ; Zhongxia WANG ; Junhua WU ; Chunping JIANG
Journal of Clinical Hepatology 2024;40(2):327-334
ObjectiveTo investigate the effect of kinesin family member 15 (KIF15) on the proliferation of hepatocellular carcinoma (HCC) cells and its mechanism of action. MethodsTCGA and GEPIA datasets were analyzed to determine the expression of KIF15 in HCC and its effect on tumor stage and survival. Quantitative real-time PCR and Western blot were used to measure the expression level of KIF15 in human-derived HCC cell lines (HepG2, Hep3B, MHCC-97H, and LM3) and human normal liver cell line L02 cultured in vitro, and Hep3B and HepG2 were selected for subsequent studies. CCK-8 assay, plate colony formation assay, and EdU staining were performed for Hep3B cells transfected with shRNA-NC or shRNA-KIF15 and HepG2 cells transfected with LV-vector or LV-KIF15 to evaluate the viability and proliferative capacity of these cells. GSEA was used to analyze the potential signaling pathways associated with KIF15 in HCC, and Western blot was used for detection. The independent-samples t test was used for comparison of continuous data between two groups; a one-way analysis of variance was used for comparison between multiple groups, and the least significant difference t-test was used for further comparison between two groups. ResultsThe analysis of TCGA and GEPIA datasets showed that in HCC patients, the expression of KIF15 in HCC tissue was significantly higher than that in normal tissue, and the HCC patients with high KIF15 expression tended to have a poorer prognosis. Compared with sh-NC-Hep3B, sh3-Hep3B showed significant reductions in the mRNA and protein levels of KIF15 (P<0.05), cell viability, clone formation number, and EdU positive rate (all P<0.05). Compared with vector-HepG2, LV-KIF15-HepG2 showed significant increases in the mRNA and protein levels of KIF15 (P<0.05), cell viability, clone formation number, and EdU positive rate (all P<0.05). Subcutaneous tumor assay showed that compared with sh-NC-Hep3B, sh3-Hep3B showed reductions in tumor volume and tumor weight, as well as a significant reduction in the immunohistochemical score of Ki67 and a significant increase in the immunohistochemical score of TUNEL (P<0.05). GSEA analysis showed that the PI3K/AKT/mTOR pathway was positively correlated with KIF15 in HCC (NES=1.59, P<0.001). Western blot showed that LY294002 could inhibit the PI3K/AKT/mTOR pathway upregulated in LV-KIF15-HepG2, and compared with LV-KIF15-HepG2, LY294002+LV-KIF15-HepG2 showed significant reductions in cell viability, clone formation number, and EdU positive rate (all P<0.05). ConclusionKIF15 enhances the viability and proliferative capacity of HCC cells by upregulating the PI3K/AKT/mTOR signaling pathway.
3.Curative Effect of Jieyu Qingxin Formula Granules Combined with Remote Interactive CBT-I in Treating Chronic Insomnia of Liver-depression and Fire-turning Type
Yequn WANG ; Wujie FANG ; Shang XIANG ; Tao ZHOU ; Wenjun YIN ; Yan CAO
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(20):120-126
ObjectiveTo observe the clinical effect of Jieyu Qingxin formula granules combined with remote interactive cognitive behavioral therapy for insomnia (CBT-I) on chronic insomnia of liver depression and fire-turning type. MethodThis study was a prospective randomized controlled trial. 120 patients with chronic insomnia of liver depression and fire-turning type in Lu'an traditional Chinese medicine Hospital from January 2022 to June 2023 were selected as objects. They were randomly divided into two groups,with 60 cases in each group. The control group received remote interactive CBT-I. The observation group was treated with Jieyu Qingxin formula granules on the basis of the control group. Intervention treatment lasted for four weeks,and observation lasted for six weeks. Comparison of data of each group:clinical efficacy,changes in traditional Chinese medicine (TCM) syndrome score before and after treatment,changes in insomnia severity index (ISI) score,self-rating depression scale (SDS) and self-rating anxiety scale (SAS) score changes,total sleep time,wake time,sleep latency,sleep efficiency, Actigraphy sleep parameter value changes,serum neuron specific enolase (NSE) ,adenosine,dopamine (DA), 5-hydroxytryptamine (5-HT) level changes,and adverse reactions. ResultThe total effective rate in the observation group (92.45%,49/53) was higher than that in the control group(76.92%,40/52), and the difference was statistically significant(χ2=4.711 1,P<0.05). After treatment,TCM syndrome score,ISI score,SAS score, and SDS score were decreased in all groups. The total sleep time was extended,and wake time and sleep latency were shortened. The sleep efficiency was increased,but the NSE and DA levels were decreased. Adenosine and 5-HT levels were increased in all groups(P<0.05). After treatment,compared with the control group,the observation group had lower TCM syndrome score,ISI score,SAS score, and SDS score,longer total sleep time,higher sleep efficiency,shorter wake time and sleep latency,lower NSE and DA levels, and higher adenosine and 5-HT level (P<0.05). There was one case of nausea in the observation group and no adverse reaction in the control group during treatment. There was no significant difference between the two groups. ConclusionBy reducing NSE and DA and increasing the levels of 5-HT and adenosine,the anxiety (SAS score) and depression (SDS score) of patients can be improved, so as to improve their sleep and effectively treat chronic insomnia of liver depression and fire-turning type.
4.Effect of adding tranexamic acid during surgery on blood loss and security during short segment lumbar spinal stenosis surgery
Likun ZHU ; Shuang CAO ; Dongmei LIU ; Qian YIN ; Xiaoyan HU ; Wei LI
Chinese Journal of Blood Transfusion 2024;37(2):174-179
【Objective】 To discuss the effect of adding tranexamic acid(TXA) during surgery on blood loss and security during short segment lumbar spinal stenosis surgery. 【Methods】 One hundred and eight patients with lumbar spinal stenosis who were to undergo lumbar posterior fusion surgery were randomly divided into control group, TXA group and adding TXA group, with 36 patients in each group. In the control group, TXA was not used during surgery.The TXA group received intravenous infusion of 100 mL normal saline mixture containing 1 g of TXA 15 minutes before surgery after anesthesia. In adding TXA group, after the same operation in TXA group, 10 mg/kg(body weight) of TXA was infused 3 hours later. Total perioperative blood loss, dominant blood loss, hidden blood loss, intraoperative blood loss, postoperative drainage volume, and transfusion rate were recorded in the two groups. Hemoglobin (Hb), hematocrit(HCT), prothrombin time international standardized ratio (PT-INR), prothrombin time(PT), activated partial thromboplastin time(APTT), blood platelet count (BPC), D-dimer (D-D), fibringen(FIB), C-reactive protein (CRP), alanine aminotransferase (ALT), blood urea nitrogen (BUN) were measured 3 days before and after the surgery in the three groups. Postoperative adverse events were followed up. 【Results】 The total blood loss(mL) [(968.7±209.6) vs (1 369.8±276.3), (968.7±209.6) vs (1 273.9±250.2)], dominant blood loss(mL) [(590.5±164.3) vs (876.4±235.9), (590.5±164.3) vs (789.3±221.7)], intraoperative blood loss(mL) [(318.7±120.7) vs (457.8±146.6), (318.7±120.7) vs (423.9±162.3)] and postoperative drainage volume(mL) [1 day after surgery: (164.6±25.0) vs (262.3±51.7), (164.6±25.0) vs (219.8±37.1); 3 days after surgery: (107.2±18.6) vs (156.3±37.6), (107.2±18.6) vs (145.3±22.3)] of the adding TXA group were lower than those of the control group and TXA group (P<0.05), and the transfusion rate was lower than that of the control group (P<0.05).The postoperative drainage volume and transfusion rate of TXA group were lower than that of the control group (P<0.05).There was no statistical difference in the amount of hidden blood loss between the three groups (P>0.05). Compared with the preoperative results, Hb, Hct and BPC in the three groups decreased (P<0.05), and D-D, FIB and CRP increased (P<0.05), but the change degree of Hb, Hct, BPC, D-D and CRP in the TXA group and the adding TXA group was less than that in the control group (P<0.05), and the change degree of Hb, Hct, BPC, D-D and CRP in the adding TXA group was less than that in the TXA group (P<0.05).There was no statistically significant difference in PT-INR, PT, APTT, ALT and BUN between and within the three groups before and after surgery (P>0.05), and all of them were within the normal range. No serious adverse events such as deep vein thrombosis, pulmonary embolism, epilepsy, liver and kidney damage were found in all patients after postoperative follow-up. 【Conclusion】 Intraoperative addition of TXA can effectively reduce the amount of blood lost during short segment lumbar spinal stenosis surgery without increasing the risk of complications such as coagulation disorders, thrombosis, liver and kidney function damage.
5.Methodological Exploration for Global Cardiovascular Academic Performance Evaluation(CAPE)System
Lu YIN ; Xueyan ZHANG ; Yeding CAO ; Wei LI ; Yan YAO ; Zhiyuan BO ; Liang WEI ; Jun CAI ; Jingang YANG ; Shengshou HU
Chinese Circulation Journal 2024;39(1):3-16,中插1-中插4
Objectives:To establish a comprehensive system of Cardiovascular Academic Performance Evaluation(CAPE)and rank global TOP100 medical institutions in the fields of cardiovascular diseases(CVD). Methods:CVD-related terms were extracted from Medical Subject Headings(MeSH),Embase thesaurus(EMtrees)and International Classification of Diseases(ICD)by CVD-related professionals,as well as by librarians and information professionals.Terminology databases(named as Fuwai Subject Headings)were established,and nine sub-disciplines were proposed,including ischemic heart diseases,hypertension,vascular diseases,arrhythmia,pulmonary vascular diseases,heart failure,congenital heart diseases,cardiomyopathy,and valvular heart diseases.The mapping patterns of sub-discipline,cardiovascular terminology and entry terms were pre-defined.The CVD-related research literature published from January 1,2016 to December 31,2022 were retrieved from Web of Science,PubMed and Scopus.Based on this,metadata were fused and duplicates were excluded.Fuwai Subject Headings were searched and matched into four respects for each literature,including subject words,titles,keywords,and abstracts,which was used to generate an information table of"Position—CVD terminology—Frequency",and to calculate CVD correlation scores and sub-discipline scores.We standardized the names of medical institutions and scholars,and make a ranking system for CAPE based on original articles with strong cardiovascular correlation(correlation score≥4).When evaluating the science and technological performance for Chinese hospitals in cardiovascular diseases,National Natural Science Foundation Projects,authorized invention patents,prize achievements,research platforms,and registered data of drug clinical trials in Center for Drug Evaluation(CDE)were considered besides research papers. Results:During 2016 and 2022,1 545 103 CVD research literatures were found worldwide.After excluding meeting abstracts,books,biographies,news,videos,audio texts,retracted publications,and corrections,1 178 019 CVD research literatures were further evaluated.518 058 literatures were indexed as"strongly correlated to CVD"using Fuwai Subject Headings.Besides papers,other data sources were also collected,including 11 143 CVD-related Natural Science Foundation Projects,19 382 CVD-related effective authorized invention patents,103 CVD-related national prize achievements,24 CVD-related national research platforms,and 2 084 CDE registered data of CVD-related drug clinical trials.Research teams from nine sub-disciplines reviewed and validated research literature in respective fields,and classification rules of corresponding sub-disciplines were created and improved based on their opinions.Finally,eleven individual indexes were chosen to construct CAPE system for ranking global TOP100 medical institutions in overall CVD field and TOP30 in nine sub-disciplines.From 2016 to 2022,the number of cardiovascular disease research papers published by Chinese institutes has increased by 123.5%,with a total of approximately 76.8 thousands papers published(about 30 papers per day on average),ranked the second under the United States(approximately 114.1 thousands papers).However,the proportion of papers published by the Chinese Journal Citation Reports(JCR)and the Chinese Academy of Sciences only ranked eighth in the world.In the comprehensive academic performance of original cardiovascular research papers in global hospitals from 2020 to 2022,only two Chinese medical institutions ranked in the TOP20 as evaluated by CAPE system. Conclusions:Based on multi-source data from 2016 to 2022,CAPE initiated to establish a cardiovascular academic performance evaluation system.
6.Association of dietary patterns with subthreshold autism trait , attention-deficit/hyperactivity disorder symptoms, and comorbid behaviors in 3-year-old children
Hui CAO ; Shuangqin YAN ; Liangliang XIE ; Guopeng GAO ; Sumei WANG ; Tingting WENG ; Xiaogang YIN ; Fangbiao TAO
Journal of Public Health and Preventive Medicine 2024;35(5):68-71
Objective To investigate the main dietary patterns of children in urban areas of Maanshan City, and to explore the association between dietary patterns and subthreshold autism trait (SAT), attention-deficit/hyperactivity disorder (ADHD) symptoms and comorbid behaviors in 3-year-old children. Methods Based on the birth cohort of Maanshan Maternal and Infant Health from June 2015 to June 2016,regular physical examinations were conducted from 4 to 2 to 1, and follow-up was conducted until the age of 3. A semi-quantitative food frequency questionnaire was employed to assess dietary intakes. SAT and ADHD symptoms were assessed by Clancy autism behavior scale (CABS) and the 10-item Chinese version of the Conners Abbreviated Symptom Questionnaire (C-ASQ). Social-demographic information was also collected. Results The detection rates of SAT, ADHD symptoms, and comorbidity were 11.03%, 5.28%, and 2.71%, respectively. The older the father, the higher the mother's education level, and the higher the per capita monthly income of the family, the lower the SAT detection rate (P<0.05). The higher the father's educational level, the lower the detection rate of ADHD symptoms (P<0.05). The older the mother and the higher the education level, the lower the detection rate of comorbid behavior in their children (P <0.05). After adjusting for demographic influencing factors, the low intake level was used as a reference. The vegetarian type with moderate intake level was negatively correlated with SAT, while the processed food type with high intake level was positively correlated with SAT. The vegetarian type with high intake level was negatively correlated with ADHD symptoms, while the snack type with high intake level was positively correlated with ADHD symptoms. The vegetarian type with high intake level was negatively correlated with comorbidity. Conclusion Unhealthy dietary patterns are related to children's SAT and ADHD symptoms. Correcting children's unhealthy eating patterns may help reduce children's behavior problems.
7.Analysis of Molecular Mechanism of Angong Niuhuangwan in Alleviating Traumatic Brain Injury Based on Single Cell Sequencing
Zhiru YIN ; Liangliang TIAN ; Guangzhao CAO ; Jingjing ZHANG ; Hongjun YANG
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(23):35-45
ObjectiveTo reveal the molecular mechanism of Angong Niuhuangwan(AGNH) in improving traumatic brain injury(TBI) based on single cell sequencing. MethodSeventy-five male SD rats were randomly divided into the sham group, model group, piracetam group(3.6 g·kg-1), AGNH low- and high-dose groups(0.09, 0.27 g·kg-1), with 15 rats in each group. In addition to the sham group, the other 4 groups used the modified Feeney free-fall impact method to prepare TBI model, and the drugs were administered by gavage immediately after modeling, 24 hours later, the modified neurological deficit score(mNSS) was performed, and brain tissue was isolated to determine the degree of cerebral edema. Hematoxylin-eosin(HE) staining was used to observe the injury degree in the cortex, CA1 region and CA3 region of brain tissue. The expression levels of cyclooxygenase-2(COX-2), interferon regulatory factor 1(IRF1), Janus kinase 2(JAK2) and suppressor of cytokine signaling 3(SOCS3) were observed by immunofluorescence(IF) staining. The levels of interleukin(IL)-6, IL-18, IL-1β, IL-17A, tumor necrosis factor-α(TNF-α), Caspase-1 and nucleotide binding oligomerization domain(NOD)-like receptor heat protein domain associated protein 3(NLRP3) inflammasome were determined by enzyme-linked immunosorbent assay(ELISA). The regulation of AGNH on each cell population was analyzed by single cell sequencing, and differentially expressed genes were analyzed by Gene Ontology(GO) and Kyoto Encyclopedia of Genes and Genomes(KEGG), which led to construct microglia differentially expressed gene network to search for the key targets, and validated by ELISA and IF. ResultCompared with the sham group, the mNSS and brain water content were significantly increased in the model group(P<0.01). Compared with the model group, mNSS and brain water content in the low and high dose AGNH groups were decreased(P<0.05,P<0.01). HE staining results showed that compared with the sham group, the cells in the cerebral cortex and hippocampus of rats in the model group were seriously lost, and the cells were arranged loosely(P<0.01). Compared with the model group, AGNH could significantly increase the density of neurons in the CA1 and CA3 regions of the cerebral cortex and hippocampus, making the arrangement more compact, as well as improved cell morphology(P<0.05,P<0.01). ELISA and IF staining showed that AGNH could reduce the levels of Caspase-1, IL-17A, TNF-α, NLRP3 and COX-2 in brain tissue of TBI rats(P<0.05, P<0.01). A total of 13 cell subsets were identified by single cell sequencing, among which microglia played an important role in neuroimmunity. The results of GO enrichment analysis of differentially expressed genes in microglia showed that AGNH improved TBI in response to inflammation and TNF-α. KEGG enriched IL-17 signaling pathway, TNF signaling pathway, Toll-like receptor signaling pathway, etc. The results of network analysis showed that the key targets of AGNH in regulating TBI might be IL-6, IL-1β, JAK2, SOCS3, IRF1. IF and ELISA verification results showed that compared with the sham group, SOCS3 expression in microglia was decreased in the model group, and the expressions of IL-6, IL-1β, JAK2 and IRF1 were increased(P<0.01). Compared with the model group, AGNH could increase the expression of SOCS3, decrease the expression of IL-6, IL-1β, JAK2, IRF1 (P<0.05, P<0.01). ConclusionAGNH can reduce the degree of brain edema and brain injury, decrease the expression of inflammatory factors, and inhibit the expression of NLRP3 and its downstream Caspase-1 in TBI rats, which may act on the targets of IL-6, IL-1β, JAK2, IRF1 and SOCS3 in microglia.
8.Analysis of Impurities in Peptide Drug Bivalirudin Based on Three Kinds of Separation Principle Technology
Jing YIN ; Wanting WANG ; Yihong LU ; Shuqiang ZHAO ; Haiwei SHI ; Bin DI ; Minhua XUE ; Ling CAO
Chinese Journal of Modern Applied Pharmacy 2024;41(5):626-635
OBJECTIVE
To establish HPLC methods with different separation principles to analyze the relevant impurities in the APIs of bivalirudin from seven enterprises, to provide a basis for the comprehensive control of related substances of bivalirudin.
METHODS
Reversed-phase high performance liquid chromatography(RP-HPLC) was used to separate and analyze 11 kinds of impurities. Hydrophilic chromatography(HILIC)-HPLC was used to control four process impurities. Polymers were determined by size exclusion chromatography(SEC)-HPLC.
RESULTS
The established RP-HPLC could effectively separate the principal component and 11 impurities, the correction factors of 11 impurities were between 0.8−1.2, the detection concentration of bivalirudin was 0.1 μg·mL−1, and the detection limit was 0.004%. The established HILIC-HPLC could effectively separate the principal components and four process impurities, and the detection concentration of bivalirudin was 0.3 μg·mL−1, and the detection limit was 0.01%. Under SEC-HPLC conditions, the polymer and bivalirudin peaked sequentially, the resolution of the two was 2.9, the detection concentration of bivalirudin was 6 ng·mL−1, and the detection limit was 0.000 6%. Fifteen kinds of known impurities and polymers in 15 batches of samples from 7 enterprises were calculated by the self-control method of principal components, and the impurity contents from different enterprises had a certain correlation with their production processes.
CONCLUSION
The three different principles of the method have good specificity, high sensitivity, good durability, and reliable results, and can be used for quality control of substances related to bivalirudin.
9.Screening of miRNA biomarkers in serum exosomes of patients with thyroid nodules at different iodine levels
Wenyuan CAO ; Hongjian ZHAO ; Hao XING ; Hui ZHANG ; Wei KONG ; Qinghua LIU ; Fengyan YIN ; Qian HE ; Weijia XING
Chinese Journal of Clinical Laboratory Science 2024;42(1):62-66
Objective To comapre and analyze the differences and commonalities of expression profiles of serum exosomal microRNA between patients with thyroid nodules and healthy persons at different iodine levels,and then provide evidence for screening early diag-nostic markers of thyroid nodules at different iodine levels.Methods The peripheral blood samples from 10 patients with thyroid nod-ules and healthy volunteers at different iodine levels were collected.Their serum iodine levels were measured by the arsenic cerium cat-alytic spectrophotometry.Serum exosomal microRNA were extracted and the expression levels of microRNA were determined by the high-throughput sequencing technology.The differential target genes were predicted and further performed Gene ontology(GO)analysis and Kyoto Encyclopedia of Genes and Genomes(KEGG)analysis.Results Compared with healthy volunteers,there were 6 downreg-ulated miRNAs in the patients with thyroid nodules at different iodine levels,namely miR-324-5p,miR-6511b-3p,miR-9903,miR-550a-3p,miR-5001-3p,and miR-3688-3p.Differentially expressed exosomal microRNA could regulate the MAPK signaling path-way,PI3K-AKT signaling pathway,VEGF signaling pathway,and NF-κB signaling pathway.Conclusion Six differentially expressed microRNAs is identified,which may serve as biological markers for the early diagnosis of thyroid nodules at different iodine levels.
10.Analysis of factors associated with spread through air spaces(STAS) of small adenocarcinomas(≤2 cm) in peripheral stage ⅠA lungs and modeling of nomograms
Jing FENG ; Wei SHAO ; Xiayin CAO ; Jia LIU ; Jialei MING ; Ya’nan ZHANG ; Jianbing YIN ; Jin CHEN ; Honggang KE ; Lei CUI
Chinese Journal of Thoracic and Cardiovascular Surgery 2024;40(3):129-136
Objective:To investigate the relationship between spread through air spaces(STAS) of peripheral stage ⅠA small adenocarcinoma of the lung(≤2 cm) and related factors such as clinical and CT morphological features, and to construct a nomogram model.Methods:Relevant clinical, pathological and imaging data of patients who underwent lung surgery and were diagnosed as peripheral stage ⅠA small lung adenocarcinoma by postoperative pathology in the Affiliated Hospital of Nantong University from 2017 to 2022 were collected, of which cases that met the inclusion criteria from 2017 to 2021 served as the training group, and those that met the inclusion criteria in 2022 served as the validation group. The independent risk factors for the occurrence of STAS in peripheral stage ⅠA lung small adenocarcinoma were investigated by using univariate analysis and multifactorial logistic regression analysis, based on which a nomogram prediction model was constructed, and the subjects were analyzed by using the receiver operating characteristic curve( ROC), correction model, etc. were used to evaluate the model. Results:A total of 430 patients who met the criteria were included, including 351 patients in the training group(109 STAS-positive and 242 STAS-negative) and 79 patients in the validation group(23 STAS-positive and 56 STAS-negative). Univariate analysis showed that the patients in the two groups showed a significant difference in age(>58 years old), gender, smoking history, tumor location(subpleural, non-subpleural), pleural pull, nodule type, nodule maximal diameter, solid component maximal diameter, consolidation tumor ratio(CTR), lobulation sign, burr sign, bronchial truncation sign, vascular sign(includes thickening and distortion of blood vessels in/around the nodes), satellite lesions, and ground-glass band sign were statistically significant( P<0.05). The results of multifactorial logistic regression analysis showed that CTR( OR=4.98, P<0.001), lobulation sign( OR=4.07, P=0.013), burr sign( OR=3.66, P<0.001), and satellite lesions( OR=3.56, P=0.009) were the independent risk factors for the occurrence of STAS. Applying the above factors to construct the nomogram model and validate the model, the results showed that the ROC curve was plotted by the nomogram prediction model, and the area under the ROC curve( AUC) of the training set was 0.840(sensitivity 0.835, specificity 0.734), and the validation set had an AUC value of 0.852(sensitivity 0.786, specificity 0.783), and the training set and validation set calibration curves have good overlap with the ideal curve. Conclusion:CTR, lobular sign, burr sign, and satellite lesions are independent risk factors for STAS, and the nomogram model constructed in this study has good predictive value.


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