1.Effect of Tongbian Decoction (通便汤) on the VAPB-PTPIP51 Complex and Autophagy of Interstitial Cells of Cajal in the Colon of Slow Transit Constipation Model Rats
Chuyue WANG ; Jiacheng LI ; Yingqi YANG ; Sicheng SHEN ; Zhiyang CHEN ; Zhizhong XU ; Bensheng WU ; Meiyao CHEN ; Ziwei XIONG ; Jinhui GU ; Xiaopeng WANG
Journal of Traditional Chinese Medicine 2026;67(9):985-993
ObjectiveTo explore the possible mechanism of Tongbian Decoction (通便汤, TD) in treating slow transit constipation (STC). MethodsTwenty-four SD rats were randomly divided into normal group, model group, TD group, and mosapride group, with 6 rats per group. Except for the normal group, STC models were established by intragastric administration of loperamide hydrochloride combined with normal saline. On the day following successful model establishment, rats in the TD group received 18.63 g·kg⁻¹ of TD by gavage, while those in the mosapride group received 1.605 mg·d⁻¹ of mosapride, and those in the normal group and the model group received 10 ml·kg⁻¹ of normal saline by gavage. All treatments were administered once daily for 7 consecutive days. Twenty-four hours after the last administration, fecal pellet number and fecal water content were measured. After intragastric administration of a 10% activated charcoal suspension, the small intestinal transit rate was calculated 30 minutes later. Serum levels of gastrin (GAS) and motilin (MTL) were measured by ELISA. Colonic histopathology was observed by HE staining, and mucus secretion by Alcian blue-periodic acid-Schiff (AB-PAS) staining. Ultrastructure of colon tissue was examined using transmission electron microscopy. Protein expression levels of C-kit, stem cell factor (SCF), autophagy-related protein 5 (ATG5), Beclin1, vesicle-associated membrane protein B (VAPB), and protein tyrosine phosphatase interacting protein 51 (VAPB-PTPIP51) were measured by Western Blot, and the mRNA levels were detected by real-time PCR. Immunohistochemistry was used to detect SCF, C-kit, Beclin1, and ATG5 expression. The calcium content in colon tissue was determined by ELISA. ResultsCompared to the normal group, rats in the model group showed significantly reduced fecal pellet number, fecal water content, small intestinal transit rate, and serum GAS and MTL levels (P<0.01); the number of goblet cells decreased, and the mucosal and muscular layers of the colon became thinner; mRNA and protein expression levels of ATG5 and Beclin1 in colon tissue significantly increased, while calcium content decreased (P<0.05 or P<0.01); and electron microscopy revealed vacuolar degeneration and increased autophagosomes in colonic cells. Compared to the model group, both TD group and mosapride group showed increased fecal pellet number, fecal water content, small intestinal transit rate, serum GAS and MTL levels, and colonic calcium content, along with decreased Beclin1 and ATG5 protein levels (P<0.05 or P<0.01); the mucosal thickness and goblet cell number increased significantly, and autophagosomes decreased; in the TD group, ATG5 and Beclin1 mRNA levels decreased; in the mosapride group, SCF, VAPB, and PTPIP51 mRNA levels increased, while Beclin1 mRNA decreased (P<0.05 or P<0.01). Compared to the mosapride group, the TD group showed higher fecal pellet number, fecal water content, serum GAS levels, colonic calcium content, and C-kit expression, along with lower ATG5 and Beclin1 levels (P<0.05 or P<0.01). ConclusionTD may improve constipation symptoms by upregulating the VAPB-PTPIP51 complex during mitochondria-endoplasmic reticulum interactions, reducing autophagy of interstitial cells of Cajal, and promoting intestinal motility.
2.Effect of Tongbian Decoction (通便汤) on the VAPB-PTPIP51 Complex and Autophagy of Interstitial Cells of Cajal in the Colon of Slow Transit Constipation Model Rats
Chuyue WANG ; Jiacheng LI ; Yingqi YANG ; Sicheng SHEN ; Zhiyang CHEN ; Zhizhong XU ; Bensheng WU ; Meiyao CHEN ; Ziwei XIONG ; Jinhui GU ; Xiaopeng WANG
Journal of Traditional Chinese Medicine 2026;67(9):985-993
ObjectiveTo explore the possible mechanism of Tongbian Decoction (通便汤, TD) in treating slow transit constipation (STC). MethodsTwenty-four SD rats were randomly divided into normal group, model group, TD group, and mosapride group, with 6 rats per group. Except for the normal group, STC models were established by intragastric administration of loperamide hydrochloride combined with normal saline. On the day following successful model establishment, rats in the TD group received 18.63 g·kg⁻¹ of TD by gavage, while those in the mosapride group received 1.605 mg·d⁻¹ of mosapride, and those in the normal group and the model group received 10 ml·kg⁻¹ of normal saline by gavage. All treatments were administered once daily for 7 consecutive days. Twenty-four hours after the last administration, fecal pellet number and fecal water content were measured. After intragastric administration of a 10% activated charcoal suspension, the small intestinal transit rate was calculated 30 minutes later. Serum levels of gastrin (GAS) and motilin (MTL) were measured by ELISA. Colonic histopathology was observed by HE staining, and mucus secretion by Alcian blue-periodic acid-Schiff (AB-PAS) staining. Ultrastructure of colon tissue was examined using transmission electron microscopy. Protein expression levels of C-kit, stem cell factor (SCF), autophagy-related protein 5 (ATG5), Beclin1, vesicle-associated membrane protein B (VAPB), and protein tyrosine phosphatase interacting protein 51 (VAPB-PTPIP51) were measured by Western Blot, and the mRNA levels were detected by real-time PCR. Immunohistochemistry was used to detect SCF, C-kit, Beclin1, and ATG5 expression. The calcium content in colon tissue was determined by ELISA. ResultsCompared to the normal group, rats in the model group showed significantly reduced fecal pellet number, fecal water content, small intestinal transit rate, and serum GAS and MTL levels (P<0.01); the number of goblet cells decreased, and the mucosal and muscular layers of the colon became thinner; mRNA and protein expression levels of ATG5 and Beclin1 in colon tissue significantly increased, while calcium content decreased (P<0.05 or P<0.01); and electron microscopy revealed vacuolar degeneration and increased autophagosomes in colonic cells. Compared to the model group, both TD group and mosapride group showed increased fecal pellet number, fecal water content, small intestinal transit rate, serum GAS and MTL levels, and colonic calcium content, along with decreased Beclin1 and ATG5 protein levels (P<0.05 or P<0.01); the mucosal thickness and goblet cell number increased significantly, and autophagosomes decreased; in the TD group, ATG5 and Beclin1 mRNA levels decreased; in the mosapride group, SCF, VAPB, and PTPIP51 mRNA levels increased, while Beclin1 mRNA decreased (P<0.05 or P<0.01). Compared to the mosapride group, the TD group showed higher fecal pellet number, fecal water content, serum GAS levels, colonic calcium content, and C-kit expression, along with lower ATG5 and Beclin1 levels (P<0.05 or P<0.01). ConclusionTD may improve constipation symptoms by upregulating the VAPB-PTPIP51 complex during mitochondria-endoplasmic reticulum interactions, reducing autophagy of interstitial cells of Cajal, and promoting intestinal motility.
3.Consistent Detection of Aquaporin-4 Antibodies:A Comparative Analysis Between Fixed and Live Cell-Based Assays
Jing WANG ; Linge WANG ; Xiaolin YANG ; Zhizhong LI ; Jinyu JIANG ; Qiao XU ; Siyuan HUANG ; Qing FU ; Yang YANG ; Rongrong ZHANG ; Lin YANG ; Ai CHEN ; Xiaopeng ZENG ; Ke XU ; Peng ZHENG ; Xinyue QIN ; Jinzhou FENG
Journal of Clinical Neurology 2026;22(2):212-220
Background:
and Purpose Live cell-based assays (LCBA) are increasingly used for serological antibody detection due to their ability to preserve antigen conformation, offering moderately higher sensitivity than fixed cell-based assays. However, the clinical necessity of prioritizing LCBA for the detection of aquaporin-4 immunoglobulin G (AQP4-IgG) in neuromyelitis optica spectrum disorder (NMOSD) remains unclear, especially when compared to its established role in diagnosing myelin oligodendrocyte glycoprotein antibody-associated disease.
Methods:
We compared the performance of live cell-based assays using immunofluorescence (LCBA-IF) and fixed cell-based assays using immunofluorescence (FCBA-IF) in detecting AQP4-IgG in 90 cases of NMOSD meeting 2015 International Panel for Neuromyelitis Optica Diagnosis criteria, alongside 40 controls. Additionally, we further investigated the relationship between AQP4-IgG titers as measured by LCBA-IF and FCBA-IF and clinical parameters in NMOSD patients.
Results:
Results showed 96.9% agreement between LCBA-IF and FCBA-IF (Cohen’s κ=0.935), with a strong Spearman correlation (0.977, p<0.001). Both methods demonstrated 100% specificity, with LCBA-IF showing slightly higher sensitivity compared to FCBA-IF. Within LCBAIF-tested groups, statistically significant differences in annualized relapse rates were observed across all pairwise comparisons (low-titer vs. moderate-titer, low-titer vs. high-titer, and moderate-titer vs. high-titer; all p<0.050). However, this association reached statistical significance in some FCBA-IF-tested groups.
Conclusions
Overall, there is a strong concordance between LCBA-IF and FCBA-IF in detecting AQP4-IgG, where LCBA-IF shows slightly higher sensitivity. Furthermore, there is a potential link between elevated AQP4-IgG titers and an increased risk of relapse, and this correlation may appear more pronounced when using LCBA-IF.
4.Network analysis comparison of depression-anxiety symptoms between medical staff and community residents in Dongguan
Yuwen HUANG ; Jingya YU ; Lunchi HUANG ; Zhizhong WANG ; Yongsheng LI
Sichuan Mental Health 2026;39(3):274-281
BackgroundThe mental health issues of medical staff have received increasing attention. Previous studies have mainly focused on the epidemiological characteristics and influencing factors, but there is a lack of sufficient understanding of the heterogeneity characteristics of the depression-anxiety symptoms network among medical staff. ObjectiveTo compare the differences in the depression-anxiety symptoms network between medical staff and community residents, so as to provide references for the promotion of the mental health of medical staff. MethodsFrom June 1, 2022 to December 31, 2024, a stratified random sampling method was used to recruit 1 959 medical staff from public hospitals and community health centers in 9 townships (industrial parks) of Dongguan City, Guangdong Province, as well as 2 412 community residents in this area, were selected as the research subjects. The general situation questionnaire, Patients' Health Questionnaire Depression Scale-9 item (PHQ-9), and the Generalized Anxiety Disorder Scale-7 item (GAD-7) were used for investigation. The network visualization was conducted using the qgraph package of R 4.0.0. The centrality indicators of the network were calculated using the networktools package. The reliability of the network structure was evaluated using the bootnet package. The differences in the depression-anxiety symptoms network between medical staff and community residents were compared using the NetworkComparisionTest package. ResultsA total of 1 792 medical staff and 2 110 community residents completed the survey. The numbers of medical staff with mild, moderate and severe depressive symptoms were 381 (21.26%), 217 (12.11%) and 169 (9.43%), respectively, while the numbers of community residents were 322 (15.26%), 98 (4.64%) and 66 (3.13%), respectively. The numbers of medical staff with mild, moderate and severe anxiety symptoms were 411 (22.94%), 126 (7.03%) and 93 (5.19%), respectively, while the numbers of community residents were 320 (15.17%), 73 (3.46%) and 18 (0.85%), respectively. The comparison of the detection rates of depressive symptoms and anxiety symptoms between the two groups showed statistically significant differences (χ2=152.012, 205.953, P<0.01). The network analysis results showed that the core symptom clusters of medical staff were "uncontrollable worry" "psychomotor retardation" "inability to relax", and "depression", while those of community residents were "uncontrollable worry" "inability to relax" "inferiority complex", and "depression". There was a statistically significant difference in the network structure between the two groups (M=0.275, P<0.05), and the overall connection strength of medical staff was lower than that of community residents (7.523 vs. 7.950, S=0.426, P<0.05). ConclusionThe detection rates of depression and anxiety symptoms among medical staff were higher than those among community residents. The depression-anxiety symptoms network of medical staff was more concentrated, and the core symptoms were more prominent.[Funded by Social Development and Technology Project of Dongguan City (number, 20221800902552)]
5.Effect of anisodamine hydrobromide on early hemodynamics of piglets with septic shock
Qingquan SHI ; Mingxuan WANG ; Zhizhong ZHANG ; Jie ZHOU ; Chunsheng LI ; Shuo WANG
Journal of Chinese Physician 2025;27(2):173-177
Objective:To investigate the effects of anisodamine hydrobromide (654-1), 654-1+ norepinephrine and norepinephrine on early hemodynamic indexes of piglets with septic shock.Methods:A total of 38 healthy Bama pigs were selected as the study subjects, 32 of which were treated with lipopolysaccharide to create septic shock piglet model, and the other 6 were sham operation group. The animals were randomly divided into control group ( n=8), drug treatment group [654-1 group ( n=8), 654-1+ norepinephrine group ( n=8), norepinephrine group ( n=8)]. Hemodynamic parameters were recorded at T 0 (basic state), T 1 (successful shock modeling), T 2 (1 h after successful modeling), T 3 (2 h after successful modeling), T 4 (4 h after successful modeling), T 5 (6 h after successful modeling) and T 6 (8 h after successful modeling) respectively, including: Mean arterial pressure (MAP), cardiac index (CI), whole-heart end-diastolic volume index (GEDI), lactic acid (LAC). Results:Except for the sham operation group, MAP of all treatment groups at T 1 was significantly lower than that at T 0 (all P<0.05). MAP of all treatment groups at T 2-T 6 was significantly higher than that at T 1 (all P<0.05). T 1 MAP of all treatment groups was significantly lower than that of the sham operation group (all P<0.05). MAP at T 2-T 6 in the norepinephrine group and the 654-1+ norepinephrine group was higher than that in the control group (all P<0.05), and MAP at T 2-T 4 in the 654-1 group was significantly lower than that in the 654-1+ norepinephrine group (all P<0.05). LAC of all treatment groups at T 1-T 3 was significantly higher than that at T 0 (all P<0.05) except the sham operation group. LAC in the group 654-1 at T 4 to T 6 was significantly lower than that at T 1 (all P<0.05). LAC in the group 654-1 at T 4-T 6 was significantly lower than that in the norepinephrine group and the control group (all P<0.05). The CI of norepinephrine group at T 2, T 5 and T 6 was lower than that at T 0 (all P<0.05). There was no significant difference in CI between T 2 and T 6 compared with T 1 (all P>0.05). CI of the 654-1+ norepinephrine group at T 4 was significantly lower than that of T 0 ( P<0.05); The CI of the 654-1 group at T 2 was significantly higher than that of T 1 ( P<0.05). CI at T 1 in the 654-1+ norepinephrine group was significantly lower than that in the sham operation group (all P<0.05). The GEDI at T 1 to T 5 in the 654-1 group was significantly lower than that at T 0 in the 6541+ norepinephrine group (all P<0.05), and the GEDI at T 1 to T 2 was significantly lower than that at T 0 in the 6541+ norepinephrine group (all P<0.05), while the GEDI at T 2 and T 4 was higher than that at T 1 (all P<0.05). Conclusions:MAP decreased significantly in septic shock, LAC increased significantly in the early stage of shock. 654-1 can improve MAP in early stage of septic shock, and significantly reduce LAC level in early stage of septic shock.
6.Effect of anisodamine hydrobromide on early hemodynamics of piglets with septic shock
Qingquan SHI ; Mingxuan WANG ; Zhizhong ZHANG ; Jie ZHOU ; Chunsheng LI ; Shuo WANG
Journal of Chinese Physician 2025;27(2):173-177
Objective:To investigate the effects of anisodamine hydrobromide (654-1), 654-1+ norepinephrine and norepinephrine on early hemodynamic indexes of piglets with septic shock.Methods:A total of 38 healthy Bama pigs were selected as the study subjects, 32 of which were treated with lipopolysaccharide to create septic shock piglet model, and the other 6 were sham operation group. The animals were randomly divided into control group ( n=8), drug treatment group [654-1 group ( n=8), 654-1+ norepinephrine group ( n=8), norepinephrine group ( n=8)]. Hemodynamic parameters were recorded at T 0 (basic state), T 1 (successful shock modeling), T 2 (1 h after successful modeling), T 3 (2 h after successful modeling), T 4 (4 h after successful modeling), T 5 (6 h after successful modeling) and T 6 (8 h after successful modeling) respectively, including: Mean arterial pressure (MAP), cardiac index (CI), whole-heart end-diastolic volume index (GEDI), lactic acid (LAC). Results:Except for the sham operation group, MAP of all treatment groups at T 1 was significantly lower than that at T 0 (all P<0.05). MAP of all treatment groups at T 2-T 6 was significantly higher than that at T 1 (all P<0.05). T 1 MAP of all treatment groups was significantly lower than that of the sham operation group (all P<0.05). MAP at T 2-T 6 in the norepinephrine group and the 654-1+ norepinephrine group was higher than that in the control group (all P<0.05), and MAP at T 2-T 4 in the 654-1 group was significantly lower than that in the 654-1+ norepinephrine group (all P<0.05). LAC of all treatment groups at T 1-T 3 was significantly higher than that at T 0 (all P<0.05) except the sham operation group. LAC in the group 654-1 at T 4 to T 6 was significantly lower than that at T 1 (all P<0.05). LAC in the group 654-1 at T 4-T 6 was significantly lower than that in the norepinephrine group and the control group (all P<0.05). The CI of norepinephrine group at T 2, T 5 and T 6 was lower than that at T 0 (all P<0.05). There was no significant difference in CI between T 2 and T 6 compared with T 1 (all P>0.05). CI of the 654-1+ norepinephrine group at T 4 was significantly lower than that of T 0 ( P<0.05); The CI of the 654-1 group at T 2 was significantly higher than that of T 1 ( P<0.05). CI at T 1 in the 654-1+ norepinephrine group was significantly lower than that in the sham operation group (all P<0.05). The GEDI at T 1 to T 5 in the 654-1 group was significantly lower than that at T 0 in the 6541+ norepinephrine group (all P<0.05), and the GEDI at T 1 to T 2 was significantly lower than that at T 0 in the 6541+ norepinephrine group (all P<0.05), while the GEDI at T 2 and T 4 was higher than that at T 1 (all P<0.05). Conclusions:MAP decreased significantly in septic shock, LAC increased significantly in the early stage of shock. 654-1 can improve MAP in early stage of septic shock, and significantly reduce LAC level in early stage of septic shock.
7.Fundamental scientific research questions of human related safety in complex tightly-coupled human-machine systems
Shanguang CHEN ; Yijing ZHANG ; Zhizhong LI ; Liezhong GE ; Chunhui WANG
Space Medicine & Medical Engineering 2025;36(1):1-6
Under the"Four Specials"conditions(special environments,special tasks,special equipment,and special personnel),complex tightly-coupled human-machine systems exhibit distinct characteristics such as human-in-the-loop,frequent human-machine interactions,and significant mutual influence between humans and machines.These features lead to prominent and typical human related safety issues.Through aggregating knowledge from literature review,accident case studies,and engineering practice,this paper elaborates on the characteristics of complex tightly-coupled human-machine systems,clarifies the definition of human related safety(including its research subjects,topics,and methods),and provides a systematic analysis framework on the causes of human related safety from a whole life-cycle perspective of system development.Furthermore,theoretical hypotheses are proposed for human related safety,along with its fundamental scientific research questions and methods.
8.Expressions of miR-27a-3p mRNA and YAP1 mRNA in Breast Cancer and the Relationship With Clinicopathology and Survival Prognosis
Zhizhong LU ; Xiling LI ; Kai LI ; Siwei YANG ; Fuguo JIANG ; Shuai LI ; Haiyan SI ; Junmin LI ; Xiaoguang ZHAO
Journal of Sichuan University (Medical Sciences) 2025;56(2):521-527
Objective To analyze the expression levels of miR-27a-3p mRNA and Yes-associated protein 1(YAP1)mRNA in breast cancer,and to explore their relationships with clinicopathological features and the survival prognosis of patients.Methods A total of 130 breast cancer patients who underwent mastectomy in our hospital between January 2019 and January 2021 were enrolled.The expression levels of miR-27a-3p and YAP1 mRNA in breast tumor tissues and adjacent normal breast tissues were assessed by qRT-PCR.Furthermore,the relationships between their expression and clinicopathological features,as well as the survival prognosis of patients,were investigated.Results Compared with adjacent normal breast tissues,the expression of miR-27a-3p mRNA in breast tumor tissues was lower(P<0.05),while that of YAP1 mRNA was higher(P<0.05).A negative correlation was observed between the expression of miR-27a-3p mRNA and YAP1 mRNA in breast tumor tissues(r=-0.456,P<0.05).The expression of miR-27a-3p mRNA was correlated with tumor diameter,histological grade,tumor staging by the TNM system,lymph node metastasis,and vascular invasion in patients with breast cancer(P<0.05).The YAP1 mRNA expression was correlated with histological grade,tumor staging by the TNM system,lymph node metastasis,and vascular invasion(P<0.05).Kaplan-Meier survival analysis revealed that the 3-year overall survival rate of the miR-27a-3p low-expression group was 71.60%(48/67),which was lower than the 91.50%(54/59)of the miR-27a-3p high-expression group(log-rank x2=8.211,P=0.004).The 3-year overall survival rate of the YAP1 high-expression group was 73.80%(45/61),lower than that of the YAP1 low-expression group(87.70%,57/65)(log-rank x2=4.429,P=0.035).Multivariate regression analysis indicated that lymph node metastasis(hazard ratio[HR]=1.409;95%CI,1.057-1.644;P=0.046),vascular invasion(HR=1.541;95%CI,1.076-1.869;P=0.045),low miR-27a-3p mRNA expression(HR=0.593;95%CI,0.388-0.925;P=0.018),and high YAP1 mRNA expression(HR=0.628;95%CI,0.405-0.912;P=0.022)were relevant factors affecting the 3-year overall survival of patients with breast cancer.Conclusion A significant downregulation of miR-27a-3p mRNA and upregulation of YAP1 mRNA are observed in breast tumor tissues.The low expression of miR-27a-3p mRNA and the high expression of YAP1 mRNA are associated with adverse clinicopathological features and poor survival prognosis,and are risk factors affecting the 3-year overall survival of patients with breast cancer.They show promise as new potential therapeutic targets for breast cancer.
9.Author Correction: LIMP-2 enhances cancer stem-like cell properties by promoting autophagy-induced GSK3β degradation in head and neck squamous cell carcinoma.
Yuantong LIU ; Shujin LI ; Shuo WANG ; Qichao YANG ; Zhizhong WU ; Mengjie ZHANG ; Lei CHEN ; Zhijun SUN
International Journal of Oral Science 2025;17(1):26-26
10.Clinical application of an artificial intelligence system in predicting benign or malignant pulmonary nodules and pathological subtypes
Zhuowen YANG ; Zhizhong ZHENG ; Bin LI ; Yiming HUI ; Mingzhi LIN ; Jiying DANG ; Suiyang LI ; Chunjiao ZHANG ; Long YANG ; Liang SI ; Tieniu SONG ; Yuqi MENG
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2025;32(08):1086-1095
Objective To evaluate the predictive ability and clinical application value of artificial intelligence (AI) systems in the benign and malignant differentiation and pathological type of pulmonary nodules, and to summarize clinical application experience. Methods A retrospective analysis was conducted on the clinical data of patients with pulmonary nodules admitted to the Department of Thoracic Surgery, Second Hospital of Lanzhou University, from February 2016 to February 2025. Firstly, pulmonary nodules were divided into benign and non-benign groups, and the discriminative abilities of AI systems and clinicians were compared. Subsequently, lung nodules reported as precursor glandular lesions (PGL), microinvasive adenocarcinoma (MIA), and invasive adenocarcinoma (IAC) in postoperative pathological results were analyzed, comparing the efficacy of AI systems and clinicians in predicting the pathological type of pulmonary nodules. Results In the analysis of benign/non-benign pulmonary nodules, clinical data from a total of 638 patients with pulmonary nodules were included, of which there were 257 males (10 patients and 1 patient of double and triple primary lesions, respectively) and 381 females (18 patients and 1 patient of double and triple primary lesions, respectively), with a median age of 55.0 (47.0, 61.0) years. Different lesions in the same patient were analyzed as independent samples. Univariate analysis of the two groups of variables showed that, except for nodule location, the differences in the remaining variables were statistically significant (P<0.05). Multivariate logistic regression analysis showed that age, nodule type (subsolid pulmonary nodule), average density, spicule sign, and vascular convergence sign were independent influencing factors for non-benign pulmonary nodules, among which age, nodule type (subsolid pulmonary nodule), spicule sign, and vascular convergence sign were positively correlated with non-benign pulmonary nodules, while average density was negatively correlated with the occurrence of non-benign pulmonary nodules. The area under the receiver operating characteristic curve (AUC) of the malignancy risk value given by the AI system in predicting non-benign pulmonary nodules was 0.811, slightly lower than the 0.898 predicted by clinicians. In the PGL/MIA/IAC analysis, clinical data from a total of 411 patients with pulmonary nodules were included, of which there were 149 males (8 patients of double primary lesions) and 262 females (17 patients of double primary lesions), with a median age of 56.0 (50.0, 61.0) years. Different lesions in the same patient were analyzed as independent samples. Univariate analysis results showed that, except for gender, nodule location, and vascular convergence sign, the differences in the remaining variables among the three groups of PGL, MIA, and IAC patients were statistically significant (P<0.05). Multinomial multivariate logistic regression analysis showed that the differences between the parameters in the PGL group and the MIA group were not statistically significant (P>0.05), and the maximum diameter and average density of the nodules were statistically different between the PGL and IAC groups (P<0.05), and were positively correlated with the occurrence of IAC as independent risk factors. The average AUC value, accuracy, recall rate, and F1 score of the AI system in predicting lung nodule pathological type were 0.807, 74.3%, 73.2%, and 68.5%, respectively, all better than the clinical physicians’ prediction of lung nodule pathological type indicators (0.782, 70.9%, 66.2%, and 63.7% respectively). The AUC value of the AI system in predicting IAC was 0.853, and the sensitivity, specificity, and optimal cutoff value were 0.643, 0.943, and 50.0%, respectively. Conclusion This AI system has demonstrated high clinical value in predicting the benign and malignant nature and pathological type of lung nodules, especially in predicting lung nodule pathological type, its ability has surpassed that of clinical physicians. With the optimization of algorithms and the adequate integration of multimodal data, it can better assist clinical physicians in formulating individualized diagnostic and treatment plans for patients with lung nodules.

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