1.Construction and Practice of AI-Based Triadic Interactive Teaching Model for Surgical Animal Surgery
Kaikai MAO ; Xiu LI ; Chen ZHOU ; Jianfeng SANG ; Meng WANG ; Guang ZHANG ; Xiaozhi ZHAO
Laboratory Animal and Comparative Medicine 2026;46(2):288-296
ObjectiveIn the context of the digital transformation of education, this study aims to construct a triadic interactive teaching model for surgical animal surgery in clinical medicine using modern information technology. It explores the effectiveness of different teaching methods in improving students' practical skills, aseptic awareness, and teamwork abilities, providing a reference for the reform of clinical practice education. MethodsA quasi-experimental research design was adopted. A total of 80 students from the eight-year clinical medicine program at Nanjing University were selected, including the Class of 2020 (control group, n=40) and the Class of 2021 (experimental group, n=40). The control group received traditional teaching methods, while the experimental group implemented the "Teacher-Student-AI" triadic interactive teaching model. This model utilized a smart teaching platform for personalized pre-class preparation , as well as data-driven post-class review and feedback throughout the entire teaching process. The "assessment indicators and scoring criteria for the surgical animal surgery course" were used to evaluate teaching effectiveness, with independent samples t-tests used for statistical analysis. ResultsPre-course assessments revealed no statistically significant differences in baseline theoretical knowledge or practical skills between the two groups (P>0.05). Upon completion of the course, the experimental group achieved higher scores than the control group across three key dimensions: practical skills (47.98±1.34 vs 46.92±2.51, P=0.022), aseptic awareness (17.84±1.16 vs 16.94±2.29, P=0.029), and teamwork (16.82±1.44 vs 15.95±1.22, P=0.004). However, no statistically significant difference was observed in the scores for humane care awareness between the two groups (8.24±0.70 vs 8.16±0.53, P=0.589). ConclusionThe AI-based triadic interactive teaching model can, to some extent, address the limitations of traditional surgical animal surgery education. It plays a positive role in enhancing medical students' surgical skills, aseptic awareness, and collaborative abilities. This model facilitates the transition from traditional to personalized teaching and offers a practical framework for the digital reform of clinical practice education.
2.A Case of Neuronal Intranuclear Inclusion Disease with Cyclic Vomiting as the Predominant Manifestation
Hui SANG ; Fan LI ; Hui WANG ; Zhaoxia WANG
JOURNAL OF RARE DISEASES 2026;5(2):231-236
Neuronal intranuclear inclusion disease(NIID) is a rare, chronic progressive neurodegenerative disease predominantly presenting with adult-onset cases in China. This disease exhibits high clinical phenotypic heterogeneity, with neurological manifestations as the predominant symptoms in most patients and prominent involvement of other systems in a minority of cases. Some patients without characteristic early cranial magnetic resonance imaging(MRI) findings are prone to misdiagnosis and missed diagnosis. Herein, we report an adult female patient with NIID characterized by cyclic vomiting. She initially presented with difficult micturition, followed by the onset of cyclic vomiting several years later, without other neurological involve-ments throughout the disease course. Cranial MRI revealed symmetric progressive periventricular white matter lesions in the lateral ventricles. Genetic testing identified abnormal GGC repeat expansion in the
3.Targeting PI3K/AKT signaling pathway to treat allergic asthma: Pathogenesis, mechanism, and treatment with traditional Chinese medicine and its components
Jiamao WANG ; Qitong ZHENG ; Yiqing SHI ; Mengyao CHEN ; Xia'nan SANG ; Gang CAO
Science of Traditional Chinese Medicine 2026;4(1):10-23
Traditional Chinese medicine and its bioactive components have garnered increasing attention as potential therapeutic options for allergic asthma. By targeting the phosphatidylinositol 3-kinase (PI3K)/protein kinase B (AKT) signaling pathway, these natural compounds exhibit unique advantages in multilevel immunomodulation and inflammation suppression compared with single-target synthetic drugs. Accumulating pharmacological evidence supports their capacity to restore pathway homeostasis, positioning them as promising candidates for complementary strategies in asthma management. Allergic asthma, a heterogeneous respiratory disorder affecting approximately 150 million individuals worldwide, arises from a complex interplay of genetic predisposition, environmental exposures, and lifestyle factors. Its pathological progression is marked by aberrant activation of the PI3K/AKT signaling cascade, with the mechanistic target of rapamycin serving as a key downstream regulatory node. This evolutionarily conserved pathway orchestrates fundamental cellular processes that contribute to three hallmark pathological features of allergic asthma: chronic airway inflammation, structural remodeling of the bronchial architecture, and airway hyperresponsiveness. This review has 3 primary objectives: (1) to evaluate the role of the PI3K/AKT pathway in allergic asthma pathogenesis, (2) to analyze the molecular mechanisms of representative traditional Chinese medicine preparations and their active ingredients, and (3) to identify novel bioactive inhibitors derived from natural products. Collectively, these investigations provide a conceptual framework for the development of next-generation targeted therapies and for optimizing clinical management strategies for allergic asthma.
4.Fate of Brain Metastasis With Cerebrospinal Fluid Space Invasion Based on MRI Findings: Clinical Features and Factors Affecting Progression to Overt Leptomeningeal Metastasis
Yoontae HONG ; Haechan SONG ; Ho-Shin GWAK ; Yun-Sik DHO ; Sang Hoon SHIN ; Heon YOO ; Kyu-Chang WANG
Brain Tumor Research and Treatment 2026;14(1):35-46
Background:
Parenchymal brain metastasis (BM) and its extended growth into cerebrospinal fluid(CSF) pathways or surgical spillage could result in leptomeningeal metastasis (LM). We defined BM with epipial spread or dural attachment on MRI as BM with CSF space invasion (BM-CSFi), regardless of CSF cytology results, and evaluated its clinical course after BM resection.
Methods:
We retrospectively reviewed 297 patients who underwent craniotomy for BM exclud-ing patients followed for <6 months or without follow-up MRI. Primary outcomes were proportion of patients progressing to overt LM and time to progression. We also evaluated clinical and radiologic variables to identify risk factors for LM progression.
Results:
A total of 91 patients (30.6%) developed overt LM, with median time to progressionof 7.9 months during 18.3 months follow-up after the craniotomy. On multivariable analysis, preoperative MRI evidence of dural attachment with enhancement (hazard ratio [HR], 5.59; p=0.002), primary small cell lung cancer (HR, 4.92; p=0.026), infratentorial BM location (HR, 2.14; p=0.019), and postoperative cumulative CSF cytology positive rate ≥50% (HR, 7.13; p=0.012) were independent risk factors for LM progression. The mode of resection and postoperative radiotherapy or systemic chemotherapy were not significantly associated with LM progression.
Conclusion
BM-CSFi, defined by preoperative MRI findings, may represent a clinically importantprecursor of LM. Our findings highlight the need for close monitoring of patients with BM-CSFi and the development of management protocols to minimize the risk of LM progression.
5.Application of AI versus Mimics software for three-dimensional reconstruction in thoracoscopic anatomic segmentectomy: A retrospective cohort study
Chengpeng SANG ; Yi ZHU ; Yaqin WANG ; Li GONG ; Bo MIN ; Haibo HU ; Zhixian TANG
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2025;32(03):313-321
Objective To analyze the application effects of artificial intelligence (AI) software and Mimics software in preoperative three-dimensional (3D) reconstruction for thoracoscopic anatomical pulmonary segmentectomy. Methods A retrospective analysis was conducted on patients who underwent thoracoscopic pulmonary segmentectomy at the Second People's Hospital of Huai'an from October 2019 to March 2024. Patients who underwent AI 3D reconstruction were included in the AI group, those who underwent Mimics 3D reconstruction were included in the Mimics group, and those who did not undergo 3D reconstruction were included in the control group. Perioperative related indicators of each group were compared. Results A total of 168 patients were included, including 73 males and 95 females, aged 25-81 (61.61±10.55) years. There were 79 patients in the AI group, 53 patients in the Mimics group, and 36 patients in the control group. There were no statistical differences in gender, age, smoking history, nodule size, number of lymph node dissection groups, postoperative pathological results, or postoperative complications among the three groups (P>0.05). There were statistical differences in operation time (P<0.001), extubation time (P<0.001), drainage volume (P<0.001), bleeding volume (P<0.001), and postoperative hospital stay (P=0.001) among the three groups. There were no statistical differences in operation time, extubation time, bleeding volume, or postoperative hospital stay between the AI group and the Mimics group (P>0.05). There was no statistical difference in drainage volume between the AI group and the control group (P=0.494), while there were statistical differences in operation time, drainage tube retention time, bleeding volume, and postoperative hospital stay (P<0.05). Conclusion For patients requiring thoracoscopic anatomical pulmonary segmentectomy, preoperative 3D reconstruction and preoperative planning based on 3D images can shorten the operation time, postoperative extubation time and hospital stay, and reduce intraoperative bleeding and postoperative drainage volume compared with reading CT images only. The use of AI software for 3D reconstruction is not inferior to Mimics manual 3D reconstruction in terms of surgical guidance and postoperative recovery, which can reduce the workload of clinicians and is worth promoting.
6.Influence of juxtapapillary duodenal diverticula on bile microecology in patients with primary common bile duct stones
Mengying WANG ; Hongtao HOU ; Wei SANG
Journal of Clinical Hepatology 2025;41(9):1868-1876
ObjectiveTo investigate the microbiological characteristics of bile in patients with common bile duct stones alone or comorbid with juxtapapillary duodenal diverticula (JPDD). MethodsA prospective study was conducted among 30 patients with common bile duct stones who were admitted to Department of Gastroenterology, Hebei General Hospital, from January to May 2024, and according to the presence or absence of JPDD, they were divided into JPDD group and simple common bile duct stones group (CBD group), with 15 patients in each group. Bile samples were collected during endoscopic retrograde cholangiopancreatography, and 16S rRNA microbial sequencing was performed to compare the differences in microbial composition, diversity, and metabolic pathways between the two groups. The independent-samples t test was used for comparison of normally distributed continuous data between two groups, and the Mann-Whitney U rank sum test was used for comparison of non-normally distributed continuous data between two groups; the chi-square test or the Fisher’s exact test was used for comparison of categorical data between two groups. Pearson correlation analysis or Spearman correlation analysis was used to analyze the correlation between clinical indicators and microbial species abundance. ResultsClinical data showed that compared with the CBD group, the JPDD group had significantly greater maximum diameter of stones (10.87±3.42 mm vs 6.80±2.08 mm, t=3.94, P0.01) and common bile duct diameter (14.73±3.95 mm vs 9.67±2.64 mm, t=4.13, P0.01). The microbiological analysis of the bile showed that Proteobacteria, Bacteroidetes, Firmicutes, and Actinobacteria were the most common phyla in both groups, and Proteobacteria was the dominate phylum in the JPDD group. At the genus and species levels, the JPDD group had higher relative abundances of Escherichia-Shigella, Enterococcus, and Escherichia coli. Alpha diversity was similar between the two groups, and there was a significant difference in beta diversity between the two groups (Adonis test, P0.05). The LEfSe analysis identified 25 differentially expressed species (LDA2) between the two groups, and the JPDD group had enrichment of 7 flora such as Enterobacter, Enterococcaceae, and Klebsiella, while the CBD group had significant enrichment of 18 flora such as Peptococcaceae, Roseburia, and Alistipes (P0.05). The correlation analysis showed that Enterococcaceae and Enterococcus significantly enriched in the JPDD group were positively correlated with the diameter of the common bile duct and the maximum diameter of stones (P0.01), whereas Peptococcaceae, Acinetobacter, and Alistipes with reductions in expression were negatively correlated with the diameter of the common bile duct and the maximum diameter of stones (P0.05). The enrichment analysis of biliary microbial metabolic pathways showed that there were significant differences between the two groups in 10 metabolic pathways such as cell growth and death, transportation and decomposition, nervous system, biosynthesis of valine, leucine, and isoleucine, and histidine metabolism (P0.05). ConclusionThe presence of JPDD may lead to alterations in bile microbiota, such as an increase in Enterococcus and a reduction in Roseburia, and specific flora and metabolism can promote the formation of common bile duct stones.
7.A nomogram model for predicting the 28-day death of patients with septic shock based on serum growth differentiation factor 11 and killer cell lectin-like receptor B1 was constructed.
Zhenzhen SANG ; Xiuyan PANG ; Jie CUI ; Weifeng WANG ; Xin RAO
Chinese Critical Care Medicine 2025;37(10):909-915
OBJECTIVE:
To observe change in serum growth differentiation factor 11 (GDF11) and killer cell lectin-like receptor B1 (KLRB1), to construct a nomogram model for 28-day death in patients with septic shock, and to explore its predictive value.
METHODS:
A prospective observational study was conducted. The patients with septic shock admitted to the emergency intensive care unit (ICU) of Cangzhou Central Hospital from September 2023 to March 2025 were selected as the septic shock group, the patients with sepsis admitted to the emergency general ward during the same period were selected as the sepsis group, and healthy individuals undergoing physical examination during the same period were selected as the control group. On the day of hospital admission or physical examination for the research subjects, the levels of serum GDF11 and KLRB1 were detected by enzyme-linked immunosorbent assay (ELISA). The patients with septic shock were divided into survival and death groups based on their 28-day survival status. The patients' gender, age, past medical history, infection site, severity of illness, mechanical ventilation, blood purification, infection indicators, biochemical indicators, coagulation function indicators, and blood lactic acid (Lac) were collected. The clinical data of the patients with septic shock between the two groups with different prognoses were compared. Multivariate Logistic regression analysis was used to screen the risk factors for 28-day death in patients with septic shock, and bivariate Pearson correlation analysis was conducted. A nomogram model was constructed based on the risk factors for 28-day death in patients with septic shock. The discrimination and calibration of the nomogram model were evaluated using the receiver operator characteristic curve (ROC curve), Hosmer-Lemeshow goodness-of-fit test, and calibration curve. The clinical utility of the model was evaluated using clinical decision curve analysis (DCA).
RESULTS:
A total of 168 patients in the emergency ICU were enrolled in the septic shock group, 40 patients in the emergency general ward were enrolled in the sepsis group, and 40 healthy individuals were enrolled in the control group. Compared with the healthy control group, the serum GDF11 levels in the sepsis and septic shock groups were significantly increased (μg/L: 13.09±3.51, 19.28±5.36 vs. 4.17±0.92, both P < 0.05), and the serum KLRB1 levels were significantly decreased (ng/L: 57.36±11.28, 45.52±9.07 vs. 84.19±17.16, both P < 0.05), with more significant changes in the septic shock group (both P < 0.05). Among the 168 patients with septic shock, 96 survived and 72 died within 28 days. Compared with the survival group, the serum GDF11 level in the death group was significantly increased (μg/L: 24.24±4.81 vs. 15.56±4.62, P < 0.05), and the serum KLRB1 level was significantly decreased (ng/L: 28.53±8.69 vs. 58.26±9.45, P < 0.05). There were also statistically significant differences in sequential organ failure assessment (SOFA) score, acute physiology and chronic health evaluation II (APACHEII) score, procalcitonin (PCT), activated partial thromboplastin time (APTT), D-dimer, and Lac between the two groups. Multivariate Logistic regression analysis showed that SOFA score [odds ratio (OR) = 1.96, 95% confidence interval (95%CI) was 1.38-3.65), Lac (OR = 1.38, 95%CI was 1.09-2.01), GDF11 (OR = 1.54, 95%CI was 1.21-2.33) and KLRB1 (OR = 0.64, 95%CI was 0.41-0.78) were independent risk factors for 28-day death in patients with septic shock (all P < 0.05). Bivariate Pearson correlation analysis showed that SOFA score was significantly positively correlated with Lac and GDF11 (r value was 0.37 and 0.58, respectively, both P < 0.05), and significantly negatively correlated with KLRB1 (r = -0.72, P < 0.05). A nomogram model was constructed based on the risk factors for 28-day death in patients with septic shock. ROC curve analysis showed that the area under the ROC curve (AUC) of the nomogram model for predicting 28-day death in patients with septic shock was 0.963 (95%CI was 0.929-0.990), indicating that the model had good discrimination and predictive ability. The Hosmer-Lemeshow goodness-of-fit test (χ 2 = 9.578, P = 0.295) and calibration curve indicated that the predicted values of the model were in good agreement with the actual values. DCA indicated that the model provided a high net benefit for clinical decision-making.
CONCLUSIONS
The serum GDF11 level was significantly increased and the KLRB1 level was significantly decreased in patients with septic shock. The nomogram model based on GDF11 and KLRB1 could more accurately evaluate the 28-day death of patients with septic shock.
Humans
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Shock, Septic/blood*
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Nomograms
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Prospective Studies
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Prognosis
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Male
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Female
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Middle Aged
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Aged
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Intensive Care Units
8.Distribution of traditional Chinese medicine syndromes in intrahepatic cholestasis of pregnancy and its association with perinatal outcomes
Jin CHEN ; Dan YANG ; Qianrong LI ; Yan SANG ; Zhi YU ; Jiao XU ; Xuemei WANG ; Heying HUANG ; Xue TANG ; Lin ZHUANG ; Xiaoyin WANG
Journal of Clinical Hepatology 2025;41(11):2343-2350
ObjectiveTo investigate the distribution of traditional Chinese medicine (TCM) syndromes in intrahepatic cholestasis of pregnancy (ICP) and its association with perinatal outcomes, and to provide a basis for precise treatment based on TCM syndrome differentiation. MethodsA cross-sectional study was conducted among 275 patients with ICP who were admitted to The Affiliated Hospital of Chengdu University of Traditional Chinese Medicine from April 2023 to April 2025. A hierarchical cluster analysis was used to summarize TCM syndromes. The Kruskal-Wallis H test was used for comparison of non-normally distributed continuous data between groups, and the chi-square test was used for comparison of categorical data between groups. A multivariate Logistic regression analysis was used to identify the clinical features significantly associated with TCM syndrome. ResultsThe cluster analysis identified three core TCM syndromes among the 275 patients with ICP, i.e., liver-gallbladder damp-heat syndrome (45.8%), syndrome of blood deficiency generating wind (30.9%), and liver depression and spleen deficiency syndrome (23.3%). There was a significant difference in the distribution of TCM syndromes between different groups stratified by maternal age at delivery, parity, history of ICP recurrence, gestational weeks at disease onset, total bile acid (TBA), alanine aminotransferase (ALT), and comorbidity with gestational diabetes mellitus (GDM) (all P<0.05). The multivariate Logistic regression analysis showed that<34 gestational weeks at disease onset was significantly associated with all three syndromes (damp-heat: odds ratio [OR]=3.769, P<0.001; blood deficiency: OR=4.031, P<0.001; liver stagnation: OR=3.552, P<0.001). Liver-gallbladder damp-heat syndrome was associated with maternal age ≥35 years at disease onset (OR=2.048, P=0.014), parity ≥2 times (OR=1.921, P=0.034), history of ICP recurrence (OR=2.404, P=0.030), ALT ≥200 U/L (OR=2.051, P=0.018), comorbidity with GDM (OR=1.944, P=0.029), and TBA ≥40 μmol/L (OR=2.542, P=0.024). The syndrome of blood deficiency generating wind syndrome was associated with maternal age ≥35 years (OR=2.939, P=0.003), parity ≥2 time (OR=3.222, P=0.003), history of ICP recurrence (OR=3.809, P=0.010), ALT ≥200 U/L (OR=2.889, P=0.006), comorbidity with GDM (OR=3.711, P=0.001), and comorbidity with hypertensive disorders of pregnancy (OR=4.472, P=0.011). Liver depression and spleen deficiency syndrome was associated with TBA ≥40 μmol/L (OR=2.995, P=0.044). The analysis of perinatal outcomes showed that there were significant differences in mode of delivery, gestational weeks at the time of delivery, postpartum blood loss, and neonatal birth weight between the three groups with different TCM syndromes (all P<0.05). ConclusionLiver-gallbladder damp-heat syndrome, syndrome of blood deficiency generating wind, and liver depression and spleen deficiency syndrome are the main TCM syndrome types in ICP, and the distribution of TCM syndromes is closely associated with clinical factors and perinatal outcomes, which provides a basis for precise TCM syndrome differentiation and individualized treatment.
9.Efficacy observation of azacitidine in combination with CAG regimen for acute myeloid leukemia patients who are not suitable for intensive chemotherapy
Caiqian LI ; Silei BI ; Lin ZHANG ; Shuli WANG ; Yuqi SANG ; Qiaofeng DONG
Journal of Leukemia & Lymphoma 2025;34(6):357-360
Objective:To investigate the efficacy of azacitidine combined with CAG regimen in the treatment of acute myeloid leukemia (AML) patients who are not suitable for intensive chemotherapy.Methods:A retrospective case-series study was conducted. A total of 67 AML patients with newly diagnosed elderly, treatment-related secondary and myelodysplastic syndromes or myeloproliterative neoplasms primary transformation who were not suitable for intensive chemotherapy were selected from Heze Municipal Hospital from January 2020 to December 2023. Azacitidine combined with CAG regimen was given for treatment, and the efficacy and adverse reactions of the patients were observed.Results:Among the 67 patients, there were 32 females and 35 males with the median age [ M ( Q1, Q3)] of 68 (65, 72) years old. There were 40 cases in the high-risk group, 13 cases in the medium-risk group, and 14 cases in the low-risk group. After 1 course of treatment with azacitidine combined with CAG regimen, the overall response rate (ORR) was 38.8% (26/67), with a complete remission (CR) rate of 20.9% (14/67), a complete remission rate with incomplete recovery of blood cell count (CRi) of 11.9% (8/67), and a partial remission (PR) rate of 6.0% (4/67). After 4 courses of treatment, the ORR was 59.7% (40/67), with a CR rate of 56.7% (38/67) and a CRi rate of 3.0% (2/67). There were no PR patients. All patients in the low-risk and medium risk groups achieved at least CRi, while the ORR in the high-risk group was 40.0% (16/40). There was a statistically significant difference in efficacy between different risk groups ( P < 0.001). The patient had mild adverse reactions, mainly pain and grade 1-2 hematological adverse reactions. Conclusions:AML patients who are intolerant to intensive chometherapy are effectively treated with azacitidine combined with CAG regimen, and the adverse reactions are mild.
10.Risk factors affecting the first pass effect in mechanical thrombectomy for acute ischemic stroke with anterior circulation large vessel occlusion and its nomogram prediction model
Chunsheng SANG ; Jianren WANG ; Xi′an FU
International Journal of Surgery 2025;52(9):592-598
Objective:To construct a nomogram model for predicting the first pass effect (FPE) in mechanical thrombectomy for acute ischemic stroke with anterior circulation large vessel occlusion(AIS-LVO).Methods:Retrospectively controlled analyzed the clinical data of 146 patients with acute ischemic stroke due to anterior circulation large vessel occlusion who underwent mechanical thrombectomy in the Affiliated Suzhou Hospital of Nanjing Medical University (Suzhou Municipal Hospital) from January 2020 to January 2025. Among the 146 patients, there were 76 males and 70 females, with an age ranged from 39 to 88 years old and a median age of 75 years. According to whether FPE was obtained during the operation, the patients were divided into the FPE group ( n=47)and the non-FPE group ( n=99). The clinical data between the two groups were compared, and those with statistically significant differences ( P<0.05) throngh univariate analysis were included in the multivariate Logistic regression analysis to screen the independent risk factors affecting FPE and establish a nomogram model. The efficiency, goodness of fit and benefit of the established model were tested through internal validation. Results:The results of univariate analysis showed that there were statistically significant differences in the history of essential hypertension, clot burden score (CBS), internal carotid artery tortuosity, hyperdense vessel sign, serum D-dimer value, serum lymphocyte count, platelet-to-lymphocyte ratio (PLR), neutrophil-to-lymphocyte ratio (NLR), and systemic immune-inflammation index (SII) between the two groups ( P<0.05). Multivariate Logistic regression analysis showed that the history of essential hypertension ( OR=0.25, 95% CI: 0.09-0.67, P=0.006), high clot burden with CBS ≤ 6 points ( OR=0.25, 95% CI: 0.10-0.66, P=0.005), internal carotid artery tortuosity ( OR=0.38, 95% CI: 0.15-0.98, P=0.044), high PLR ( OR=0.98, 95% CI: 0.97-0.99, P=0.005), and high D-dimer ( OR=0.35, 95% CI: 0.15-0.81, P=0.015) were all independent risk factors affecting FPE in mechanical thrombectomy for acute ischemic stroke with anterior circulation large vessel occlusion ( P<0.05). A nomogram prediction model was established based on the above risk factors. The verification results showed that the area under the curve was 0.836, the Hosmer-Lemeshow test showed that χ2=5.105, P=0.746, and the decision curve showed that when the threshold probability was in the range of 0.01 to 0.87, there was a higher net benefit value. Conclusion:The nomogram model established according to the patient′s history of essential hypertension, clot burden score, whether there is internal carotid artery tortuosity, PLR, and D-dimer can predict the probability of obtaining FPE in mechanical thrombectomy for acute ischemic stroke with anterior circulation large vessel occlusion.

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