1.Association Between the Pericoronary Fat Attenuation Index and Triglyceride-glucose Index With Atrial Fibrillation Recurrence After Radiofrequency Catheter Ablation in Atrial Fibrillation Patients
Xiaole LI ; Lixiang XIE ; Siyi WANG ; Wensu CHEN ; Chengzong LI ; Zishuo WANG ; Chunfeng HU
Chinese Circulation Journal 2025;40(7):666-673
Objectives:This study aims to explore the relationship between the pericoronary fat attenuation index(FAI)and triglyceride-glucose(TyG)index and atrial fibrillation recurrence after radiofrequency catheter ablation(RFCA)in patients with atrial fibrillation(AF).Methods:This retrospective study enrolled consecutive AF patients who underwent their first successful RFCA at the Affiliated Hospital of Xuzhou Medical University from 2019 to 2023.Pericoronary FAI was quantitatively measured,and the TyG index was calculated.Patients were divided into three groups according to the TyG index quartile:T1 group(TyG index<8.45,n=114);T2 group(8.45≤TyG index≤8.93,n=114);T3 group(TyG index>8.93,n=120).Linear regression was used to analyze the correlation between the TyG index and proximal FAI of three coronary arteries.Logistic regression was employed to explore the correlation between pericoronary FAI,TyG index,and AF recurrence post-RFCA,restrictive cubic splines(RCS)were plotted.Additive interaction and mediation analyses were used to explore the role of pericoronary FAI in the relationship between the TyG index and post-RFCA AF recurrence.Subgroup analysis was performed to explore the predictive value of the TyG index for postoperative recurrence in different patient subgroups.Results:A total of 348 patients were included.After adjusting for confounding factors using linear regression analysis,each unit increase in the TyG index was associated with a 5.389 HU increase in left circumfleex artery(LCX-FAI)(95%CI:3.874-6.904,P<0.001).During one-year follow-up,90 cases(25.86%)experienced AF recurrence.RCS analysis indicated that there was no significant nonlinear relationship between LCX-FAI,TyG index,and AF recurrence after RFCA(Pnon-linear=0.378,Pnon-linear=0.469).The recurrence rate of AF in patients with TyG index>9.08 and LCX-FAI>-83.65 HU was about 57.737 times higher than those with TyG index≤9.08 and LCX-FAI≤-83.65 HU(OR=57.737,95%CI:23.755-155.656,P<0.001).There was an additive interaction between the TyG index and LCX-FAI:relative excess risk due to interaction(RERI)was 50.901(95%CI:0.215-101.587),attributable proportion due to interaction(AP)was 0.882(95%CI:0.769-0.994),and the synergy index(S)was 9.713(95%CI:3.380-27.910).Mediation analysis indicated that LCX-FAI mediated 22%of the relationship between the TyG index and AF recurrence.Subgroup analysis revealed no multiplicative interaction between the type of atrial fibrillation and the TyG index in terms of AF recurrence risk(Pinteraction=0.562).Conclusions:In patients with atrial fibrillation,the TyG index is positively correlated with LCX-FAI,patients with TyG index>9.08 and LCX-FAI>-83.65 HU have significantly increased risk of AF recurrence after RFCA.LCX-FAI partially mediates the relationship between the TyG index and post-RFCA recurrence.Furthermore,the TyG index can effectively predict AF recurrence in both persistent and paroxysmal atrial fibrillation patients.
2.NLUS-VQA: construction and evaluation of a visual question answering model for neonatal lung ultrasound diagnosis
Xuming TONG ; Jiangang CHEN ; Yiran WANG ; Xiqing ZHAO ; Yanhong YUAN ; Zishuo WANG ; Peng JIANG ; Qingyao XIONG ; Renxing LI ; Xueli WANG ; Jing LIU
Chinese Journal of Perinatal Medicine 2025;28(11):917-928
Objective:To develop and evaluate a medical visual question answering (VQA) model for neonatal lung ultrasound (LUS) images to enhance intelligent auxiliary diagnosis of neonatal pulmonary diseases.Methods:Using data from neonates admitted to Beijing Obstetrics and Gynecology Hospital, Capital Medical University (January 2023 to December 2024), an image-question-answer dataset comprising 251 LUS images was constructed [43 pneumonia (17.1%), 42 neonatal respiratory distress syndrome (16.7%), 83 transient tachypnea (33.1%), and 83 normal (33.1%) images] with a four-tier medical question-answer framework. Building upon the Qwen2.5-VL-7B base model and integrating LoRA fine-tuning with chain-of-thought prompting, we developed the NLUS-VQA model to enhance visual-language semantic alignment and enable stepwise clinical reasoning, achieving efficient small-sample adaptation. Model performance was comprehensively assessed through natural language generation metrics (BLEU-4, ROUGE-1/2/L), qualitative evaluation of characteristic recognition, and clinical consistency analysis.Results:(1) Quantitative evaluation demonstrated that NLUS-VQA achieved scores of 22.38 (BLEU-4), 48.26 (ROUGE-1), 22.40 (ROUGE-2), and 37.20 (ROUGE-L), representing significant improvements over baseline models. (2) Qualitatively, the model exhibited strong performance in identifying lung consolidation, coalescent B-lines, and snowflake signs, with its chain-of-thought strategy enhancing clinical interpretability and answer accuracy. (3) Clinically, NLUS-VQA achieved a Cohen's Kappa coefficient of 0.78 and diagnostic accuracy of 80.8% (21/26), indicating substantial agreement with clinical experts.Conclusion:The NLUS-VQA model demonstrates robust interpretability in recognizing key sonographic patterns (e.g. lung consolidation, confluent B-lines, and snowflake signs), providing a scalable framework for small-sample medical image analysis, though diagnostic performance on complex conditions remains limited by dataset scale and minority class representation.
3.Association Between the Pericoronary Fat Attenuation Index and Triglyceride-glucose Index With Atrial Fibrillation Recurrence After Radiofrequency Catheter Ablation in Atrial Fibrillation Patients
Xiaole LI ; Lixiang XIE ; Siyi WANG ; Wensu CHEN ; Chengzong LI ; Zishuo WANG ; Chunfeng HU
Chinese Circulation Journal 2025;40(7):666-673
Objectives:This study aims to explore the relationship between the pericoronary fat attenuation index(FAI)and triglyceride-glucose(TyG)index and atrial fibrillation recurrence after radiofrequency catheter ablation(RFCA)in patients with atrial fibrillation(AF).Methods:This retrospective study enrolled consecutive AF patients who underwent their first successful RFCA at the Affiliated Hospital of Xuzhou Medical University from 2019 to 2023.Pericoronary FAI was quantitatively measured,and the TyG index was calculated.Patients were divided into three groups according to the TyG index quartile:T1 group(TyG index<8.45,n=114);T2 group(8.45≤TyG index≤8.93,n=114);T3 group(TyG index>8.93,n=120).Linear regression was used to analyze the correlation between the TyG index and proximal FAI of three coronary arteries.Logistic regression was employed to explore the correlation between pericoronary FAI,TyG index,and AF recurrence post-RFCA,restrictive cubic splines(RCS)were plotted.Additive interaction and mediation analyses were used to explore the role of pericoronary FAI in the relationship between the TyG index and post-RFCA AF recurrence.Subgroup analysis was performed to explore the predictive value of the TyG index for postoperative recurrence in different patient subgroups.Results:A total of 348 patients were included.After adjusting for confounding factors using linear regression analysis,each unit increase in the TyG index was associated with a 5.389 HU increase in left circumfleex artery(LCX-FAI)(95%CI:3.874-6.904,P<0.001).During one-year follow-up,90 cases(25.86%)experienced AF recurrence.RCS analysis indicated that there was no significant nonlinear relationship between LCX-FAI,TyG index,and AF recurrence after RFCA(Pnon-linear=0.378,Pnon-linear=0.469).The recurrence rate of AF in patients with TyG index>9.08 and LCX-FAI>-83.65 HU was about 57.737 times higher than those with TyG index≤9.08 and LCX-FAI≤-83.65 HU(OR=57.737,95%CI:23.755-155.656,P<0.001).There was an additive interaction between the TyG index and LCX-FAI:relative excess risk due to interaction(RERI)was 50.901(95%CI:0.215-101.587),attributable proportion due to interaction(AP)was 0.882(95%CI:0.769-0.994),and the synergy index(S)was 9.713(95%CI:3.380-27.910).Mediation analysis indicated that LCX-FAI mediated 22%of the relationship between the TyG index and AF recurrence.Subgroup analysis revealed no multiplicative interaction between the type of atrial fibrillation and the TyG index in terms of AF recurrence risk(Pinteraction=0.562).Conclusions:In patients with atrial fibrillation,the TyG index is positively correlated with LCX-FAI,patients with TyG index>9.08 and LCX-FAI>-83.65 HU have significantly increased risk of AF recurrence after RFCA.LCX-FAI partially mediates the relationship between the TyG index and post-RFCA recurrence.Furthermore,the TyG index can effectively predict AF recurrence in both persistent and paroxysmal atrial fibrillation patients.
4.NLUS-VQA: construction and evaluation of a visual question answering model for neonatal lung ultrasound diagnosis
Xuming TONG ; Jiangang CHEN ; Yiran WANG ; Xiqing ZHAO ; Yanhong YUAN ; Zishuo WANG ; Peng JIANG ; Qingyao XIONG ; Renxing LI ; Xueli WANG ; Jing LIU
Chinese Journal of Perinatal Medicine 2025;28(11):917-928
Objective:To develop and evaluate a medical visual question answering (VQA) model for neonatal lung ultrasound (LUS) images to enhance intelligent auxiliary diagnosis of neonatal pulmonary diseases.Methods:Using data from neonates admitted to Beijing Obstetrics and Gynecology Hospital, Capital Medical University (January 2023 to December 2024), an image-question-answer dataset comprising 251 LUS images was constructed [43 pneumonia (17.1%), 42 neonatal respiratory distress syndrome (16.7%), 83 transient tachypnea (33.1%), and 83 normal (33.1%) images] with a four-tier medical question-answer framework. Building upon the Qwen2.5-VL-7B base model and integrating LoRA fine-tuning with chain-of-thought prompting, we developed the NLUS-VQA model to enhance visual-language semantic alignment and enable stepwise clinical reasoning, achieving efficient small-sample adaptation. Model performance was comprehensively assessed through natural language generation metrics (BLEU-4, ROUGE-1/2/L), qualitative evaluation of characteristic recognition, and clinical consistency analysis.Results:(1) Quantitative evaluation demonstrated that NLUS-VQA achieved scores of 22.38 (BLEU-4), 48.26 (ROUGE-1), 22.40 (ROUGE-2), and 37.20 (ROUGE-L), representing significant improvements over baseline models. (2) Qualitatively, the model exhibited strong performance in identifying lung consolidation, coalescent B-lines, and snowflake signs, with its chain-of-thought strategy enhancing clinical interpretability and answer accuracy. (3) Clinically, NLUS-VQA achieved a Cohen's Kappa coefficient of 0.78 and diagnostic accuracy of 80.8% (21/26), indicating substantial agreement with clinical experts.Conclusion:The NLUS-VQA model demonstrates robust interpretability in recognizing key sonographic patterns (e.g. lung consolidation, confluent B-lines, and snowflake signs), providing a scalable framework for small-sample medical image analysis, though diagnostic performance on complex conditions remains limited by dataset scale and minority class representation.
5.Characterization of paclitaxel-PLGA nanoparticles and their antitumor effects in vitro
Xiaojing WANG ; Zishuo GUO ; Haitong ZHANG ; Wanling CHEN ; Jialing LI ; Shouying DU ; Pengyue LI
China Pharmacy 2024;35(22):2721-2725
OBJECTIVE To characterize paclitaxel nanoparticles (PTX-PLGA-NPs) and evaluate their in vitro inhibitory effect on Lewis lung cancer cells. METHODS The PTX-PLGA-NPs prepared by the emulsion-solvent evaporation method were characterized in terms of particle size, polydispersity index (PDI), Zeta potential, microscopic morphology, encapsulation efficiency, drug loading, ultraviolet-visible absorption characteristics and stability. Using mouse Lewis lung cancer cells as the subjects and paclitaxel reference substance as the control, the cytotoxicity and in vitro killing activity of PTX-PLGA-NPs were detected using CCK-8 method and Calcein-AM/PI double staining method, respectively. The effects of PTX-PLGA-NPs on cell apoptosis and cell cycle were assessed by Annexin Ⅴ-FITC/PI staining method and PI staining method, respectively. RESULTS PTX-PLGA-NPs were spherical with an average particle size of (172.03±0.95) nm, PDI of 0.098±0.012, and Zeta potential of (-1.76±0.02) mV. The encapsulation efficiency and drug loading were (52.32±0.66)% and (7.07±0.18)%, respectively, and the ultraviolet-visible absorption characteristics were not affected by the carrier polylactic-co-glycolic acid. When stored in the dark at 4 °C for 7 days, no significant change was noted in particle size, and the average PDI (after 1, 2, 4 and 7 days of storage) was under 0.3. Compared with the paclitaxel reference substance group, the PTX-PLGA-NPs group had more cells in a state of death, the survival rate (at the PTX concentration of 11.2 μg/mL) was significantly decreased, and both the apoptosis rate and the proportion of G2 phase cells were significantly increased (P<0.05). CONCLUSIONS The prepared PTX-PLGA-NPs indicate homogeneity in particle size, uniform dispersion, stable properties, and stronger in vitro killing effect on lung cancer cells than PTX.
6.Assessment of short?term and mid?term changes of knee cartilage before and after marathon using T2 mapping imaging
Xiaoshuai CHEN ; Ping ZHANG ; Hong YU ; Shuying SHAO ; Xiaohui MA ; Zishuo HOU ; Jian ZHAO
Chinese Journal of Radiology 2019;53(10):824-828
Objective Assessment of short?term and mid?term changes of knee cartilage in non?professional long?distance runners before and after marathon using T2 mapping imaging. Methods Twenty?four knee joints of 12 healthy volunteers (5 males and 7 females) who participated in the marathon were examined by 3.0 T MRI one week before the race, within 12 hours after the race and two months after the race, respectively. The age ranged from 21.0 to 37.0 years. Athletes run more than three times a week, and each time was about 30 minutes. From T2 mapping we can obtain T2 value of 6 cartilage subregions of knee joint. Paired t?test was used to compare the T2 values of cartilage before and after the marathon. The comparison between the superficial and deep T2 values of cartilage was performed by independent sample t test. Results T2 mapping imaging showed that the T2 value of the superficial articular cartilage was higher than that of deep articular cartilage in pre?competition, within 12 hours after competition and 2 months follow?up, respectively (t=11.095, 10.385 and 10.102, P<0.01). The T2 value of superficial articular cartilage decreased after the competition compared with that of pre?competition (t=2.18,P<0.05), while the T2 value of deep articular cartilage showed no significant difference compared with that of pre?competition (t=1.832, P> 0.05). Except for the MTP?DZ, the T2 value of the remaining cartilage subregions showed a trend of decrease within 12 hours after the competition. There were significant differences in the subregion of MFC?DZ (t=2.110,P<0.05). At the follow?up of 2 months, cartilage T2 values of the MTP?SZ,LTP?SZ,LTP?DZ,MFC?DZ, Patella?SZ, Patella?DZ, Trochlea?SZ, Trochlea?DZ subregions showed a trend of recovery, and there was no significant difference compared with pre?competition(t=0.857,0.573, 0.146, 0.510,-0.594,-1.135,-0.812,-0.679; P>0.05). The T2 values of the LFC?SZ and LFC?DZ were lower than those before the race, with statistical significance (t=2.378, 3.147,P<0.05). Conclusion T2 value could reflect the change process of articular cartilage tissue composition in marathon runners from T2 mapping imaging. Under stress, the changes of superficial T2 value are more significant. The T2 value of knee cartilage can gradually recover to the pre?run level 2 months after running.
7. Assessment of short-term and mid-term changes of knee cartilage before and after marathon using T2 mapping imaging
Xiaoshuai CHEN ; Ping ZHANG ; Hong YU ; Shuying SHAO ; Xiaohui MA ; Zishuo HOU ; Jian ZHAO
Chinese Journal of Radiology 2019;53(10):824-828
Objective:
Assessment of short-term and mid-term changes of knee cartilage in non-professional long-distance runners before and after marathon using T2 mapping imaging.
Methods:
Twenty-four knee joints of 12 healthy volunteers (5 males and 7 females) who participated in the marathon were examined by 3.0 T MRI one week before the race, within 12 hours after the race and two months after the race, respectively. The age ranged from 21.0 to 37.0 years. Athletes run more than three times a week, and each time was about 30 minutes. From T2 mapping we can obtain T2 value of 6 cartilage subregions of knee joint. Paired
8.Clinical Features With In-hospital and Long-term Prognosis of Acute Myocardial Infarction in Patients Younger Than 40 Years by Different Genders
Wen HAO ; Huangtai MIAO ; Xiao WANG ; Jie CHANG ; Zishuo CHEN ; Shaoping NIE
Chinese Circulation Journal 2016;31(10):976-980
Objective: To evaluate clinical features with in-hospital and long-term prognosis of acute myocardial infarction (AMI) in patients ≤40 years of age by different genders and to analyze the predictors for major adverse cardiovascular event (MACE) occurrence. Methods: A total of 685 AMI patients ≤40 years treated in our hospital from 2012-01-01 to 2015-08-31 were consecutively enrolled. The patients were divided into 2 groups by gender: Male group,n=650 and Female group,n=35. The baseline data, clinical features, in-hospital MACE incidence were collected by telephone communication and compared between 2 groups; the long-term risk factors for MACE occurrence were analyzed. Results: The AMI ratio in male patients was 94.89%, in female was 5.11% and the onset age in Male group was higher than Female group (35.53±4.21) years vs (34.05±4.98) years,P=0.046. Compared with Female group, Male group showed the lower rates of coronary left main diseases (3.2% vs 11.4%,P=0.012) and in-hospital heart failure (8.3% vs 25.7%,P=0.001). The median follow-up time was of 727.0 (411.5, 1102.0) days and during that period, MACE occurrence rates in Male group was 46 (7.1%) cases and in Female group was 2 (5.7%) cases,P=0.758. Increased level of hs-TnI, (OR=1.003, 95% CI 1.001-1.006,P=0.020) and multi coronary artery disease (OR=1.964, 95% CI 1.018-3.790,P=0.044) were the independent predictors for long- term adverse event occurrence; while PCI (OR=0.475, 95% CI 0.241-0.936,P=0.031) was the protector for long-term prognosis in young male AMI patients. Conclusion: AMI patients≤40 years were mainly in male gender, the mean onset age in male was elder than female. Increased hs-TnI level and multi coronary artery disease were the predictors for MACE occurrence, while PCI was the protective factor for long-term prognosis in young male AMI patients.
9.Clinical characteristics and prognosis of patients with acute myocardial infarction complicated with different parts of heart rupture
Huangtai MIAO ; Ming ZHANG ; Zijin LIU ; Jie CHANG ; Zishuo CHEN ; Shaoping NIE
Chinese Critical Care Medicine 2016;28(12):1080-1085
Objective To analyze the clinical features and prognosis of patients with acute myocardial infarction (AMI) complicated with different parts of heart rupture. Methods Patients diagnosed for AMI complicated with cardiac rupture from January 2010 to December 2015 in Beijing Anzhen Hospital were collected. All of them were divided into free wall rupture group and ventricular septal perforation group according to the rupture site. Clinical features, hospital related examination results, treatment and prognosis of these two groups were analyzed statistically. Results A total of 120 patients with AMI complicated with cardiac rupture were included in the study, including 64 patients with free wall rupture, and 56 patients with ventricular septal perforation. Compared with the ventricular septal perforation group by the single factor analysis, the patients in free wall rupture group had higher age (year: 68.88±9.31 vs. 63.86±8.68, t = 3.039, P = 0.003), lower body mass index [BMI (kg/m2): 22.74±2.07 vs. 25.21±2.99, t = -5.203, P = 0.000], higher rate of history of renal insufficiency (12.5% vs. 1.8%, χ2 = 4.942, P = 0.026), higher level of aspartate transaminase [AST (U/L): 76.00 (38.33, 197.50) vs. 33.50 (19.00, 137.50), Z = -2.788, P = 0.005], triglyceride [TG (mmol/L): 1.68±0.50 vs. 1.36±0.70, t = 2.903, P = 0.005], total cholesterol [TC (mmol/L): 4.21±0.74 vs. 3.87±1.01, t = 2.081, P = 0.040], high density lipoprotein cholesterol [HDL-C (mmol/L): 1.12±0.91 vs. 0.91±0.32, t = 2.910, P = 0.004] and cardiac troponin I [cTnI (μg/L): 18.83 (4.48, 81.68) vs. 0.82 (0.08, 8.50), Z =-5.011, P = 0.000], lower level of blood urea nitrogen [BUN (mmol/L): 7.11±3.11 vs. 10.14±6.97, t = -2.999, P = 0.004], brain natriuretic peptide [BNP (ng/L): 169.00 (98.50, 485.75) vs. 793.00 (478.75, 1 426.25), Z = -5.739, P = 0.000], and D-dimer [μg/L: 219.00 (141.00, 315.75) vs. 310.50 (188.75, 532.00), Z = -2.607, P = 0.009], smaller left ventricular end diastolic diameter [LVEDD (mm): 48.58±5.17 vs. 53.65±6.63, t = -4.631, P = 0.000] and left ventricular end systolic diameter [LVESD (mm): 33.54±5.40 vs. 37.24±6.53, t = -3.397, P = 0.001], lower proportion of left ventricular aneurysm formation [14.1% (9/64) vs. 76.8% (43/56), χ2 = 47.851, P = 0.000] and pulmonary arterial hypertension [20.3% (13/64) vs. 53.6% (30/56), χ2 = 14.368, P = 0.000], higher usage rate of aspirin [100% (64/64) vs. 75.0% (42/56), χ2 = 18.113, P = 0.000], clopidogrel usage rate [82.8% (53/6) vs. 46.4% (26/56), χ2 = 17.578, P = 0.000], ticagrelor usage rate [12.5% (8/64) vs. 1.8% (1/56), χ2 = 4.924, P = 0.026], and common heparin usage rate [53.1% (34/64) vs. 10.7% (6/56), χ2 = 24.174, P = 0.000], lower usage rate of nitrates [70.3% (45/64) vs. 85.7% (48/56), χ2 = 4.063, P = 0.044], higher percutaneous coronary intervention (PCI) operation rate [42.9% (27/64) vs. 12.5% (7/56), χ2 = 13.388, P = 0.000], lower coronary artery bypass graft (CABG) surgery rate [7.8% (5/64) vs. 48.2% (27/56), χ2 = 24.930, P = 0.000], success rate of CABG surgery [60.0% (3/5) vs. 100% (27/27), χ2 = 8.233, P = 0.004], and incidence rate of cerebral infarction in hospital [1.6% (1/64) vs. 10.7% (6/56), χ2 = 4.554, P = 0.033], higher hospital all-cause mortality [85.9% (55/64) vs. 23.2% (13/56), χ2 = 47.851, P = 0.000]. The differences of other indicators were not statistically sig nificant. Conclusions Patients with AMI complicated with free wall rupture usually have more risk factors and worse prognosis. These two types of patients should be treated with target.

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