1.Risk factors for stroke-associated pneumonia after endovascular therapy in patients with acute anterior circulation large vessel occlusion stroke
Zhiheng LI ; Yawen CHENG ; Xiangning HAN ; Jiahao LI ; Wenlong MA ; Jia YU ; Guogang LUO ; Fude LIU
Journal of Xi'an Jiaotong University(Medical Sciences) 2025;46(2):203-208
Objective To investigate the risk factors for stroke-associated pneumonia(SAP)in patients with acute anterior circulation large-vessel occlusion stroke after endovascular treatment(EVT).Methods A total of 115 patients with acute anterior circulation large-vessel occlusion stroke who received EVT in the Department of Neurology,The First Affiliated Hospital of Xi'an Jiaotong University,from March 2022 to May 2023 were continuously included.Their clinical data were retrospectively collected.The patients were divided into SAP group(55 cases)and non-SAP group(60 cases)according to the occurrence of SAP after the operation.Differences in baseline data,surgical and perioperative indicators were compared between the two groups,and the risk factors for SAP after EVT were analyzed using the multivariate Logistic regression analysis.Results Univariate analysis showed there were significant differences in the Glasgow Coma Scale(GCS)score and the National Institute of Health Stroke Scale(NIHSS)score at admission,incidence of dysphagia,duration of the surgery,proportion of general anesthesia,rate of unsuccessful vascular recanalization and the rate of immediate CT high-density sign between SAP group and non-SAP group(all P<0.05).Multivariate Logistic regression analysis of the above indicators showed that duration of the surgery(OR=1.014,95%CI:1.001-1.028,P<0.05),dysphagia(OR=6.137,95%CI:1.694-22.232,P<0.01)and unsuccessful vascular recanalization(OR=6.043,95%CI:1.062-34.382,P<0.05)were independent risk factors for SAP after EVT.Conclusion Long duration of EVT,dysphagia and unsuccessful vascular recanalization are directly related to the occurrence of SAP after EVT in patients with acute anterior circulation large-vessel occlusive infarction.Therefore,targeted measures should be taken as soon as possible to reduce the incidence of SAP after EVT and thus improve the clinical prognosis of these patients.
2.Analysis and prediction of disease burden of idiopathic epilepsy in China
Xiaojun WANG ; Chenwei LI ; Jianglin RAN ; Zhiheng FENG ; Keke YANG ; Huiyuan PENG
Chinese Journal of Neuromedicine 2025;24(7):689-698
Objective:To describe the temporal trend of disease burden of idiopathic epilepsy in China from 1990 to 2021 and predict the incidence of idiopathic epilepsy in China from 2022 to 2035 to provide references for the formulation of relevant health policies and measures.Methods:Based on data from the Global Burden of Disease Study 2021 (GBD 2021) database regarding idiopathic epilepsy in China, changes in disease burden from 1990 to 2021 were acquired. Disease burden was quantified using age-standardized incidence rate (ASIR), age-standardized prevalence rate (ASPR), age-standardized mortality rate (ASMR), age-standardized disability-adjusted life years (DALYs) rate (ASDR) and their 95% uncertain interval (UI). Temporal trend analysis was performed using a linear regression model to estimate the estimated annual percent change (EAPC) and annual percentage change (APC) in incidence of idiopathic epilepsy and their 95% CI. Additionally, incidence and number of patients with idiopathic epilepsy in China from 2022 to 2035 were predicted using Bayesian age-period-cohort model. Results:The ASIR of idiopathic epilepsy increased from 22.35 per 100,000 population in 1990 (95% UI: 15.04-30.92 per 100,000 population) to 28.19 per 100,000 population in 2021 (95% UI: 19.03-37.89 per 100,000 population), with an EAPC of 0.12% (95% CI: -0.10%-0.34%); ASPR of idiopathic epilepsy increased from 189.27 per 100,000 population in 1990 (95% UI: 132.48-252.95 per 100,000 population) to 214.71 per 100,000 population in 2021 (95% UI: 150.10-278.56 per 100,000 population), with an EAPC of -0.32% (95% CI: -0.57%-0.06%); ASMR of idiopathic epilepsy decreased from 1.86 per 100,000 population in 1990 (95% UI: 1.59-2.24 per 100,000 population) to 0.80 per 100,000 population in 2021 (95% UI: 0.67-1.00 per 100,000 population), with an EAPC of -2.96% (95% CI: -3.09%-2.82%); ASDR of idiopathic epilepsy decreased from 178.60 per 100,000 population in 1990 (95% UI: 143.44-220.63 per 100,000 population) to 101.39 per 100,000 population in 2021 (95% UI: 72.51-139.40 per 100,000 population), with an EAPC of -2.38% (95% CI: -2.54%-2.22%). The prediction model showed that by 2035, the prevalence of idiopathic epilepsy in China will be 28.27 per 100,000 (95% CI: 23.19-38.66), with an estimated 394,928 incident cases (95% CI: 324,037-540,128). Conclusions:From 1990 to 2021, the ASIR and ASPR of idiopathic epilepsy in China show an upward trend, while the ASMR and ASDR hace a decline trend. Incidence of idiopathic epilepsy in China is expected to remain stable over the next decade.
3.Effects of short-term insemination and early rescue ICSI on pregnancy and neonatal outcomes
Hui WANG ; Zhiheng CHEN ; Li YANG ; Yunhao LIANG ; Huijiao WU ; Yu JIANG ; Shuai LIU
The Journal of Practical Medicine 2025;41(2):202-207
Objective This study aims to explore the impacts of short-term insemination and early rescue intracytoplasmic sperm injection (E-RICSI) on clinical and neonatal outcomes for IVF patients. Methods A retrospective analysis was conducted on the clinical data from the patients who underwent fresh embryo transfer at the Reproductive Center from January 2019 to December 2023. Patients were divided into four groups based on fertilization method:short-term IVF group (n=204),conventional IVF group (n=208),E-RICSI group (n=13) and conventional ICSI group (n=92). The fertilization rates,embryo development,pregnancy outcomes,and neonatal outcomes were compared between the short-term IVF and conventional IVF groups,and between the E-RICSI and conventional ICSI groups. Results There were no statistically significant differences in embryo development,clinical pregnancy,miscarriage,ectopic pregnancy,live birth rates,neonatal sex,and birth weight between the short-term IVF group and conventional IVF group. Similarly,no significant differences were observed in the E-RICSI group compared to the conventional ICSI group (P>0.05). However,the fertilization rate (79.11% vs. 84.39%,P<0.001) and the rate of 2PN zygotes (63.98% vs. 70.83%,P<0.001) were significantly lower in the short-term IVF group compared to the conventional IVF group;The fertilization rate (65.49% vs. 91.68%,P<0.001) and the rate of 2PN zygotes (57.75% vs. 88.35%,P<0.001) were significantly lower in the E-RICSI group compared to the conventional ICSI group. Conclusions Although the fertilization rate of short-term insemination and E-RICSI is lower than that of conventional IVF and ICSI,it has no effect on embryonic development,preg-nancy outcome and neonatal outcome. Short-term insemination combined with early rescue ICSI is an effective and safe technology to prevent complete fertilization failure.
4.Efficacy analysis of cefoperazone-sulbactam and ulinastatin combined treatment for stroke-associated pneumonia in patients with acute large vessel occlusion stroke undergoing endovascular treatment
Wenlong MA ; Zhiheng LI ; Fude LIU ; Xiangning HAN ; Jia YU ; Jianfeng HAN ; Yawen CHENG
Chinese Journal of Cerebrovascular Diseases 2025;22(4):225-234
Objective To evaluate the efficacy of cefoperazone-sulbactam(CS)combined with ulinastatin in the treatment for stroke-associated pneumonia(SAP)after endovascular treatment of acute large vessel occlusive stroke(AIS-LVO).Methods This study retrospectively included patients who developed SAP after endovascular treatment of AIS-LVO admitted to the intensive care unit of the Department of Neurology at the First Affiliated Hospital of Xi'an Jiaotong University from March 2022 to December 2023.Patients were randomly divided into the ulinastatin group(combined application of ulinastatin and CS)and the control group(sole application of CS)using a random number table.Baseline and clinical data,including sex,age,infarct laterality,culprit vessel,trial of Org 10172 in acute stroke treatment(TOAST)classification,baseline National Institutes of Health stroke scale(NIHSS)score,baseline Glasgow coma scale(GCS)score,medical history(hypertension,diabetes,coronary heart disease,atrial fibrillation,past history of stroke),history of smoking and alcohol consumption,admission baseline blood pressure,laboratory test results at admission(including red blood cell count,white blood cell count,neutrophil count,platelet count,random blood glucose levels,albumin,creatinine,low-density lipoprotein cholesterol,uric acid,and D-dimer),and endovascular therapies(including mechanical retrieval of thrombus,stenting,balloon dilatation,arterial thrombolysis and combination therapy)were collected from both groups.After the diagnosis of SAP,patients in both groups underwent conventional treatment such as sputum expectoration and clearance,antipyretic and antitussive treatment,oxygen therapy,respiratory support,fluid and nutrition support,along with CS anti-infective therapy.In contrast to the control group,the ulinastatin group additionally received continuous ulinastatin treatment for at least 7 days.The adverse reactions of the two groups after initiating SAP treatment including allergic reactions(such as sudden dyspnea,skin redness,and shock),decrease in peripheral white blood cell count(below 4.0 × 109/L),nausea and vomiting,diarrhea,rash and/or itching,and liver enzymes(aspartate aminotransferase or alanine aminotransferase)elevation(more than twice the upper limit of normal)were compared between the two groups.The efficacy indicators encompassing arterial blood gas analysis(oxygenation index)and inflammatory factor indicators(interleukin-6[IL-6],procalcitonin)after 7 days of SAP treatment,pneumonia-related symptoms and signs before and after SAP treatment(including body temperature,heart rate,respiratory rate,sputum volume and characteristics,changes in lung rales,etc.),imaging examinations(such as head CT and chest CT).The evaluation of therapeutic efficacy is classified as(1)markedly effective:following treatment,significant relief was observed on pneumonia-related symptoms and signs,with body temperature returned to normal,and arterial blood gas analysis and inflammatory factor indicators returned to normal levels;post-treatment imaging studies reveal that over 2/3 of lung inflammation has been absorbed;(2)effective:after treatment,some improvement was observed in pneumonia-related symptoms and signs,with mild improvement in arterial blood gas analysis and inflammatory factor indicators;post-treatment imaging studies reveal some absorption of lung inflammation;(3)ineffective:no improvement or further deterioration of pneumonia-related symptoms,arterial blood gas analysis,and inflammatory factor indicators after treatment.The arterial blood gas analysis,inflammatory factor indicators and efficacy indicators were evaluated and compared between the control and the ulinastatin group.Compare the prognosis(improvement of the lesion in the chest CT after 7 days of treatment,length of stay in the intensive care unit,total length of hospital stay,and modified Rankin scale[mRS]score assessed via telephone follow-up or outpatient revisit 90 days after endovascular treatment[with an mRS score ≤2 indicating a good prognosis],as well as mortality).Results A total of 99 patients with AIS-LVO who developed SAP after endovascular treatment were included in this study,with 69 males(69.7%)and 30 females(30.3%),and an average age of(68±10)years.Among them,there were 46 cases in the ulinastatin group and 53 cases in the control group.(1)No statistically significant differences were observed in baseline or clinical characteristics between the two groups(all P>0.05).(2)The overall effective(markedly effective and effective)rate of SAP treatment was greater in the ulinastatin group than that in the control group(89.1%[41/46]vs.69.8%[37/53],P=0.019).(3)No statistically significant differences were observed in serum IL-6 levels,procalcitonin levels,or arterial oxygenation index between the ulinastatin group and the control group before treatment(all P>0.05).seven days after treatment,the levels of serum IL-6([21.13±14.86]ng/L vs.[64.39±52.95]ng/L)and procalcitonin([0.12±0.11]μg/L vs.[0.31±0.20]μg/L)in the ulinastatin group were significantly lower compared to those before treatment(all P<0.01),and the arterial oxygenation index was significantly higher than that before treatment([359.35±92.56]mmHg vs.[273.34±95.65]mmHg,P<0.01).Seven days after treatment,the levels of serum IL-6([21.13±14.86]ng/L vs.[31.90±21.95]ng/L)and procalcitonin([0.12±0.11]μg/L vs.[0.26±0.24]μg/L)in the ulinastatin group were significantly lower than those in the control group(all P<0.01),and the arterial oxygenation index was significantly higher than that of the control group([359.35±92.56]mmHg vs.[314.81±81.97]mmHg,P=0.020).(4)In the ulinastatin group,there was 1 case of nausea and vomiting,1 case of itching and/or rash,and 1 case of elevated liver enzymes,resulting in an adverse reaction rate of 6.5%(3/46).In the control group,there were 2 cases of nausea and vomiting,1 case of itching and/or rash,and 1 case of elevated liver enzymes,resulting in an adverse reaction rate of 7.5%(4/53).No statistically significant differences were observed in the adverse reaction rate between the two groups(P>0.05).(5)After 7 days of treatment,the ulinastatin group exhibited a greater improvement rate in chest CT lesions compared to the control group(93.5%[43/46]vs.77.4%[41/53],P=0.026).No statistically significant differences were observed between the two groups in terms of the length of stay in the intensive care unit or the total length of hospital stay(both P>0.05).Additionally,the 90-day mortality rate after intravascular treatment was lower in the ulinastatin group compared to the control group(6.5%[3/46]vs.20.8%[11/53],P=0.040).No statistically significant differences were observed in the good prognosis rate between the two groups(P=0.119).Conclusions Combined treatment with CS and ulinastatin can improve the clinical symptoms,inhibit inflammatory factors and reduce mortality rate in SAP patients after receiving endovascular treatment for AIS-LVO.The results of this study still need to be further confirmed by large-scale prospective studies.
5.Application rules and characteristics of Professor LI Zhidao's "group acupoints".
Zhiheng ZHAO ; Manlin ZHAO ; Jiachun XU ; Zhidao LI ; Yan LI
Chinese Acupuncture & Moxibustion 2025;45(2):227-232
Professor LI Zhidao puts forward the application of "group acupoints" in his clinical practice by imitating the mutual reinforcement and mutual assistance of Chinese herbal medicine. It is based on the theory as "where is the acupoint located, what are the indications of this acupoint"; and consists with the specific actions of ancient needling techniques at acupoints. The distribution of "group acupoints" is in line with the "located by the region division of the head and trunk, and by the meridians on the four extremities", which is recorded in Zhenjiu Jiayi Jing (the Systematic Classic of Acupuncture and Moxibustion). It shows "the importance of the relationship between acupoints and zangfu", and "the emphasis on the distribution of nerves and muscles" respectively. In clinical practice, controlling needling sensation is the essence of this technique at "group acupoints", the integration of acupoints and needling technique is the basic requirement, and the step-by-step needling manipulation is critical for obtaining the therapeutic effect. "Group acupoints" combined with specific needling technique advance the application efficiency and the effect of acupoints.
Acupuncture Points
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Acupuncture Therapy/methods*
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Humans
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China
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History, 20th Century
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Meridians
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Medicine in Literature
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Acupuncture/history*
6.Status and influencing factors of elevated blood pressure among manufacturing workers in Foshan City
Zhiheng XU ; Qinghua ZHONG ; Xudong LI ; Wei XU ; Fu CHEN ; Wanxia CHEN ; Qiang TAN
China Occupational Medicine 2025;52(6):637-642
Objective To analyze the elevated blood pressure status and its influencing factors among manufacturing workers in Foshan City. Methods A total of 565 795 manufacturing workers who underwent occupational medical examinations in Foshan City from 2017 to 2023 were included. Data of workers were obtained from the Guangdong Provincial Key Occupational Disease Monitoring and Management Platform. The influencing factors of elevated blood pressure were analyzed using descriptive epidemiological methods. Results A total of 89 526 cases of elevated blood pressure were detected among the 565 795 workers, with a detection rate of 15.82%. From 2017 to 2023, the annual detection rate of elevated blood pressure was 14.11%, 15.00%, 14.69%, 15.94%, 17.00%, 16.90%, and 16.68%, respectively, showing an overall upward trend (P<0.01). The top three industries with the highest detection rates of elevated blood pressure were instrument and meter manufacturing; wood processing and the manufacture of wood, bamboo, rattan, palm, and straw products; as well as agricultural and sideline food processing. Binary logistic regression analysis showed that male workers had a higher risk of elevated blood pressure than female workers (P<0.01). The risk of elevated blood pressure in workers increased with age, years of occupational hazard exposure, and duration of dust exposure (all P<0.05). Workers exposed to noise for more than three years had a higher risk of elevated blood pressure than those without noise exposure (P<0.05). The risk of elevated blood pressure among workers in Nanhai, Shunde, and Gaoming districts was higher than that in Chancheng District (all P<0.01). Workers originating from Northeast and Northwest China had a higher risk of elevated blood pressure than those from North China (all P<0.05). Workers from smaller-scale enterprises had higher risk of elevated blood pressure (all P<0.01). Conclusion Targeted blood pressure health interventions in Foshan City should be strengthened for male manufacturing workers who are older, have longer working years, and originate from Northeast and Northwest China. The development of exemplary health enterprises should be promoted, particularly among micro- and small-sized enterprises and key industries. Enhanced occupational health management is especially needed for positions with high intensity noise exposure and high concentration dust exposure.
7.Exploring the mechanism of Xiaoaiping Injection inhibiting autophagy in prostate cancer based on proteomics.
Qiuping ZHANG ; Qiuju HUANG ; Zhiping CHENG ; Wei XUE ; Shoushi LIU ; Yunnuo LIAO ; Xiaolan LI ; Xin CHEN ; Yaoyao HAN ; Dan ZHU ; Zhiheng SU ; Xin YANG ; Zhuo LUO ; Hongwei GUO
Chinese Journal of Natural Medicines (English Ed.) 2025;23(1):64-76
Xiaoaiping (XAP) Injection demonstrates the anti-prostate cancer (PCa) effects, yet the underlying mechanism remains unclear. This study aims to investigate the impact of XAP on PCa and elucidate its mechanism of action. PCa cell proliferation was evaluated using a cell counting kit-8 (CCK-8) assay. Cell apoptosis was assessed through Hoechst staining and Western blotting assays. Proteomics technology was employed to identify key molecules and significant signaling pathways modulated by XAP in PCa cells. To further validate potential key genes and important pathways, a series of assays were conducted, including acridine orange (AO) staining, transmission electron microscopy, and immunofluorescence assays. The molecular mechanism of XAP against PCa in vivo was examined using a PC3 xenograft mouse model. Results demonstrated that XAP significantly inhibited cell proliferation in multiple PCa cell lines. In C4-2 and prostate cancer cell line-3 (PC3) cells, XAP induced cellular apoptosis, evidenced by reduced B-cell lymphoma 2 (Bcl-2) levels and elevated Bcl-2-associated X (Bax) levels. Proteomic, immunofluorescence, and quantitative reverse transcription-polymerase chain reaction (qRT-PCR) investigations revealed a strong correlation between forkhead box O3a (FoxO3a) autophagic degradation and the anti-PCa action of XAP. XAP hindered autophagy by reducing the expression levels of autophagy-related protein 5 (Atg5)/autophagy-related protein 12 (Atg12) and enhancing FoxO3a expression and nuclear translocation. Furthermore, XAP exhibited potent anti-PCa action in PC3 xenograft mice and triggered FoxO3a nuclear translocation in tumor tissue. These findings suggest that XAP induces PCa apoptosis via inhibition of FoxO3a autophagic degradation, potentially offering a novel perspective on XAP injection as an effective anticancer therapy for PCa.
Male
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Humans
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Prostatic Neoplasms/physiopathology*
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Autophagy/drug effects*
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Animals
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Drugs, Chinese Herbal/pharmacology*
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Proteomics
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Mice
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Apoptosis/drug effects*
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Cell Line, Tumor
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Cell Proliferation/drug effects*
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Forkhead Box Protein O3/genetics*
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Xenograft Model Antitumor Assays
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Mice, Nude
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Mice, Inbred BALB C
8.Development and application on a full process disease diagnosis and treatment assistance system based on generative artificial intelligence.
Wanjie YANG ; Hao FU ; Xiangfei MENG ; Changsong LI ; Ce YU ; Xinting ZHAO ; Weifeng LI ; Wei ZHAO ; Qi WU ; Zheng CHEN ; Chao CUI ; Song GAO ; Zhen WAN ; Jing HAN ; Weikang ZHAO ; Dong HAN ; Zhongzhuo JIANG ; Weirong XING ; Mou YANG ; Xuan MIAO ; Haibai SUN ; Zhiheng XING ; Junquan ZHANG ; Lixia SHI ; Li ZHANG
Chinese Critical Care Medicine 2025;37(5):477-483
The rapid development of artificial intelligence (AI), especially generative AI (GenAI), has already brought, and will continue to bring, revolutionary changes to our daily production and life, as well as create new opportunities and challenges for diagnostic and therapeutic practices in the medical field. Haihe Hospital of Tianjin University collaborates with the National Supercomputer Center in Tianjin, Tianjin University, and other institutions to carry out research in areas such as smart healthcare, smart services, and smart management. We have conducted research and development of a full-process disease diagnosis and treatment assistance system based on GenAI in the field of smart healthcare. The development of this project is of great significance. The first goal is to upgrade and transform the hospital's information center, organically integrate it with existing information systems, and provide the necessary computing power storage support for intelligent services within the hospital. We have implemented the localized deployment of three models: Tianhe "Tianyuan", WiNGPT, and DeepSeek. The second is to create a digital avatar of the chief physician/chief physician's voice and image by integrating multimodal intelligent interaction technology. With generative intelligence as the core, this solution provides patients with a visual medical interaction solution. The third is to achieve deep adaptation between generative intelligence and the entire process of patient medical treatment. In this project, we have developed assistant tools such as intelligent inquiry, intelligent diagnosis and recognition, intelligent treatment plan generation, and intelligent assisted medical record generation to improve the safety, quality, and efficiency of the diagnosis and treatment process. This study introduces the content of a full-process disease diagnosis and treatment assistance system, aiming to provide references and insights for the digital transformation of the healthcare industry.
Artificial Intelligence
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Humans
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Delivery of Health Care
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Generative Artificial Intelligence
9.Preoperative prediction of factors associated with impacted ureteral stones and construction of a nomogram model
Xinyu SHI ; Haiyang WEI ; Changbao XU ; Wuxue LI ; Xiaofu WANG ; Tianhe ZHANG ; Zhiheng HUANG ; Xinghua ZHAO
Chinese Journal of Urology 2025;46(9):669-675
Objective:To explore the predictive factors for ureteral stone impaction preoperatively and to construct a nomogram prediction model for impacted ureteral stones.Methods:A retrospective analysis was conducted on the clinical data of 209 patients with ureteral stones treated at The Second Affiliated Hospital of Zhengzhou University from July 2023 to June 2024. There were 164 males(78.5%)and 45 females(21.5%). The age was 49(47,57)years,and the body mass index(BMI)was 25.10(23.55,27.24)kg/m2. Of the patients,85(40.7%)had comorbid hypertension and 85(40.7%)had comorbid diabetes. Stones were located on the left side in 124 patients(59.3%)and on the right side in 85 patients(40.7%). Hydronephrosis was present in 169 patients(80.9%),and urine culture was positive in 29 patients(13.9%). Patients were divided into impacted and non-impacted groups based on the presence or absence of ureteral stone impaction. Univariate and multivariate logistic regression analyses were performed to determine independent predictive factors for impacted ureteral stones. A nomogram model was constructed based on these results. The performance of the predictive model was evaluated using receiver operating characteristic(ROC)curves,calibration plots,and decision curve analysis(DCA).Results:Among the 209 patients in this study,85(40.7%)experienced ureteral stone impaction. The impacted group had a significantly higher neutrophil-to-lymphocyte ratio(NLR)than the non-impacted group(3.91 ± 2.05 vs. 3.25 ± 2.10, P = 0.024),a higher rate of hydronephrosis[81.2%(69/85)vs. 80.6%(100/124), P = 0.002],larger stone surface area[(64.96 ± 39.96)mm2 vs.(51.86 ± 39.80)mm2, P = 0.021],greater ureteral wall thickness(UWT)[(3.96 ± 1.37)mm vs.(3.06 ± 1.33)mm, P < 0.001],and a higher ratio of the upper ureter diameter(D1)to the lower ureter diameter(D2)(DDR)(2.87 ± 1.58 vs. 2.00 ± 0.99, P < 0.001). Univariate analysis showed that NLR,hydronephrosis,stone length,stone surface area,UWT,D1,D2,and DDR were statistically significant( P < 0.05). After multivariate logistic regression analysis,the following items were identified as independent predictors of impacted ureteral stones:NLR( OR = 1.205,95% CI 1.026 - 1.415, P = 0.023),hydronephrosis( OR = 1.840,95% CI 1.236 - 2.740, P = 0.003),stone length( OR = 1.587,95% CI 1.142 - 2.206, P = 0.006),ureteral wall thickness(UWT)( OR = 1.643,95% CI 1.263 - 2.136, P < 0.001),and DDR( OR = 2.907,95% CI 1.040 - 8.130, P = 0.042).Based on these independent predictive factors,a nomogram prediction model for impacted ureteral stones was constructed. The area under the ROC curve was 0.797(95% CI 0.737 - 0.858),and the calibration curve showed good consistency. The decision curve suggested that the model had good clinical net benefit. Conclusions:NLR,hydronephrosis,stone length,UWT,and DDR are all independent predictors for impacted ureteral stones. The nomogram model constructed based on these factors has good predictive performance.
10.Research advances in machine learning for prognosis and risk of adverse event prediction after mechanical thrombectomy in acute anterior circulation large vessel occlusion
Chenwei LI ; Keke YANG ; Xiaojun WANG ; Weihua GUO ; Zhiheng FENG ; Huiyuan PENG
Chinese Journal of Cerebrovascular Diseases 2025;22(3):210-216,后插1
Acute large vessel occlusion stroke(ALVOS)of anterior circulation is associated with severe clinical manifestations and high rates of disability and mortality.Mechanical thrombectomy has emerged as the primary therapeutic intervention.However,post-procedural outcomes remain highly variable,and patients continue to face elevated risks of poor prognosis.Machine learning,a transformative tool in medical research,enables comprehensive analysis of multimodal data to identify specific biomarkers and improve the accuracy of predictions for clinical outcomes and adverse events.This review summarized the latest developments in machine learning applications aim at predicting post-thrombectomy prognosis and risk of adverse event,including futile recanalization,hemorrhagic transformation,and malignant cerebral edema in patients with anterior circulation ALVOS in order to provide a basis for developing personalized treatment plan and improve their clinical prognosis.

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