Vascular Health and Risk Management最新文献

{"title":"The Impact of Triglyceride-Glucose Index Trajectories on Incidence and Recurrent Cardiovascular Events: Evidence from a Retrospective Cohort Study.","authors":"Yuan Xu, Gonglong Wu, Long Jiang, Xinlei Yang, Chengjin Wen, Yulan Yang, Hui Hu","doi":"10.2147/VHRM.S532194","DOIUrl":"10.2147/VHRM.S532194","url":null,"abstract":"<p><strong>Patients and methods: </strong>The study retrospectively collected 8086 clinical data from 2019 to 2021. Latent Class Trajectory Modeling (LCTM) was utilized to identify the longitudinal trajectories of the triglyceride-glucose index, and logistic regression was employed to analyze the relationship between different triglyceride-glucose trajectories and the incidence and recurrence of cardiovascular diseases.</p><p><strong>Results: </strong>During the study period, 1484 patients in the cohort experienced cardiovascular events. Using LCTM, three distinct triglyceride-glucose index trajectories were identified. In the overall cohort of recurrent patients, as well as among those with higher triglyceride-glucose levels (triglyceride-glucose > 8.309) within it, a high-gradual-increase trajectory was found to be significantly associated with cardiovascular disease risk compared to a low-stable trajectory. Similar observations were seen in incidence patients with higher triglyceride-glucose levels (OR 1.179; 95% CI 1.017-1.368), which adjusted the demographic characteristics and the test indicators.</p><p><strong>Conclusion: </strong>A high baseline level of triglyceride-glucose index with a high-gradual-increasing trajectory was significantly associated with incidence and recurrence of cardiovascular disease. Early identification of such populations can aid in the prevention of both incidence and recurrent cardiovascular diseases in the future.</p><p><strong>Purpose: </strong>The triglyceride-glucose index is related to the cerebrovascular diseases. This study aimed to investigate the relationship between different triglyceride-glucose index trajectories and incidence and recurrence of cardiovascular disease.</p>","PeriodicalId":23597,"journal":{"name":"Vascular Health and Risk Management","volume":"21 ","pages":"557-570"},"PeriodicalIF":2.6,"publicationDate":"2025-07-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12266070/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144650698","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Large and Giant Intracranial Aneurysm: Surgical Management and Outcomes in a Tertiary Hospital.","authors":"Mohamed M Barbarawi, Khaled Z Alawneh, Abedelhalim Z Bqour, Suhair Qudsieh, Ala' Moh'd Al Barbarawi, Abdelwahab Aleshawi","doi":"10.2147/VHRM.S499465","DOIUrl":"10.2147/VHRM.S499465","url":null,"abstract":"<p><strong>Background: </strong>Large and giant intracranial aneurysms, exceeding 10 mm and 25 mm in diameter, respectively, are rare in neurosurgery. These lesions carry substantial morbidity and mortality risks, often causing mass effects, intracranial hemorrhage, stroke, or seizures.</p><p><strong>Methods: </strong>We present our experience with 54 patients diagnosed with these aneurysms. We conducted neurological assessments and preoperative evaluations using the modified Rankin Scale. Individualized treatment strategies, employing surgical techniques or endovascular embolization, were tailored to each patient.</p><p><strong>Results: </strong>The cohort included 28 females and 26 males, averaging 46.9 years. Aneurysms were predominantly in the anterior circulation (80.6%), with initial symptoms including mass effect (78.7%), cerebral ischemia (8.3%), intracranial hemorrhage (3%), and seizures (2.8%). Surgical interventions, including direct clipping, aneurysmal wall resection, aneurysmorrhaphy with clipping, and cross-clamping (average duration: 20 minutes), were performed in 32 cases (59.2%). Endovascular coiling was utilized in 22 patients (40.8%), with 10 requiring flow diverter stents. Of the cases, 32 were giant aneurysms, and 22 were large aneurysms. Outcomes ranged from favourable to excellent in 70.4% of patients, while 18.5% experienced poor outcomes, primarily in posterior circulation aneurysms or due to poor preoperative conditions. The overall mortality rate was 11.1%, with eight fatalities.</p><p><strong>Conclusion: </strong>Management of giant intracranial aneurysms remains challenging, with higher morbidity and mortality rates compared to other neurosurgical conditions. No universally effective technique exists, emphasizing the importance of meticulous perioperative planning and surgical expertise. Further research and treatment advancements are needed to enhance the management of these complex aneurysms.</p>","PeriodicalId":23597,"journal":{"name":"Vascular Health and Risk Management","volume":"21 ","pages":"545-556"},"PeriodicalIF":2.6,"publicationDate":"2025-07-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12258256/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144638117","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"The Existing Interventions to Promote Self-Care and Self-Monitoring Preventing Hypertension Among Thai Risk People: A Scoping Review.","authors":"Samoraphop Banharak, Kathleen Potempa, Panita Limpawattana, Rian Adi Pamungkas, Wiriya Mahikul, Thanakrit Jeamjitvibool, Anusorn Karaket, Sittipong Siriprathum, Khanisorn Ransinyo","doi":"10.2147/VHRM.S521564","DOIUrl":"10.2147/VHRM.S521564","url":null,"abstract":"<p><p>Hypertension affects one-third of the worldwide adult population and is a major contributor to premature mortality in Thailand. However, hypertension is mainly preventable, highlighting the need for effective prevention strategies to mitigate this critical health concern. This scoping review aimed to identify existing knowledge gaps and provide a comprehensive understanding of hypertension prevention interventions. Keywords were identified, and an unrestricted search for empirical studies was conducted until December 20, 2024. The search strategy encompassed 11 databases. Ultimately, studies focusing on preventive interventions targeting the Thai population at risk of hypertension were included in this review. Finally, we included 41 studies: 35 in community settings, two in hospital clinics, and four in Buddhist temples. The total number of participants was 16,401, ranging from 32 to 4,786, aged between 18 and 74. Research designs comprised 32 quasi-experimental studies, seven randomized controlled trials, one action research, and one research and development. Researchers primarily delivered interventions. The interventions focused on hypertension monitoring, knowledge promotion, health behavior modification, social support, and counseling, emphasizing preventive behaviors, nutrition promotion, and disease awareness. Researchers commonly took outcome measurements before and 12 weeks after intervention. Manuals, logbooks, and lectures with presentation slides were the primary platforms. Finally, knowledge, behaviors, and biomarkers were the most frequently assessed outcomes. This scoping review provided recommendations that future research should expand intervention strategies, emphasize biomarkers, adopt modern delivery methods like AI chatbots and mobile apps, and include follow-ups beyond 12 weeks to ensure lasting impact.</p>","PeriodicalId":23597,"journal":{"name":"Vascular Health and Risk Management","volume":"21 ","pages":"519-544"},"PeriodicalIF":2.6,"publicationDate":"2025-07-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12256780/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144638181","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Predictors of Patency Following Infrainguinal Arterial Interventions Under Intravascular Ultrasound Guidance: Analysis from the iDissection Studies.","authors":"Nicolas W Shammas, Gail A Shammas, William Sharis, Zoe Arvanitis, Sue Jones-Miller","doi":"10.2147/VHRM.S518392","DOIUrl":"10.2147/VHRM.S518392","url":null,"abstract":"<p><strong>Background: </strong>Intravascular Ultrasound (IVUS) has been shown in smaller studies to improve outcomes when used to guide infrainguinal peripheral arterial interventions. The iDissection series of studies were conducted to determine the presence of dissections with various prepping devices in femoropopliteal and infrapopliteal arteries. The impact of IVUS-directed treatment on the long-term outcomes in these patients remains unclear.</p><p><strong>Methods: </strong>All patients were enrolled at a single center with the exception of the Auryon BTK study (at 4 US centers). Seven prospective iDissection studies had been previously conducted with IVUS and the data was core lab adjudicated. We retrospectively analyzed major adverse limb events, freedom from target lesion revascularization (freedom from TLR) and patency at 1 year in these patients using medical records. The study was approved by a central ethics committee. Proportional and Kaplan-Meier survival analysis were performed. Logistic regression analysis to determine independent predictors of patency was performed.</p><p><strong>Results: </strong>A total of 102 patients (n=135 encounters) were included. The median age was 72 years. 49.0% were diabetics and 50.0% had chronic limb-threatening ischemia (CLTI). 69.6% of lesions are de novo, 32.6% chronic total occlusion, 60.7% with moderate or severe calcium, and 72.6% femoropopliteal. Stent use was 38.5% (of which 53.8% drug eluting and 73.1% primary stenting), and drug-coated balloons 55.6%. Vessel prepping included atherectomy (66.7%), angioplasty (14.8%) and Flex VP (18.5%). Proportional Freedom from TLR at 1 year was 89.4%, and patency 89.4%. There was one major amputation. Mortality was 7.8% (95% CI; 3.49, 14.87). Logistic regression analysis showed that post balloon stenosis (odds ratio (OR) 1.07, p=0.015), tobacco use (OR 0.20, p=-0.007), presence of CTO (OR 3.59, p=0.019), and male sex (OR 3.85, p=0.035) were predictors of patency loss.</p><p><strong>Conclusion: </strong>Infrainguinal arteries treated with IVUS guidance appears to have good patency and freedom from TLR. The presence of adventitial dissections does not appear to be predictive of patency likely confounded with the high use of drug-coated balloons and drug-eluting stents.</p>","PeriodicalId":23597,"journal":{"name":"Vascular Health and Risk Management","volume":"21 ","pages":"505-518"},"PeriodicalIF":2.6,"publicationDate":"2025-06-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12227319/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144576417","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Remote Monitoring of Patients with Heart Failure: Characteristics of Effective Programs and Implementation Strategies.","authors":"Ioana Camelia Teleanu, Gabriel Cristian Bejan, Ioana Ruxandra Poiană, Anca Mîrșu-Păun, Silviu Ionel Dumitrescu, Ana Maria Alexandra Stănescu","doi":"10.2147/VHRM.S521952","DOIUrl":"10.2147/VHRM.S521952","url":null,"abstract":"<p><strong>Background and objectives: </strong>Although the effectiveness of remote monitoring (RM) has been extensively studied, a focus on the post-pandemic time period is needed given the social changes and technology advances since this global event occurred.</p><p><strong>Aim: </strong>The present paper responds to this need by reviewing post-pandemic research, to determine if RM of patients with heart failure (HF) using non-implantable devices represents an effective strategy.</p><p><strong>Materials and methods: </strong>A systematic literature review was conducted using PubMed and PMC, and the number of articles included was 19.</p><p><strong>Results: </strong>A total of 3,031 patients participated in the 19 studies in this review, who had HF (NYHA class I-IV). Most frequent outcomes of interest were: rates of hospitalization (13 studies), death (5 studies), adherence to medications / healthy behaviors (4 studies), associated costs (4 studies), symptom intensity or frequency (3 studies), etc. The studies included in this review unanimously presented significant findings in favor of RM.</p><p><strong>Conclusion: </strong>The post-pandemic research targeting RM of patients with HF presents more homogenous results to support this type of intervention, as compared to the heterogeneity of the pre-pandemic research.</p>","PeriodicalId":23597,"journal":{"name":"Vascular Health and Risk Management","volume":"21 ","pages":"489-503"},"PeriodicalIF":2.6,"publicationDate":"2025-06-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12206432/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144529773","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Open Surgical Conversion After Failed Endovascular Aneurysm Sealing.","authors":"Sven R Mathisen, Simen Tveten Berge","doi":"10.2147/VHRM.S513365","DOIUrl":"10.2147/VHRM.S513365","url":null,"abstract":"<p><strong>Objective: </strong>The aim of this study was to investigate the early and late outcomes of Open Surgical Conversion (OSC) following the failure of Endovascular Aneurysm Sealing (EVAS) endografts, regarding surgical technique, morbidity and mortality.</p><p><strong>Method and material: </strong>A single center retrospective observational cohort of 46 patients undergoing OSC after EVAS failure. Primary endpoints were primary technical procedural success and 30-day mortality. Secondary endpoints were complications and primary prosthesis patency.</p><p><strong>Results: </strong>Primary technical procedural success was 97.8% (45/46). Elective 30-day mortality for OSC was 10.9% (5/42) and 75% (3/4) for acute OSC procedures. Median survival after OSC was 4.2 years (IQR 1.0, 4.9 years). Four peri-operative and 17 post-operative complications were registered. Major complications included bleeding, myocardial infraction, acute renal failure and splenectomy. Primary prosthesis patency was 82.6% (38/46) at 30-days. At median follow-up of 4.7 years (IQR 3.9, 5.3 years) 69.6% (32/46) of the patients are still alive with patent vascular prostheses.</p><p><strong>Conclusion: </strong>Open surgical conversion achieved acceptable technical success rate for failed EVAS, with better outcomes in elective versus emergency procedures. Enhanced surveillance with timely interventions before rupture and careful patient selection through multidisciplinary evaluation are essential for optimizing surgical outcomes.</p>","PeriodicalId":23597,"journal":{"name":"Vascular Health and Risk Management","volume":"21 ","pages":"477-488"},"PeriodicalIF":2.6,"publicationDate":"2025-06-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12174921/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144326943","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Predicting In-Hospital Mortality in Myocardial Infarction: A Nomogram-Based Retrospective Analysis of the MIMIC-IV Database.","authors":"Shixuan Peng, Qisheng Chen, Weiqi Ke, Yongjun Wu","doi":"10.2147/VHRM.S511277","DOIUrl":"10.2147/VHRM.S511277","url":null,"abstract":"<p><strong>Background: </strong>Despite significant advancements in early reperfusion therapy and pharmacological treatment, which have reduced mortality rates after myocardial infarction in recent decades, the in-hospital mortality rate remains high due to factors such as rapid disease progression, comorbid conditions, and potential complications. We aimed to develop and validate a predictive model for in-hospital mortality in myocardial infarction patients.</p><p><strong>Methods: </strong>LASSO regression analysis, univariate analysis, and multivariate logistic analysis were used to construct the nomogram in the training set, followed by model comparison, internal validation, and sensitivity analysis.</p><p><strong>Results: </strong>The analysis comprised 4688 patients in total. The population of patients was randomly assigned to the training set (n = 3512) and validation set (n = 1176). According to the results of LASSO regression analysis and other results, our nomogram contained a total of 10 independent variables related to patient death, including age, respiratory rate, blood glucose, lactate, PTT, BUN, cerebrovascular disease, chronic lung disease, mild liver disease, and metastatic solid cancer. Moreover, the web calculator and nomogram performed exceptionally well at predicting in-hospital death in myocardial infarction patients. The AUC for the training and validation sets' respective prediction models was 0.869 (95% CI: 0.849-0.889) and 0.846 (95% CI: 0.807-0.875) (<i>p</i><0.01). Compared to the Sequential Organ Failure Assessment (SOFA), the nomogram showed greater discrimination in the training and validation sets, and the calibration plots demonstrated an adequate fit for the nomogram in predicting the risk of in-hospital mortality in both groups. The decision curve analysis (DCA) of the nomogram demonstrated a higher net benefit in the training and validation sets and in terms of clinical usefulness than the SOFA.</p><p><strong>Conclusion: </strong>We developed a useful nomogram model and developed a nomogram-based web calculator to predict in-hospital mortality in myocardial infarction patients, which will support doctors in patient counseling and logical diagnosis and therapy.</p>","PeriodicalId":23597,"journal":{"name":"Vascular Health and Risk Management","volume":"21 ","pages":"461-476"},"PeriodicalIF":2.6,"publicationDate":"2025-06-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12169423/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144310504","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Different Level of Carotid-Femoral Pulse Wave Velocity and Related Factors in Different Nationality Group in China.","authors":"Jinbo Liu, Xuechen Cui, Huan Wen, Xiu Bai, Shantong Jiang, Hongwei Zhao, Lihong Li, Hongyu Wang","doi":"10.2147/VHRM.S515246","DOIUrl":"10.2147/VHRM.S515246","url":null,"abstract":"<p><strong>Background: </strong>Higher level of carotid-femoral pulse wave velocity (CF-PWV) is indicating higher level of arterial stiffness. China has a population of 1.4 billion, with 1.2 billion population in Han ethnicity, 9.4 million population in Miao ethnicity, 700 thousand population in She ethnicity. We chose these three ethnic groups for analysis, to find some similarities or differences in CF-PWV.</p><p><strong>Methods: </strong>We launched early vascular lesion detection technology promotion involving several regions such as the Han (Beijing), Miao (Guizhou Province), and She (Fujian Province) ethnicity. We conducted population testing in different regions and based on the inclusion and exclusion criteria, 1481 individuals were ultimately included. There were 942 han subjects, 186 Miao subjects and 353 She subjects. The CF-PWV was measured using a Complior device.</p><p><strong>Results: </strong>The CF-PWV was significantly higher in Han population than in Miao and She population. Levels of systolic blood pressure (SBP) and diastolic blood pressure (DBP) were significantly lower in Han ethnicity than in Miao and She ethnicity. The composition of male, smoking, hypertension and diabetes mellitus were significantly higher in Han ethnicity than in Miao and She ethnicity. Multiple linear regression analysis showed that age, body mass index (BMI), diabetes mellitus, creatinine, total cholesterol (TC), high-density lipoprotein cholesterol (HDL-C), low-density lipoprotein cholesterol (LDL-C), SBP, and ethnicity were independent associated with the CF-PWV in all subjects. And compared with the Han ethnicity, CF-PWV was significantly lower in Miao and She ethnicity (β= -0.295, β= -0.241, both p<0.001).</p><p><strong>Conclusion: </strong>CF-PWV was significantly higher in Han ethnicity than in Miao and She ethnicity. The factors associated with the CF-PWV differed among different ethnicity indicated that different prevention and control strategies needed to be adopted for different ethnic groups and risk factors in different regions to reduce the progression of arteriosclerosis in the local population.</p>","PeriodicalId":23597,"journal":{"name":"Vascular Health and Risk Management","volume":"21 ","pages":"451-459"},"PeriodicalIF":2.6,"publicationDate":"2025-06-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12145112/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144249851","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"FSTL-1 as a Novel Cardiokine of Cardiac Angiogenesis: A Systematic Review.","authors":"Putri Karisa, Nova Sylviana, Nita Fitria, Setiawan Setiawan","doi":"10.2147/VHRM.S509482","DOIUrl":"10.2147/VHRM.S509482","url":null,"abstract":"<p><strong>Background: </strong>Follistatin-like 1 (FSTL1) is recently becoming a novel cardiokine essential in cardiac angiogenesis. This cardiokine has shown a potential to promote angiogenesis and improve cardiac function, particularly in myocardial injury and ischemia. Despite the increasing relevance, there is no information on the mechanisms of FSTL1 in cardiac angiogenesis.</p><p><strong>Objective: </strong>This systematic review aimed to consolidate recent results on the role of FSTL1 in molecular pathways of cardiac angiogenesis.</p><p><strong>Methods: </strong>A comprehensive search was conducted using various databases, including PubMed, Scopus, SpringerLink, and ScienceDirect. Inclusion criteria were primary studies that investigated the role of FSTL1 in promoting cardiac angiogenesis with in vivo models. The risk of bias was assessed using SYRCLE risk of bias tool, and data were synthesized to evaluate the impact of FSTL1 on cardiac angiogenesis.</p><p><strong>Results: </strong>A total of 5 animal studies were included during the analysis. The results showed the role of FSTL1 as a novel cardiokine in inducing cardiac angiogenesis as assessed by protein examination and histologic analysis. In pathological conditions, the effects of ischemia on the heart increased the expression of FSTL1 as a form of protection for the heart through angiogenesis and as a marker of the disease severity. Furthermore, the molecular mechanisms of FSTL-induced angiogenesis had different signaling pathways, including activation of AMPK, TGFβ-Smad2/3, Akt/mTOR, Erk1/2, and DIP2A-PI3K. Studies showed increased capillary density and improved blood flow in cardiac tissues where FSTL1 was upregulated, suggesting a possible important role in improving cardiac function.</p><p><strong>Conclusion: </strong>FSTL1 showed a promising avenue for therapeutic development. Moreover, future studies should explore its role in cardiac angiogenesis in healthy populations.</p>","PeriodicalId":23597,"journal":{"name":"Vascular Health and Risk Management","volume":"21 ","pages":"437-449"},"PeriodicalIF":2.8,"publicationDate":"2025-05-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12126109/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144200151","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Machine Learning-Based Prediction Model for Predicting the Effect of the Serum γKlotho Level on Susceptibility to Coronary Heart Disease.","authors":"Zi-Tong Guo, Xiao-Lin Yu, Hui Cheng, Tuersunjiang Naman","doi":"10.2147/VHRM.S508351","DOIUrl":"10.2147/VHRM.S508351","url":null,"abstract":"<p><strong>Objective: </strong>This study investigates the relationship between serum γKlotho levels and coronary heart disease (CHD) risk and develops a machine learning model for CHD prediction.</p><p><strong>Methods: </strong>A total of 1435 subjects were enrolled for analysis and randomized as training (n = 969, 70%) or validation (n = 466, 30%) group. The training group was used for univariate regression. Thereafter, least absolute shrinkage and selection operator (LASSO) regression was conducted for selecting independent risk factors for CHD. Using independent risk factors for CHD, nine machine learning models were developed, the best model was selected by evaluating them, and the model was validated by decision curve analysis (DCA).</p><p><strong>Results: </strong>The factors independently associated with CHD risk were age, the serum level of γKlotho, LDL-C, sex, diabetes, hypertension, and smoking status. We used these risk factors to construct nine popular machine-learning models. Among all models, the RF model was better appropriate; thus, we visualized and validated this model, which showed promising clinical application.</p><p><strong>Conclusion: </strong>Serum γKlotho levels are novel biomarker which positively related to CHD risk. Additionally, the RF model can better predict the risk of CHD, and RF model is better appropriate to predicting the CHD risk in clinics.</p>","PeriodicalId":23597,"journal":{"name":"Vascular Health and Risk Management","volume":"21 ","pages":"425-436"},"PeriodicalIF":2.6,"publicationDate":"2025-05-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12212001/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144545032","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}