Assessing the influence of cardiovascular risk factors on the severity of erectile dysfunction: a multivariate statistical analysis

A. Kamalov, S. Matskeplishvili, M. Chaliy, A. Strigunov, D. Okhobotov, N. Sorokin, O. Nesterova, A. Kadrev, L. Dyachuk, R. Bogachev
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Abstract

Introduction. The American Heart Association identifies 7 major factors that affect the condition of the vascular wall: smoking, blood pressure, total cholesterol, glucose, body mass index, physical activity, and diet. The vascular wall lesions most often manifest clinically as vasculogenic erectile dysfunction (ED). Consequently, evaluating patients for the presence of the above risk factors can not only help in the treatment of ED, but can also significantly increase the chances of early detection of cardiac pathology.Purpose of the study. To assess cardiovascular disorder markers’ role in prognosing of the presence or absence of ED and its severity.Materials and methods. The study included 40 patients aged 33 – 60 years. Erectile function was assessed using the device «Androscan – MIT» ("Minimally invasive technologies" LLC, Moscow, Russian Federation) and the IIEF-15 questionnaire. Statistical data processing was carried out using Statistica 12 («StatSoft Inc.», Tusla, CA, USA) и IBMÒ SPSS Statistics 26 («SPSS: An IBM Company», IBM SPSS Corp., Armonk, NY, USA).Results. For patients with more severe ED, a greater deviation of the parameters studied from normal is typical. The most significant impact on the detection of different ED degrees using the device «Androscan – MIT» had TC, HDL, LDL, RP, BMI, triglycerides и HbA1c levels. Based on the androscanning data, a classification tree with two branches (branching conditions — the level of TC and LDL) and four terminal vertices (depending on the degree of ED) was obtained. There were no classification errors predicting ED degrees, which in this case indicates the good significance of the mathematical prediction. Only IIEF-15 scores had the greatest impact on ED detection using IIEF-15. The only condition for branching when constructing classification trees was the number of IIEF-15 points (two branches with three terminal vertices were obtained).Conclusion. Cardiovascular risk factors are predictors of vascular ED, detected by androscanning, while the widespread IIEF-15 questionnaire remains completely dependent on subjective feelings of patients without relying on laboratory and instrumental research methods.
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评估心血管危险因素对勃起功能障碍严重程度的影响:一项多变量统计分析
介绍。美国心脏协会确定了影响血管壁状况的7个主要因素:吸烟、血压、总胆固醇、葡萄糖、体重指数、体育活动和饮食。血管壁病变在临床上最常表现为血管源性勃起功能障碍(ED)。因此,评估患者是否存在上述危险因素不仅有助于ED的治疗,而且可以显著增加早期发现心脏病理的机会。研究目的:评估心血管疾病标志物在ED存在与否及其严重程度的预后中的作用。材料和方法。该研究包括40名年龄在33 - 60岁之间的患者。使用«Androscan - MIT»设备(“微创技术”有限责任公司,莫斯科,俄罗斯联邦)和IIEF-15问卷评估勃起功能。统计数据处理使用Statistica 12(«StatSoft Inc.»,Tusla, CA, USA), IBMÒ SPSS Statistics 26(«SPSS: An IBM Company»,IBM SPSS Corp., Armonk, NY, USA)。对于更严重的ED患者,研究参数与正常的偏差更大是典型的。使用“Androscan - MIT”设备检测不同ED程度的最显著影响是TC、HDL、LDL、RP、BMI、甘油三酯和HbA1c水平。基于androscan数据,得到了一个具有两个分支(分支条件为TC和LDL水平)和四个终端顶点(取决于ED程度)的分类树。ED度预测没有出现分类错误,说明数学预测具有良好的意义。只有IIEF-15分数对使用IIEF-15检测ED有最大的影响。在构建分类树时,分支的唯一条件是IIEF-15点的个数(得到两个分支,三个终端顶点)。心血管危险因素是血管性ED的预测因素,通过男性扫描检测,而广泛使用的IIEF-15问卷仍然完全依赖于患者的主观感受,而不依赖于实验室和仪器研究方法。
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