N Ngankem Laurence Saint Q, Larizza Cristiana, Nocera Antonino, Rombolà Giuseppe, Quaglini Silvana, Bellazzi Riccardo, Costantino Maria Laura, Casagrande Giustina
Department of Chemistry, Materials and Chemical Engineering, Polytechnic University of Milan, Italy.
Department of Electrical, Computer and Biomedical Engineering, University of Pavia, Italy.
Int J Med Inform. 2023 May;173:104975. doi: 10.1016/j.ijmedinf.2022.104975. Epub 2022 Dec 28.
Intradialytic hypotension (IDH) is a common complication in patients undergoing hemodialysis therapy. No consensus on the definition of intradialytic hypotension has been established so far. As a result, coherent and consistent evaluation of its effects and causes is difficult. Some studies have highlighted existing correlations between certain definitions of IDH and the risk of mortality for the patients. This work is mainly focused on these definitions. Our aim is to understand if different IDH definitions, all correlated with increased mortality risk, catch the same onset mechanisms or dynamics. To check whether the dynamics captured by these definitions are similar, we performed analyses of the incidence, of the IDH event onset timing, and checked whether there were similarities between the definitions in those aspects. We evaluated how these definitions overlap with each other and we evaluated which common factors could allow identifying patients at risk of IDH at the beginning of a dialysis session. The definitions of IDH we analyzed through statistical and machine learning approaches, showed a variable incidence on the HD sessions and had different onset time. We found that the set of parameters relevant for the prediction of the IDH was not always the same for the definitions considered. However, it can be observed that some predictors, such as the presence of comorbidities such as diabetes or heart disease, and a low pre-dialysis diastolic blood pressure, have shown universal relevance in highlighting an increased risk of IDH during the treatment. Among those parameters, the one that showed a major importance is the diabetes status of the patients. Diabetes or heart disease presence are permanent risk factors pointing out an increased IDH risk during the treatments, while, pre-dialysis diastolic blood pressure is instead a parameter that can change at every session and should be used to evaluate the specific risk to develop IDH for each session. The identified parameters could be used in the future to train more complex prediction models.
透析中低血压(IDH)是接受血液透析治疗患者的常见并发症。目前尚未就透析中低血压的定义达成共识。因此,难以对其影响和原因进行连贯一致的评估。一些研究强调了IDH的某些定义与患者死亡风险之间的现有相关性。这项工作主要聚焦于这些定义。我们的目的是了解不同的IDH定义,尽管都与死亡风险增加相关,是否捕捉到相同的发病机制或动态变化。为了检查这些定义所捕捉到的动态变化是否相似,我们对IDH事件的发生率、发病时间进行了分析,并检查了这些定义在这些方面是否存在相似之处。我们评估了这些定义之间的重叠程度,并评估了哪些共同因素可以在透析疗程开始时识别出有IDH风险的患者。我们通过统计和机器学习方法分析的IDH定义,在血液透析疗程中的发生率各不相同,发病时间也不同。我们发现,对于所考虑的定义,与IDH预测相关的参数集并不总是相同的。然而,可以观察到,一些预测因素,如糖尿病或心脏病等合并症的存在,以及透析前舒张压较低,在突出治疗期间IDH风险增加方面显示出普遍相关性。在这些参数中,显示出最重要意义的是患者的糖尿病状况。糖尿病或心脏病的存在是指出治疗期间IDH风险增加的永久性风险因素,而透析前舒张压则是一个每次疗程都可能变化的参数,应将其用于评估每个疗程发生IDH的具体风险。所确定的参数未来可用于训练更复杂的预测模型。