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A comparative study of the definitions of intradialytic hypotension correlated with increased mortality to identify
Laurence Saint Q N Ngankem1, Cristiana Larizza2, Antonino Nocera2
1Department of Chemistry, Materials and Chemical Engineering, Polytechnic University of Milan, Italy.
Insights
Intradialytic hypotension (IDH) definitions vary, complicating patient risk assessment. Diabetes and heart disease, along with low pre-dialysis diastolic blood pressure, are key predictors of IDH risk during hemodialysis.
Area of Science:
- Nephrology
- Clinical Medicine
- Biostatistics
Background:
- Intradialytic hypotension (IDH) is a frequent complication during hemodialysis.
- Lack of a standardized IDH definition hinders consistent evaluation of its causes and effects.
- Existing IDH definitions are linked to patient mortality, necessitating further investigation into their underlying mechanisms.
Purpose of the Study:
- To determine if various IDH definitions, associated with increased mortality, identify similar onset mechanisms or dynamics.
- To analyze the incidence, onset timing, and overlap of different IDH definitions.
- To identify common factors predicting IDH risk at the start of dialysis sessions.
Main Methods:
- Statistical and machine learning approaches were employed to analyze IDH definitions.
- Incidence and onset timing of IDH events were assessed across different definitions.
- Patient comorbidities, pre-dialysis vital signs, and demographic data were evaluated as predictors.
Main Results:
- Analyzed IDH definitions exhibited variable incidence and onset times.
- Predictive parameters for IDH were not consistent across all definitions.
- Diabetes, heart disease, and low pre-dialysis diastolic blood pressure emerged as significant universal predictors of IDH risk.
Conclusions:
- While IDH definitions vary, diabetes and heart disease represent persistent risk factors.
- Pre-dialysis diastolic blood pressure is a dynamic, session-specific predictor of IDH.
- Identified risk factors can inform the development of advanced IDH prediction models.
Abstract:
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.
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