Can We Cluster ICU Treatment Strategies for Traumatic Brain Injury by Hospital Treatment Preferences? Show others and affiliations
2022 (English) In: Neurocritical Care, ISSN 1541-6933, E-ISSN 1556-0961, Vol. 36, no 3, p. 846-856Article in journal (Refereed) Published
Abstract [en]
BACKGROUND: In traumatic brain injury (TBI), large between-center differences in treatment and outcome for patients managed in the intensive care unit (ICU) have been shown. The aim of this study is to explore if European neurotrauma centers can be clustered, based on their treatment preference in different domains of TBI care in the ICU.
METHODS: Provider profiles of centers participating in the Collaborative European Neurotrauma Effectiveness Research in TBI study were used to assess correlations within and between the predefined domains: intracranial pressure monitoring, coagulation and transfusion, surgery, prophylactic antibiotics, and more general ICU treatment policies. Hierarchical clustering using Ward's minimum variance method was applied to group data with the highest similarity. Heat maps were used to visualize whether hospitals could be grouped to uncover types of hospitals adhering to certain treatment strategies.
RESULTS: Provider profiles were available from 66 centers in 20 different countries in Europe and Israel. Correlations within most of the predefined domains varied from low to high correlations (mean correlation coefficients 0.2-0.7). Correlations between domains were lower, with mean correlation coefficients of 0.2. Cluster analysis showed that policies could be grouped, but hospitals could not be grouped based on their preference.
CONCLUSIONS: Although correlations between treatment policies within domains were found, the failure to cluster hospitals indicates that a specific treatment choice within a domain is not a proxy for other treatment choices within or outside the domain. These results imply that studying the effects of specific TBI interventions on outcome can be based on between-center variation without being substantially confounded by other treatments.
TRIAL REGISTRATION: We do not report the results of a health care intervention.
Place, publisher, year, edition, pages Springer, 2022. Vol. 36, no 3, p. 846-856
Keywords [en]
Between-hospital variation, Comparative effectiveness research, Provider profiling, Traumatic brain injury
National Category
Neurology
Identifiers URN: urn:nbn:se:umu:diva-193099 DOI: 10.1007/s12028-021-01386-y ISI: 000727129000001 PubMedID: 34873673 Scopus ID: 2-s2.0-85130632973 OAI: oai:DiVA.org:umu-193099 DiVA, id: diva2:1644466
Funder EU, FP7, Seventh Framework Programme 2022-03-142022-03-142024-03-26 Bibliographically approved