Prognosis of severe acquired brain injury: Short and long-term outcome determinants and their potential clinical relevance after rehabilitation. A comprehensive approach to analyze cohort studies.


Journal

PloS one
ISSN: 1932-6203
Titre abrégé: PLoS One
Pays: United States
ID NLM: 101285081

Informations de publication

Date de publication:
2019
Historique:
received: 23 04 2019
accepted: 14 09 2019
entrez: 27 9 2019
pubmed: 27 9 2019
medline: 5 3 2020
Statut: epublish

Résumé

Accurate prognostic evaluation is a key factor in the clinical management of patients affected by severe acute brain injury (ABI) and helps planning focused therapies, better caregiver's support and allocation of resources. Aim of the study was to assess factors independently associated with both the short and long-term outcomes after rehabilitation in patients affected by ABI in the setting of a single Rehabilitation Unit specifically allocated to these patients. In all patients (567) with age ≥ 18 years discharged from the Unit in the period 2006/2015 demographic, etiologic, comorbidity indicators, and descriptors of the disability burden (at hospital admission and discharge) were evaluated as potential prognostic factors of both short-term (4 classes of disability status at discharge) and long-term (mortality) outcomes. A comprehensive analytical method was adopted to combine several tasks. Select the factors with a significant independent association with the outcome, assess the relative weights and the "stability" (by bootstrap resampling) of them and estimate the role of the prognostic models in the clinical framework considering "cost" and "benefits". The generalized ordered logistic model for ordinal dependent variables was used for the short-term outcome while the Cox proportional hazard model was used for the long-term outcome. The final short-term model identified 7 factors that independently account for 37% of the outcome variability as shown by pseudo R2 (pR2) = 0.37. The disability status descriptors show the strongest association since they account for more than 60% of the pR2, followed by age (14.8%), the presence of percutaneous endoscopic gastrostomy or nasogastric intubation (14.4%), a longer stay in the acute ward (5.9%) and concomitant coronary disease (1.3%). The final multivariable Cox model identified 4 factors that independently account for 52% of the outcome variability (R2 = 0.52). The disability extent and the disability recovered lead the long-term mortality since they account for the 53% of the global R2. The relevant effect of age (42%) is appreciable only after 2 years given the significant interaction with time. A longer stay in the acute ward explains the remaining fraction (5%). Considering 'cost and benefits', the decision curve analysis shows that the clinical benefit achieved by using both prognostic models is greater than the other possible action strategies, namely 'treat all' and 'treat none. Several less obvious characteristics of the prognostic models are appreciated by integrating the results of multiple analytical methods. The comprehensive analytical tool aimed to integrate statistical significance, weight, "stability" and clinical "net" benefit, gives back a prognostic framework explaining a relevant portion of both outcomes' variability in which the strong association of the disability status with both outcomes is comparable to and followed by a time modulated role of age. Our data do not support a differentiated association of traumatic vs non-traumatic etiology. The results encourage the use of integrated approach to analyze cohort data.

Sections du résumé

BACKGROUND
Accurate prognostic evaluation is a key factor in the clinical management of patients affected by severe acute brain injury (ABI) and helps planning focused therapies, better caregiver's support and allocation of resources. Aim of the study was to assess factors independently associated with both the short and long-term outcomes after rehabilitation in patients affected by ABI in the setting of a single Rehabilitation Unit specifically allocated to these patients.
METHODS AND FINDINGS
In all patients (567) with age ≥ 18 years discharged from the Unit in the period 2006/2015 demographic, etiologic, comorbidity indicators, and descriptors of the disability burden (at hospital admission and discharge) were evaluated as potential prognostic factors of both short-term (4 classes of disability status at discharge) and long-term (mortality) outcomes. A comprehensive analytical method was adopted to combine several tasks. Select the factors with a significant independent association with the outcome, assess the relative weights and the "stability" (by bootstrap resampling) of them and estimate the role of the prognostic models in the clinical framework considering "cost" and "benefits". The generalized ordered logistic model for ordinal dependent variables was used for the short-term outcome while the Cox proportional hazard model was used for the long-term outcome. The final short-term model identified 7 factors that independently account for 37% of the outcome variability as shown by pseudo R2 (pR2) = 0.37. The disability status descriptors show the strongest association since they account for more than 60% of the pR2, followed by age (14.8%), the presence of percutaneous endoscopic gastrostomy or nasogastric intubation (14.4%), a longer stay in the acute ward (5.9%) and concomitant coronary disease (1.3%). The final multivariable Cox model identified 4 factors that independently account for 52% of the outcome variability (R2 = 0.52). The disability extent and the disability recovered lead the long-term mortality since they account for the 53% of the global R2. The relevant effect of age (42%) is appreciable only after 2 years given the significant interaction with time. A longer stay in the acute ward explains the remaining fraction (5%). Considering 'cost and benefits', the decision curve analysis shows that the clinical benefit achieved by using both prognostic models is greater than the other possible action strategies, namely 'treat all' and 'treat none. Several less obvious characteristics of the prognostic models are appreciated by integrating the results of multiple analytical methods.
CONCLUSION
The comprehensive analytical tool aimed to integrate statistical significance, weight, "stability" and clinical "net" benefit, gives back a prognostic framework explaining a relevant portion of both outcomes' variability in which the strong association of the disability status with both outcomes is comparable to and followed by a time modulated role of age. Our data do not support a differentiated association of traumatic vs non-traumatic etiology. The results encourage the use of integrated approach to analyze cohort data.

Identifiants

pubmed: 31557186
doi: 10.1371/journal.pone.0216507
pii: PONE-D-19-10350
pmc: PMC6762165
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

e0216507

Déclaration de conflit d'intérêts

The authors have declared that no competing interests exist.

Références

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Auteurs

Bernardo Lanzillo (B)

Istituti Clinici Maugeri, IRCCS di Telese Terme, Via Bagni Vecchi 1, Telese T, BN, Italy.

Giuseppe Piscosquito (G)

Istituti Clinici Maugeri, IRCCS di Telese Terme, Via Bagni Vecchi 1, Telese T, BN, Italy.

Laura Marcuccio (L)

Istituti Clinici Maugeri, IRCCS di Telese Terme, Via Bagni Vecchi 1, Telese T, BN, Italy.

Anna Lanzillo (A)

Istituti Clinici Maugeri, IRCCS di Telese Terme, Via Bagni Vecchi 1, Telese T, BN, Italy.

Dino Franco Vitale (DF)

Istituti Clinici Maugeri, IRCCS di Telese Terme, Via Bagni Vecchi 1, Telese T, BN, Italy.
Casa di Cura San Michele, Via Montella 16, Maddaloni, CE, Italy.

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