Literature DB >> 32544398

Data Mining to Understand How Health Status Preceding Traumatic Brain Injury Affects Functional Outcome: A Population-Based Sex-Stratified Study.

Vincy Chan1, Mitchell Sutton2, Tatyana Mollayeva2, Michael D Escobar3, Mackenzie Hurst2, Angela Colantonio4.   

Abstract

OBJECTIVES: To understand how health status preceding traumatic brain injury (TBI) affects relative functional gain after inpatient rehabilitation using a data mining approach.
DESIGN: Population-based, sex-stratified, retrospective cohort study using health administrative data from Ontario, Canada (39% of the Canadian population).
SETTING: Inpatient rehabilitation. PARTICIPANTS: Patients 14 years or older (N=5802; 63.4% male) admitted to inpatient rehabilitation within 1 year of a TBI-related acute care discharge between April 1, 2008, and March 31, 2015.
INTERVENTIONS: Not applicable. MAIN OUTCOME MEASURES: Relative functional gain (RFG) in percentage, calculated as ([discharge FIM-admission FIM]/[126-admission FIM]×100). Health status prior to TBI was identified and internally validated using a data mining approach that categorized all International Classification of Diseases, 10th revision, codes for each patient.
RESULTS: The average RFG was 52.8%±27.6% among male patients and 51.6%±27.1% among female patients. Sex-specific Bonferroni adjusted multivariable linear regressions identified 10 factors of preinjury health status related to neurology, emergency medicine, cardiology, psychiatry, geriatrics, and gastroenterology that were significantly associated with reduced RFG in FIM for male patients. Only 1 preinjury health status category, geriatrics, was significantly associated with RFG in female patients.
CONCLUSIONS: Comorbid health conditions present up to 5 years preceding the TBI event were significantly associated with RFG. These findings should be considered when planning and executing interventions to maximize functional gain and to support an interdisciplinary approach. Best practices guidelines and clinical interventions for older male and female patients with TBI should be developed given the increasingly aging population with TBI.
Copyright © 2020 American Congress of Rehabilitation Medicine. Published by Elsevier Inc. All rights reserved.

Entities:  

Keywords:  Brain injuries; Comorbidity; Data mining; International Classification of Diseases; Rehabilitation

Mesh:

Year:  2020        PMID: 32544398      PMCID: PMC7483900          DOI: 10.1016/j.apmr.2020.05.017

Source DB:  PubMed          Journal:  Arch Phys Med Rehabil        ISSN: 0003-9993            Impact factor:   3.966


  19 in total

1.  Changes in Patient Demographics and Outcomes in the Inpatient Rehabilitation Facility Traumatic Brain Injury Population from 2002 to 2016: Implications for Patient Care and Clinical Trials.

Authors:  Adam G Lamm; Richard Goldstein; Joseph T Giacino; Paulette Niewczyk; Jeffrey C Schneider; Ross Zafonte
Journal:  J Neurotrauma       Date:  2019-05-16       Impact factor: 5.269

2.  Variations in Inpatient Rehabilitation Functional Outcomes Across Centers in the Traumatic Brain Injury Model Systems Study and the Influence of Demographics and Injury Severity on Patient Outcomes.

Authors:  Marie N Dahdah; Sunni Barnes; Amy Buros; Rosemary Dubiel; Cynthia Dunklin; Librada Callender; Caryn Harper; Amy Wilson; Ramon Diaz-Arrastia; Thomas Bergquist; Mark Sherer; Gale Whiteneck; Christopher Pretz; Rodney D Vanderploeg; Shahid Shafi
Journal:  Arch Phys Med Rehabil       Date:  2016-05-28       Impact factor: 3.966

3.  Rehospitalization After Traumatic Brain Injury: A Population-Based Study.

Authors:  Cristina Saverino; Bonnie Swaine; Susan Jaglal; John Lewko; Lee Vernich; Jennifer Voth; Andrew Calzavara; Angela Colantonio
Journal:  Arch Phys Med Rehabil       Date:  2015-05-02       Impact factor: 3.966

4.  Older adults with acquired brain injury: outcomes after inpatient rehabilitation.

Authors:  Vincy Chan; Brandon Zagorski; Daria Parsons; Angela Colantonio
Journal:  Can J Aging       Date:  2013-08-06

5.  Effects of Patient Preinjury and Injury Characteristics on Acute Rehabilitation Outcomes for Traumatic Brain Injury.

Authors:  John D Corrigan; Susan D Horn; Ryan S Barrett; Randall J Smout; Jennifer Bogner; Flora M Hammond; Murray E Brandstater; Sarah Majercik
Journal:  Arch Phys Med Rehabil       Date:  2015-08       Impact factor: 3.966

6.  Ethnic differences in discharge destination among older patients with traumatic brain injury.

Authors:  Pei-Fen J Chang; Glenn V Ostir; Yong-Fang Kuo; Carl V Granger; Kenneth J Ottenbacher
Journal:  Arch Phys Med Rehabil       Date:  2008-02       Impact factor: 3.966

7.  Defining neurotrauma in administrative data using the International Classification of Diseases Tenth Revision.

Authors:  Amy Y Chen; Angela Colantonio
Journal:  Emerg Themes Epidemiol       Date:  2011-05-15

Review 8.  Defining pediatric traumatic brain injury using International Classification of Diseases Version 10 Codes: a systematic review.

Authors:  Vincy Chan; Pravheen Thurairajah; Angela Colantonio
Journal:  BMC Neurol       Date:  2015-02-04       Impact factor: 2.474

9.  Clinical profile and comorbidity of traumatic brain injury among younger and older men and women: a brief research notes.

Authors:  Vincy Chan; Tatyana Mollayeva; Kenneth J Ottenbacher; Angela Colantonio
Journal:  BMC Res Notes       Date:  2017-08-08

10.  Data mining to understand health status preceding traumatic brain injury.

Authors:  Tatyana Mollayeva; Mitchell Sutton; Vincy Chan; Angela Colantonio; Sayantee Jana; Michael Escobar
Journal:  Sci Rep       Date:  2019-04-03       Impact factor: 4.379

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  4 in total

Review 1.  Social Determinants of Health in Physiatry: Challenges and Opportunities for Clinical Decision Making and Improving Treatment Precision.

Authors:  Rosalynn R Z Conic; Carolyn Geis; Heather K Vincent
Journal:  Front Public Health       Date:  2021-11-11

2.  Sex-specific analysis of traumatic brain injury events: applying computational and data visualization techniques to inform prevention and management.

Authors:  Tatyana Mollayeva; Andrew Tran; Vincy Chan; Angela Colantonio; Michael D Escobar
Journal:  BMC Med Res Methodol       Date:  2022-01-30       Impact factor: 4.615

3.  A systematic review on integrated care for traumatic brain injury, mental health, and substance use.

Authors:  Vincy Chan; Danielle Toccalino; Samira Omar; Riya Shah; Angela Colantonio
Journal:  PLoS One       Date:  2022-03-03       Impact factor: 3.240

4.  Social determinants of health associated with psychological distress stratified by lifetime traumatic brain injury status and sex: Cross-sectional evidence from a population sample of adults in Ontario, Canada.

Authors:  Vincy Chan; Lauren Marcus; Danielle Burlie; Robert E Mann; Danielle Toccalino; Michael D Cusimano; Gabriela Ilie; Angela Colantonio
Journal:  PLoS One       Date:  2022-08-31       Impact factor: 3.752

  4 in total

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