A clinical prediction rule for ambulation outcomes after traumatic spinal cord injury: a longitudinal cohort study

Summary Background Traumatic spinal cord injury is a serious disorder in which early prediction of ambulation is important to counsel patients and to plan rehabilitation. We developed a reliable, validated prediction rule to assess a patient's chances of walking independently after such injury....

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Veröffentlicht in:The Lancet (British edition) 2011-03, Vol.377 (9770), p.1004-1010
Hauptverfasser: van Middendorp, Joost J, Dr, Hosman, Allard JF, MD, Donders, A Rogier T, PhD, Pouw, Martin H, MD, Ditunno, John F, Prof, Curt, Armin, Prof, Geurts, Alexander CH, Prof, Van de Meent, Hendrik, MD
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container_end_page 1010
container_issue 9770
container_start_page 1004
container_title The Lancet (British edition)
container_volume 377
creator van Middendorp, Joost J, Dr
Hosman, Allard JF, MD
Donders, A Rogier T, PhD
Pouw, Martin H, MD
Ditunno, John F, Prof
Curt, Armin, Prof
Geurts, Alexander CH, Prof
Van de Meent, Hendrik, MD
description Summary Background Traumatic spinal cord injury is a serious disorder in which early prediction of ambulation is important to counsel patients and to plan rehabilitation. We developed a reliable, validated prediction rule to assess a patient's chances of walking independently after such injury. Methods We undertook a longitudinal cohort study of adult patients with traumatic spinal cord injury, with early (within the first 15 days after injury) and late (1-year follow-up) clinical examinations, who were admitted to one of 19 European centres between July, 2001, and June, 2008. A clinical prediction rule based on age and neurological variables was derived from the international standards for neurological classification of spinal cord injury with a multivariate logistic regression model. Primary outcome measure 1 year after injury was independent indoor walking based on the Spinal Cord Independence Measure. Model performances were quantified with respect to discrimination (area under receiver-operating-characteristics curve [AUC]). Temporal validation was done in a second group of patients from July, 2008, to December, 2009. Findings Of 1442 patients with spinal cord injury, 492 had available outcome measures. A combination of age (
doi_str_mv 10.1016/S0140-6736(10)62276-3
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We developed a reliable, validated prediction rule to assess a patient's chances of walking independently after such injury. Methods We undertook a longitudinal cohort study of adult patients with traumatic spinal cord injury, with early (within the first 15 days after injury) and late (1-year follow-up) clinical examinations, who were admitted to one of 19 European centres between July, 2001, and June, 2008. A clinical prediction rule based on age and neurological variables was derived from the international standards for neurological classification of spinal cord injury with a multivariate logistic regression model. Primary outcome measure 1 year after injury was independent indoor walking based on the Spinal Cord Independence Measure. Model performances were quantified with respect to discrimination (area under receiver-operating-characteristics curve [AUC]). Temporal validation was done in a second group of patients from July, 2008, to December, 2009. Findings Of 1442 patients with spinal cord injury, 492 had available outcome measures. A combination of age (&lt;65 vs ≥65 years), motor scores of the quadriceps femoris (L3), gastrocsoleus (S1) muscles, and light touch sensation of dermatomes L3 and S1 showed excellent discrimination in distinguishing independent walkers from dependent walkers and non-walkers (AUC 0·956, 95% CI 0·936–0·976, p&lt;0·0001). Temporal validation in 99 patients confirmed excellent discriminating ability of the prediction rule (AUC 0·967, 0·939–0·995, p&lt;0·0001). Interpretation Our prediction rule, including age and four neurological tests, can give an early prognosis of an individual's ability to walk after traumatic spinal cord injury, which can be used to set rehabilitation goals and might improve the ability to stratify patients in interventional trials. Funding Internationale Stiftung für Forschung in Paraplegie.</description><identifier>ISSN: 0140-6736</identifier><identifier>EISSN: 1474-547X</identifier><identifier>DOI: 10.1016/S0140-6736(10)62276-3</identifier><identifier>PMID: 21377202</identifier><identifier>CODEN: LANCAO</identifier><language>eng</language><publisher>Kidlington: Elsevier Ltd</publisher><subject>Abbreviated Injury Scale ; Adolescent ; Adult ; adults ; Age ; Age Factors ; Aged ; Aged, 80 and over ; Biological and medical sciences ; Cerebrospinal fluid. Meninges. Spinal cord ; Classification ; clinical examination ; Clinical medicine ; Clinical trials ; Cohort Studies ; Disability Evaluation ; Female ; General aspects ; Humans ; Injuries ; Internal Medicine ; International standards ; Longitudinal Studies ; Male ; Medical sciences ; Middle Aged ; Miscellaneous ; model validation ; Mortality ; Multivariate Analysis ; Muscles ; Nervous system (semeiology, syndromes) ; Neurologic Examination - methods ; Neurology ; patients ; Physicians ; planning ; prediction ; Predictive Value of Tests ; Prognosis ; Public health. Hygiene ; Public health. Hygiene-occupational medicine ; quadriceps muscle ; Recovery of Function - physiology ; Regression analysis ; Rehabilitation ; spinal cord ; Spinal cord injuries ; Spinal Cord Injuries - rehabilitation ; Spinal cord injury ; Tactile stimuli ; Validation studies ; Walking ; Walking - physiology ; Young Adult</subject><ispartof>The Lancet (British edition), 2011-03, Vol.377 (9770), p.1004-1010</ispartof><rights>Elsevier Ltd</rights><rights>2011 Elsevier Ltd</rights><rights>2015 INIST-CNRS</rights><rights>Copyright © 2011 Elsevier Ltd. All rights reserved.</rights><rights>Copyright Elsevier Limited Mar 19-Mar 25, 2011</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c651t-c7f1753072a08bb39e19990484f7b06fd7d56f465655ce80bceac4b19fd420013</citedby><cites>FETCH-LOGICAL-c651t-c7f1753072a08bb39e19990484f7b06fd7d56f465655ce80bceac4b19fd420013</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://www.proquest.com/docview/857846035?pq-origsite=primo$$EHTML$$P50$$Gproquest$$H</linktohtml><link.rule.ids>315,782,786,3554,27933,27934,46004,64394,64396,64398,72478</link.rule.ids><backlink>$$Uhttp://pascal-francis.inist.fr/vibad/index.php?action=getRecordDetail&amp;idt=23955132$$DView record in Pascal Francis$$Hfree_for_read</backlink><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/21377202$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>van Middendorp, Joost J, Dr</creatorcontrib><creatorcontrib>Hosman, Allard JF, MD</creatorcontrib><creatorcontrib>Donders, A Rogier T, PhD</creatorcontrib><creatorcontrib>Pouw, Martin H, MD</creatorcontrib><creatorcontrib>Ditunno, John F, Prof</creatorcontrib><creatorcontrib>Curt, Armin, Prof</creatorcontrib><creatorcontrib>Geurts, Alexander CH, Prof</creatorcontrib><creatorcontrib>Van de Meent, Hendrik, MD</creatorcontrib><creatorcontrib>for the EM-SCI Study Group</creatorcontrib><creatorcontrib>EM-SCI Study Group</creatorcontrib><title>A clinical prediction rule for ambulation outcomes after traumatic spinal cord injury: a longitudinal cohort study</title><title>The Lancet (British edition)</title><addtitle>Lancet</addtitle><description>Summary Background Traumatic spinal cord injury is a serious disorder in which early prediction of ambulation is important to counsel patients and to plan rehabilitation. We developed a reliable, validated prediction rule to assess a patient's chances of walking independently after such injury. Methods We undertook a longitudinal cohort study of adult patients with traumatic spinal cord injury, with early (within the first 15 days after injury) and late (1-year follow-up) clinical examinations, who were admitted to one of 19 European centres between July, 2001, and June, 2008. A clinical prediction rule based on age and neurological variables was derived from the international standards for neurological classification of spinal cord injury with a multivariate logistic regression model. Primary outcome measure 1 year after injury was independent indoor walking based on the Spinal Cord Independence Measure. Model performances were quantified with respect to discrimination (area under receiver-operating-characteristics curve [AUC]). Temporal validation was done in a second group of patients from July, 2008, to December, 2009. Findings Of 1442 patients with spinal cord injury, 492 had available outcome measures. A combination of age (&lt;65 vs ≥65 years), motor scores of the quadriceps femoris (L3), gastrocsoleus (S1) muscles, and light touch sensation of dermatomes L3 and S1 showed excellent discrimination in distinguishing independent walkers from dependent walkers and non-walkers (AUC 0·956, 95% CI 0·936–0·976, p&lt;0·0001). Temporal validation in 99 patients confirmed excellent discriminating ability of the prediction rule (AUC 0·967, 0·939–0·995, p&lt;0·0001). Interpretation Our prediction rule, including age and four neurological tests, can give an early prognosis of an individual's ability to walk after traumatic spinal cord injury, which can be used to set rehabilitation goals and might improve the ability to stratify patients in interventional trials. Funding Internationale Stiftung für Forschung in Paraplegie.</description><subject>Abbreviated Injury Scale</subject><subject>Adolescent</subject><subject>Adult</subject><subject>adults</subject><subject>Age</subject><subject>Age Factors</subject><subject>Aged</subject><subject>Aged, 80 and over</subject><subject>Biological and medical sciences</subject><subject>Cerebrospinal fluid. Meninges. Spinal cord</subject><subject>Classification</subject><subject>clinical examination</subject><subject>Clinical medicine</subject><subject>Clinical trials</subject><subject>Cohort Studies</subject><subject>Disability Evaluation</subject><subject>Female</subject><subject>General aspects</subject><subject>Humans</subject><subject>Injuries</subject><subject>Internal Medicine</subject><subject>International standards</subject><subject>Longitudinal Studies</subject><subject>Male</subject><subject>Medical sciences</subject><subject>Middle Aged</subject><subject>Miscellaneous</subject><subject>model validation</subject><subject>Mortality</subject><subject>Multivariate Analysis</subject><subject>Muscles</subject><subject>Nervous system (semeiology, syndromes)</subject><subject>Neurologic Examination - methods</subject><subject>Neurology</subject><subject>patients</subject><subject>Physicians</subject><subject>planning</subject><subject>prediction</subject><subject>Predictive Value of Tests</subject><subject>Prognosis</subject><subject>Public health. Hygiene</subject><subject>Public health. 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Meninges. Spinal cord</topic><topic>Classification</topic><topic>clinical examination</topic><topic>Clinical medicine</topic><topic>Clinical trials</topic><topic>Cohort Studies</topic><topic>Disability Evaluation</topic><topic>Female</topic><topic>General aspects</topic><topic>Humans</topic><topic>Injuries</topic><topic>Internal Medicine</topic><topic>International standards</topic><topic>Longitudinal Studies</topic><topic>Male</topic><topic>Medical sciences</topic><topic>Middle Aged</topic><topic>Miscellaneous</topic><topic>model validation</topic><topic>Mortality</topic><topic>Multivariate Analysis</topic><topic>Muscles</topic><topic>Nervous system (semeiology, syndromes)</topic><topic>Neurologic Examination - methods</topic><topic>Neurology</topic><topic>patients</topic><topic>Physicians</topic><topic>planning</topic><topic>prediction</topic><topic>Predictive Value of Tests</topic><topic>Prognosis</topic><topic>Public health. Hygiene</topic><topic>Public health. Hygiene-occupational medicine</topic><topic>quadriceps muscle</topic><topic>Recovery of Function - physiology</topic><topic>Regression analysis</topic><topic>Rehabilitation</topic><topic>spinal cord</topic><topic>Spinal cord injuries</topic><topic>Spinal Cord Injuries - rehabilitation</topic><topic>Spinal cord injury</topic><topic>Tactile stimuli</topic><topic>Validation studies</topic><topic>Walking</topic><topic>Walking - physiology</topic><topic>Young Adult</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>van Middendorp, Joost J, Dr</creatorcontrib><creatorcontrib>Hosman, Allard JF, MD</creatorcontrib><creatorcontrib>Donders, A Rogier T, PhD</creatorcontrib><creatorcontrib>Pouw, Martin H, MD</creatorcontrib><creatorcontrib>Ditunno, John F, Prof</creatorcontrib><creatorcontrib>Curt, Armin, Prof</creatorcontrib><creatorcontrib>Geurts, Alexander CH, Prof</creatorcontrib><creatorcontrib>Van de Meent, Hendrik, MD</creatorcontrib><creatorcontrib>for the EM-SCI Study Group</creatorcontrib><creatorcontrib>EM-SCI Study Group</creatorcontrib><collection>AGRIS</collection><collection>Pascal-Francis</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>News PRO</collection><collection>Pharma and Biotech Premium PRO</collection><collection>Global News &amp; 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Medical Complete (Alumni)</collection><collection>Nursing &amp; Allied Health Database (Alumni Edition)</collection><collection>ProQuest Newsstand Professional</collection><collection>ProQuest Biological Science Collection</collection><collection>Consumer Health Database</collection><collection>Health &amp; Medical Collection (Alumni Edition)</collection><collection>Healthcare Administration Database</collection><collection>Medical Database</collection><collection>Psychology Database</collection><collection>Research Library</collection><collection>Science Database</collection><collection>Algology Mycology and Protozoology Abstracts (Microbiology C)</collection><collection>Biological Science Database</collection><collection>Research Library (Corporate)</collection><collection>Nursing &amp; Allied Health Premium</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest One Psychology</collection><collection>ProQuest Central Basic</collection><collection>SIRS Editorial</collection><collection>MEDLINE - Academic</collection><jtitle>The Lancet (British edition)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>van Middendorp, Joost J, Dr</au><au>Hosman, Allard JF, MD</au><au>Donders, A Rogier T, PhD</au><au>Pouw, Martin H, MD</au><au>Ditunno, John F, Prof</au><au>Curt, Armin, Prof</au><au>Geurts, Alexander CH, Prof</au><au>Van de Meent, Hendrik, MD</au><aucorp>for the EM-SCI Study Group</aucorp><aucorp>EM-SCI Study Group</aucorp><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>A clinical prediction rule for ambulation outcomes after traumatic spinal cord injury: a longitudinal cohort study</atitle><jtitle>The Lancet (British edition)</jtitle><addtitle>Lancet</addtitle><date>2011-03-19</date><risdate>2011</risdate><volume>377</volume><issue>9770</issue><spage>1004</spage><epage>1010</epage><pages>1004-1010</pages><issn>0140-6736</issn><eissn>1474-547X</eissn><coden>LANCAO</coden><abstract>Summary Background Traumatic spinal cord injury is a serious disorder in which early prediction of ambulation is important to counsel patients and to plan rehabilitation. We developed a reliable, validated prediction rule to assess a patient's chances of walking independently after such injury. Methods We undertook a longitudinal cohort study of adult patients with traumatic spinal cord injury, with early (within the first 15 days after injury) and late (1-year follow-up) clinical examinations, who were admitted to one of 19 European centres between July, 2001, and June, 2008. A clinical prediction rule based on age and neurological variables was derived from the international standards for neurological classification of spinal cord injury with a multivariate logistic regression model. Primary outcome measure 1 year after injury was independent indoor walking based on the Spinal Cord Independence Measure. Model performances were quantified with respect to discrimination (area under receiver-operating-characteristics curve [AUC]). Temporal validation was done in a second group of patients from July, 2008, to December, 2009. Findings Of 1442 patients with spinal cord injury, 492 had available outcome measures. A combination of age (&lt;65 vs ≥65 years), motor scores of the quadriceps femoris (L3), gastrocsoleus (S1) muscles, and light touch sensation of dermatomes L3 and S1 showed excellent discrimination in distinguishing independent walkers from dependent walkers and non-walkers (AUC 0·956, 95% CI 0·936–0·976, p&lt;0·0001). Temporal validation in 99 patients confirmed excellent discriminating ability of the prediction rule (AUC 0·967, 0·939–0·995, p&lt;0·0001). Interpretation Our prediction rule, including age and four neurological tests, can give an early prognosis of an individual's ability to walk after traumatic spinal cord injury, which can be used to set rehabilitation goals and might improve the ability to stratify patients in interventional trials. Funding Internationale Stiftung für Forschung in Paraplegie.</abstract><cop>Kidlington</cop><pub>Elsevier Ltd</pub><pmid>21377202</pmid><doi>10.1016/S0140-6736(10)62276-3</doi><tpages>7</tpages></addata></record>
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1474-547X
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source MEDLINE; Access via ScienceDirect (Elsevier); ProQuest Central UK/Ireland
subjects Abbreviated Injury Scale
Adolescent
Adult
adults
Age
Age Factors
Aged
Aged, 80 and over
Biological and medical sciences
Cerebrospinal fluid. Meninges. Spinal cord
Classification
clinical examination
Clinical medicine
Clinical trials
Cohort Studies
Disability Evaluation
Female
General aspects
Humans
Injuries
Internal Medicine
International standards
Longitudinal Studies
Male
Medical sciences
Middle Aged
Miscellaneous
model validation
Mortality
Multivariate Analysis
Muscles
Nervous system (semeiology, syndromes)
Neurologic Examination - methods
Neurology
patients
Physicians
planning
prediction
Predictive Value of Tests
Prognosis
Public health. Hygiene
Public health. Hygiene-occupational medicine
quadriceps muscle
Recovery of Function - physiology
Regression analysis
Rehabilitation
spinal cord
Spinal cord injuries
Spinal Cord Injuries - rehabilitation
Spinal cord injury
Tactile stimuli
Validation studies
Walking
Walking - physiology
Young Adult
title A clinical prediction rule for ambulation outcomes after traumatic spinal cord injury: a longitudinal cohort study
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