메뉴 건너뛰기




Volumn 15, Issue 5-6, 2014, Pages 444-452

RandomForest4Life: A Random Forest for predicting ALS disease progression

Author keywords

ALSFRS; ALSFRS R; Prize4Life; PRO ACT; Prognostic factors; Score ratio; Slope

Indexed keywords

CREATINE KINASE; CREATININE;

EID: 84906349036     PISSN: 21678421     EISSN: 21679223     Source Type: Journal    
DOI: 10.3109/21678421.2014.893361     Document Type: Article
Times cited : (61)

References (35)
  • 2
    • 33644910952 scopus 로고    scopus 로고
    • Progression rate of alsfrsr at time of diagnosis predicts survival time in als
    • Kimura F, Fujimura C, Ishida S, Nakajima H, Furutama D, Uehara H, et al. Progression rate of ALSFRSR at time of diagnosis predicts survival time in ALS. Neurology. 2006; 66: 265-7
    • (2006) Neurology , vol.66 , pp. 265-267
    • Kimura, F.1    Fujimura, C.2    Ishida, S.3    Nakajima, H.4    Furutama, D.5    Uehara, H.6
  • 5
    • 0001163277 scopus 로고    scopus 로고
    • The amyotrophic lateral sclerosis functional rating scale: Assessment of activities of daily living in patients with amyotrophic lateral sclerosis
    • Brooks BR, Sanjak M, Ringel S, England J, Brinkmann J, Pestronk A, et al. The amyotrophic lateral sclerosis functional rating scale: Assessment of activities of daily living in patients with amyotrophic lateral sclerosis. Archives of Neurology. 1996;53: 141-7
    • (1996) Archives of Neurology , vol.53 , pp. 141-147
    • Brooks, B.R.1    Sanjak, M.2    Ringel, S.3    England, J.4    Brinkmann, J.5    Pestronk, A.6
  • 7
    • 33750457344 scopus 로고    scopus 로고
    • Analysis of factors that modify susceptibility and rate of progression in amyotrophic lateral sclerosis (ALS
    • Qureshi MM, Hayden D, Urbinelli L, Ferrante K, Newhall K, Myers D, et al. Analysis of factors that modify susceptibility and rate of progression in amyotrophic lateral sclerosis (ALS). Amyotroph Lateral Scler. 2006;7: 173-82
    • (2006) Amyotroph Lateral Scler , vol.7 , pp. 173-182
    • Qureshi, M.M.1    Hayden, D.2    Urbinelli, L.3    Ferrante, K.4    Newhall, K.5    Myers, D.6
  • 12
    • 84862245802 scopus 로고    scopus 로고
    • Microglial activation correlates with disease progression and upper motor neuron clinical symptoms in amyotrophic lateral sclerosis
    • Brettschneider J, Toledo JB, Deerlin VMV, Elman L, McCluskey L, Lee VMY, Trojanowski JQ. Microglial activation correlates with disease progression and upper motor neuron clinical symptoms in amyotrophic lateral sclerosis. PLoS One. 2012;7: E39216
    • (2012) PLoS One , vol.7
    • Brettschneider, J.1    Toledo, J.B.2    Deerlin, V.M.V.3    Elman, L.4    McCluskey, L.5    Lee, V.M.Y.6    Trojanowski, J.Q.7
  • 13
    • 84906340183 scopus 로고    scopus 로고
    • DREAM Project. Accessed 2013-05-24
    • DREAM Project. DREAM Project Webpage, 2013. URL http: //www.the-dream-project.org/. Accessed 2013-05-24
    • (2013) DREAM Project Webpage
  • 14
    • 84906340174 scopus 로고    scopus 로고
    • Prize4Life. URL. Accessed 2013-05-24
    • Prize4Life. Prize4Life Webpage, 2013. URL http: //www. prize4life.org/. Accessed 2013-05-24
    • (2013) Prize4Life Webpage
  • 15
    • 84906340175 scopus 로고    scopus 로고
    • InnoCentive. URL Accessed 2013-05-24
    • InnoCentive. InnoCentive Webpage, 2013. URL http: //www. innocentive.com/. Accessed 2013-05-24
    • (2013) InnoCentive Webpage
  • 16
    • 84906340166 scopus 로고    scopus 로고
    • Stolovitzky G, Leitner M. Predicting ALS progression: Insights into the disease from a crowdsourcing effort Unpublished manuscript
    • Küffner R, Zach N, Norel R, Hawe J, Schoenfeld D, Wang L, et al., DREAM 7 ALS Prediction Prize Consortium, Stolovitzky G, Leitner M. Predicting ALS progression: Insights into the disease from a crowdsourcing effort, 2013. Unpublished manuscript
    • (2013) DREAM 7 ALS Prediction Prize Consortium
    • Küffner, R.1    Zach, N.2    Norel, R.3    Hawe, J.4    Schoenfeld, D.5    Wang, L.6
  • 17
    • 84906335801 scopus 로고    scopus 로고
    • Prize4Life, Neurological Clinical Research Institute, Massachusetts Geeral Hospital. Accessed 2013-05-24
    • Prize4Life, Neurological Clinical Research Institute, Massachusetts Geeral Hospital. Pooled Resource Open-Access ALS Clinical Trials Database, 2013. URL https: // nctu.partners.org/ProACT/. Accessed 2013-05-24
    • (2013) Pooled Resource Open-Access ALS Clinical Trials Database
  • 18
    • 0005403027 scopus 로고
    • The natural history of amyotrophic lateral sclerosis
    • In: Williams AC editor. London UK Chapman & Hall Medical
    • Brooks BR, Lewis D, Rawling J, Sanjak M, Belden D, Hakim H, et al. The natural history of amyotrophic lateral sclerosis. In: Williams AC, editor. Motor Neuron Disease. London, UK: Chapman & Hall Medical; 1994. pp. 131-70
    • (1994) Motor Neuron Disease , pp. 131-170
    • Brooks, B.R.1    Lewis, D.2    Rawling, J.3    Sanjak, M.4    Belden, D.5    Hakim, H.6
  • 20
    • 0002474481 scopus 로고
    • Growth-rate determinition in nutrition studies with the bacon pig, and their analysis
    • Wishart J. Growth-rate determinition in nutrition studies with the bacon pig, and their analysis. Biometrika. 1938; 30: 16-28
    • (1938) Biometrika , vol.30 , pp. 16-28
    • Wishart, J.1
  • 21
    • 84958430180 scopus 로고
    • Analysing data with repeated observations on each experimental unit
    • Rowell JG, Walters DE. Analysing data with repeated observations on each experimental unit. Journal of Agricultural Science. 1976;87: 423-32
    • (1976) J ournal of Agricultural Science , vol.87 , pp. 423-432
    • Rowell, J.G.1    Walters, D.E.2
  • 23
    • 33847096395 scopus 로고    scopus 로고
    • Bias in random forest variable importance measures: Illustrations, sources and a solution
    • Strobl C, Boulesteix AL, Zeileis A, Hothorn T. Bias in random forest variable importance measures: Illustrations, sources and a solution. BMC Bioinformatics. 2007;8: 25
    • (2007) BMC Bioinformatics , vol.8 , pp. 25
    • Strobl, C.1    Boulesteix, A.L.2    Zeileis, A.3    Hothorn, T.4
  • 24
  • 26
    • 72449170109 scopus 로고    scopus 로고
    • An introduction to recursive partitioning: Rationale application and characteristics of classification and regression trees bagging and random forests
    • Strobl C, Malley J, Tutz G. An introduction to recursive partitioning: Rationale, application, and characteristics of classification and regression trees, bagging, and random forests. Psychological Methods. 2009;14: 323-48
    • (2009) Psychological Methods , vol.14 , pp. 323-348
    • Strobl, C.1    Malley, J.2    Tutz, G.3
  • 27
    • 84906340167 scopus 로고    scopus 로고
    • Prize4Life, Neurological Clinical Research Institute, Massachusetts General Hospital. URL. Accessed 2013-05-24
    • Prize4Life, Neurological Clinical Research Institute, Massachusetts General Hospital. AGuide to the PROACT Database, 2013. URL https: //nctu.partners.org/ ProACT/Home/HowToUse. Accessed 2013-05-24
    • (2013) AGuide to the PROACT Database
  • 28
    • 84863304598 scopus 로고    scopus 로고
    • RCore Team RFoundation for Statistical Computing, Vienna, Austria. URL
    • RCore Team. R: A Language and Environment for Statistical Computing. RFoundation for Statistical Computing, Vienna, Austria, 2013. URL http: //www.R-project.org/
    • (2013) R: A Language and Environment for Statistical Computing
  • 31
    • 84906335801 scopus 로고    scopus 로고
    • Prize4Life, Neurological Clinical Research Institute, Massachusetts General Hospital. URL Accessed 2013-11-04
    • Prize4Life, Neurological Clinical Research Institute, Massachusetts General Hospital. Pooled Resource Open-Access ALS Clinical Trials Database-ALS Prize Data, 2013. URL https: //nctu.partners.org/ProACT/data. Accessed 2013-11-04
    • (2013) Pooled Resource Open-Access ALS Clinical Trials Database-ALS Prize Data
  • 32
    • 84906340169 scopus 로고    scopus 로고
    • DREAM, Prize4Life. URL. Accessed 2013-05-24
    • DREAM, Prize4Life. The DREAM Phil Bowen ALS Prediction Prize4Life Challenge, 2012. URL http: //www.thedream-project.org/result/dream-phil-bowen- Als-predictionprize4life-challenge. Accessed 2013-05-24
    • (2012) The DREAM Phil Bowen ALS Prediction Prize4Life Challenge
  • 34
    • 84888055648 scopus 로고    scopus 로고
    • Evidence of multidimensionality in the ALSFRS-R scale: A critical appraisal on its measurement properties using Rasch analysis
    • Franchignoni F, Mora G, Giordano A, Volanti P, Chió A. Evidence of multidimensionality in the ALSFRS-R scale: A critical appraisal on its measurement properties using Rasch analysis. Journal of Neurology, Neurosurgery & Psychiatry. 2013;84: 1340-5
    • (2013) J ournal of Neurology, Neurosurgery & Psychiatry , vol.84 , pp. 1340-1345
    • Franchignoni, F.1    Mora, G.2    Giordano, A.3    Volanti, P.4    Chió, A.5
  • 35
    • 82955167994 scopus 로고    scopus 로고
    • Als clinical trials: Denrolled patients accurately represent the als population
    • MGabriele for the PARALS Group
    • Chió A, Canosa A, Gallo S, Cammarosano S, Moglia C, Fuda G, Calvo A, MGabriele for the PARALS Group. ALS clinical trials: Denrolled patients accurately represent the ALS population? Neurology 2011;77: 1432-7
    • (2011) Neurology , vol.77 , pp. 1432-1437
    • Chió, A.1    Canosa, A.2    Gallo, S.3    Cammarosano, S.4    Moglia, C.5    Fuda, G.6    Calvo, A.7


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.