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Volumn 28, Issue 1, 2007, Pages 56-64

Disability evolution in multiple sclerosis: How to deal with missing transition times in the Markov model?

Author keywords

Markov model; Missing data; Multiple imputation; Multiple sclerosis

Indexed keywords

ADULT; ARTICLE; CONTROLLED STUDY; DATA ANALYSIS; DISEASE COURSE; FEMALE; HUMAN; INTERMETHOD COMPARISON; MAJOR CLINICAL STUDY; MALE; MEDICAL RECORD REVIEW; METHODOLOGY; MULTIPLE SCLEROSIS; PHYSICAL DISABILITY; PROBABILITY; PROGNOSIS;

EID: 33846864419     PISSN: 02515350     EISSN: None     Source Type: Journal    
DOI: 10.1159/000098518     Document Type: Article
Times cited : (5)

References (41)
  • 1
    • 0018942701 scopus 로고
    • Course and prognosis of multiple sclerosis assessed by the computerized data processing of 349 patients
    • Confavreux C, Aimard G, Devic M: Course and prognosis of multiple sclerosis assessed by the computerized data processing of 349 patients. Brain 1980;103:281-300.
    • (1980) Brain , vol.103 , pp. 281-300
    • Confavreux, C.1    Aimard, G.2    Devic, M.3
  • 2
    • 33846892637 scopus 로고
    • Rating neurologic impairment in multiple sclerosis: An expanded disability status scale (EDSS)
    • Kurtze JF: Rating neurologic impairment in multiple sclerosis: an expanded disability status scale (EDSS). Neurology 1983;36:553-564.
    • (1983) Neurology , vol.36 , pp. 553-564
    • Kurtze, J.F.1
  • 4
    • 0002642002 scopus 로고    scopus 로고
    • Relapses, progression, inflammation and neurodegeneration in multiple sclerosis: A changing view
    • Confavreux C: Relapses, progression, inflammation and neurodegeneration in multiple sclerosis: a changing view. Adv Clin Neurosci Rehabil 2002;2:7-9.
    • (2002) Adv Clin Neurosci Rehabil , vol.2 , pp. 7-9
    • Confavreux, C.1
  • 5
    • 0037441487 scopus 로고    scopus 로고
    • Axonal loss in the pathology of MS: Consequences for understanding the progressive phase of the disease
    • Bjartmar C, Wujek TR, Trapp BD: Axonal loss in the pathology of MS: consequences for understanding the progressive phase of the disease. J Neurosci 2003;206:165-171.
    • (2003) J Neurosci , vol.206 , pp. 165-171
    • Bjartmar, C.1    Wujek, T.R.2    Trapp, B.D.3
  • 6
    • 0034676548 scopus 로고    scopus 로고
    • Relapses and progression of disability in multiple sclerosis
    • Confavreux C, Vukusic S, Moreau T, Adeleine P: Relapses and progression of disability in multiple sclerosis. N Engl J Med 2000;343:1430-1438.
    • (2000) N Engl J Med , vol.343 , pp. 1430-1438
    • Confavreux, C.1    Vukusic, S.2    Moreau, T.3    Adeleine, P.4
  • 7
    • 0028934677 scopus 로고
    • Multivariate analysis of predictive factors of multiple sclerosis course with a validated method to assess clinical events
    • Trojano M, Avolio C, Manzari C, Calo A, De Robertis F, Serio G, Livrea P: Multivariate analysis of predictive factors of multiple sclerosis course with a validated method to assess clinical events. J Neurol Neurosurg Psychiatry 1995;58:300-306.
    • (1995) J Neurol Neurosurg Psychiatry , vol.58 , pp. 300-306
    • Trojano, M.1    Avolio, C.2    Manzari, C.3    Calo, A.4    De Robertis, F.5    Serio, G.6    Livrea, P.7
  • 9
    • 0027537209 scopus 로고
    • Prognostic factors in a multiple sclerosis incidence cohort with twenty-five years of follow-up
    • Runmarker B, Andersen O: Prognostic factors in a multiple sclerosis incidence cohort with twenty-five years of follow-up. Brain 1993;116:117-134.
    • (1993) Brain , vol.116 , pp. 117-134
    • Runmarker, B.1    Andersen, O.2
  • 10
    • 0025774940 scopus 로고
    • The natural history of multiple sclerosis: A geographically based study. 3. Multivariate analysis of predictive factors and models of outcome
    • Weinshenker BG, Rice GP, Noseworthy JH, Carriere W, Baskerville J, Ebers GC: The natural history of multiple sclerosis: a geographically based study. 3. Multivariate analysis of predictive factors and models of outcome. Brain 1991;114:1045-1056.
    • (1991) Brain , vol.114 , pp. 1045-1056
    • Weinshenker, B.G.1    Rice, G.P.2    Noseworthy, J.H.3    Carriere, W.4    Baskerville, J.5    Ebers, G.C.6
  • 11
    • 0024796845 scopus 로고
    • The natural history of multiple sclerosis: A geographically based study. 2. Predictive value of the early clinical course
    • Weinshenker BG, Bass B, Rice GP, Noseworthy J, Carriere W, Baskerville J, et al: The natural history of multiple sclerosis: a geographically based study. 2. Predictive value of the early clinical course. Brain 1989;112:1419-1428.
    • (1989) Brain , vol.112 , pp. 1419-1428
    • Weinshenker, B.G.1    Bass, B.2    Rice, G.P.3    Noseworthy, J.4    Carriere, W.5    Baskerville, J.6
  • 12
    • 0024504359 scopus 로고
    • The natural history of multiple sclerosis: A geographically based study. I. Clinical course and disability
    • Weinshenker BG, Bass B, Rice GP, Noseworthy J, Carriere W, Baskerville J, et al: The natural history of multiple sclerosis: a geographically based study. I. Clinical course and disability. Brain 1989;112:133-146.
    • (1989) Brain , vol.112 , pp. 133-146
    • Weinshenker, B.G.1    Bass, B.2    Rice, G.P.3    Noseworthy, J.4    Carriere, W.5    Baskerville, J.6
  • 13
    • 0025667936 scopus 로고
    • Clinical aspects of multiple sclerosis in north-east Scotland with particular reference to its course and prognosis
    • Phadke JG: Clinical aspects of multiple sclerosis in north-east Scotland with particular reference to its course and prognosis. Brain 1990;113:1597-1628.
    • (1990) Brain , vol.113 , pp. 1597-1628
    • Phadke, J.G.1
  • 14
    • 0023196961 scopus 로고
    • Survival pattern and cause of death in patients with multiple sclerosis: Results from an epidemiological survey in north east Scotland
    • Phadke JG: Survival pattern and cause of death in patients with multiple sclerosis: results from an epidemiological survey in north east Scotland. J Neurol Neurosurg Psychiatry 1987;50:523-531.
    • (1987) J Neurol Neurosurg Psychiatry , vol.50 , pp. 523-531
    • Phadke, J.G.1
  • 15
    • 0017662649 scopus 로고
    • Studies on the natural history of multiple sclerosis. 8. Early prognostic features of the later course of the illness
    • Kurtzke JF, Beebe GW, Nagler B, Kurland LT, Auth TL: Studies on the natural history of multiple sclerosis. 8. Early prognostic features of the later course of the illness. J Chronic Dis 1977;30:819-830.
    • (1977) J Chronic Dis , vol.30 , pp. 819-830
    • Kurtzke, J.F.1    Beebe, G.W.2    Nagler, B.3    Kurland, L.T.4    Auth, T.L.5
  • 16
    • 77957186211 scopus 로고
    • The benign form of multiple sclerosis. A study based on 241 cases seen within three years of onset and followed up until the tenth year or more of the disease
    • McAlpine D: The benign form of multiple sclerosis. A study based on 241 cases seen within three years of onset and followed up until the tenth year or more of the disease. Brain 1961;84:186-203.
    • (1961) Brain , vol.84 , pp. 186-203
    • McAlpine, D.1
  • 17
    • 0032946328 scopus 로고    scopus 로고
    • The natural history of multiple sclerosis: A geographically based study. 5. The clinical features and natural history of primary progressive multiple sclerosis
    • Cottrell DA, Kremenchutzky M, Rice GPA, Koopman WJ, Hader W, Baskerville A, et al: The natural history of multiple sclerosis: a geographically based study. 5. The clinical features and natural history of primary progressive multiple sclerosis. Brain 1999;122:625-639.
    • (1999) Brain , vol.122 , pp. 625-639
    • Cottrell, D.A.1    Kremenchutzky, M.2    Rice, G.P.A.3    Koopman, W.J.4    Hader, W.5    Baskerville, A.6
  • 18
    • 0022397275 scopus 로고
    • A Markov model of the natural history of multiple sclerosis
    • Wolfson C, Confavreux C: A Markov model of the natural history of multiple sclerosis. Neuroepidemiology 1985;4:227-239.
    • (1985) Neuroepidemiology , vol.4 , pp. 227-239
    • Wolfson, C.1    Confavreux, C.2
  • 19
    • 0023245660 scopus 로고
    • Improvements to a simple Markov model of the natural history of multiple sclerosis
    • Wolfson C, Confavreux C: Improvements to a simple Markov model of the natural history of multiple sclerosis. Neuroepidemiology 1987;6:101-115.
    • (1987) Neuroepidemiology , vol.6 , pp. 101-115
    • Wolfson, C.1    Confavreux, C.2
  • 20
    • 0037379402 scopus 로고    scopus 로고
    • Early clinical predictors and progression of irreversible disability in multiple sclerosis: An amnesic process
    • Confavreux C, Vukusic S, Adeleine P: Early clinical predictors and progression of irreversible disability in multiple sclerosis: an amnesic process. Brain 2003;126:770-778.
    • (2003) Brain , vol.126 , pp. 770-778
    • Confavreux, C.1    Vukusic, S.2    Adeleine, P.3
  • 21
    • 0035255163 scopus 로고    scopus 로고
    • MKVPCI: A computer program for Markov models with piecewise constant transition intensities and covariates
    • Alioum A, Commenges D: MKVPCI: a computer program for Markov models with piecewise constant transition intensities and covariates. Comput Methods Programs Biomed 2001;64:109-119.
    • (2001) Comput Methods Programs Biomed , vol.64 , pp. 109-119
    • Alioum, A.1    Commenges, D.2
  • 22
    • 0030539070 scopus 로고    scopus 로고
    • Multiple imputation after 18+ years
    • Rubin DB: Multiple imputation after 18+ years. J Am Stat Assoc 1996;91:473-489.
    • (1996) J Am Stat Assoc , vol.91 , pp. 473-489
    • Rubin, D.B.1
  • 25
    • 77957186211 scopus 로고
    • The benign form of multiple sclerosis. A study based on 241 cases seen within three years of onset and followed up until the tenth year or more of the disease
    • McAlpine D: The benign form of multiple sclerosis. A study based on 241 cases seen within three years of onset and followed up until the tenth year or more of the disease. Brain 1961;84:186-203.
    • (1961) Brain , vol.84 , pp. 186-203
    • McAlpine, D.1
  • 26
    • 0023916364 scopus 로고
    • Multistate models in survival analysis: A study of nephropathy and mortality in diabetes
    • Andersen PK: Multistate models in survival analysis: a study of nephropathy and mortality in diabetes. Stat Med 1988;7:661-670.
    • (1988) Stat Med , vol.7 , pp. 661-670
    • Andersen, P.K.1
  • 27
    • 84891390461 scopus 로고
    • The analysis of panel data under a Markov assumption
    • Kalbfeish JD, Lawless JF: The analysis of panel data under a Markov assumption. J Am Stat Assoc 1985;80:863-871.
    • (1985) J Am Stat Assoc , vol.80 , pp. 863-871
    • Kalbfeish, J.D.1    Lawless, J.F.2
  • 28
    • 0029090402 scopus 로고
    • Markov: A computer program for multi-state Markov models with covariates
    • Marshall G, Guo W, Jones RH: Markov: a computer program for multi-state Markov models with covariates. Comput Methods Programs Biomed 1995;47:147-156.
    • (1995) Comput Methods Programs Biomed , vol.47 , pp. 147-156
    • Marshall, G.1    Guo, W.2    Jones, R.H.3
  • 29
    • 0000336139 scopus 로고
    • Regression models and life tables (with discussion)
    • Cox DR: Regression models and life tables (with discussion). J R Stat Soc B 1972;34:187-220.
    • (1972) J R Stat Soc B , vol.34 , pp. 187-220
    • Cox, D.R.1
  • 31
    • 0025801348 scopus 로고
    • Multiple imputation in health care databases: An overview and some applications
    • Rubin DB, Schenker N: Multiple imputation in health care databases: an overview and some applications. Stat Med 1991;10:585-598.
    • (1991) Stat Med , vol.10 , pp. 585-598
    • Rubin, D.B.1    Schenker, N.2
  • 32
    • 33846875990 scopus 로고    scopus 로고
    • Allison P: Missing Data. Iowa City, Sage University Papers Series, 2001.
    • Allison P: Missing Data. Iowa City, Sage University Papers Series, 2001.
  • 36
    • 0037983828 scopus 로고    scopus 로고
    • Long-term follow up of patients with clinically isolated syndromes, relapsing-remitting and secondary progressive multiple sclerosis
    • Eriksson M, Andersen O, Runmarker B: Long-term follow up of patients with clinically isolated syndromes, relapsing-remitting and secondary progressive multiple sclerosis. Mult Scler 2003;9:260-274.
    • (2003) Mult Scler , vol.9 , pp. 260-274
    • Eriksson, M.1    Andersen, O.2    Runmarker, B.3
  • 37
    • 0031750982 scopus 로고    scopus 로고
    • Survival and predictors of disability in Turkish MS patients. Turkish Multiple Sclerosis Study Group (TUMSSG)
    • Kantarci O, Siva A, Eraksoy M, Karabudak R, et al: Survival and predictors of disability in Turkish MS patients. Turkish Multiple Sclerosis Study Group (TUMSSG). Neurology 1998;51:765-772.
    • (1998) Neurology , vol.51 , pp. 765-772
    • Kantarci, O.1    Siva, A.2    Eraksoy, M.3    Karabudak, R.4
  • 39
    • 0028136971 scopus 로고
    • Prediction of outcome in multiple sclerosis based on multivariate models
    • Runmarker B, Andersson C, Odén A, Andersen O: Prediction of outcome in multiple sclerosis based on multivariate models. J Neurol 1994;241:597-604.
    • (1994) J Neurol , vol.241 , pp. 597-604
    • Runmarker, B.1    Andersson, C.2    Odén, A.3    Andersen, O.4
  • 40
    • 33244469927 scopus 로고    scopus 로고
    • Age at disability milestones in multiple sclerosis
    • Confavreux C, Vukusic S: Age at disability milestones in multiple sclerosis. Brain 2006;129:595-605.
    • (2006) Brain , vol.129 , pp. 595-605
    • Confavreux, C.1    Vukusic, S.2
  • 41
    • 0032834160 scopus 로고    scopus 로고
    • A prospective study on the natural history of multiple sclerosis: Clues to the conduct and interpretation of clinical trials
    • Amato MP, Ponziani G, Bartolozzi ML, Siracusa G: A prospective study on the natural history of multiple sclerosis: clues to the conduct and interpretation of clinical trials. J Neurol Sci 1999;168:96-106.
    • (1999) J Neurol Sci , vol.168 , pp. 96-106
    • Amato, M.P.1    Ponziani, G.2    Bartolozzi, M.L.3    Siracusa, G.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.