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Volumn 28, Issue 2 SUPPL. 58, 2010, Pages

Development of a five-year mortality model in systemic sclerosis patients by different analytical approaches

Author keywords

Cox regression; Data mining; Na ve bayes; Survival; Systemic sclerosis

Indexed keywords

ANTINUCLEAR ANTIBODY; CENTROMERE ANTIBODY; SCL 70 ANTIBODY;

EID: 77956630525     PISSN: 0392856X     EISSN: 1593098X     Source Type: Journal    
DOI: None     Document Type: Article
Times cited : (18)

References (53)
  • 1
  • 2
    • 0029910577 scopus 로고    scopus 로고
    • Survival following the onset of scleroderma: Results from a retrospective inception cohort study of the UK patient population
    • BRYAN C, HOWARD Y, BRENNAN P, BLACK C, SILMAN A: Survival following the onset of scleroderma: results from a retrospective inception cohort study of the UK patient population. Br J Rheumatol 1996; 35: 1122-6.
    • (1996) Br J Rheumatol , vol.35 , pp. 1122-1126
    • Bryan, C.1    Howard, Y.2    Brennan, P.3    Black, C.4    Silman, A.5
  • 3
    • 34548408683 scopus 로고    scopus 로고
    • Systemic sclerosis mortality in the United States: 1999-2002 implications for patient care
    • MENDOZA F, DERK CT: Systemic sclerosis mortality in the United States: 1999-2002 implications for patient care. J Clin Rheumatol 2007; 13: 187-92.
    • (2007) J Clin Rheumatol , vol.13 , pp. 187-192
    • Mendoza, F.1    Derk, C.T.2
  • 4
    • 27744480810 scopus 로고    scopus 로고
    • Systemic sclerosis mortality in the United States: 1979-1998
    • KRISHNAN E, FURST DE: Systemic sclerosis mortality in the United States: 1979-1998. Eur J Epidemiol 2005; 20: 855-61.
    • (2005) Eur J Epidemiol , vol.20 , pp. 855-861
    • Krishnan, E.1    Furst, D.E.2
  • 5
    • 0036124419 scopus 로고    scopus 로고
    • Systemic sclerosis: Demographic, clinical, and serologic features and survival in 1,012 Italian patients
    • Systemic Sclerosis Study Group of the Italian Society of Rheumatology (SlR-GSSSc). Baltimore
    • FERRI C, VALENTINI G, COZZI F et al; Systemic Sclerosis Study Group of the Italian Society of Rheumatology (SlR-GSSSc). Systemic sclerosis: demographic, clinical, and serologic features and survival in 1,012 Italian patients. Medicine (Baltimore) 2002; 81: 139-53.
    • (2002) Medicine , vol.81 , pp. 139-153
    • Ferri, C.1    Valentini, G.2    Cozzi, F.3
  • 6
    • 19944427793 scopus 로고    scopus 로고
    • Mortality in systemic sclerosis: An international meta-analysis of individual patient data
    • IOANNIDIS JP, VLACHOYIANNOPOULOS PG, HAIDICH AB et al.: Mortality in systemic sclerosis: an international meta-analysis of individual patient data Am J Med 2005; 118: 2-10.
    • (2005) Am J Med , vol.118 , pp. 2-10
    • Ioannidis, J.P.1    Vlachoyiannopoulos, P.G.2    Haidich, A.B.3
  • 7
    • 0043074631 scopus 로고    scopus 로고
    • Prevalence, incidence, survival, and disease characteristics of systemic sclerosis in a large US population
    • MAYES MD, LACEY JV JR, BEEBE-DIMMER J et al.: Prevalence, incidence, survival, and disease characteristics of systemic sclerosis in a large US population. Arthritis Rheum 2003; 48: 2246-55.
    • (2003) Arthritis Rheum , vol.48 , pp. 2246-2255
    • Mayes, M.D.1    Lacey Jr., J.V.2    Beebe-Dimmer, J.3
  • 8
    • 0037244813 scopus 로고    scopus 로고
    • Mortality and prognostic factors in Spanish patients with systemic sclerosis
    • Oxford
    • SIMEÓN CP, ARMADANS L, FONOLLOSA V et al.: Mortality and prognostic factors in Spanish patients with systemic sclerosis. Rheumatology (Oxford) 2003; 42: 71-5.
    • (2003) Rheumatology , vol.42 , pp. 71-75
    • Simeón, C.P.1    Armadans, L.2    Fonollosa, V.3
  • 10
    • 0036118293 scopus 로고    scopus 로고
    • Predicting mortality in systemic sclerosis: Analysis of a cohort of 309 French Canadian patients with emphasis on features at diagnosis as predictive factors for survival
    • Baltimore
    • SCUSSEL-LONZETTI L, JOYAL F, RAYNAULD JP et al.: Predicting mortality in systemic sclerosis: analysis of a cohort of 309 French Canadian patients with emphasis on features at diagnosis as predictive factors for survival. Medicine (Baltimore) 2002; 81: 154-67.
    • (2002) Medicine , vol.81 , pp. 154-167
    • Scussel-Lonzetti, L.1    Joyal, F.2    Raynauld, J.P.3
  • 11
    • 37749017657 scopus 로고    scopus 로고
    • Survival and causes of death in 366 Hungarian patients with systemic sclerosis
    • CZIRJÁK L, KUMÁNOVICS G, VARJÚ C et al.: Survival and causes of death in 366 Hungarian patients with systemic sclerosis. Ann Rheum Dis 2008; 67: 59-63.
    • (2008) Ann Rheum Dis , vol.67 , pp. 59-63
    • Czirják, L.1    Kumánovics, G.2    Varjú, C.3
  • 12
    • 34347266509 scopus 로고    scopus 로고
    • Changes in causes of death in systemic sclerosis, 1972-2002
    • STEEN VD, MEDSGER TA: Changes in causes of death in systemic sclerosis, 1972-2002. Ann Rheum Dis 2007; 66: 940-4.
    • (2007) Ann Rheum Dis , vol.66 , pp. 940-944
    • Steen, V.D.1    Medsger, T.A.2
  • 13
    • 0033513311 scopus 로고    scopus 로고
    • Prediction of five-year survival following presentation with scleroderma: Development of a simple model using three disease factors at first visit
    • BRYAN C, KNIGHT C, BLACK CM, SILMAN AJ: Prediction of five-year survival following presentation with scleroderma: development of a simple model using three disease factors at first visit. Arthritis Rheum 1999; 42: 2660-5.
    • (1999) Arthritis Rheum , vol.42 , pp. 2660-2665
    • Bryan, C.1    Knight, C.2    Black, C.M.3    Silman, A.J.4
  • 14
    • 0031771507 scopus 로고    scopus 로고
    • Mortality and causes of death in a Swedish series of systemic sclerosis patients
    • HESSELSTRAND R, SCHEJA A, AKESSON A: Mortality and causes of death in a Swedish series of systemic sclerosis patients. Ann Rheum Dis 1998; 57: 682-6.
    • (1998) Ann Rheum Dis , vol.57 , pp. 682-686
    • Hesselstrand, R.1    Scheja, A.2    Akesson, A.3
  • 15
    • 0031855190 scopus 로고    scopus 로고
    • Mortality and causes of death of 344 Danish patients with systemic sclerosis (scleroderma)
    • JACOBSEN S, HALBERG P, ULLMAN S: Mortality and causes of death of 344 Danish patients with systemic sclerosis (scleroderma). Br J Rheumatol 1998; 37: 750-5.
    • (1998) Br J Rheumatol , vol.37 , pp. 750-755
    • Jacobsen, S.1    Halberg, P.2    Ullman, S.3
  • 16
  • 19
    • 0033046689 scopus 로고    scopus 로고
    • Time-dependent covariates in the Cox proportional-hazards regression model
    • FISHER LD, LIN DY: Time-dependent covariates in the Cox proportional-hazards regression model. Annu Rev Public Health 1999; 20: 145-57.
    • (1999) Annu Rev Public Health , vol.20 , pp. 145-157
    • Fisher, L.D.1    Lin, D.Y.2
  • 20
    • 0030938915 scopus 로고    scopus 로고
    • A comparison of Cox proportional hazards and artificial neural network models for medical prognosis
    • OHNO-MACHADO L: A comparison of Cox proportional hazards and artificial neural network models for medical prognosis. Comput Biol Med 1997; 27: 55-65.
    • (1997) Comput Biol Med , vol.27 , pp. 55-65
    • Ohno-Machado, L.1
  • 21
    • 4444301678 scopus 로고    scopus 로고
    • Improving Cox survival analysis with a neural-Bayesian approach
    • BAKKER B, HESKES T, NEIJT J, KAPPEN B: Improving Cox survival analysis with a neural-Bayesian approach. Stat Med 2004; 23: 2989-3012.
    • (2004) Stat Med , vol.23 , pp. 2989-3012
    • Bakker, B.1    Heskes, T.2    Neijt, J.3    Kappen, B.4
  • 22
    • 33749599742 scopus 로고    scopus 로고
    • Crippling of inflammatory markers as predictors of death by dichotomization and multicollinearity
    • BAKKER SJ: Crippling of inflammatory markers as predictors of death by dichotomization and multicollinearity. Nephrol Dial Transplant 2006; 21: 2990-1.
    • (2006) Nephrol Dial Transplant , vol.21 , pp. 2990-2991
    • Bakker, S.J.1
  • 23
    • 0002283033 scopus 로고    scopus 로고
    • From Data Mining to Knowledge Discovery in Databases (a survey)
    • FAYYAD U, PIATETSKY-SHAPIRO G, SMYTH P: From Data Mining to Knowledge Discovery in Databases (a survey). AI Magazine Fall 1996; 17: 37-54.
    • (1996) AI Magazine Fall , vol.17 , pp. 37-54
    • Fayyad, U.1    Piatetsky-Shapiro, G.2    Smyth, P.3
  • 24
    • 41549104833 scopus 로고    scopus 로고
    • IL-1 Gene Complex Single Nucleotide Polymorphisms in Systemic Sclerosis: A Further Step Ahead
    • BERETTA L, CAPPIELLO F, MOORE JH, SCORZA R: IL-1 Gene Complex Single Nucleotide Polymorphisms in Systemic Sclerosis: a Further Step Ahead. Human Immunol 2008; 69: 187-92.
    • (2008) Human Immunol , vol.69 , pp. 187-192
    • Beretta, L.1    Cappiello, F.2    Moore, J.H.3    Scorza, R.4
  • 25
    • 0032895111 scopus 로고    scopus 로고
    • Selected techniques for data mining in medicine
    • LAVRAC N: Selected techniques for data mining in medicine. Artif Intell Med 1999; 16: 3-23.
    • (1999) Artif Intell Med , vol.16 , pp. 3-23
    • Lavrac, N.1
  • 26
    • 34248582403 scopus 로고    scopus 로고
    • The feasibility of constructing a Predictive Outcome Model for breast cancer using the tool of data mining
    • JONSDOTTIR T, HVANNBERG ET, SIGURDSSON H, SIGURDSSON S: The feasibility of constructing a Predictive Outcome Model for breast cancer using the tool of data mining. Expert Systems with Applications 2008; 34: 108-118.
    • (2008) Expert Systems with Applications , vol.34 , pp. 108-118
    • Jonsdottir, T.1    Hvannberg, E.T.2    Sigurdsson, H.3    Sigurdsson, S.4
  • 27
    • 19344364327 scopus 로고    scopus 로고
    • Predicting breast cancer survivability: A comparison of three data mining methods
    • DELEN D, WALKER G, KADAM A: Predicting breast cancer survivability: a comparison of three data mining methods. Artif Intell Med 2005; 34: 113-27.
    • (2005) Artif Intell Med , vol.34 , pp. 113-127
    • Delen, D.1    Walker, G.2    Kadam, A.3
  • 28
    • 26044441615 scopus 로고    scopus 로고
    • Feature selection in Bayesian classifiers for the prognosis of survival of cirrhotic patients treated with TIPS
    • BLANCO R, INZA I, MERINO M, QUIROGA J, LARRAÑAGA P: Feature selection in Bayesian classifiers for the prognosis of survival of cirrhotic patients treated with TIPS. Biomed Inform 2005; 38: 376-88.
    • (2005) Biomed Inform , vol.38 , pp. 376-388
    • Blanco, R.1    Inza, I.2    Merino, M.3    Quiroga, J.4    Larrañaga, P.5
  • 30
    • 0018887574 scopus 로고
    • Preliminary criteria for the classification of systemic sclerosis (scleroderma)
    • Subcommittee for Scleroderma Criteria of the American Rheumatism Association Diagnostic and Therapeutics Criteria Committee
    • Preliminary criteria for the classification of systemic sclerosis (scleroderma). Subcommittee for Scleroderma Criteria of the American Rheumatism Association Diagnostic and Therapeutics Criteria Committee. Arthritis Rheum 1980; 23: 581-90.
    • (1980) Arthritis Rheum , vol.23 , pp. 581-590
  • 31
    • 37349013596 scopus 로고    scopus 로고
    • Improving the sensitivity of the American College of Rheumatology classification criteria for systemic sclerosis
    • HUDSON M, TAILLEFER S, STEELE R et al.: Improving the sensitivity of the American College of Rheumatology classification criteria for systemic sclerosis. Clin Exp Rheumatol 2007; 25: 754-7.
    • (2007) Clin Exp Rheumatol , vol.25 , pp. 754-757
    • Hudson, M.1    Taillefer, S.2    Steele, R.3
  • 32
    • 0023854176 scopus 로고
    • Scleroderma (systemic sclerosis): Classification, subset and pathogenesis
    • LEROY EC, BLACK C, FLEISCHMAJER R et al.: Scleroderma (systemic sclerosis): classification, subset and pathogenesis. J Rheumatol 1988; 15: 202-5.
    • (1988) J Rheumatol , vol.15 , pp. 202-205
    • Leroy, E.C.1    Black, C.2    Fleischmajer, R.3
  • 33
    • 0028920576 scopus 로고
    • Guidelines for clinical trials in systemic sclerosis (scleroderma). I. Disease-modifying interventions
    • The American College of Rheumatlogy Committee on Design and Outcomes in Clinical Trials in Systemic Sclerosis
    • WHITE B, BAUER EA, GOLDSMITH LA, HOCHBERG MC, KATZ LM, KORN JH: Guidelines for clinical trials in systemic sclerosis (scleroderma). I. Disease-modifying interventions. The American College of Rheumatlogy Committee on Design and Outcomes in Clinical Trials in Systemic Sclerosis. Sem Arthritis Rheum 1995; 38: 351-60.
    • (1995) Sem Arthritis Rheum , vol.38 , pp. 351-360
    • White, B.1    Bauer, E.A.2    Goldsmith, L.A.3    Hochberg, M.C.4    Katz, L.M.5    Korn, J.H.6
  • 35
    • 1842866218 scopus 로고    scopus 로고
    • Echocardiography and pulmonary function as screening tests for pulmonary arterial hypertension in systemic sclerosis
    • Oxford
    • MUKERJEE D, ST GEORGE D, KNIGHT C et al.: Echocardiography and pulmonary function as screening tests for pulmonary arterial hypertension in systemic sclerosis. Rheumatology (Oxford) 2004; 43: 461-6.
    • (2004) Rheumatology , vol.43 , pp. 461-466
    • Mukerjee, D.1    St George, D.2    Knight, C.3
  • 36
    • 10444270963 scopus 로고    scopus 로고
    • Digital ulcers in systemic sclerosis: Prevention by treatment with bosentan, an oral endothelin receptor antagonist
    • KORN JH, MAYES M, MATUCCI CERINIC M et al.: Digital ulcers in systemic sclerosis: prevention by treatment with bosentan, an oral endothelin receptor antagonist. Arthritis Rheum 2004; 50: 3985-93.
    • (2004) Arthritis Rheum , vol.50 , pp. 3985-3993
    • Korn, J.H.1    Mayes, M.2    Matucci Cerinic, M.3
  • 37
    • 52549127071 scopus 로고    scopus 로고
    • ROC curve, Lift Chart and Calibration Plot
    • VUK M, CURK T: ROC curve, Lift Chart and Calibration Plot. Metodološki Zvezki 2006; 3: 89-108.
    • (2006) Metodološki Zvezki , vol.3 , pp. 89-108
    • Vuk, M.1    Curk, T.2
  • 38
    • 47249132572 scopus 로고    scopus 로고
    • Epistatic interactions of cytokine single nucleotide polymorphisms predict susceptibility to disease subsets in systemic sclerosis patients
    • BERETTA L, CAPPIELLO F, MOORE JH, BARILI M GREENE CS, SCORZA R: Epistatic interactions of cytokine single nucleotide polymorphisms predict susceptibility to disease subsets in systemic sclerosis patients. Arthritis Rheum 2008; 59: 974-83.
    • (2008) Arthritis Rheum , vol.59 , pp. 974-983
    • Beretta, L.1    Cappiello, F.2    Moore, J.H.3    Barili, M.4    Greene, C.S.5    Scorza, R.6
  • 39
    • 0027682531 scopus 로고
    • Inductive and bayesian learning in medical diagnosis
    • KONONENKO I: Inductive and bayesian learning in medical diagnosis. Appl Artif Intell 1993; 7: 317-37.
    • (1993) Appl Artif Intell , vol.7 , pp. 317-337
    • Kononenko, I.1
  • 40
    • 35748932917 scopus 로고    scopus 로고
    • A review of feature selection techniques in bioinformatics
    • SAEYS Y, INZA I, LARRAÑAGA P: A review of feature selection techniques in bioinformatics. Bioinformatics 2007; 23: 2507-17.
    • (2007) Bioinformatics , vol.23 , pp. 2507-2517
    • Saeys, Y.1    Inza, I.2    Larrañaga, P.3
  • 43
    • 27144549260 scopus 로고    scopus 로고
    • Editorial: Special issue on learning from imbalanced data sets
    • CHAWLA, NV, JAPKOWICZ N, KOTCZ A: Editorial: special issue on learning from imbalanced data sets. SIGKDD Explor Newsl 2004; 6: 1-6.
    • (2004) SIGKDD Explor Newsl , vol.6 , pp. 1-6
    • Chawla, N.V.1    Japkowicz, N.2    Kotcz, A.3
  • 45
    • 50549101751 scopus 로고    scopus 로고
    • Automatically countering imbalance and its empirical relationship to cost
    • Feb 17; [Epub ahead of print]. DOI 10.1007/S10618-008-0087-0
    • CHAWLA NV, CIESLAK DA, HALL LO, JOSHI AJ: Automatically countering imbalance and its empirical relationship to cost. Data Mining and Knowledge Discovery Journal 2008 Feb 17; [Epub ahead of print]. DOI 10.1007/S10618-008- 0087-0.
    • (2008) Data Mining and Knowledge Discovery Journal
    • Chawla, N.V.1    Cieslak, D.A.2    Hall, L.O.3    Joshi, A.J.4
  • 46
    • 27144531570 scopus 로고    scopus 로고
    • A study of the behaviour of several methods for balancing machine learning training data
    • BATISTA GEAPA, PRATI RC, MONARD MC: A study of the behaviour of several methods for balancing machine learning training data. SIGKDD Explorations 2004; 6: 20-9.
    • (2004) SIGKDD Explorations , vol.6 , pp. 20-29
    • Batista, G.E.A.P.A.1    Prati, R.C.2    Monard, M.C.3
  • 47
    • 34247338434 scopus 로고    scopus 로고
    • A balanced accuracy function for epistasis modeling in imbalanced datasets using multifactor dimensionality reduction
    • VELEZ DR, WHITE BC, MOTSINGER AA et al.: A balanced accuracy function for epistasis modeling in imbalanced datasets using multifactor dimensionality reduction. Genet Epidemiol 2007; 31: 306-15.
    • (2007) Genet Epidemiol , vol.31 , pp. 306-315
    • Velez, D.R.1    White, B.C.2    Motsinger, A.A.3
  • 49
    • 34250832163 scopus 로고    scopus 로고
    • Predicting metastasis in breast cancer: Comparing a decision tree with domain experts
    • 200
    • RAZAVI AR, GILL H, ÅHLFELDT H, SHAHSAVAR N: Predicting metastasis in breast cancer: comparing a decision tree with domain experts. J Med Syst 200; 31: 263-73.
    • J Med Syst , vol.31 , pp. 263-273
    • Razavi, A.R.1    Gill, H.2    Åhlfeldt, H.3    Shahsavar, N.4
  • 50
    • 0027534004 scopus 로고
    • The risk of determining risk with multi-variable models
    • CONCATO J, FEINSTEIN AR, HOLFORD TR: The risk of determining risk with multi-variable models. Ann Intern Med 1993; 118: 201-10.
    • (1993) Ann Intern Med , vol.118 , pp. 201-210
    • Concato, J.1    Feinstein, A.R.2    Holford, T.R.3
  • 51
    • 0032479034 scopus 로고    scopus 로고
    • Relationship between cancer patients' predictions of prognosis and their treatment preferences
    • WEEKS JC, COOK EF, O'DAY SJ et al.: Relationship between cancer patients' predictions of prognosis and their treatment preferences. JAMA 1998; 279: 1709-14.
    • (1998) JAMA , vol.279 , pp. 1709-1714
    • Weeks, J.C.1    Cook, E.F.2    O'Day, S.J.3
  • 52
    • 0030902761 scopus 로고    scopus 로고
    • Information needs and decisional preferences in women with breast cancer
    • DEGNER LF, KRISTJANSON LJ, BOWMAN D et al.: Information needs and decisional preferences in women with breast cancer. JAMA 1997; 277: 1485-92.
    • (1997) JAMA , vol.277 , pp. 1485-1492
    • Degner, L.F.1    Kristjanson, L.J.2    Bowman, D.3
  • 53
    • 33745816414 scopus 로고    scopus 로고
    • Treatment of systemic sclerosis
    • ALLANORE Y, KAHAN A: Treatment of systemic sclerosis. Joint Bone Spine 2006; 73: 363-8.
    • (2006) Joint Bone Spine , vol.73 , pp. 363-368
    • Allanore, Y.1    Kahan, A.2


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