Development of prognostic indicators using classification and regression trees for survival

Periodontology 2000

Volumn 58, Issue 1, 2012, Pages 134-142

  Nunn, Martha E ^a   Fan, Juanjuan ^a   Su, Xiaogang ^a   Levine, Richard A ^a   Lee, Hyo Jung ^a   Mcguire, Michael K ^a  

^a NONE

Author keywords

[No Author keywords available]

Indexed keywords

ARTICLE; CLASSIFICATION; DECISION TREE; FORECASTING; HUMAN; MULTIVARIATE ANALYSIS; PERIODONTAL DISEASE; PROGNOSIS; REGRESSION ANALYSIS; STATISTICAL MODEL; SURVIVAL;

DECISION TREES; FORECASTING; HUMANS; MODELS, STATISTICAL; MULTIVARIATE ANALYSIS; PERIODONTAL DISEASES; PROGNOSIS; REGRESSION ANALYSIS; SURVIVAL ANALYSIS; TOOTH LOSS;

EID: 82955233786     PISSN: 09066713     EISSN: 16000757     Source Type: Journal    
DOI: 10.1111/j.1600-0757.2011.00421.x     Document Type: Article

References (28)

1. Breiman L, Friedman J, Olshen R, Stone C. Classification and regression trees. Belmont, CA: Wadsworth International Group, 1984.
2. Ciampi A, Thiffault J, Nakache JP, Asselain B. Stratification by stepwise regression, correspondence analysis and recursive partition. Comput Stat Data Anal 1986: 4: 185-203.
3. Clayton DG. A model for association in bivariate life tables and its application in epidemiologic studies of familial tendency in chronic disease incidence. Biometrika 1978: 65: 141-151.
4. Clayton DG, Cuzick J. Multivariate generalization of the proportional hazards model. J R Stat Soc A 1985: 148: 82-108.
5. Cox DR. Regression models and life-tables. J R Stat Soc B 1972: 34: 187-202.
6. Davis R, Anderson J. Exponential survival trees. Stat Med 1989: 8: 947-962.
7. Fan J, Nunn ME, Su X. Multivariate exponential survival trees and their application to tooth prognosis. Comput Stat Data Anal 2009: 53: 1110-1121.
8. Fan JJ, Su XG, Levine RA, Nunn ME, LeBlanc M. Trees for correlated survival data by goodness of split with applications to tooth prognosis. J Am Stat Assoc 2006: 101: 959-967.
9. Gimotty PA, Guerry D, Ming ME, Elenitsas R, Xu X, Czerniecki B, Spitz F, Schuchter L, Elder D. Thin primary cutaneous malignant melanoma: a prognostic tree for 10-year metastasis is more accurate than American Joint Committee on Cancer staging. J Clin Oncol 2004: 22: 3668-3676.
10. Gordon L, Olshen R. Tree-structured survival analysis. Cancer Treat Rep 1985: 69: 1065-1069.
11. Harbeck N, Alt U, Berger U, Kates R, Krüger A, Thomssen C, Jänicke F, Graeff H, Schmitt M. Long-term follow-up confirms prognostic impact of PAI-1 and cathepsin D and L in primary breast cancer. Int J Biol Markers 2000: 15: 79-83.
12. Horwitz J, Machtei EE, Reitmeir P, Holle R, Kim TS, Eickholz P. Radiographic parameters as prognostic indicators for healing of class II furcation defects. J Clin Periodontol 2004: 31: 105-111.
13. Langendijk JA, Slotman BJ, van der Waal I, Doornaert P, Berkof J, Leemans CR. Risk-group definition by recursive partitioning analysis of patients with squamous cell head and neck carcinoma treated with surgery and postoperative radiotherapy. Cancer 2005: 104: 1408-1417.
14. LeBlanc M, Crowley J. Relative risk trees for censored survival data. Biometrics 1992: 48: 411-425.
15. LeBlanc M, Crowley J. Survival trees by goodness of split. J Am Stat Assoc 1993: 88: 457-467.
16. Liang KY, Self S, Chang YC. Modeling marginal hazards in multivariate failure time data. J R Stat Soc B 1985: 55: 441-453.
17. Machtei EE, Dunford R, Hausmann E, Grossi SG, Powell J, Cummins D, Zambon JJ, Genco RJ. Longitudinal study of prognostic factors in established periodontitis patients. J Clin Periodontol 1997: 24: 102-109.
18. Machtei EE, Hausmann E, Dunford R, Grossi S, Ho A, Davis G, Chandler J, Zambon J, Genco RJ. Longitudinal study of predictive factors for periodontal disease and tooth loss. J Clin Periodontol 1999: 26: 374-380.
19. McGuire MK. Prognosis versus actual outcome: a long-term survey of 100 treated patients under maintenance care. J Periodontol 1991: 62: 51-58.
20. McGuire MK, Nunn ME. Prognosis versus actual outcome II: the effectiveness of commonly taught clinical parameters in developing an accurate prognosis. J Periodontol 1996: 67: 658-665.
21. McGuire MK, Nunn ME. Prognosis versus actual outcome III: the effectiveness of clinical parameters in accurately predicting tooth survival. J Periodontol 1996: 67: 666-674.
22. McGuire MK, Nunn ME. Prognosis versus actual outcome IV: the effectiveness of clinical parameters and IL-1 genotype in accurately predicting prognoses and tooth survival. J Periodontol 1999: 70: 49-56.
23. Morgan J, Sonquist J. Problems in the analysis of survey data and a proposal. J Am Stat Assoc 1963: 58: 415-434.
24. Nieri M, Muzzi L, Cattabriga M, Rotundo R, Cairo F, Pini Prato GP. The prognostic value of several periodontal factors measured as radiographic bone level variation: a 10-year retrospective multilevel analysis of treated and maintained periodontal patients. J Periodontol 2002: 73: 1485-1493.
25. Segal MR. Regression trees for censored data. Biometrics 1988: 44: 35-47.
26. Su X, Fan J. Multivariate survival trees: a maximum likelihood approach based on frailty models. Biometrics 2004: 60: 93-99.
27. Therneau TM, Grambsch PM, Fleming T. Martingale based residuals for survival models. Biometrika 1990: 77: 147-160.
28. Wei LJ, Lin DY, Weissfeld L. Regression analysis of multivariate incomplete failure time data by modeling marginal distributions. J Am Stat Assoc 1989: 84: 1065-1073.