Flexible geoadditive survival analysis of non-Hodgkin lymphoma in Peru

被引:0
|
作者
Flores, Claudio [1 ]
Rodríguez-Girondo, Mar [2 ,3 ]
Cadarso-Suárez, Carmen [3 ]
Kneib, Thomas [4 ]
Gómez, Guadalupe [1 ]
Casanova, Luis [5 ]
机构
[1] Department of Statistics, Universitat Politècnica de Catalunya, Spain
[2] SiDOR Research Group, University of Vigo, Spain
[3] Department of Statistics, University of Santiago de Compostela, Spain
[4] Department of Economics, Georg August University, Göttingen, Germany
[5] Instituto Nacional de Enfermedades Neoplásicas, Lima, Peru
来源
SORT | 2012年 / 36卷 / 02期
关键词
Bioinformatics; -; Oncology;
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学科分类号
摘要
Knowledge of prognostic factors is an important task for the clinical management of Non Hodgkin Lymphoma (NHL). In this work, we study the variables affecting survival of NHL in Peru by means of geoadditive Cox-type structured hazard regression models while accounting for potential spatial correlations in the survival times. We identified eight covariates with significant effect for overall survival. Some of them are widely known such as age, performance status, clinical stage and lactic dehydrogenase, but we also identified hemoglobin, leukocytes and lymphocytes as covariates with a significant effect on the overall survival of patients with NHL. Besides, the effect of continuous covariates is clearly nonlinear and hence impossible to detect with the classical Cox method. Although the spatial component does not show a significant effect, the results show a trend of low risk in certain areas.
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页码:221 / 230
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