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.
机构:
Univ Vigo, SiDOR Res Grp, Vigo, Spain
Univ Santiago de Compostela, Dept Stat, Santiago De Compostela, SpainUniv Politecn Cataluna, Dept Stat, E-08028 Barcelona, Spain
Rodriguez-Girondo, Mar
Cadarso-Suarez, Carmen
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Univ Santiago de Compostela, Dept Stat, Santiago De Compostela, SpainUniv Politecn Cataluna, Dept Stat, E-08028 Barcelona, Spain
机构:
Mayo Clin, Dept Med, Div Hematol, Rochester, MN 55905 USAMayo Clin, Dept Med, Div Hematol, Rochester, MN 55905 USA
Porrata, Luis F.
Burgstaler, Edwin A.
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Mayo Clin, Div Transfus Med, Dept Lab Med & Pathol, Rochester, MN 55905 USAMayo Clin, Dept Med, Div Hematol, Rochester, MN 55905 USA
Burgstaler, Edwin A.
Winters, Jeffrey L.
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Mayo Clin, Div Transfus Med, Dept Lab Med & Pathol, Rochester, MN 55905 USAMayo Clin, Dept Med, Div Hematol, Rochester, MN 55905 USA
Winters, Jeffrey L.
Jacob, Eapen K.
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Mayo Clin, Div Transfus Med, Dept Lab Med & Pathol, Rochester, MN 55905 USAMayo Clin, Dept Med, Div Hematol, Rochester, MN 55905 USA
Jacob, Eapen K.
Gastineau, Dennis A.
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Mayo Clin, Dept Med, Div Hematol, Rochester, MN 55905 USA
Mayo Clin, Div Transfus Med, Dept Lab Med & Pathol, Rochester, MN 55905 USAMayo Clin, Dept Med, Div Hematol, Rochester, MN 55905 USA
Gastineau, Dennis A.
Suman, Vera J.
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Mayo Clin, Div Biomed Stat & Informat, Rochester, MN 55905 USAMayo Clin, Dept Med, Div Hematol, Rochester, MN 55905 USA
Suman, Vera J.
Inwards, David J.
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Mayo Clin, Dept Med, Div Hematol, Rochester, MN 55905 USAMayo Clin, Dept Med, Div Hematol, Rochester, MN 55905 USA
Inwards, David J.
Ansell, Stephen M.
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Mayo Clin, Dept Med, Div Hematol, Rochester, MN 55905 USAMayo Clin, Dept Med, Div Hematol, Rochester, MN 55905 USA
Ansell, Stephen M.
Micallef, Ivana N.
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Mayo Clin, Dept Med, Div Hematol, Rochester, MN 55905 USAMayo Clin, Dept Med, Div Hematol, Rochester, MN 55905 USA
Micallef, Ivana N.
Johnston, Patrick B.
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Mayo Clin, Dept Med, Div Hematol, Rochester, MN 55905 USAMayo Clin, Dept Med, Div Hematol, Rochester, MN 55905 USA
Johnston, Patrick B.
Nevala, Wendy
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Mayo Clin, Dept Med, Div Hematol, Rochester, MN 55905 USAMayo Clin, Dept Med, Div Hematol, Rochester, MN 55905 USA
Nevala, Wendy
Markovic, Svetomir N.
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Mayo Clin, Dept Med, Div Hematol, Rochester, MN 55905 USAMayo Clin, Dept Med, Div Hematol, Rochester, MN 55905 USA