TY - JOUR
T1 - Validation of survival prognostic models for non-small-cell lung cancer in stage- and age-specific groups
AU - Wang, Xiaofei
AU - Gu, Lin
AU - Zhang, Ying
AU - Sargent, Daniel J.
AU - Richards, William
AU - Ganti, Apar Kishor
AU - Crawford, Jeffery
AU - Cohen, Harvey Jay
AU - Stinchcombe, Thomas
AU - Vokes, Everett
AU - Pang, Herbert
N1 - Funding Information:
Research reported in this publication was supported by the National Cancer Institute of the National Institutes of Health under Award Numbers to the Alliance for Clinical Trials in Oncology (U10CA180821 and U10CA180882) and the legacy CALGB (CA31946, CA33601, CA180821, CA47577, CA47559, and CA41287). Additional funding was provided by National Institute of Aging of the National Institutes of Health under Award NIA 5R21AG042894 (X.W., L.G., Y.Z., T.S., E.V., and H.P.) and a VA Career Development Award (A.K.G.).
Publisher Copyright:
© 2015 Elsevier Ireland Ltd.
PY - 2015/11
Y1 - 2015/11
N2 - Purpose: Prognostic models have been proposed to predict survival for non-small-cell lung cancer (NSCLC). It is important to evaluate whether these models perform better than performance status (PS) alone in stage- and age-specific subgroups. Patients and methods: The validation cohort included 2060 stage I and 1611 stage IV NSCLC patients from 23CALGB studies. For stage I, Blanchon (B), Chansky (C) and Gail (G) models were evaluated along with the PS only model. For stage IV, Blanchon (B) and Mandrekar (M) models were compared with the PS only model. The c-index was used to assess the concordance between survival and risk scores. The c-index difference (c-difference) and the integrated discrimination improvement (IDI) were used to determine the improvement of these models over the PS only model. Results: For stage I, B and PS have better survival separation. The c-index for B, PS, C and G are 0.61, 0.58, 0.57 and 0.52, respectively, and B performs significantly better than PS with c-difference = 0.034. For stage IV, B, M and PS have c-index 0.61, 0.64 and 0.60, respectively; B and M perform significantly better than PS with c-difference = 0.015 and 0.033, respectively. Conclusion: Although some prognostic models have better concordance with survival than the PS only model, the absolute improvement is small. More accurate prognostic models should be developed; the inclusion of tumor genetic variants may improve prognostic models.
AB - Purpose: Prognostic models have been proposed to predict survival for non-small-cell lung cancer (NSCLC). It is important to evaluate whether these models perform better than performance status (PS) alone in stage- and age-specific subgroups. Patients and methods: The validation cohort included 2060 stage I and 1611 stage IV NSCLC patients from 23CALGB studies. For stage I, Blanchon (B), Chansky (C) and Gail (G) models were evaluated along with the PS only model. For stage IV, Blanchon (B) and Mandrekar (M) models were compared with the PS only model. The c-index was used to assess the concordance between survival and risk scores. The c-index difference (c-difference) and the integrated discrimination improvement (IDI) were used to determine the improvement of these models over the PS only model. Results: For stage I, B and PS have better survival separation. The c-index for B, PS, C and G are 0.61, 0.58, 0.57 and 0.52, respectively, and B performs significantly better than PS with c-difference = 0.034. For stage IV, B, M and PS have c-index 0.61, 0.64 and 0.60, respectively; B and M perform significantly better than PS with c-difference = 0.015 and 0.033, respectively. Conclusion: Although some prognostic models have better concordance with survival than the PS only model, the absolute improvement is small. More accurate prognostic models should be developed; the inclusion of tumor genetic variants may improve prognostic models.
KW - Independent validation
KW - Non-small-cell lung cancer (NSCLC)
KW - Performance status
KW - Prognostic models
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U2 - 10.1016/j.lungcan.2015.08.007
DO - 10.1016/j.lungcan.2015.08.007
M3 - Article
C2 - 26319317
AN - SCOPUS:84940062218
SN - 0169-5002
VL - 90
SP - 281
EP - 287
JO - Lung Cancer
JF - Lung Cancer
IS - 2
ER -