TY - JOUR
T1 - Prediction of new brain metastases after radiosurgery
T2 - validation and analysis of performance of a multi-institutional nomogram
AU - Ayala-Peacock, Diandra N.
AU - Attia, Albert
AU - Braunstein, Steve E.
AU - Ahluwalia, Manmeet S.
AU - Hepel, Jaroslaw
AU - Chung, Caroline
AU - Contessa, Joseph
AU - McTyre, Emory
AU - Peiffer, Ann M.
AU - Lucas, John T.
AU - Isom, Scott
AU - Pajewski, Nicholas M.
AU - Kotecha, Rupesh
AU - Stavas, Mark J.
AU - Page, Brandi R.
AU - Kleinberg, Lawrence
AU - Shen, Colette
AU - Taylor, Robert B.
AU - Onyeuku, Nasarachi E.
AU - Hyde, Andrew T.
AU - Gorovets, Daniel
AU - Chao, Samuel T.
AU - Corso, Christopher
AU - Ruiz, Jimmy
AU - Watabe, Kounosuke
AU - Tatter, Stephen B.
AU - Zadeh, Gelareh
AU - Chiang, Veronica L.S.
AU - Fiveash, John B.
AU - Chan, Michael D.
N1 - Publisher Copyright:
© 2017, Springer Science+Business Media, LLC.
PY - 2017/11/1
Y1 - 2017/11/1
N2 - Stereotactic radiosurgery (SRS) without whole brain radiotherapy (WBRT) for brain metastases can avoid WBRT toxicities, but with risk of subsequent distant brain failure (DBF). Sole use of number of metastases to triage patients may be an unrefined method. Data on 1354 patients treated with SRS monotherapy from 2000 to 2013 for new brain metastases was collected across eight academic centers. The cohort was divided into training and validation datasets and a prognostic model was developed for time to DBF. We then evaluated the discrimination and calibration of the model within the validation dataset, and confirmed its performance with an independent contemporary cohort. Number of metastases (≥8, HR 3.53 p = 0.0001), minimum margin dose (HR 1.07 p = 0.0033), and melanoma histology (HR 1.45, p = 0.0187) were associated with DBF. A prognostic index derived from the training dataset exhibited ability to discriminate patients’ DBF risk within the validation dataset (c-index = 0.631) and Heller’s explained relative risk (HERR) = 0.173 (SE = 0.048). Absolute number of metastases was evaluated for its ability to predict DBF in the derivation and validation datasets, and was inferior to the nomogram. A nomogram high-risk threshold yielding a 2.1-fold increased need for early WBRT was identified. Nomogram values also correlated to number of brain metastases at time of failure (r = 0.38, p < 0.0001). We present a multi-institutionally validated prognostic model and nomogram to predict risk of DBF and guide risk-stratification of patients who are appropriate candidates for radiosurgery versus upfront WBRT.
AB - Stereotactic radiosurgery (SRS) without whole brain radiotherapy (WBRT) for brain metastases can avoid WBRT toxicities, but with risk of subsequent distant brain failure (DBF). Sole use of number of metastases to triage patients may be an unrefined method. Data on 1354 patients treated with SRS monotherapy from 2000 to 2013 for new brain metastases was collected across eight academic centers. The cohort was divided into training and validation datasets and a prognostic model was developed for time to DBF. We then evaluated the discrimination and calibration of the model within the validation dataset, and confirmed its performance with an independent contemporary cohort. Number of metastases (≥8, HR 3.53 p = 0.0001), minimum margin dose (HR 1.07 p = 0.0033), and melanoma histology (HR 1.45, p = 0.0187) were associated with DBF. A prognostic index derived from the training dataset exhibited ability to discriminate patients’ DBF risk within the validation dataset (c-index = 0.631) and Heller’s explained relative risk (HERR) = 0.173 (SE = 0.048). Absolute number of metastases was evaluated for its ability to predict DBF in the derivation and validation datasets, and was inferior to the nomogram. A nomogram high-risk threshold yielding a 2.1-fold increased need for early WBRT was identified. Nomogram values also correlated to number of brain metastases at time of failure (r = 0.38, p < 0.0001). We present a multi-institutionally validated prognostic model and nomogram to predict risk of DBF and guide risk-stratification of patients who are appropriate candidates for radiosurgery versus upfront WBRT.
KW - Brain metastases
KW - Distant brain failure
KW - Multi-Institutional nomogram
KW - Stereotactic radiosurgery
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U2 - 10.1007/s11060-017-2588-4
DO - 10.1007/s11060-017-2588-4
M3 - Article
C2 - 28828698
AN - SCOPUS:85028011084
SN - 0167-594X
VL - 135
SP - 403
EP - 411
JO - Journal of neuro-oncology
JF - Journal of neuro-oncology
IS - 2
ER -