Literature DB >> 28828698

Prediction of new brain metastases after radiosurgery: validation and analysis of performance of a multi-institutional nomogram.

Diandra N Ayala-Peacock1,2, Albert Attia3, Steve E Braunstein4, Manmeet S Ahluwalia5, Jaroslaw Hepel6, Caroline Chung7,8, Joseph Contessa9, Emory McTyre10, Ann M Peiffer10, John T Lucas10, Scott Isom11, Nicholas M Pajewski11, Rupesh Kotecha5, Mark J Stavas3, Brandi R Page12, Lawrence Kleinberg12, Colette Shen12, Robert B Taylor13, Nasarachi E Onyeuku10, Andrew T Hyde13, Daniel Gorovets6, Samuel T Chao5, Christopher Corso9, Jimmy Ruiz14, Kounosuke Watabe15, Stephen B Tatter16, Gelareh Zadeh17, Veronica L S Chiang9,18, John B Fiveash13, Michael D Chan10.   

Abstract

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.

Entities:  

Keywords:  Brain metastases; Distant brain failure; Multi-Institutional nomogram; Stereotactic radiosurgery

Mesh:

Year:  2017        PMID: 28828698      PMCID: PMC5667906          DOI: 10.1007/s11060-017-2588-4

Source DB:  PubMed          Journal:  J Neurooncol        ISSN: 0167-594X            Impact factor:   4.130


  24 in total

1.  A measure of explained risk in the proportional hazards model.

Authors:  Glenn Heller
Journal:  Biostatistics       Date:  2011-12-21       Impact factor: 5.899

2.  Stereotactic radiosurgery plus whole-brain radiation therapy vs stereotactic radiosurgery alone for treatment of brain metastases: a randomized controlled trial.

Authors:  Hidefumi Aoyama; Hiroki Shirato; Masao Tago; Keiichi Nakagawa; Tatsuya Toyoda; Kazuo Hatano; Masahiro Kenjyo; Natsuo Oya; Saeko Hirota; Hiroki Shioura; Etsuo Kunieda; Taisuke Inomata; Kazushige Hayakawa; Norio Katoh; Gen Kobashi
Journal:  JAMA       Date:  2006-06-07       Impact factor: 56.272

3.  Single dose radiosurgical treatment of recurrent previously irradiated primary brain tumors and brain metastases: final report of RTOG protocol 90-05.

Authors:  E Shaw; C Scott; L Souhami; R Dinapoli; R Kline; J Loeffler; N Farnan
Journal:  Int J Radiat Oncol Biol Phys       Date:  2000-05-01       Impact factor: 7.038

4.  A clinical nomogram and recursive partitioning analysis to determine the risk of regional failure after radiosurgery alone for brain metastases.

Authors:  George Rodrigues; Andrew Warner; Jaap Zindler; Ben Slotman; Frank Lagerwaard
Journal:  Radiother Oncol       Date:  2014-01-17       Impact factor: 6.280

5.  Evaluating the yield of medical tests.

Authors:  F E Harrell; R M Califf; D B Pryor; K L Lee; R A Rosati
Journal:  JAMA       Date:  1982-05-14       Impact factor: 56.272

6.  Novel risk stratification score for predicting early distant brain failure and salvage whole-brain radiotherapy after stereotactic radiosurgery for brain metastases.

Authors:  Robert H Press; Roshan S Prabhu; Dana C Nickleach; Yuan Liu; Hui-Kuo G Shu; Shravan Kandula; Kirtesh R Patel; Walter J Curran; Ian Crocker
Journal:  Cancer       Date:  2015-08-04       Impact factor: 6.860

7.  Stereotactic radiosurgery for patients with multiple brain metastases (JLGK0901): a multi-institutional prospective observational study.

Authors:  Masaaki Yamamoto; Toru Serizawa; Takashi Shuto; Atsuya Akabane; Yoshinori Higuchi; Jun Kawagishi; Kazuhiro Yamanaka; Yasunori Sato; Hidefumi Jokura; Shoji Yomo; Osamu Nagano; Hiroyuki Kenai; Akihito Moriki; Satoshi Suzuki; Yoshihisa Kida; Yoshiyasu Iwai; Motohiro Hayashi; Hiroaki Onishi; Masazumi Gondo; Mitsuya Sato; Tomohide Akimitsu; Kenji Kubo; Yasuhiro Kikuchi; Toru Shibasaki; Tomoaki Goto; Masami Takanashi; Yoshimasa Mori; Kintomo Takakura; Naokatsu Saeki; Etsuo Kunieda; Hidefumi Aoyama; Suketaka Momoshima; Kazuhiro Tsuchiya
Journal:  Lancet Oncol       Date:  2014-03-10       Impact factor: 41.316

8.  Neurocognition in patients with brain metastases treated with radiosurgery or radiosurgery plus whole-brain irradiation: a randomised controlled trial.

Authors:  Eric L Chang; Jeffrey S Wefel; Kenneth R Hess; Pamela K Allen; Frederick F Lang; David G Kornguth; Rebecca B Arbuckle; J Michael Swint; Almon S Shiu; Moshe H Maor; Christina A Meyers
Journal:  Lancet Oncol       Date:  2009-10-02       Impact factor: 41.316

9.  Clinical and economic outcomes of patients with brain metastases based on symptoms: an argument for routine brain screening of those treated with upfront radiosurgery.

Authors:  Scott C Lester; Glen B Taksler; J Griff Kuremsky; John T Lucas; Diandra N Ayala-Peacock; David M Randolph; J Daniel Bourland; Adrian W Laxton; Stephen B Tatter; Michael D Chan
Journal:  Cancer       Date:  2013-10-21       Impact factor: 6.921

10.  External validation of a Cox prognostic model: principles and methods.

Authors:  Patrick Royston; Douglas G Altman
Journal:  BMC Med Res Methodol       Date:  2013-03-06       Impact factor: 4.615

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  13 in total

1.  Surgical resection and postoperative radiosurgery versus staged radiosurgery for large brain metastases.

Authors:  Ammoren E Dohm; Ryan Hughes; William Wheless; Michael Lecompte; Claire Lanier; Jimmy Ruiz; Kounosuke Watabe; Fei Xing; Jing Su; Christina Cramer; Adrian Laxton; Stephen Tatter; Michael D Chan
Journal:  J Neurooncol       Date:  2018-10-26       Impact factor: 4.130

2.  Analysis of the drivers of cost of management when patients with brain metastases are treated with upfront radiosurgery.

Authors:  Rachel F Shenker; Emory R McTyre; Glen B Taksler; Ralph B D'Agostino; Christina K Cramer; Jimmy Ruiz; Natalie K Alphonse-Sullivan; Michael Farris; Kounosuke Watabe; Fei Xing; Adrian W Laxton; Stephen B Tatter; Michael D Chan
Journal:  Clin Neurol Neurosurg       Date:  2018-11-13       Impact factor: 1.876

3.  Potential prognostic markers for survival and neurologic death in patients with breast cancer brain metastases who receive upfront SRS alone.

Authors:  Rachel F Shenker; Ryan T Hughes; Emory R McTyre; Claire Lanier; Hui-Wen Lo; Linda Metheny-Barlow; Jing Su; Alexandra Thomas; Doris R Brown; Tiffany Avery; Boris Pasche; Christina K Cramer; Adrian W Laxton; Stephen B Tatter; Kounosuke Watabe; Michael D Chan
Journal:  J Radiosurg SBRT       Date:  2018

Review 4.  Brain metastases: An update on the multi-disciplinary approach of clinical management.

Authors:  D K Mitchell; H J Kwon; P A Kubica; W X Huff; R O'Regan; M Dey
Journal:  Neurochirurgie       Date:  2021-04-14       Impact factor: 1.553

5.  Efficacy of salvage stereotactic radiotherapy (SRT) for locally recurrent brain metastases after initial SRT and characteristics of target population.

Authors:  K Holub; G Louvel
Journal:  Clin Transl Oncol       Date:  2021-01-19       Impact factor: 3.405

6.  Individualized Nomogram for Predicting Survival in Patients with Brain Metastases After Stereotactic Radiosurgery Utilizing Driver Gene Mutations and Volumetric Surrogates.

Authors:  Cheng Zhou; Changguo Shan; Mingyao Lai; Zhaoming Zhou; Junjie Zhen; Guanhua Deng; Hainan Li; Juan Li; Chen Ren; Jian Wang; Ming Lu; Liang Zhang; Taihua Wu; Dan Zhu; Feng-Ming Spring Kong; Longhua Chen; Linbo Cai; Lei Wen
Journal:  Front Oncol       Date:  2021-05-13       Impact factor: 6.244

7.  CD138 plasma cells may predict brain metastasis recurrence following resection and stereotactic radiosurgery.

Authors:  Michael H Soike; Jennifer Logue; Shadi Qasem; Ryan T Hughes; Emory McTyre; Jing Su; Pierre Triozzi; Maurizio Bendandi; Hui-Wen Lo; Tamjeed Ahmed; Stacey S O'Neill; Waldemar Debinski; Boris Pasche; Kounosuke Watabe; Lance D Miller; Michael D Chan; Jimmy Ruiz
Journal:  Sci Rep       Date:  2019-10-07       Impact factor: 4.379

8.  Prospective Assessment of the Association Between Circulating Tumor Cells and Control of Brain Disease After Focal Radiation Therapy of Breast Cancer Brain Metastases.

Authors:  Douglas Guedes de Castro; Alexcia Camila Braun; Vinicius Fernando Calsavara; Guilherme Rocha Melo Gondim; Maria Letícia Gobo Silva; Michael Jenwei Chen; Ricardo Cesar Fogaroli; Henderson Ramos; Tharcisio Machado Coelho; Ana Carolina Scintini Herbst; Emne Ali Abdallah; Liao Shin Yu; Elena Fidarova; Eduardo Zubizarreta; Antônio Cássio Assis Pellizzon; Ludmilla Thomé Domingos Chinen
Journal:  Adv Radiat Oncol       Date:  2021-02-16

Review 9.  Stereotactic Radiosurgery in the Management of Patients With Brain Metastases of Non-Small Cell Lung Cancer: Indications, Decision Tools and Future Directions.

Authors:  Dianne Hartgerink; Britt van der Heijden; Dirk De Ruysscher; Alida Postma; Linda Ackermans; Ann Hoeben; Monique Anten; Philippe Lambin; Karin Terhaag; Arthur Jochems; Andre Dekker; Janna Schoenmaekers; Lizza Hendriks; Jaap Zindler
Journal:  Front Oncol       Date:  2018-05-09       Impact factor: 6.244

10.  Outcomes of Metastatic Brain Lesions Treated with Radioactive Cs-131 Seeds after Surgery: Experience from One Institution.

Authors:  Yuanxuan Xia; Leila A Mashouf; Brock R Baker; Russell Maxwell; Chetan Bettegowda; Kristin J Redmond; Lawrence R Kleinberg; Michael Lim
Journal:  Cureus       Date:  2018-07-30
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