Abstract
Brain metastases (BM) represent the most common intracranial malignancy in adults. Limitations of existing prognostic models reduce their predictivity and clinical applicability. The aim of this study is to validate the cumulative intracranial tumour volume prognostic assessment (CITVPA) as a new prognostic score system for patients with BM treated by Stereotactic Radiosurgery (SRS). Between January 2001 and December 2015, 1894 patients underwent Gamma Knife SRS treatment. The CITVPA model was implemented and validated as follows: the CITV cut-offs were identified thanks to a receiver-operating characteristic (ROC) curve analysis; the survival predictive factors were selected through a Cox proportional hazard model; its prognostic power was compared to RPA, SIR and GPA through the Harrel concordance index (HCI). According to the ROC curve analysis, the CITV cut-off values were set at 1.5 and 4.0 cc. Based on the multivariate analysis, the CITVPA model included: age (OR 1.010, 95% CI 1.005–1.015, p < 0.001), KPS (OR 0.960, 95% CI 0.956–0.965, p < 0.001), extracranial metastases (OR 1.287, 95% CI 1.154–1.437, p < 0.001), BM number (OR 1.193, 95% CI 1.047–1.360, p = 0.008), and CITV (OR 1.028, 95% CI 1.020–1.036, p < 0.001). A score between 0 and 1 was attributed to each prognosticator; a global CITVPA score ranging from 0 to 5 was assigned with higher results corresponding to worse outcomes. The CITVPA (HCI = 0.64) exhibited a significantly (p < 0.001) higher prognostic power compared to RPA (HCI = 0.55), SIR (HCI = 0.55) and GPA (HCI = 0.61). The CITVPA represents a reliable prognostic system for patients with BM treated by SRS. However, further prospective and multicentric studies are necessary before its applicability in clinical practice.
Similar content being viewed by others
Data availability
All data generated or analysed during this study are included in this article and its supplementary information files.
References
Davis FG, Dolecek TA, McCarthy BJ, Villano JL (2012) Toward determining the lifetime occurrence of metastatic brain tumors estimated from 2007 United States cancer incidence data. Neuro Oncol 14(9):1171–1177. https://doi.org/10.1093/neuonc/nos152
Gittleman HR, Ostrom QT, Rouse CD, Dowling JA, de Blank PM, Kruchko CA, Elder JB, Rosenfeld SS, Selman WR, Sloan AE, Barnholtz-Sloan JS (2015) Trends in central nervous system tumor incidence relative to other common cancers in adults, adolescents, and children in the United States, 2000 to 2010. Cancer 121(1):102–112. https://doi.org/10.1002/cncr.29015
Stelzer KJ (2013) Epidemiology and prognosis of brain metastases. Surg Neurol Int 4(Suppl 4):S192–S202. https://doi.org/10.4103/2152-7806.111296
Sandler KA, Shaverdian N, Cook RR, Kishan AU, King CR, Yang I, Steinberg ML, Lee P (2017) Treatment trends for patients with brain metastases: does practice reflect the data? Cancer 123(12):2274–2282. https://doi.org/10.1002/cncr.30607
Badiyan SN, Regine WF, Mehta M (2016) Stereotactic radiosurgery for treatment of brain metastases. J Oncol Pract 12(8):703–712. https://doi.org/10.1200/JOP.2016.012922
Gaspar LE, Prabhu RS, Hdeib A, McCracken DJ, Lasker GF, McDermott MW, Kalkanis SN, Olson JJ (2019) Congress of neurological surgeons systematic review and evidence-based guidelines on the role of whole brain radiation therapy in adults with newly diagnosed metastatic brain tumors. Neurosurgery 84(3):E159–E162. https://doi.org/10.1093/neuros/nyy541
Graber JJ, Cobbs CS, Olson JJ (2019) Congress of neurological surgeons systematic review and evidence-based guidelines on the use of stereotactic radiosurgery in the treatment of adults with metastatic brain tumors. Neurosurgery 84(3):E168–E170. https://doi.org/10.1093/neuros/nyy543
Mehta MP, Tsao MN, Whelan TJ, Morris DE, Hayman JA, Flickinger JC, Mills M, Rogers CL, Souhami L (2005) The American Society for Therapeutic Radiology and Oncology (ASTRO) evidence-based review of the role of radiosurgery for brain metastases. Int J Radiat Oncol Biol Phys 63(1):37–46. https://doi.org/10.1016/j.ijrobp.2005.05.023
Aoyama H, Shirato H, Tago M, Nakagawa K, Toyoda T, Hatano K, Kenjyo M, Oya N, Hirota S, Shioura H, Kunieda E, Inomata T, Hayakawa K, Katoh N, Kobashi G (2006) Stereotactic radiosurgery plus whole-brain radiation therapy vs stereotactic radiosurgery alone for treatment of brain metastases: a randomized controlled trial. JAMA 295(21):2483–2491. https://doi.org/10.1001/jama.295.21.2483
Knisely JP, Yamamoto M, Gross CP, Castrucci WA, Jokura H, Chiang VL (2010) Radiosurgery alone for 5 or more brain metastases: expert opinion survey. J Neurosurg 113 Suppl:84–89. https://doi.org/10.3171/2010.8.GKS10999
Yamamoto M, Serizawa T, Shuto T, Akabane A, Higuchi Y, Kawagishi J, Yamanaka K, Sato Y, Jokura H, Yomo S, Nagano O, Kenai H, Moriki A, Suzuki S, Kida Y, Iwai Y, Hayashi M, Onishi H, Gondo M, Sato M, Akimitsu T, Kubo K, Kikuchi Y, Shibasaki T, Goto T, Takanashi M, Mori Y, Takakura K, Saeki N, Kunieda E, Aoyama H, Momoshima S, Tsuchiya K (2014) Stereotactic radiosurgery for patients with multiple brain metastases (JLGK0901): a multi-institutional prospective observational study. Lancet Oncol 15(4):387–395. https://doi.org/10.1016/S1470-2045(14)70061-0
Aoyama H, Tago M, Shirato H, Japanese Radiation Oncology Study Group I (2015) Stereotactic radiosurgery with or without whole-brain radiotherapy for brain metastases: secondary analysis of the JROSG 99–1 randomized clinical trial. JAMA Oncol 1(4):457–464. https://doi.org/10.1001/jamaoncol.2015.1145
Soffietti R, Kocher M, Abacioglu UM, Villa S, Fauchon F, Baumert BG, Fariselli L, Tzuk-Shina T, Kortmann RD, Carrie C, Ben Hassel M, Kouri M, Valeinis E, van den Berge D, Mueller RP, Tridello G, Collette L, Bottomley A (2013) A European Organisation for Research and Treatment of Cancer phase III trial of adjuvant whole-brain radiotherapy versus observation in patients with one to three brain metastases from solid tumors after surgical resection or radiosurgery: quality-of-life results. J Clin Oncol 31(1):65–72. https://doi.org/10.1200/JCO.2011.41.0639
Skeie BS, Eide GE, Flatebo M, Heggdal JI, Larsen E, Bragstad S, Pedersen PH, Enger PO (2017) Quality of life is maintained using Gamma Knife radiosurgery: a prospective study of a brain metastases patient cohort. J Neurosurg 126(3):708–725. https://doi.org/10.3171/2015.10.JNS15801
Gaspar L, Scott C, Rotman M, Asbell S, Phillips T, Wasserman T, McKenna WG, Byhardt R (1997) Recursive partitioning analysis (RPA) of prognostic factors in three Radiation Therapy Oncology Group (RTOG) brain metastases trials. Int J Radiat Oncol Biol Phys 37(4):745–751
Gaspar LE, Scott C, Murray K, Curran W (2000) Validation of the RTOG recursive partitioning analysis (RPA) classification for brain metastases. Int J Radiat Oncol Biol Phys 47(4):1001–1006
Weltman E, Salvajoli JV, Brandt RA, de Morais Hanriot R, Prisco FE, Cruz JC, de Oliveira Borges SR, Wajsbrot DB (2000) Radiosurgery for brain metastases: a score index for predicting prognosis. Int J Radiat Oncol Biol Phys 46(5):1155–1161
Sperduto PW, Chao ST, Sneed PK, Luo X, Suh J, Roberge D, Bhatt A, Jensen AW, Brown PD, Shih H, Kirkpatrick J, Schwer A, Gaspar LE, Fiveash JB, Chiang V, Knisely J, Sperduto CM, Mehta M (2010) Diagnosis-specific prognostic factors, indexes, and treatment outcomes for patients with newly diagnosed brain metastases: a multi-institutional analysis of 4259 patients. Int J Radiat Oncol Biol Phys 77(3):655–661. https://doi.org/10.1016/j.ijrobp.2009.08.025
Sperduto PW, Berkey B, Gaspar LE, Mehta M, Curran W (2008) A new prognostic index and comparison to three other indices for patients with brain metastases: an analysis of 1,960 patients in the RTOG database. Int J Radiat Oncol Biol Phys 70(2):510–514. https://doi.org/10.1016/j.ijrobp.2007.06.074
Rodrigues G, Bauman G, Palma D, Louie AV, Mocanu J, Senan S, Lagerwaard F (2013) Systematic review of brain metastases prognostic indices. Pract Radiat Oncol 3(2):101–106. https://doi.org/10.1016/j.prro.2012.04.001
Marcus LP, Marshall D, Hirshman BR, McCutcheon BA, Gonda DD, Koiso T, Hattangadi-Gluth JA, Carter BS, Yamamoto M, Chen CC (2016) Cumulative Intracranial Tumor Volume (CITV) Enhances the Prognostic Value of the Lung-Specific Graded Prognostic Assessment (GPA) Model. Neurosurgery 79(2):246–252. https://doi.org/10.1227/NEU.0000000000001123
Ali MA, Hirshman BR, Wilson B, Schupper AJ, Joshi R, Proudfoot JA, Goetsch SJ, Alksne JF, Ott K, Aiyama H, Nagano O, Carter BS, Chiang V, Serizawa T, Yamamoto M, Chen CC (2017) Improving the prognostic value of disease-specific graded prognostic assessment model for renal cell carcinoma by incorporation of cumulative intracranial tumor volume. World Neurosurg 108:151–156. https://doi.org/10.1016/j.wneu.2017.07.109
Joshi RS, Hirshman BR, Ali MA, Alattar A, Carroll K, Nagano O, Aiyama H, Serizawa T, Yamamoto M, Chen CC (2019) Prognostic importance of cumulative intracranial tumor volume in patients with gastrointestinal brain metastasis treated with stereotactic radiosurgery. World Neurosurg 121:e747–e754. https://doi.org/10.1016/j.wneu.2018.09.209
Hirshman BR, Wilson BR, Ali MA, Schupper AJ, Proudfoot JA, Goetsch SJ, Carter BS, Sinclair G, Bartek J Jr, Chiang V, Fogarty G, Hong A, Chen CC (2018) Cumulative intracranial tumor volume augments the prognostic value of diagnosis-specific graded prognostic assessment model for survival in patients with melanoma cerebral metastases. Neurosurgery 83(2):237–244. https://doi.org/10.1093/neuros/nyx380
Nieder C, Mehta MP (2009) Prognostic indices for brain metastases–usefulness and challenges. Radiat Oncol 4:10. https://doi.org/10.1186/1748-717X-4-10
Venur VA, Ahluwalia MS (2015) Prognostic scores for brain metastasis patients: use in clinical practice and trial design. Chin Clin Oncol 4(2):18. https://doi.org/10.3978/j.issn.2304-3865.2015.06.01
Ruda R, Franchino F, Soffietti R (2016) Treatment of brain metastasis: current status and future directions. Curr Opin Oncol 28(6):502–510. https://doi.org/10.1097/CCO.0000000000000326
Baschnagel AM, Meyer KD, Chen PY, Krauss DJ, Olson RE, Pieper DR, Maitz AH, Ye H, Grills IS (2013) Tumor volume as a predictor of survival and local control in patients with brain metastases treated with Gamma Knife surgery. J Neurosurg 119(5):1139–1144. https://doi.org/10.3171/2013.7.JNS13431
Eisenhauer EA, Therasse P, Bogaerts J, Schwartz LH, Sargent D, Ford R, Dancey J, Arbuck S, Gwyther S, Mooney M, Rubinstein L, Shankar L, Dodd L, Kaplan R, Lacombe D, Verweij J (2009) New response evaluation criteria in solid tumours: revised RECIST guideline (version 1.1). Eur J Cancer 45(2):228–247. https://doi.org/10.1016/j.ejca.2008.10.026
Shaw E, Scott C, Souhami L, Dinapoli R, Kline R, Loeffler J, Farnan N (2000) Single dose radiosurgical treatment of recurrent previously irradiated primary brain tumors and brain metastases: final report of RTOG protocol 90 – 05. Int J Radiat Oncol Biol Phys 47(2):291–298
Fluss R, Faraggi D, Reiser B (2005) Estimation of the Youden Index and its associated cutoff point. Biom J 47(4):458–472
Harrell FE Jr., Lee KL, Mark DB (1996) Multivariable prognostic models: issues in developing models, evaluating assumptions and adequacy, and measuring and reducing errors. Stat Med 15(4):361–387
Newson RB (2010) Comparing the predictive power of survival models using Harrell’s c or Somers’ D. Stat J 10:339–358
Bhatnagar AK, Flickinger JC, Kondziolka D, Lunsford LD (2006) Stereotactic radiosurgery for four or more intracranial metastases. Int J Radiat Oncol Biol Phys 64(3):898–903. https://doi.org/10.1016/j.ijrobp.2005.08.035
Rades D, Pluemer A, Veninga T, Hanssens P, Dunst J, Schild SE (2007) Whole-brain radiotherapy versus stereotactic radiosurgery for patients in recursive partitioning analysis classes 1 and 2 with 1 to 3 brain metastases. Cancer 110(10):2285–2292. https://doi.org/10.1002/cncr.23037
Chang WS, Kim HY, Chang JW, Park YG, Chang JH (2010) Analysis of radiosurgical results in patients with brain metastases according to the number of brain lesions: is stereotactic radiosurgery effective for multiple brain metastases? J Neurosurg 113 Suppl:73–78. https://doi.org/10.3171/2010.8.GKS10994
Hasan S, Shah AH, Bregy A, Albert T, Markoe A, Stoyanova R, Thambuswamy M, Komotar RJ (2014) The role of whole-brain radiation therapy after stereotactic radiation surgery for brain metastases. Pract Radiat Oncol 4(5):306–315. https://doi.org/10.1016/j.prro.2013.09.006
Nichol A, Ma R, Hsu F, Gondara L, Carolan H, Olson R, Schellenberg D, Germain F, Cheung A, Peacock M, Bergman A, Vollans E, Vellani R, McKenzie M (2016) Volumetric radiosurgery for 1 to 10 brain metastases: a multicenter, single-arm, phase 2 study. Int J Radiat Oncol Biol Phys 94(2):312–321. https://doi.org/10.1016/j.ijrobp.2015.10.017
Ammirati M, Nahed BV, Andrews D, Chen CC, Olson JJ (2019) Congress of neurological surgeons systematic review and evidence-based guidelines on treatment options for adults with multiple metastatic brain tumors. Neurosurgery 84(3):E180–E182. https://doi.org/10.1093/neuros/nyy548
Nahed BV, Alvarez-Breckenridge C, Brastianos PK, Shih H, Sloan A, Ammirati M, Kuo JS, Ryken TC, Kalkanis SN, Olson JJ (2019) Congress of neurological surgeons systematic review and evidence-based guidelines on the role of surgery in the management of adults with metastatic brain tumors. Neurosurgery 84(3):E152–E155. https://doi.org/10.1093/neuros/nyy542
Banfill KE, Bownes PJ, St Clair SE, Loughrey C, Hatfield P (2012) Stereotactic radiosurgery for the treatment of brain metastases: impact of cerebral disease burden on survival. Br J Neurosurg 26(5):674–678. https://doi.org/10.3109/02688697.2012.690913
Sperduto PW (2010) What is your patient’s GPA and why does it matter? Managing brain metastases and the cost of hope. Int J Radiat Oncol Biol Phys 77(3):643–644. https://doi.org/10.1016/j.ijrobp.2010.02.038
Kondziolka D, Parry PV, Lunsford LD, Kano H, Flickinger JC, Rakfal S, Arai Y, Loeffler JS, Rush S, Knisely JP, Sheehan J, Friedman W, Tarhini AA, Francis L, Lieberman F, Ahluwalia MS, Linskey ME, McDermott M, Sperduto P, Stupp R (2014) The accuracy of predicting survival in individual patients with cancer. J Neurosurg 120(1):24–30. https://doi.org/10.3171/2013.9.JNS13788
Lutterbach J, Bartelt S, Stancu E, Guttenberger R (2002) Patients with brain metastases: hope for recursive partitioning analysis (RPA) class 3. Radiother Oncol 63(3):339–345
Yamamoto M, Sato Y, Serizawa T, Kawabe T, Higuchi Y, Nagano O, Barfod BE, Ono J, Kasuya H, Urakawa Y (2012) Subclassification of recursive partitioning analysis Class II patients with brain metastases treated radiosurgically. Int J Radiat Oncol Biol Phys 83(5):1399–1405. https://doi.org/10.1016/j.ijrobp.2011.10.018
Hirshman BR, Wilson B, Ali MA, Proudfoot JA, Koiso T, Nagano O, Carter BS, Serizawa T, Yamamoto M, Chen CC (2018) Superior prognostic value of cumulative intracranial tumor volume relative to largest intracranial tumor volume for stereotactic radiosurgery-treated brain metastasis patients. Neurosurgery 82(4):473–480. https://doi.org/10.1093/neuros/nyx225
Acknowledgements
The authors would thank Mr James Minshull for the English language revision.
Funding
This research did not receive any specific grant from funding agencies in the public, commercial, or not-for-profit sectors.
Author information
Authors and Affiliations
Contributions
CAD: conceptualization, data curation, analysis and interpretation, investigation, methodology, validation, visualization, writing – original draft, and writing—review and editing. AC: conceptualization, data curation, investigation, methodology, validation, and writing—review and editing. MG: data analysis and interpretation analysis, methodology, validation, and writing—review and editing. LR: data curation, analysis and interpretation, validation, visualization, writing—original draft, and writing—review and editing. AD: data analysis and interpretation, validation, visualization, writing—original draft, and writing—review and editing. PP: data curation and analysis, validation, visualization, and writing—review and editing. CFdP: data curation and interpretation, validation, and writing—review and editing. AdV: data curation and interpretation, validation, and writing—review and editing. AB: data curation and interpretation, validation, and writing—review and editing. RS: data interpretation, supervision, validation, and writing—review and editing. PM: data interpretation, supervision, validation, and writing—review and editing.
Corresponding author
Ethics declarations
Conflict of interest
The authors declare that they have no conflict of interest.
Ethical approval
All procedures performed in studies involving human participants were in accordance with the ethical standards of the institutional and/or national research committee and with the 1964 Helsinki Declaration and its later amendments or comparable ethical standards. Ethical approval was waived by the local Ethics Committee in view of the retrospective nature of the study.
Informed consent
Informed consent was obtained from all individual participants included in the study.
Consent to publish
Patients signed informed consent regarding publishing their data.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
About this article
Cite this article
Donofrio, C.A., Cavalli, A., Gemma, M. et al. Cumulative intracranial tumour volume prognostic assessment: a new predicting score index for patients with brain metastases treated by stereotactic radiosurgery. Clin Exp Metastasis 37, 499–508 (2020). https://doi.org/10.1007/s10585-020-10037-z
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10585-020-10037-z