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Published in: Neurosurgical Review 4/2017

Open Access 01-10-2017 | Original Article

Predicting surgical outcome in patients with glioblastoma multiforme using pre-operative magnetic resonance imaging: development and preliminary validation of a grading system

Authors: Hani J. Marcus, Sophie Williams, Archie Hughes-Hallett, Sophie J. Camp, Dipankar Nandi, Lewis Thorne

Published in: Neurosurgical Review | Issue 4/2017

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Abstract

The lack of a simple, objective and reproducible system to describe glioblastoma multiforme (GBM) represents a major limitation in comparative effectiveness research. The objectives of this study were therefore to develop such a grading system and to validate it on patients who underwent surgical resection. A systematic review of the literature was performed to identify features on pre-operative magnetic resonance imaging (MRI) that predict the surgical outcome of patients with GBM. In all, the five most important features of GBM on pre-operative MRI were as follows: periventricular or deep location, corpus callosum or bilateral location, eloquent location, size and associated oedema. These were then used to develop a grading system. To validate this grading system, a retrospective cohort study of all adult patients with supratentorial GBM who underwent surgical resection between the 1 January 2014 and the 31 June 2015 was performed. There was a substantial agreement between the two neurosurgeons grading GBM (Cohen’s κ was 0.625; standard error 0.066). High-complexity lesions were significantly less likely to result in complete resection of contrast-enhancing tumour than low-complexity lesions (50.0 versus 3.4%; p = 0.0007). The proposed grading system may allow for the standardised communication of anatomical features of GBM identified on pre-operative MRI.
Literature
2.
go back to reference Balog J, Sasi-Szabo L, Kinross J, Lewis MR, Muirhead LJ, Veselkov K, Mirnezami R, Dezso B, Damjanovich L, Darzi A et al (2013) Intraoperative tissue identification using rapid evaporative ionization mass spectrometry. Sci Transl Med 5. doi:10.1126/scitranslmed.3005623 Balog J, Sasi-Szabo L, Kinross J, Lewis MR, Muirhead LJ, Veselkov K, Mirnezami R, Dezso B, Damjanovich L, Darzi A et al (2013) Intraoperative tissue identification using rapid evaporative ionization mass spectrometry. Sci Transl Med 5. doi:10.​1126/​scitranslmed.​3005623
4.
go back to reference Benveniste R, Germano IM (2003) Evaluation of factors predicting accurate resection of high-grade gliomas by using frameless image-guided stereotactic guidance. Neurosurg Focus 14(2):e5CrossRefPubMed Benveniste R, Germano IM (2003) Evaluation of factors predicting accurate resection of high-grade gliomas by using frameless image-guided stereotactic guidance. Neurosurg Focus 14(2):e5CrossRefPubMed
6.
go back to reference Chaichana KL, McGirt MJ, Frazier J, Attenello F, Guerrero-Cazares H, Quinones-Hinojosa A (2008) Relationship of glioblastoma multiforme to the lateral ventricles predicts survival following tumor resection. J Neurooncol 89(2):219–224 Chaichana KL, McGirt MJ, Frazier J, Attenello F, Guerrero-Cazares H, Quinones-Hinojosa A (2008) Relationship of glioblastoma multiforme to the lateral ventricles predicts survival following tumor resection. J Neurooncol 89(2):219–224
7.
go back to reference Chaichana K, Parker S, Olivi A, Quinones-Hinojosa A (2010) A proposed classification system that projects outcomes based on preoperative variables for adult patients with glioblastoma multiforme. J Neurosurg 112(5):997–1004. doi:10.3171/2009.9.JNS09805 CrossRefPubMed Chaichana K, Parker S, Olivi A, Quinones-Hinojosa A (2010) A proposed classification system that projects outcomes based on preoperative variables for adult patients with glioblastoma multiforme. J Neurosurg 112(5):997–1004. doi:10.​3171/​2009.​9.​JNS09805 CrossRefPubMed
8.
go back to reference Chaichana KL, Chaichana KK, Olivi A, Weingart JD, Bennett R, Brem H, Quinones-Hinojosa A (2011) Surgical outcomes for older patients with glioblastoma multiforme: preoperative factors associated with decreased survival. Clinical article. J Neurosurg 114(3):587–594. doi:10.3171/2010.8.JNS1081 CrossRefPubMed Chaichana KL, Chaichana KK, Olivi A, Weingart JD, Bennett R, Brem H, Quinones-Hinojosa A (2011) Surgical outcomes for older patients with glioblastoma multiforme: preoperative factors associated with decreased survival. Clinical article. J Neurosurg 114(3):587–594. doi:10.​3171/​2010.​8.​JNS1081 CrossRefPubMed
9.
go back to reference Chaichana KL, Pendleton C, Chambless L, Camara-Quintana J, Nathan JK, Hassam-Malani L, Li G, Harsh GR IV, Thompson RC, Lim M, Quinones-Hinojosa (2013a) A Multi-institutional validation of a preoperative scoring system which predicts survival for patients with glioblastoma. J Clin Neurosci 20(10):1422–1426 Chaichana KL, Pendleton C, Chambless L, Camara-Quintana J, Nathan JK, Hassam-Malani L, Li G, Harsh GR IV, Thompson RC, Lim M, Quinones-Hinojosa (2013a) A Multi-institutional validation of a preoperative scoring system which predicts survival for patients with glioblastoma. J Clin Neurosci 20(10):1422–1426
10.
11.
go back to reference Chen KT, Wu TW, Chuang CC, Hsu YH, Hsu PW, Huang YC, Lin TK, Chang CN, Lee ST, Wu CT et al (2015) Corpus callosum involvement and postoperative outcomes of patients with gliomas. J Neuro-Oncol 124(2):207–214. doi:10.1007/s11060-015-1823-0 CrossRef Chen KT, Wu TW, Chuang CC, Hsu YH, Hsu PW, Huang YC, Lin TK, Chang CN, Lee ST, Wu CT et al (2015) Corpus callosum involvement and postoperative outcomes of patients with gliomas. J Neuro-Oncol 124(2):207–214. doi:10.​1007/​s11060-015-1823-0 CrossRef
12.
go back to reference Clavien PA, Barkun J, de Oliveira ML, Vauthey JN, Dindo D, Schulick RD, de Santibanes E, Pekolj J, Slankamenac K, Bassi C et al (2009) The Clavien-Dindo classification of surgical complications five-year experience. Ann Surg 250:187–196. doi:10.1097/SLA.0b013e3181b13ca2 CrossRefPubMed Clavien PA, Barkun J, de Oliveira ML, Vauthey JN, Dindo D, Schulick RD, de Santibanes E, Pekolj J, Slankamenac K, Bassi C et al (2009) The Clavien-Dindo classification of surgical complications five-year experience. Ann Surg 250:187–196. doi:10.​1097/​SLA.​0b013e3181b13ca2​ CrossRefPubMed
13.
go back to reference Cook JA, McCulloch P, Blazeby JM, Beard DJ, Marinac-Dabic D, Sedrakyan A, Grp I (2013) IDEAL framework for surgical innovation 3: randomised controlled trials in the assessment stage and evaluations in the long term study stage. Bmj-British Medical Journal 346. doi:10.1136/Bmj.F2820 Cook JA, McCulloch P, Blazeby JM, Beard DJ, Marinac-Dabic D, Sedrakyan A, Grp I (2013) IDEAL framework for surgical innovation 3: randomised controlled trials in the assessment stage and evaluations in the long term study stage. Bmj-British Medical Journal 346. doi:10.​1136/​Bmj.​F2820
14.
go back to reference Dandy WE (1928) Removal of right cerebral hemisphere for certain tumors with hemiplegia. JAMA 90:823–825CrossRef Dandy WE (1928) Removal of right cerebral hemisphere for certain tumors with hemiplegia. JAMA 90:823–825CrossRef
16.
go back to reference Durmaz R, Erken S, Arslantas A, Atasoy MA, Bal C, Tel E (1997) Management of glioblastoma multiforme: with special reference to recurrence. Clin Neurol Neurosurg 99(2):117–123CrossRefPubMed Durmaz R, Erken S, Arslantas A, Atasoy MA, Bal C, Tel E (1997) Management of glioblastoma multiforme: with special reference to recurrence. Clin Neurol Neurosurg 99(2):117–123CrossRefPubMed
17.
go back to reference Ergina PL, Barkun JS, McCulloch P, Cook JA, Altman DG, Grp I (2013) IDEAL framework for surgical innovation 2: observational studies in the exploration assessment stages. Bmj-British Medical Journal 346. doi:10.1136/Bmj.F3011 Ergina PL, Barkun JS, McCulloch P, Cook JA, Altman DG, Grp I (2013) IDEAL framework for surgical innovation 2: observational studies in the exploration assessment stages. Bmj-British Medical Journal 346. doi:10.​1136/​Bmj.​F3011
18.
20.
go back to reference Gronningsaeter A, Kleven A, Ommedal S, Aarseth TE, Lie T, Lindseth F, Lango T, Unsgard G (2000) SonoWand, an ultrasound-based neuronavigation system. Neurosurgery 47:1373–1379 discussion 1379-1380CrossRefPubMed Gronningsaeter A, Kleven A, Ommedal S, Aarseth TE, Lie T, Lindseth F, Lango T, Unsgard G (2000) SonoWand, an ultrasound-based neuronavigation system. Neurosurgery 47:1373–1379 discussion 1379-1380CrossRefPubMed
21.
go back to reference Hammoud MA, Sawaya R, Shi W, Thall PF, Leeds NE (1996) Prognostic significance of preoperative MRI scans in glioblastoma multiforme. J Neurooncol 27(1):65–73CrossRefPubMed Hammoud MA, Sawaya R, Shi W, Thall PF, Leeds NE (1996) Prognostic significance of preoperative MRI scans in glioblastoma multiforme. J Neurooncol 27(1):65–73CrossRefPubMed
22.
go back to reference Helseth R, Helseth E, Johannesen TB, Langberg CW, Lote K, Ronning P, Scheie D, Vik A, Meling TR (2010) Overall survival, prognostic factors, and repeated surgery in a consecutive series of 516 patients with glioblastoma multiforme. Acta Neurol Scand 122(3):159–167. doi:10.1111/j.1600-0404.2010.01350.x CrossRefPubMed Helseth R, Helseth E, Johannesen TB, Langberg CW, Lote K, Ronning P, Scheie D, Vik A, Meling TR (2010) Overall survival, prognostic factors, and repeated surgery in a consecutive series of 516 patients with glioblastoma multiforme. Acta Neurol Scand 122(3):159–167. doi:10.​1111/​j.​1600-0404.​2010.​01350.​x CrossRefPubMed
23.
go back to reference Jain R, Poisson LM, Gutman D, Scarpace L, Hwang SN, Holder CA, Wintermark M, Rao A, Colen RR, Kirby J, Freymann J, Jaffe CC, Mikkelsen T, Flanders A (2014) Outcome prediction in patients with glioblastoma by using imaging, clinical, and genomic biomarkers: focus on the nonenhancing component of the tumor. Radiology 272(2):484–493 Jain R, Poisson LM, Gutman D, Scarpace L, Hwang SN, Holder CA, Wintermark M, Rao A, Colen RR, Kirby J, Freymann J, Jaffe CC, Mikkelsen T, Flanders A (2014) Outcome prediction in patients with glioblastoma by using imaging, clinical, and genomic biomarkers: focus on the nonenhancing component of the tumor. Radiology 272(2):484–493
24.
go back to reference Jermyn M, Mok K, Mercier J, Desroches J, Pichette J, Saint-Arnaud K, Bernstein L, Guiot MC, Petrecca K, Leblond F (2015) Intraoperative brain cancer detection with Raman spectroscopy in humans. Sci Transl Med 7. doi:10.1126/scitranslmed.aaa2384 Jermyn M, Mok K, Mercier J, Desroches J, Pichette J, Saint-Arnaud K, Bernstein L, Guiot MC, Petrecca K, Leblond F (2015) Intraoperative brain cancer detection with Raman spectroscopy in humans. Sci Transl Med 7. doi:10.​1126/​scitranslmed.​aaa2384
25.
go back to reference Konglund A, Helseth R, Lund-Johansen M, Helseth E, Meling TR (2013) Surgery for high-grade gliomas in the aging. Acta Neurol Scand 128(3):185–193 Konglund A, Helseth R, Lund-Johansen M, Helseth E, Meling TR (2013) Surgery for high-grade gliomas in the aging. Acta Neurol Scand 128(3):185–193
26.
27.
go back to reference Lacroix M, Abi-Said D, Fourney DR, Gokaslan ZL, Shi W, DeMonte F, Lang FF, McCutcheon IE, Hassenbusch SJ, Holland E et al (2001) A multivariate analysis of 416 patients with glioblastoma multiforme: prognosis, extent of resection, and survival. J Neurosurg 95(2):190–198. doi:10.3171/jns.2001.95.2.0190 CrossRefPubMed Lacroix M, Abi-Said D, Fourney DR, Gokaslan ZL, Shi W, DeMonte F, Lang FF, McCutcheon IE, Hassenbusch SJ, Holland E et al (2001) A multivariate analysis of 416 patients with glioblastoma multiforme: prognosis, extent of resection, and survival. J Neurosurg 95(2):190–198. doi:10.​3171/​jns.​2001.​95.​2.​0190 CrossRefPubMed
28.
go back to reference Li SW, Qiu XG, Chen BS, Zhang W, Ren H, Wang ZC, Jiang T (2009) Prognostic factors influencing clinical outcomes of glioblastoma multiforme. Chin Med J (Engl) 122(11):1245–1249 Li SW, Qiu XG, Chen BS, Zhang W, Ren H, Wang ZC, Jiang T (2009) Prognostic factors influencing clinical outcomes of glioblastoma multiforme. Chin Med J (Engl) 122(11):1245–1249
30.
31.
go back to reference McCulloch P, Cook JA, Altman DG, Heneghan C, Diener MK, Grp I (2013) IDEAL framework for surgical innovation 1: the idea and development stages. Bmj-British Medical Journal 346. doi:10.1136/Bmj.F3012 McCulloch P, Cook JA, Altman DG, Heneghan C, Diener MK, Grp I (2013) IDEAL framework for surgical innovation 1: the idea and development stages. Bmj-British Medical Journal 346. doi:10.​1136/​Bmj.​F3012
35.
36.
go back to reference Schucht P, Beck J, Abu-Isa J, Andereggen L, Murek M, Seidel K, Stieglitz L, Raabe A (2012) Gross total resection rates in contemporary glioblastoma surgery: results of an institutional protocol combining 5-aminolevulinic acid intraoperative fluorescence imaging and brain mapping. Neurosurgery 71:927–935 . doi:10.1227/NEU.0b013e31826d1e6bdiscussion 935-926CrossRefPubMed Schucht P, Beck J, Abu-Isa J, Andereggen L, Murek M, Seidel K, Stieglitz L, Raabe A (2012) Gross total resection rates in contemporary glioblastoma surgery: results of an institutional protocol combining 5-aminolevulinic acid intraoperative fluorescence imaging and brain mapping. Neurosurgery 71:927–935 . doi:10.​1227/​NEU.​0b013e31826d1e6b​discussion 935-926CrossRefPubMed
37.
go back to reference Spetzler RF, Martin NA (1986) A proposed grading system for arteriovenous malformations. J Neurosurg 65:476–483CrossRefPubMed Spetzler RF, Martin NA (1986) A proposed grading system for arteriovenous malformations. J Neurosurg 65:476–483CrossRefPubMed
38.
go back to reference Stummer W, Pichlmeier U, Meinel T, Wiestler OD, Zanella F, Reulen HJ, Group AL-GS (2006) Fluorescence-guided surgery with 5-aminolevulinic acid for resection of malignant glioma: a randomised controlled multicentre phase III trial. Lancet Oncol 7:392–401. doi:10.1016/S1470-2045(06)70665-9 CrossRefPubMed Stummer W, Pichlmeier U, Meinel T, Wiestler OD, Zanella F, Reulen HJ, Group AL-GS (2006) Fluorescence-guided surgery with 5-aminolevulinic acid for resection of malignant glioma: a randomised controlled multicentre phase III trial. Lancet Oncol 7:392–401. doi:10.​1016/​S1470-2045(06)70665-9 CrossRefPubMed
39.
go back to reference Stummer W, Reulen HJ, Meinel T, Pichlmeier U, Schumacher W, Tonn JC, Rohde V, Oppel F, Turowski B, Woiciechowsky C et al (2008) Extent of resection and survival in glioblastoma multiforme: identification of and adjustment for bias. Neurosurgery 62(3):564–576 . doi:10.1227/01.neu.0000317304.31579.17 discussion 564–576CrossRefPubMed Stummer W, Reulen HJ, Meinel T, Pichlmeier U, Schumacher W, Tonn JC, Rohde V, Oppel F, Turowski B, Woiciechowsky C et al (2008) Extent of resection and survival in glioblastoma multiforme: identification of and adjustment for bias. Neurosurgery 62(3):564–576 . doi:10.​1227/​01.​neu.​0000317304.​31579.​17 discussion 564–576CrossRefPubMed
41.
go back to reference Tejada-Solis S, Aldave-Orzaiz G, Pay-Valverde E, Marigil-Sanchez M, Idoate-Gastearena MA, Diez-Valle R (2012) Prognostic value of ventricular wall fluorescence during 5-aminolevulinic-guided surgery for glioblastoma. Acta Neurochir Wien 154(11):1997–2002 Tejada-Solis S, Aldave-Orzaiz G, Pay-Valverde E, Marigil-Sanchez M, Idoate-Gastearena MA, Diez-Valle R (2012) Prognostic value of ventricular wall fluorescence during 5-aminolevulinic-guided surgery for glioblastoma. Acta Neurochir Wien 154(11):1997–2002
42.
go back to reference von Elm E, Altman DG, Egger M, Pocock SJ, Gotzsche PC, Vandenbroucke JP (2007) The Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) statement: guidelines for reporting observational studies. Lancet 370:1453–1457. doi:10.1016/S0140-6736(07)61602-X CrossRef von Elm E, Altman DG, Egger M, Pocock SJ, Gotzsche PC, Vandenbroucke JP (2007) The Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) statement: guidelines for reporting observational studies. Lancet 370:1453–1457. doi:10.​1016/​S0140-6736(07)61602-X CrossRef
Metadata
Title
Predicting surgical outcome in patients with glioblastoma multiforme using pre-operative magnetic resonance imaging: development and preliminary validation of a grading system
Authors
Hani J. Marcus
Sophie Williams
Archie Hughes-Hallett
Sophie J. Camp
Dipankar Nandi
Lewis Thorne
Publication date
01-10-2017
Publisher
Springer Berlin Heidelberg
Published in
Neurosurgical Review / Issue 4/2017
Print ISSN: 0344-5607
Electronic ISSN: 1437-2320
DOI
https://doi.org/10.1007/s10143-017-0817-0

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