Skip to main content
Top
Published in: Journal of Neuro-Oncology 3/2017

01-02-2017 | Clinical Study

The effect of IDH1 mutation on the structural connectome in malignant astrocytoma

Authors: Shelli R. Kesler, Kyle Noll, Daniel P. Cahill, Ganesh Rao, Jeffrey S. Wefel

Published in: Journal of Neuro-Oncology | Issue 3/2017

Login to get access

Abstract

Mutation of the IDH1 gene is associated with differences in malignant astrocytoma growth characteristics that impact phenotypic severity, including cognitive impairment. We previously demonstrated greater cognitive impairment in patients with IDH1 wild type tumor compared to those with IDH1 mutant, and therefore we hypothesized that brain network organization would be lower in patients with wild type tumors. Volumetric, T1-weighted MRI scans were obtained retrospectively from 35 patients with IDH1 mutant and 32 patients with wild type malignant astrocytoma (mean age = 45 ± 14 years) and used to extract individual level, gray matter connectomes. Graph theoretical analysis was then applied to measure efficiency and other connectome properties for each patient. Cognitive performance was categorized as impaired or not and random forest classification was used to explore factors associated with cognitive impairment. Patients with wild type tumor demonstrated significantly lower network efficiency in several medial frontal, posterior parietal and subcortical regions (p < 0.05, corrected for multiple comparisons). Patients with wild type tumor also demonstrated significantly higher incidence of cognitive impairment (p = 0.03). Random forest analysis indicated that network efficiency was inversely, though nonlinearly associated with cognitive impairment in both groups (p < 0.0001). Cognitive reserve appeared to mediate this relationship in patients with mutant tumor suggesting greater neuroplasticity and/or benefit from neuroprotective factors. Tumor volume was the greatest contributor to cognitive impairment in patients with wild type tumor, supporting our hypothesis that greater lesion momentum between grades may cause more disconnection of core neurocircuitry and consequently lower efficiency of information processing.
Footnotes
Literature
1.
go back to reference Baldock AL, Yagle K, Born DE, Ahn S, Trister AD, Neal M, Johnston SK, Bridge CA, Basanta D, Scott J (2014) Invasion and proliferation kinetics in enhancing gliomas predict IDH1 mutation status. Neurooncol 16:779–786 Baldock AL, Yagle K, Born DE, Ahn S, Trister AD, Neal M, Johnston SK, Bridge CA, Basanta D, Scott J (2014) Invasion and proliferation kinetics in enhancing gliomas predict IDH1 mutation status. Neurooncol 16:779–786
2.
3.
go back to reference Hartmann C, Hentschel B, Wick W, Capper D, Felsberg J, Simon M, Westphal M, Schackert G, Meyermann R, Pietsch T (2010) Patients with IDH1 wild type anaplastic astrocytomas exhibit worse prognosis than IDH1-mutated glioblastomas, and IDH1 mutation status accounts for the unfavorable prognostic effect of higher age: implications for classification of gliomas. Acta Neuropathol 120:707–718CrossRefPubMed Hartmann C, Hentschel B, Wick W, Capper D, Felsberg J, Simon M, Westphal M, Schackert G, Meyermann R, Pietsch T (2010) Patients with IDH1 wild type anaplastic astrocytomas exhibit worse prognosis than IDH1-mutated glioblastomas, and IDH1 mutation status accounts for the unfavorable prognostic effect of higher age: implications for classification of gliomas. Acta Neuropathol 120:707–718CrossRefPubMed
4.
go back to reference Cheng H-B, Yue W, Xie C, Zhang R-Y, Hu S-S, Wang Z (2013) IDH1 mutation is associated with improved overall survival in patients with glioblastoma: a meta-analysis. Tumor Biol 34:3555–3559CrossRef Cheng H-B, Yue W, Xie C, Zhang R-Y, Hu S-S, Wang Z (2013) IDH1 mutation is associated with improved overall survival in patients with glioblastoma: a meta-analysis. Tumor Biol 34:3555–3559CrossRef
5.
go back to reference Finger S (2013) Lesion momentum and behavior. In: Finger S (ed) Recovery from brain damage. Springer, New York, pp 135–164 Finger S (2013) Lesion momentum and behavior. In: Finger S (ed) Recovery from brain damage. Springer, New York, pp 135–164
6.
go back to reference Tucha O, Smely C, Preier M, Lange KW (2000) Cognitive deficits before treatment among patients with brain tumors. Neurosurgery 47:324–334CrossRefPubMed Tucha O, Smely C, Preier M, Lange KW (2000) Cognitive deficits before treatment among patients with brain tumors. Neurosurgery 47:324–334CrossRefPubMed
7.
go back to reference Wefel J, Noll K, Rao G, Cahill D (2016) The neurocognitive phenotype of IDH1 genetic mutation status in malignant glioma prior to surgical resection. Neurooncol. doi:10.1093/neuonc/now165 Wefel J, Noll K, Rao G, Cahill D (2016) The neurocognitive phenotype of IDH1 genetic mutation status in malignant glioma prior to surgical resection. Neurooncol. doi:10.​1093/​neuonc/​now165
8.
go back to reference Anderson SW, Damasio H, Tranel D (1990) Neuropsychological impairments associated with lesions caused by tumor or stroke. Arch Neurol 47:397–405CrossRefPubMed Anderson SW, Damasio H, Tranel D (1990) Neuropsychological impairments associated with lesions caused by tumor or stroke. Arch Neurol 47:397–405CrossRefPubMed
9.
go back to reference Harris RJ, Bookheimer SY, Cloughesy TF, Kim HJ, Pope WB, Lai A, Nghiemphu PL, Liau LM, Ellingson BM (2014) Altered functional connectivity of the default mode network in diffuse gliomas measured with pseudo-resting state fMRI. J Neurooncol 116: 373–379 doi:10.1007/s11060-013-1304-2 CrossRefPubMed Harris RJ, Bookheimer SY, Cloughesy TF, Kim HJ, Pope WB, Lai A, Nghiemphu PL, Liau LM, Ellingson BM (2014) Altered functional connectivity of the default mode network in diffuse gliomas measured with pseudo-resting state fMRI. J Neurooncol 116: 373–379 doi:10.​1007/​s11060-013-1304-2 CrossRefPubMed
10.
11.
17.
go back to reference Tijms BM, Kate MT, Wink AM, Visser PJ, Ecay M, Clerigue M, Estanga A, Garcia Sebastian M, Izagirre A, Villanua J, Martinez Lage P, van der Flier WM, Scheltens P, Sanz Arigita E, Barkhof F (2015) Gray matter network disruptions and amyloid beta in cognitively normal adults. Neurobiol Aging. doi:10.1016/j.neurobiolaging.2015.10.015 Tijms BM, Kate MT, Wink AM, Visser PJ, Ecay M, Clerigue M, Estanga A, Garcia Sebastian M, Izagirre A, Villanua J, Martinez Lage P, van der Flier WM, Scheltens P, Sanz Arigita E, Barkhof F (2015) Gray matter network disruptions and amyloid beta in cognitively normal adults. Neurobiol Aging. doi:10.​1016/​j.​neurobiolaging.​2015.​10.​015
22.
go back to reference Bullmore E, Sporns O (2009) Complex brain networks: graph theoretical analysis of structural and functional systems. Nat Rev Neurosci 10:186–198CrossRefPubMed Bullmore E, Sporns O (2009) Complex brain networks: graph theoretical analysis of structural and functional systems. Nat Rev Neurosci 10:186–198CrossRefPubMed
23.
go back to reference Bosma I, Reijneveld JC, Klein M, Douw L, van Dijk BW, Heimans JJ, Stam CJ (2009) Disturbed functional brain networks and neurocognitive function in low-grade glioma patients: a graph theoretical analysis of resting-state MEG. Nonlinear Biomed Phys 3:9. doi:10.1186/1753-4631-3-9 CrossRefPubMedPubMedCentral Bosma I, Reijneveld JC, Klein M, Douw L, van Dijk BW, Heimans JJ, Stam CJ (2009) Disturbed functional brain networks and neurocognitive function in low-grade glioma patients: a graph theoretical analysis of resting-state MEG. Nonlinear Biomed Phys 3:9. doi:10.​1186/​1753-4631-3-9 CrossRefPubMedPubMedCentral
26.
27.
go back to reference Misra A, Yuan R, Gohel S, Biswal B (2014) Using MRI from 1000 subjects to identify abnormal grey matter in individual tumor subjects. 2014 40th Annual Northeast Bioengineering Conference (NEBEC), pp 1–2 Misra A, Yuan R, Gohel S, Biswal B (2014) Using MRI from 1000 subjects to identify abnormal grey matter in individual tumor subjects. 2014 40th Annual Northeast Bioengineering Conference (NEBEC), pp 1–2
30.
go back to reference Beiko J, Suki D, Hess KR, Fox BD, Cheung V, Cabral M, Shonka N, Gilbert MR, Sawaya R, Prabhu SS, Weinberg J, Lang FF, Aldape KD, Sulman EP, Rao G, McCutcheon IE, Cahill DP (2014) IDH1 mutant malignant astrocytomas are more amenable to surgical resection and have a survival benefit associated with maximal surgical resection. Neuro Oncol 16:81–91. doi:10.1093/neuonc/not159 CrossRefPubMed Beiko J, Suki D, Hess KR, Fox BD, Cheung V, Cabral M, Shonka N, Gilbert MR, Sawaya R, Prabhu SS, Weinberg J, Lang FF, Aldape KD, Sulman EP, Rao G, McCutcheon IE, Cahill DP (2014) IDH1 mutant malignant astrocytomas are more amenable to surgical resection and have a survival benefit associated with maximal surgical resection. Neuro Oncol 16:81–91. doi:10.​1093/​neuonc/​not159 CrossRefPubMed
38.
40.
go back to reference Tzourio-Mazoyer N, Landeau B, Papathanassiou D, Crivello F, Etard O, Delcroix N, Mazoyer B, Joliot M (2002) Automated anatomical labeling of activations in SPM using a macroscopic anatomical parcellation of the MNI MRI single-subject brain. NeuroImage 15:273–289. doi:10.1006/nimg.2001.0978 CrossRefPubMed Tzourio-Mazoyer N, Landeau B, Papathanassiou D, Crivello F, Etard O, Delcroix N, Mazoyer B, Joliot M (2002) Automated anatomical labeling of activations in SPM using a macroscopic anatomical parcellation of the MNI MRI single-subject brain. NeuroImage 15:273–289. doi:10.​1006/​nimg.​2001.​0978 CrossRefPubMed
43.
go back to reference Ahles TA, Saykin AJ, McDonald BC, Li Y, Furstenberg CT, Hanscom BS, Mulrooney TJ, Schwartz GN, Kaufman PA (2010) Longitudinal assessment of cognitive changes associated with adjuvant treatment for breast cancer: impact of age and cognitive reserve. J Clin Oncol 28:4434–4440. doi:10.1200/jco.2009.27.0827 CrossRefPubMedPubMedCentral Ahles TA, Saykin AJ, McDonald BC, Li Y, Furstenberg CT, Hanscom BS, Mulrooney TJ, Schwartz GN, Kaufman PA (2010) Longitudinal assessment of cognitive changes associated with adjuvant treatment for breast cancer: impact of age and cognitive reserve. J Clin Oncol 28:4434–4440. doi:10.​1200/​jco.​2009.​27.​0827 CrossRefPubMedPubMedCentral
44.
47.
go back to reference van Wijk BCM, Stam CJ, Daffertshofer A (2010) Comparing brain networks of different size and connectivity density using graph theory. PLoS One 5:e13701CrossRefPubMedPubMedCentral van Wijk BCM, Stam CJ, Daffertshofer A (2010) Comparing brain networks of different size and connectivity density using graph theory. PLoS One 5:e13701CrossRefPubMedPubMedCentral
55.
go back to reference Liaw A, Wiener M (2002) Classification and regression by random. Forest R News 2:18–22 (citeulike-article-id: 1121494) Liaw A, Wiener M (2002) Classification and regression by random. Forest R News 2:18–22 (citeulike-article-id: 1121494)
61.
go back to reference Ius T, Angelini E, Thiebaut de Schotten M, Mandonnet E, Duffau H (2011) Evidence for potentials and limitations of brain plasticity using an atlas of functional resectability of WHO grade II gliomas: towards a “minimal common brain”. NeuroImage 56:992–1000. doi:10.1016/j.neuroimage.2011.03.022 CrossRefPubMed Ius T, Angelini E, Thiebaut de Schotten M, Mandonnet E, Duffau H (2011) Evidence for potentials and limitations of brain plasticity using an atlas of functional resectability of WHO grade II gliomas: towards a “minimal common brain”. NeuroImage 56:992–1000. doi:10.​1016/​j.​neuroimage.​2011.​03.​022 CrossRefPubMed
66.
68.
go back to reference Ruff RM, Light RH, Parker SB, Levin HS (1996) Benton controlled oral word association test: reliability and updated norms. Arch Clin Neuropsych 11(4):329–338CrossRef Ruff RM, Light RH, Parker SB, Levin HS (1996) Benton controlled oral word association test: reliability and updated norms. Arch Clin Neuropsych 11(4):329–338CrossRef
69.
go back to reference Benton A, Hamsher Kd, Sivan AB (2000) Multilingual aphasia examination, 3rd edn. Psychological Assessment Resources, Inc., Lutz, FL Benton A, Hamsher Kd, Sivan AB (2000) Multilingual aphasia examination, 3rd edn. Psychological Assessment Resources, Inc., Lutz, FL
70.
go back to reference Heaton RK (2004) Revised comprehensive norms for an expanded halstead-reitan battery: demographically adjusted neuropsychological norms for African American and Caucasian adults. Professional Manual: Psychological Assessment Resources Heaton RK (2004) Revised comprehensive norms for an expanded halstead-reitan battery: demographically adjusted neuropsychological norms for African American and Caucasian adults. Professional Manual: Psychological Assessment Resources
71.
go back to reference Wechsler D (1981) Wechsler adult intelligence scale—revised. Harcourt Assessments, San Antonio, TX Wechsler D (1981) Wechsler adult intelligence scale—revised. Harcourt Assessments, San Antonio, TX
72.
go back to reference Wechsler D (1997) Wechsler adult intelligence scale, 3rd edn. Administration and Scoring Manual. The Psychological Corporation, San Antonio Wechsler D (1997) Wechsler adult intelligence scale, 3rd edn. Administration and Scoring Manual. The Psychological Corporation, San Antonio
Metadata
Title
The effect of IDH1 mutation on the structural connectome in malignant astrocytoma
Authors
Shelli R. Kesler
Kyle Noll
Daniel P. Cahill
Ganesh Rao
Jeffrey S. Wefel
Publication date
01-02-2017
Publisher
Springer US
Published in
Journal of Neuro-Oncology / Issue 3/2017
Print ISSN: 0167-594X
Electronic ISSN: 1573-7373
DOI
https://doi.org/10.1007/s11060-016-2328-1

Other articles of this Issue 3/2017

Journal of Neuro-Oncology 3/2017 Go to the issue