Abstract
Background
Advances in MRI acquisition and data processing have become important for revealing brain structural changes. Previous studies have reported widespread structural brain abnormalities and cortical thinning in patients with temporal lobe epilepsy (TLE), as the most common form of focal epilepsy.
Methods
In this research, healthy control cases (n = 20) and patients with left TLE (n = 19) and right TLE (n = 14) were recruited, all underwent 3.0 T MRI with magnetization-prepared rapid gradient echo sequence to acquire T1-weighted images. Morphometric alterations in gray matter were identified using voxel-based morphometry (VBM). Volumetric alterations in subcortical structures and cortical thinning were also determined.
Results
Patients with left TLE demonstrated more prevailing and widespread changes in subcortical volumes and cortical thickness than right TLE, mainly in the left hemisphere, compared to the healthy group. Both VBM analysis and subcortical volumetry detected significant hippocampal atrophy in ipsilateral compared to contralateral side in TLE group. In addition to hippocampus, subcortical volumetry found the thalamus and pallidum bilaterally vulnerable to the TLE. Furthermore, the TLE patients underwent cortical thinning beyond the temporal lobe, affecting gray matter cortices in frontal, parietal, and occipital lobes in the majority of patients, more prevalently for left TLE cases. Exploiting volume changes in individual patients in the hippocampus alone led to 63.6% sensitivity and 100% specificity for lateralization of TLE.
Conclusion
Alteration of gray matter volumes in subcortical regions and neocortical temporal structures and also cortical gray matter thickness were evidenced as common effects of epileptogenicity, as manifested by the majority of cases in this study.
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References
WHO (2019) Epilepsy [WWW Document]. URL https://www.who.int/news-room/fact-sheets/detail/epilepsy (accessed 8.21.19)
Aaberg KM, Surén P, Søraas CL, Bakken IJ, Lossius MI, Stoltenberg C, Chin R (2017) Seizures, syndromes, and etiologies in childhood epilepsy: the International League Against Epilepsy 1981, 1989, and 2017 classifications used in a population-based cohort. Epilepsia 58:1880–1891
Duncan JS, Sander JW, Sisodiya SM, Walker MC (2006) Adult epilepsy. Lancet 367:1087–1100
Hon KL, Leung AKC, Torres AR (2018) Febrile infection-related epilepsy syndrome (fires): an overview of treatment and recent patents. Recent Patents Inflamm Allergy Drug Discov 12:128–135
Chang B, Xu J (2018) Deep brain stimulation for refractory temporal lobe epilepsy: a systematic review and meta-analysis with an emphasis on alleviation of seizure frequency outcome. Childs Nerv Syst 34:321–327
Lee AT, Burke JF, Chunduru P, Molinaro AM, Knowlton R, Chang EF (2019) A historical cohort of temporal lobe surgery for medically refractory epilepsy: a systematic review and meta-analysis to guide future nonrandomized controlled trial studies. J Neurosurg 1:1–8
Blume WT, Holloway GM, Wiebe S (2001) Temporal epileptogenesis: localizing value of scalp and subdural interictal and ictal EEG data. Epilepsia 42:508–514
Arya R, Mangano FT, Horn PS, Holland KD, Rose DF, Glauser TA (2013) Adverse events related to extraoperative invasive EEG monitoring with subdural grid electrodes: a systematic review and meta-analysis. Epilepsia 54:828–839
Meng Y, Voisin MR, Suppiah S, Merali Z, Moghaddamjou A, Alotaibi NM, Manicat-Emo A, Weiss S, Go C, McCoy B (2018) Risk factors for surgical site infection after intracranial electroencephalography monitoring for epilepsy in the pediatric population. J Neurosurg Pediatr 22:31–36
Nazem-Zadeh M-R, Elisevich KV, Schwalb JM, Bagher-Ebadian H, Mahmoudi F, Soltanian-Zadeh H (2014a) Lateralization of temporal lobe epilepsy by multimodal multinomial hippocampal response-driven models. J Neurol Sci 347:107–118
Nazem-Zadeh M-R, Schwalb JM, Bagher-Ebadian H, Mahmoudi F, Hosseini M-P, Jafari-Khouzani K, Elisevich KV, Soltanian-Zadeh H (2014b) Lateralization of temporal lobe epilepsy by imaging-based response-driven multinomial multivariate models, in: 2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE, pp. 5595–5598
Lerch JP, van der Kouwe AJW, Raznahan A, Paus T, Johansen-Berg H, Miller KL, Smith SM, Fischl B, Sotiropoulos SN (2017) Studying neuroanatomy using MRI. Nat Neurosci 20:314–326
Kim H, Chupin M, Colliot O, Bernhardt BC, Bernasconi N, Bernasconi A (2012) Automatic hippocampal segmentation in temporal lobe epilepsy: impact of developmental abnormalities. Neuroimage 59:3178–3186
Duncan JS, Winston GP, Koepp MJ, Ourselin S (2016) Brain imaging in the assessment for epilepsy surgery. Lancet Neurol 15:420–433
Jack R, Cascino D, Zinsmeister AR, Sharbrough W, Hirschorn A, Twomey K (1990) Neuroradiology with MR volume of the hippocampal seizures : measurements 423–429
Nazem-zadeh M, Schwalb JM, Elisevich KV, Bagher-ebadian H, Hamidian H, Akhondi-asl A, Jafari-khouzani K, Soltanian-zadeh H (2014) Lateralization of temporal lobe epilepsy using a novel uncertainty analysis of MR diffusion in hippocampus, cingulum, and fornix, and hippocampal volume and FLAIR intensity. J Neurol Sci 342:152–161. https://doi.org/10.1016/j.jns.2014.05.019
Margerison JH, Corsellis JAN (1966) Epilepsy and the temporal lobes. Brain 89:499–530
Moghaddam HS et al (2020) Distinct patterns of hippocampal subfield volume loss in left and right mesial temporal lobe epilepsy. Neurol Sci:1–11
Berg AT, Berkovic SF, Brodie MJ, Buchhalter J, Cross JH, Van Emde Boas W, Engel J, French J, Glauser TA, Mathern GW, Moshé SL, Nordli D, Plouin P, Scheffer IE (2010) Revised terminology and concepts for organization of seizures and epilepsies: report of the ILAE Commission on Classification and Terminology, 2005-2009. Epilepsia 51:676–685. https://doi.org/10.1111/j.1528-1167.2010.02522.x
Mei D, Parrini E, Marini C, Guerrini R (2017) The impact of next-generation sequencing on the diagnosis and treatment of epilepsy in paediatric patients. Mol Diagn Ther 21:357–373
Sutula TP, Hagen J, Pitkänen A (2003) Do epileptic seizures damage the brain? Curr Opin Neurol 16:189–195
Mahmoudi F, Elisevich K, Bagher-Ebadian H, Nazem-Zadeh MR, Davoodi-Bojd E, Schwalb JM, et al(2018). Data mining MR image features of select structures for lateralization of mesial temporal lobe epilepsy. PLoS One. 2018;13(8):e0199137
Alhusaini S, Whelan CD, Doherty CP, Delanty N, Fitzsimons M, Cavalleri GL (2015) Temporal cortex morphology in mesial temporal lobe epilepsy patients and their asymptomatic siblings. Cereb Cortex 26:1234–1241
Bernasconi N, Bernasconi A, Andermann F, Dubeau F, Feindel W, Reutens DC (1999) Entorhinal cortex in temporal lobe epilepsy: a quantitative MRI study. Neurology 52:1870–1876
Bernasconi N, Bernasconi A, Caramanos Z, Antel SB, Andermann F, Arnold DL (2003) Mesial temporal damage in temporal lobe epilepsy: a volumetric MRI study of the hippocampus, amygdala and parahippocampal region. Brain 126:462–469
Bernasconi N, Duchesne S, Janke A, Lerch J, Collins DL, Bernasconi A (2004) Whole-brain voxel-based statistical analysis of gray matter and white matter in temporal lobe epilepsy. Neuroimage 23:717–723. https://doi.org/10.1016/j.neuroimage.2004.06.015
Mueller SG, Laxer KD, Barakos J, Cheong I, Garcia P, Weiner MW (2009) Widespread neocortical abnormalities in temporal lobe epilepsy with and without mesial sclerosis. Neuroimage 46:353–359
Alvim MKM, Coan AC, Campos BM, Yasuda CL, Oliveira MC, Morita ME, Cendes F (2016) Progression of gray matter atrophy in seizure-free patients with temporal lobe epilepsy. Epilepsia 57:621–629
Bilevicius E, Yasuda CL, Silva MS, Guerreiro CAM, Lopes-Cendes I, Cendes F (2010) Antiepileptic drug response in temporal lobe epilepsy: a clinical and MRI morphometry study. Neurology 75:1695–1701
Bonilha L, Rorden C, Appenzeller S, Coan AC, Cendes F, Li LM (2006) Gray matter atrophy associated with duration of temporal lobe epilepsy. Neuroimage 32:1070–1079
Coan AC, Appenzeller S, Bonilha L, Li LM, Cendes F (2009) Seizure frequency and lateralization affect progression of atrophy in temporal lobe epilepsy. Neurology 73:834–842
Pittau F, Bisulli F, Mai R, Fares JE, Vignatelli L, Labate A, Naldi I, Avoni P, Parmeggiani A, Santucci M (2009) Prognostic factors in patients with mesial temporal lobe epilepsy. Epilepsia 50:41–44
Focke NK, Yogarajah M, Bonelli SB, Bartlett PA, Symms MR, Duncan JS (2008) Voxel-based diffusion tensor imaging in patients with mesial temporal lobe epilepsy and hippocampal sclerosis. Neuroimage 40:728–737
Bonilha L, Elm JJ, Edwards JC, Morgan PS, Hicks C, Lozar C, Rumboldt Z, Roberts DR, Rorden C, Eckert MA (2010) How common is brain atrophy in patients with medial temporal lobe epilepsy? Epilepsia 51:1774–1779
Lerch J (2007) In-vivo analysis of cortical thickness using magnetic resonance images. Dissertation Abstracts International: Section B: The Sciences and Engineering 68(3-B):1467
Bonilha L, Keller SS (2015) Quantitative MRI in refractory temporal lobe epilepsy: relationship with surgical outcomes. Quant Imaging Med Surg 5:204
Whelan CD, Altmann A, Botía JA, Jahanshad N, Hibar DP, Absil J, Alhusaini S, Alvim MKM, Auvinen P, Bartolini E, Bergo FPG, Bernardes T, Blackmon K, Braga B, Caligiuri ME, Calvo A, Carr SJ, Chen J, Chen S, Cherubini A, David P, Domin M, Foley S, França W, Haaker G, Isaev D, Keller SS, Kotikalapudi R, Kowalczyk MA, Kuzniecky R, Langner S, Lenge M, Leyden KM, Liu M, Loi RQ, Martin P, Mascalchi M, Morita ME, Pariente JC, Rodríguez-Cruces R, Rummel C, Saavalainen T, Semmelroch MK, Severino M, Thomas RH, Tondelli M, Tortora D, Vaudano AE, Vivash L, von Podewils F, Wagner J, Weber B, Yao Y, Yasuda CL, Zhang G, Bargalló N, Bender B, Bernasconi N, Bernasconi A, Bernhardt BC, Blümcke I, Carlson C, Cavalleri GL, Cendes F, Concha L, Delanty N, Depondt C, Devinsky O, Doherty CP, Focke NK, Gambardella A, Guerrini R, Hamandi K, Jackson GD, Kälviäinen R, Kochunov P, Kwan P, Labate A, McDonald CR, Meletti S, O'Brien TJ, Ourselin S, Richardson MP, Striano P, Thesen T, Wiest R, Zhang J, Vezzani A, Ryten M, Thompson PM, Sisodiya SM (2018) Structural brain abnormalities in the common epilepsies assessed in a worldwide ENIGMA study. Brain 141(2):391–408
Alhusaini S, Doherty CP, Palaniyappan L, Scanlon C, Maguire S, Brennan P, Delanty N, Fitzsimons M, Cavalleri GL (2012) Asymmetric cortical surface area and morphology changes in mesial temporal lobe epilepsy with hippocampal sclerosis. Epilepsia 53:995–1003
Bernhardt BC, Worsley KJ, Kim H, Evans AC, Bernasconi A, Bernasconi N (2009b) Longitudinal and cross-sectional analysis of atrophy in pharmacoresistant temporal lobe epilepsy. Neurology 72:1747–1754
Labate A, Cerasa A, Aguglia U, Mumoli L, Quattrone A, Gambardella A (2011) Neocortical thinning in “benign” mesial temporal lobe epilepsy. Epilepsia 52:712–717
Caciagli L, Bernasconi A, Wiebe S, Koepp MJ, Bernasconi N, Bernhardt BC (2017) A meta-analysis on progressive atrophy in intractable temporal lobe epilepsy: time is brain? Neurology 89:506–516
Ashburner J, Friston KJ (2000) Voxel-based morphometry—the methods. Neuroimage 11:805–821
Mechelli A, Price CJ, Friston KJ, Ashburner J (2005) Voxel-based morphometry of the human brain: methods and applications. Curr Med Imaging Rev 1:105–113
Godinho R, Domingues V, Crespo EG, Ferrand N (2006) SPM 12 Manual. Mol Ecol 15:731–738. https://doi.org/10.1111/j.1365-294X.2006.02813.x
Boss N, Abela E, Weisstanner C, Schindler K, Wiest R (2019) Local thalamic atrophy associates with large-scale functional connectivity alterations of fronto-parietal cortices in genetic generalized epilepsies. Clin Transl Neurosci 3. https://doi.org/10.1177/2514183x19850325
Bernhardt BC, Rozen DA, Worsley KJ, Evans AC, Bernasconi N, Bernasconi A (2009a) Thalamo–cortical network pathology in idiopathic generalized epilepsy: insights from MRI-based morphometric correlation analysis. Neuroimage 46:373–381
Huang W, Lu G, Zhang Z, Zhong Y, Wang Z, Yuan C, Jiao Q, Qian Z, Tan Q, Chen G (2011) Gray-matter volume reduction in the thalamus and frontal lobe in epileptic patients with generalized tonic-clonic seizures. J Neuroradiol 38:298–303
Keller SS, Roberts N (2008) Voxel-based morphometry of temporal lobe epilepsy: an introduction and review of the literature. Epilepsia 49:741–757
Bonilha L, Rorden C, Castellano G, Pereira F, Rio PA, Cendes F, Li LM (2004) Voxel-based morphometry reveals gray matter network atrophy in refractory medial temporal lobe epilepsy. Arch Neurol 61:1379–1384
McDonald CR, Ahmadi ME, Hagler DJ, Tecoma ES, Iragui VJ, Gharapetian L, Dale AM, Halgren E (2008) Diffusion tensor imaging correlates of memory and language impairments in temporal lobe epilepsy. Neurology 71:1869–1876
Farokhian F, Beheshti I, Sone D, Matsuda H (2017) Comparing CAT12 and VBM8 for detecting brain morphological abnormalities in temporal lobe epilepsy. Front Neurol 8:428
Ashburner J, Friston KJ (2005) Unified segmentation. Neuroimage 26:839–851
Beheshti I, Sone D, Farokhian F, Maikusa N, Matsuda H (2018) Gray matter and white matter abnormalities in temporal lobe epilepsy patients with and without hippocampal sclerosis. Front Neurol 9:107
Penny WD, Friston KJ, Ashburner JT, Kiebel SJ, Nichols TE (2006) Statistical parametric mapping: the analysis of functional brain images. First edition.University College London, London, UK : Elsevier, 2006
Jack CR, Jr., Twomey CK, Zinsmeister AR, Sharbrough FW, Petersen RC, Cascino GD(1989) Anterior temporal lobes and hippocampal formations: normative volumetric measurements from MR images in young adults. Radiology 172(2):549–54
Desikan RS, Ségonne F, Fischl B, Quinn BT, Dickerson BC, Blacker D, Buckner RL, Dale AM, Maguire RP, Hyman BT, Albert MS, Killiany RJ (2006) An automated labeling system for subdividing the human cerebral cortex on MRI scans into gyral based regions of interest. Neuroimage 31:968–980. https://doi.org/10.1016/j.neuroimage.2006.01.021
Deichmann R, Good CD, Josephs O, Ashburner J, Turner R (2000) Optimization of 3-D MP-RAGE sequences for structural brain imaging. Neuroimage 12:112–127
Park KM, Kim TH, Mun CW, Shin KJ, Ha SY, Park J, Lee BI, Lee H-J, Kim SE (2018) Reduction of ipsilateral thalamic volume in temporal lobe epilepsy with hippocampal sclerosis. J Clin Neurosci 55:76–81
Galovic M, Van Dooren VQH, Postma T, Vos SB, Caciagli L, Borzì G, Rosillo JC, Vuong KA, De Tisi J, Nachev P, Duncan JS, Koepp MJ (2019) Progressive cortical thinning in patients with focal epilepsy. JAMA Neurol 76:1–10. https://doi.org/10.1001/jamaneurol.2019.1708
Hong S-J, Bernhardt BC, Schrader DS, Bernasconi N, Bernasconi A (2016) Whole-brain MRI phenotyping in dysplasia-related frontal lobe epilepsy. Neurology 86:643–650
Kamson DO, Pilli VK, Asano E, Jeong J-W, Sood S, Juhász C, Chugani HT (2016) Cortical thickness asymmetries and surgical outcome in neocortical epilepsy. J Neurol Sci 368:97–103
Tang Y, An D, Xiao Y, Niu R, Tong X, Liu W, Zhao L, Gong Q, Zhou D (2019) Cortical thinning in epilepsy patients with postictal generalized electroencephalography suppression. Eur J Neurol 26:191–197. https://doi.org/10.1111/ene.13794
Garcia-Finana M, Denby CE, Keller SS, Wieshmann UC, Roberts N (2006) Degree of hippocampal atrophy is related to side of seizure onset in temporal lobe epilepsy. Am J Neuroradiol 27:1046–1052
Keller SS, Mackay CE, Barrick TR, Wieshmann UC, Howard MA, Roberts N (2002a) Voxel-based morphometric comparison of hippocampal and extrahippocampal abnormalities in patients with left and right hippocampal atrophy. Neuroimage 16:23–31
Keller SS, Wieshmann UC, Mackay CE, Denby CE, Webb J, Roberts N (2002b) Voxel based morphometry of grey matter abnormalities in patients with medically intractable temporal lobe epilepsy: effects of side of seizure onset and epilepsy duration. J Neurol Neurosurg Psychiatry 73:648–655
Mackay CE, Webb JA, Eldridge PR, Chadwick DW, Whitehouse GH, Roberts N (2000) Quantitative magnetic resonance imaging in consecutive patients evaluated for surgical treatment of temporal lobe epilepsy. Magn Reson Imaging 18:1187–1199
Pitkänen A, Salmenperä T, Kälviäinen R, Partanen K (1998) Hippocampal damage caused by seizures in temporal lobe epilepsy. Lancet 351:35
Steve TA, Jirsch JD, Gross DW (2014) Quantification of subfield pathology in hippocampal sclerosis: a systematic review and meta-analysis. Epilepsy Res 108:1279–1285
Pail M, Brázdil M, Mareček R, Mikl M (2010) An optimized voxel-based morphometric study of gray matter changes in patients with left-sided and right-sided mesial temporal lobe epilepsy and hippocampal sclerosis (MTLE/HS). Epilepsia 51:511–518
Ahmadi ME, Hagler DJ, McDonald CR, Tecoma ES, Iragui VJ, Dale AM, Halgren E (2009) Side matters: diffusion tensor imaging tractography in left and right temporal lobe epilepsy. Am J Neuroradiol 30:1740–1747
Bonilha L, Rorden C, Halford JJ, Eckert M, Appenzeller S, Cendes F, Li LM (2007) Asymmetrical extra-hippocampal grey matter loss related to hippocampal atrophy in patients with medial temporal lobe epilepsy. J Neurol Neurosurg Psychiatry 78:286–294
Keller SS, Schoene-Bake J-C, Gerdes JS, Weber B, Deppe M (2012) Concomitant fractional anisotropy and volumetric abnormalities in temporal lobe epilepsy: cross-sectional evidence for progressive neurologic injury. PLoS One 7:e46791
Kemmotsu N, Girard HM, Bernhardt BC, Bonilha L, Lin JJ, Tecoma ES, Iragui VJ, Hagler DJJ, Halgren E, McDonald CR (2011) MRI analysis in temporal lobe epilepsy: cortical thinning and white matter disruptions are related to side of seizure onset. Epilepsia 52:2257–2266. https://doi.org/10.1111/j.1528-1167.2011.03278.x
Sanjari Moghaddam H, Rahmani F, Aarabi MH, Nazem-Zadeh MR, Davoodi-Bojd E, Soltanian-Zadeh H(2020) White matter microstructural differences between right and left mesial temporal lobe epilepsy. Acta Neurol Belg 120(6):1323–31
Zheng L, Bin G, Zeng H, Zou D, Gao J, Zhang J, Huang B (2018) Meta-analysis of voxel-based morphometry studies of gray matter abnormalities in patients with mesial temporal lobe epilepsy and unilateral hippocampal sclerosis. Brain Imaging Behav 12:1497–1503
Briellmann RS, Labate A, Harvey AS, Saling MM, Sveller C, Lillywhite L, Abbott DF, Jackson GD (2006) Is language lateralization in temporal lobe epilepsy patients related to the nature of the epileptogenic lesion? Epilepsia 47(5):916–920
Kuzniecky RI, Bilir E, Gilliam F, Faught E, Palmer C, Morawetz R, Jackson G (1997) Multimodality MRI in mesial temporal sclerosis: relative sensitivity and specificity. Neurology 49:774–778
Cook MJ, Fish DR, Shorvon SD, Straughan K, Stevens JM (1992) Hippocampal volumetric and morphometric studies in frontal and temporal lobe epilepsy. Brain 115:1001–1015
Jack CR Jr, Sharbrough FW, Twomey CK, Cascino GD, Hirschorn KA, Marsh WR, Zinsmeister AR, Scheithauer B (1990) Temporal lobe seizures: lateralization with MR volume measurements of the hippocampal formation. Radiology 175:423–429
Keihaninejad S, Heckemann RA, Gousias IS, Hajnal JV, Duncan JS, Aljabar P, Rueckert D, Hammers A (2012) Classification and lateralization of temporal lobe epilepsies with and without hippocampal atrophy based on whole-brain automatic MRI segmentation. PLoS One 7
Acknowledgments
We must acknowledge the contribution of the Iranian National Brain Mapping Lab (NBNL), and their staffs for MRI data acquisition throughout conducting this project.
Funding
This work was partially funded and supported by Iran’s National Elites Foundation, National Institute for Medical Research Development (Grant No. 971683), and Cognitive Sciences & Technologies Council (Grant No. 6431), between 2017 and 2019.
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Jber, M., Habibabadi, J.M., Sharifpour, R. et al. Temporal and extratemporal atrophic manifestation of temporal lobe epilepsy using voxel-based morphometry and corticometry: clinical application in lateralization of epileptogenic zone. Neurol Sci 42, 3305–3325 (2021). https://doi.org/10.1007/s10072-020-05003-2
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DOI: https://doi.org/10.1007/s10072-020-05003-2