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Brain glucose metabolism and gray matter volume in retired professional soccer players: a cross-sectional [18F]FDG-PET/MRI study

Metabolismo glicolítico cerebral e volume de substância cinzenta em jogadores de futebol profissionais aposentados: um estudo transversal de [18F]FDG-PET/RM

Abstract

Background

Professional soccer athletes are exposed to repetitive head impacts and are at risk of developing chronic traumatic encephalopathy.

Objective

To evaluate regional brain glucose metabolism (rBGM) and gray matter (GM) volume in retired soccer players (RSPs).

Methods

Male RSPs and age and sex-matched controls prospectively enrolled between 2017 and 2019 underwent neurological and neuropsychological evaluations, brain MRI and [18F]FDG-PET in a 3.0-Tesla PET/MRI scanner. Visual analysis was performed by a blinded neuroradiologist and a blinded nuclear physician. Regional brain glucose metabolism and GM volume were assessed using SPM8 software. Groups were compared using appropriate statistical tests available at SPM8 and R.

Results

Nineteen RSPs (median [IQR]: 62 [50–64.5] years old) and 20 controls (60 [48–73] years old) were included. Retired soccer players performed worse on mini-mental state examination, digit span, clock drawing, phonemic and semantic verbal fluency tests, and had reduced rBGM in the left temporal pole (pFDR = 0.008) and the anterior left middle temporal gyrus (pFDR = 0.043). Semantic verbal fluency correlated with rBGM in the right hippocampus, left temporal pole, and posterior left middle temporal gyrus (p ≤ 0.042). Cray matter volume reduction was observed in similar anatomic regions but was less extensive and did not survive correction for multiple comparisons (pFDR ≥ 0.085). Individual [18F]FDG-PET visual analysis revealed seven RSPs with overt hypometabolism in the medial and lateral temporal lobes, frontal lobes, and temporoparietal regions. Retired soccer players had a higher prevalence of septum pellucidum abnormalities on MRI.

Conclusion

Retired soccer players had reduced rBCM and CM volume in the temporal lobes and septum pellucidum abnormalities, findings possibly related to repetitive head impacts.

Keywords:
Soccer; Brain Injuries, Traumatic; Chronic Traumatic Encephalopathy; Positron-Emission Tomography; Magnetic Resonance Imaging

Resumo

Antecedentes

Jogadores profissionais de futebol estão expostos a impactos cranianos repetitivos e ao risco de desenvolver encefalopatia traumática crônica.

Objetivo

Avaliar o metabolismo glicolítico cerebral regional (MCCr) e o volume de substância cinzenta (vSC) em jogadores de futebol aposentados (JFAs).

Métodos

Jogadores de futebol aposentados masculinos e controles pareados por idade e sexo foram incluídos prospectivamente entre 2017 e 2019. Foram realizadas avaliações neurológica e neuropsicológica, ressonância magnética (RM) e [18F]FDG-PET cerebrais (3.0-Tesla PET/RM). As imagens foram analisadas visualmente por um neurorradiologista e um médico nuclear cegos ao grupo de cada participante. O metabolismo glicolítico cerebral regional e o vSC foram avaliados através do programa SPM8. Os grupos foram comparados através de testes estatísticos apropriados disponíveis em SPM8 e R, de acordo com a distribuição e o tipo dos dados.

Resultados

Dezenove JFAs (mediana [IIQ]: 62 [50–64.5] anos) e 20 controles (60 [48–73] anos) foram incluídos. Os JFAs tiveram pior desempenho no mini-exame do estado mental e nos testes de dígitos, desenho do relógio, fluência verbal e fluência semântica e apresentaram MCCr significativamente reduzido no polo temporal e no giro temporal médio anterior esquerdos. Fluência semântica (animais) apresentou correlação positiva com MCCr no hipocampo direito, no polo temporal esquerdo e no aspecto posterior do giro temporal médio esquerdo. Menor vSC foi observado nas mesmas regiões, porém este achado não sobreviveu à correção para comparações múltiplas. Análise individual do [18F]FDG-PET cerebral revelou sete JFAs com claro hipometabolismo nas faces medial e lateral dos lobos temporais, nos lobos frontais e nas regiões temporoparietais. Os JFAs apresentaram ainda maior prevalência de anormalidades do septo pelúcido.

Conclusão

Os JFAs apresentam MCCr e vSC reduzidos nos lobos temporais, além de anormalidades do septo pelúcido, achados possivelmente relacionados a impactos cranianos repetitivos.

Palavras-chave:
Futebol; Lesões Encefálicas Traumáticas; Encefalopatia Traumática Crônica; Tomografia Por Emissão De Pósitrons; Imageamento Por Ressonância Magnética

INTRODUCTION

Chronic traumatic encephalopathy (CTE) is a neurodegenerative disease related to repetitive head trauma11 Baugh CM, Stamm JM, Riley DO, et al. Chronic traumatic encephalopathy: neurodegeneration following repetitive concussive and subconcussive brain trauma. Brain Imaging Behav 2012;6(02): 244–254 first described in boxers22 Martland HS. Punch Drunk. J Am Med Assoc 1928;91(15): 1103–1107 and mostly studied in soldiers,33 Robinson ME, McKee AC, Salat DH, et al. Positron emission tomography of tau in Iraq and Afghanistan Veterans with blast neurotrauma. Neuroimage Clin 2019;21:101651, 44 Peskind ER, Petrie EC, Cross DJ, et al. Cerebrocerebellar hypo-metabolism associated with repetitive blast exposure mild traumatic brain injury in 12 Iraq war Veterans with persistent post-concussive symptoms. Neuroimage 2011;54(Suppl 1, Suppl 1)S76–S82 American football players,55 Barrio JR, Small GW, Wong KP, et al. In vivo characterization of chronic traumatic encephalopathy using [F-18]FDDNP PET brain imaging. Proc Natl Acad Sci U S A 2015;112(16):E2039–E2047, 66 Mantyh WG, Spina S, Lee A, et al. Tau Positron Emission Tomographic Findings in a Former US Football Player With Pathologically Confirmed Chronic Traumatic Encephalopathy. JAMA Neurol 2020;77(04):517–521, 77 Stern RA, Adler CH, Chen K, et al. Tau Positron-Emission Tomography in Former National Football League Players. N Engl J Med 2019;380(18):1716–1725 and fighters.88 Provenzano FA, Jordan B, Tikofsky RS, Saxena C, Van Heertum RL, Ichise M. F-18 FDG PET imaging of chronic traumatic brain injury in boxers: a statistical parametric analysis. Nucl Med Commun 2010;31(11):952–957 The neuropathological hallmark of CTE is the deposition of phosphorylated Tau protein (pTau) in neurons, and astroglia with perivascular distribution in the depth of sulci.99 McKee AC, Cairns NJ, Dickson DW, et al; TBI/CTE group. The first NINDS/NIBIB consensus meeting to define neuropathological criteria for the diagnosis of chronic traumatic encephalopathy. Acta Neuropathol 2016;131(01):75–86 Deposition of TAR DNA-binding protein 43 kDa (TDP-43) and, less frequently, amyloid-β can also be found.99 McKee AC, Cairns NJ, Dickson DW, et al; TBI/CTE group. The first NINDS/NIBIB consensus meeting to define neuropathological criteria for the diagnosis of chronic traumatic encephalopathy. Acta Neuropathol 2016;131(01):75–86

Neuroimaging studies of the long-term effects of traumatic brain injury have shown that individuals exposed to repetitive head impacts have reduced cortical glucose metabolism and gray matter volume with the regional distribution depending on the mechanism, intensity, and frequency of the head impacts in the exposed subjects.1010 Lesman-Segev OH, La Joie R, Stephens ML, et al. Tau PET and multimodal brain imaging in patients at risk for chronic traumatic encephalopathy. Neuroimage Clin 2019;24:102025, 1111 Salat DH, Robinson ME, Miller DR, Clark DC, McGlinchey RE. Neuroimaging of deployment-associated traumatic brain injury (TBI) with a focus on mild TBI (mTBI) since 2009. Brain Inj 2017;31 (09):1204–1219

Previous studies have shown that soccer players had worse cognitive performance on neuropsychological tests than controls1212 Matser JT, Kessels AG, Jordan BD, Lezak MD, Troost J. Chronic traumatic brain injury in professional soccer players. Neurology 1998;51(03):791–796 and have mortality related to neurodegenerative diseases 3.45 times higher than in the general population.1313 Mackay DF, Russell ER, Stewart K, MacLean JA, Pell JP, Stewart W. Neurodegenerative Disease Mortality among Former Professional Soccer Players. N Engl J Med 2019;381(19):1801–1808 Moreover, recent post-mortem studies demonstrated CTE’s neuropathology in demented retired soccer players (RSPs).1414 Grinberg LT, Anghinah R, Nascimento CF, et al. Chronic Traumatic Encephalopathy Presenting as Alzheimer’s Disease in a Retired Soccer Player. J Alzheimers Dis 2016;54(01):169–174, 1515 Ling H, Morris HR, Neal JW, et al. Mixed pathologies including chronic traumatic encephalopathy account for dementia in retired association football (soccer) players. Acta Neuropathol 2017;133(03):337–352, 1616 Lee EB, Kinch K, Johnson VE, Trojanowski JQ, Smith DH, Stewart W. Chronic traumatic encephalopathy is a common co-morbidity, but less frequent primary dementia in former soccer and rugby players. Acta Neuropathol 2019; 138(03): 389–399 These data suggest that soccer athletes, who are exposed to long-term, repetitive head impacts are at risk of developing CTE.

Soccer is among the most practiced sports worldwide, and yet soccer players remain an understudied population regarding the long-term effects of sport-related repeated head impacts on the brains of these athletes. The main purpose of the present cross-sectional observational study is to investigate multimodal neuroimaging findings ([18F]FDG-PET and magnetic resonance imaging [MRI]) in RSPs.

METHODS

Selection of participants

Male RSPs and healthy age- and sex-matched controls were prospectively enrolled between January/2017 and September/2019. The present study was approved by the Research Ethics Committee of the São Paulo University Medical School (registry 1.561.037). All participants provided informed consent.

The RSPs were randomly sampled among the athletes registered in a local sports association (the syndicate of athletes of the state of São Paulo) or randomly referred by the orthopedics department of our university hospital, irrespective of any cognitive complaints. The inclusion criteria for the RSP group were: male sex, and previous professional soccer practice. Inclusion criteria for controls were: male sex and lack of traumatic brain injury (TBI) (control group). Common exclusion criteria for RSPs and controls were: previous neurological disease (unrelated to neurodegeneration), contraindications to MRI,1717 Shellock FG, Crues JV. MR procedures: biologic effects, safety, and patient care. Radiology 2004;232(03):635–652 incidental intracranial lesions on MRI, or limiting imaging artifacts. Besides these common exclusion criteria, it was considered not eligible for the study any RSP who presented a history of TBI resulting in hospitalization and any control with regular amateur/recreational soccer practice.

Controls were recruited from the families of the RSPs and as volunteers at our university hospital’s neurology department.

Neurological evaluation

Participants underwent neurological examination by a board-certified neurologist. The standard neurological assessment included a physical examination and a clinical interview which addressed the presence of any cognitive complaints, history of TBI, TBI-related loss of consciousness, neurologic, cardiovascular, and endocrine diseases, and a neuropsychological evaluation with the Mini-Mental State Examination (MMSE),1818 Brucki SMD, Nitrini R, Caramelli P, Bertolucci PHF, Okamoto IH. [Suggestions for utilization of the mini-mental state examination in Brazil]. Arq Neuropsiquiatr 2003;61(3B):777–781 digit span (forward and backward),1919 Ryan JJ, Lopez SJ. Wechsler Adult Intelligence Scale-Ill. In: Dorfman WI, Hersen M, eds. Understanding Psychological Assessment. Springer US; 2001:19–42 figure memory test (naming, recognition, incidental memory, immediate memory, learning, delayed recall),2020 Nitrini R, Bucki SMD, Yassuda MS, Fichman HC, Caramelli P. The Figure Memory Test: diagnosis of memory impairment in populations with heterogeneous educational background. Dement Neuropsychol 2021;15(02):173–185 verbal fluency (phonemic and semantic),2121 Crossley M, D’Arcy C, Rawson NS. Letter and category fluency in community-dwelling Canadian seniors: a comparison of normal participants to those with dementia of the Alzheimer or vascular type. J Clin Exp Neuropsychol 1997;19(01):52–62, 2222 Caramelli P, Nitrini R, Carthery-Goulart MT, Porto CS, Fichmann HC, Bahia VS. Teste de fluência verbal no diagnóstico da doença de Alzheimer leve: notas de corte em função da escolaridade. Arq Neuropsiquiatr 2003;61:32 and clock drawing2323 Sunderland T, Hill JL, Mellow AM, et al. Clock drawing in Alzheimer’s disease. A novel measure of dementia severity. J Am Geriatr Soc 1989;37(08):725–729 tests.2424 Vitiello APP, Ciríaco JGM, Takahashi DY, Nitrini R, Caramelli P. [Brief cognitive evaluation of patients attended in a general neurological outpatient clinic]. Arq Neuropsiquiatr 2007;65 (2A):299–303 Participants were screened for traumatic encephalopathy syndrome (TES) based on Montenigro’s criteria.2525 Montenigro PH, Baugh CM, Daneshvar DH, et al. Clinical subtypes of chronic traumatic encephalopathy: literature review and proposed research diagnostic criteria for traumatic encephalopathy syndrome. Alzheimers Res Ther 2014;6(05):68 Lumbar puncture for the analysis of CSF biomarkers was proposed to all participants.

Image acquisition

[18F]FDG-PET and MRI images were simultaneously acquired in a 3.0-Tesla PET/MRI scanner (Signa, GE Healthcare, Boston, MA, USA). The MRI protocol included volumetric T1-weighted (T1WI), T2-weighted (T2WI), fluid-attenuated inversion recovery (FLAIR), and susceptibility-weighted angiography (SWAN) images. Metabolic images were acquired 30 minutes after intravenous [18F]FDG injection. The imaging acquisition protocol is detailed in the Supplementary Material (online only).

Image processing

The GM volume was assessed with voxel-based analysis using Statistical Parametric Mapping (SPM) 8 software (Wellcome Department of Human Neuroimaging). Initially, skull and extracranial structures were manually extracted from T1WI using MRIcron software (McCausland Center for Brain Imaging). Then, skull-striped T1WI were spatially normalized into an anatomic template and segmented into CSF, GM, and WM using the Diffeomorphic Anatomical Registration using Exponentiated Lie algebra (DARTEL) algorithm. Images were then modulated by the Jacobian determinant and adjusted to the Montreal Neurological Institute (MNI) coordinates. Besides quantifying GM volume, this pipeline created the study-specific anatomic template for [18F]FDG-PET processing.

For [18F]FDG-PET group analysis, images were co-registered with their respective T1WI (to correct for partial volume effects [PVEs], as described by Meltzer et al.2626 Meltzer CC, Cantwell MN, Greer PJ, et al. Does cerebral blood flow decline in healthy aging? A PET study with partial-volume correction. J Nucl Med 2000;41(11):1842–1848) and spatially normalized using SPM8 into the study-specific anatomic template previously generated with DARTEL. Scans were smoothed with an 8.0-mm full width at half maximum Gaussian filter to improve signal-to-noise ratio and mitigate misregistration into the template space. A default threshold of 0.8 of the mean uptake inside the brain was selected to ensure that the analysis included only voxels mapping cerebral tissue. Global uptake differences between scans were adjusted using a proportional scaling approach (global mean) at SPM8.

WMH in the FLAIR images were segmented automatically with the Lesion Growth Algorithm2727 Schmidt P, Gaser C, Arsic M, et al. An automated tool for detection of FLAIR-hyperintense white-matter lesions in Multiple Sclerosis. Neuroimage 2012;59(04):3774–3783 as implemented in the Lesion Segmentation Tool toolbox (version 1.2.3 2013–03–12, www.statisticalmodelling.de/lst.html) for SPM, using a threshold of 0.3, as recommended by the developer.2727 Schmidt P, Gaser C, Arsic M, et al. An automated tool for detection of FLAIR-hyperintense white-matter lesions in Multiple Sclerosis. Neuroimage 2012;59(04):3774–3783

Visual analysis

[18F]FDG-PET images were evaluated by a neuroradiologist and a nuclear physician, both experienced in neurologic [18F]FDG-PET and blinded to the participant’s group. Scans were rated as “normal,” “abnormal,” or “borderline” (nonspecific findings, possibly within normal limits), based on visual interpretation assisted by the 3D-SSP semiquantitative software (CortexID Suite, GE Healthcare, Boston, MA, USA) as previously proposed.2828 Mosconi L, Tsui WH, Herholz K, et al. Multicenter standardized 18F-FDG PET diagnosis of mild cognitive impairment, Alzheimer’s disease, and other dementias. J Nucl Med 2008;49(03):390–398 In addition to subjective visual analysis, readers considered a Z-score < 2.0 in at least 2 cortical areas, after normalization for the pons and the cerebellum, as a reference of abnormality.

To investigate typical patterns of Alzheimer disease (AD)2828 Mosconi L, Tsui WH, Herholz K, et al. Multicenter standardized 18F-FDG PET diagnosis of mild cognitive impairment, Alzheimer’s disease, and other dementias. J Nucl Med 2008;49(03):390–398 or other neurodegenerative diseases,2929 Teune LK, Bartels AL, de Jong BM, et al. Typical cerebral metabolic patterns in neurodegenerative brain diseases. Mov Disord 2010; 25(14):2395–2404 the regions of reduced rBGM in all abnormal scans were detailed.

T1WI was inspected by a neuroradiologist to detect structural neuroimaging abnormalities related to repetitive head impacts, namely cavum septum pellucidum (CSP), cavum vergae (CV) and septum pellucidum fenestration (SPF). Also, brain atrophy was assessed on T1WI with the Global Cortical Atrophy, Medial Temporal Lobe Atrophy, Posterior Atrophy, Anterior Cingulate Atrophy, Orbitofrontal Atrophy, Anterior-Temporal Atrophy, and Fronto-Insular Atrophy scales.3030 Harper L, Barkhof F, Fox NC, Schott JM. Using visual rating to diagnose dementia: a critical evaluation of MRI atrophy scales. J Neurol Neurosurg Psychiatry 2015;86(11):1225–1233, 3131 Harper L, Fumagalli GG, Barkhof F, et al. MRI visual rating scales in the diagnosis of dementia: evaluation in 184 post-mortem confirmed cases. Brain 2016;139(Pt 4):1211–1225 The scales were rated separately for each hemisphere and averaged before statistical analysis.

FLAIR and SWAN images were assessed for detection of WMH according to the Fazekas scale,3232 Fazekas F, Chawluk JB, Alavi A, Hurtig HI, Zimmerman RA. MR signal abnormalities at 1.5 T in Alzheimer’s dementia and normal aging. AJR Am J Roentgenol 1987;149(02):351–356 and for detection of microbleeds and superficial siderosis, respectively.

Statistical analysis

Demographic, clinical data, and MRI findings on visual analysis were statistically analyzed using R (https://www.r-project.org/). For group comparison, categorical data were assessed with the chi-squared test and numerical data with the t-test for independent sample or the Mann-Whitney Litest, according to data distribution assessed with the Shapiro-Wilk test. Data with a normal distribution are expressed as mean ± standard deviation (SD), and data with a non-normal distribution are expressed as median; interquartile range (IQR). The threshold for significance was set at p = 0.05.

For the initial exploratory analyses of [18F]FDG-PET and T1WI, statistical parametric maps of [18F]FDG uptake and GM volume were generated using SPM8 with the threshold for significance at the voxel level set at puncorrected = 0.001 (Z-score = 3.09) with a minimum extension of 10 voxels in the corresponding cluster. Results were considered valid when surviving correction for multiple comparisons with the false discovery rate (FDR) method (pFDR ≤ 0.05).3333 Nichols K. CHAPTER 20 – False Discovery Rate procedures. In: Friston K, Ashburner J, Kiebel S, Nichols T, Penny W, eds. Statistical Parametric Mapping. Academic Press; 2007:246–252

Relevant peak voxels from the statistical parametric maps were initially identified in the Montreal Neurological Institute (MNI) coordinate system and then converted to the Talairach and Tournoux coordinates with the MNI2Tal web application (Legacy BioImage Suite).3434 Lancaster JL, Woldorff MG, Parsons LM, et al. Automated Talairach atlas labels for functional brain mapping. Hum Brain Mapp 2000; 10(03):120–131

Numeric values (measured in kBq/ml) representing the mean [18F]FDG uptake for each participant (a proxy for regional brain glucose metabolism [rBGM] in the clusters with statistically significant results in the SPM group analysis) were obtained with the MarsBar toolbox for SPM (http://marsbar.sourceforge.net/).3535 Brett M, Anton JL, Valabregue R, Poline JB. Region of interest analysis using an SPM toolbox [abstract]. In: Vol Aailable on CD-ROM in Neuroimage, Vol 16, No 2, abstract 497. These values were used to investigate correlations of [18F]FDG uptake with the time of soccer practice and the scores of neuropsychological tests in the RSPs using linear regressions.

RESULTS

Participant characteristics

Nineteen male RSPs and 20 healthy and age-matched male controls were included (►Supplementary Figure S1 [online only]).

The median age was 62 (50–64.5) and 60 (48–73) years old, and the duration of formal education wasl4(11–15) and 15 (11.8–16) years in the RSP and control groups, respectively. No significant age differences were found between groups; however, controls had higher educational levels (►Table 1). The RSPs had a total soccer practice time of 19.7 ± 6.2 years. Regarding playing position, 10/19 (52.7%) RSPs played in defense, 4/19 (21.0%) in midfield, and 5/19 (26.3%) in offensive roles.

Table 1
Demographics, MRI visual analysis, clinical and neuropsychological data, and burden of white matter FLAIR hyperintensities in both groups

History of head trauma

All RSPs were exposed to frequent heading. However, 11/19 (58%) reported TBI related to head-to-head (9/11,82%), head-to-ground (1/11, 9%), and head-to-elbow (1/11, 9%) impacts. Loss of consciousness was reported by 3/19 (16%) players. Traumatic brain injury was reported by 4/10 (40%) defenders, 2/4 (50%) midfielders, and % (60%) offenders (p = 0.689).

Neurological evaluation

Compared with controls, RSPs had significantly lower MMSE scores, performed significantly worse on semantic verbal fluency, clock drawing, phonemic verbal fluency, and digit span tests (►Table 1). The figure memory test showed no significant differences between groups.

Among RSPs, 6/19 (31%) reported anxiety, depression, attention deficits, or alcohol abuse, while 2/20 (10%) of controls reported anxiety or depressive symptoms. Cognitive decline, defined as an impairment in sporadic memory, spatial orientation, or verbal fluency (after ruling out non-neurodegenerative causes), was clinically confirmed in 2/19 (10%) RSPs, diagnosed with TES and further classified as probable CTE according to Montenigro’s criteria.2525 Montenigro PH, Baugh CM, Daneshvar DH, et al. Clinical subtypes of chronic traumatic encephalopathy: literature review and proposed research diagnostic criteria for traumatic encephalopathy syndrome. Alzheimers Res Ther 2014;6(05):68 Among controls, 4/20 (20%) had subjective cognitive complaints that were not confirmed as cognitive decline in the neurological evaluation (►Table 1).

[18F]FDG-PET group analysis

The RSPs exhibited reduced [18F]FDG uptake in the left temporal pole (pFDR = 0.008) and in the anterior left middle temporal gyrus (pFDR = 0.043). Smaller clusters of glucose hypometabolism were observed in the right hippocampus, the posterior left fusiform/inferior temporal gyrus, the left insula, and the right parahippocampal gyrus but did not survive correction for multiple comparisons (►Figure 1,Supplementary Table S1 [online only]). These findings were observed after correction for PVE and persisted when age and education were covariates. The FDG uptake in the right hippocampus was negatively correlated with the soccer practice time (p = 0.039; rPearson = − 0.48). No correlation between soccer practice time and [18F]FDG uptake was observed in the remaining clusters of hypometabolism.

Figure 1
Illustrative anatomic localization of the peak clusters of reduced rCBM and reduced CM volume in retired soccer players compared with controls.

The individual rBGM in all clusters of reduced [18F]FDG uptake was consistently lower in RSPs than in controls, mostly evident in the left temporal pole, the anterior left middle temporal gyrus, the posterior left fusiform/inferior temporal gyrus, and the right hippocampus (►Figure 2A). However, no significant differences in rBGM were observed among playing positions (►Figure 2B).

Figure 2
Scatter plot of individual [18F]FDG uptake in the clusters of reduced rBCM for each participant (A) and for each retired soccer player, compared regarding their playing position (B). (A). Individual [18F]FDG uptake in all clusters is consistently lower in retired soccer players than in controls, with statistically significant differences between groups in the left temporal pole and the anterior leftmiddle temporal gyrus(*). The three individuals with the lowest uptake in the left temporal pole were defensive players (participants A, B, and C). Participants A and B were clinically classified as possible and probable CTE, respectively. (B). No significant differences were observed among defenders, midfielders, and offenders regarding [18F]FDG uptake in these areas (p < 0.216).

Scores of the Semantic Verbal Fluency (animals) test correlated positively with [18F]FDG uptake in the right hippocampus (p = 0.006; r2Pearson = 0.61), left temporal pole (p = 0.042; r2Pearson = 0.47), and in the posterior left middle temporal gyrus (p = 0.041; r2Pearson = 0.47). No significant correlation was observed between the remaining neuropsychological test scores and the [18F]FDG uptake.

[18F]FDG-PET visual analysis

Abnormal [18F]FDG-PET scans were observed in 16/19 (84%) RSPs and in only 4/20 (20%) controls (p < 0.001). Clearly abnormal exams were found in 7/19 (36%) RSPs (participants A-G, ►Figure 3), while 9/19 (47%) had borderline scans. Only 1/20 (5%) controls had an abnormal exam, and 3/20 (15%) had borderline alterations. None of the RSP who reported a loss of consciousness presented with abnormal scans.

Figure 3
Individual 3D-SSP of the [18F]FDG-PET metabolic images from all seven retired soccer players with definitely abnormal scans in the visual analysis. All seven retired soccer players classified as abnormal presented with reduced [18F]FDG-PET uptake in the lateral temporal lobes, with some individual variation. Participants A and E have also reduced rBCM in the frontal lobes, and participant C in the left temporal-parietaloccipital region and the left precuneus.

All RSPs with abnormal scans showed hypometabolism in the medial and lateral temporal lobes. Additionally, participants A and E had reduced rBGM in the frontal lobes, and participant C in the left temporal-parietal-occipital region, extending to the ipsilateral precuneus. Participants C, D, and G had temporoparietal hypometabolism that could be visually interpreted as AD. However, given the extension to occipital regions or the lack of clear involvement of the posterior cingulate gyrus and precuneus, these findings did not fit the typical AD pattern (►Figure 3 and ►Supplementary Table S2 [online only]). The only control with abnormal [18F]FDG-PET had reduced rBGM in both cerebellar hemispheres.

The RSPs with abnormal [18F]FDG-PET were not significantly different from those with borderline and normal scans (analyzed together) regarding age (63.1 ± 3.8 versus 54.4 ± 12.7 years old, p = 0.098), education (11.6 ± 3.8 versus 13.3 ± 2.3 years, p = 0.245), and time of soccer practice (19.3 ± 7.6 versus 20 ± 5.6 years, p = 0.817).

The RSPs with abnormal [18F]FDG-PET on visual analysis presented with lower MMSE scores than RSPs with normal or borderline scans (PMann-whitney = 0.045). No differences between RSPs with abnormal and normal or borderline [18F] FDG-PET scans were observed regarding the remaining neuropsychological tests.

MRI visual analysis

Cavum septum pellucidus and SPF were significantly more frequent in RSPs (68%) than in controls (15%). No differences between groups were observed regarding the frequency of CV (►Table 1).

Regarding scores of brain atrophy and Fazekas scales, no differences between RSPs and controls were observed (►Table 1). Visual analysis of SWAN images was unremarkable in all participants.

CM volume analysis

The RSPs exhibited reduced GM volume in similar brain regions as those with reduced [18F]FDG uptake, including the right parahippocampal gyrus (pFDR = 0.544), the posterior left middle temporal gyrus (pFDR = 0.085), and the posterior left fusiform/inferior temporal gyrus (pFDR = 0.085) (►Figure 1, ►Supplementary Table S1 [online only]). None of these clusters survived correction for multiple comparisons.

Quantitative assessment of WMH

The quantitative analysis revealed no significant differences in the volume of WMH between RSPs (5.7; 2.4–32.5) and controls (2.7; 1.5–18.1) (p = 0.224).

DISCUSSION

The present cross-sectional observational study investigated multimodal neuroimaging findings in retired professional soccer players (RSPs). We found that RSPs exhibited reduced glucose metabolism in the temporal lobes, with clusters in the left temporal pole and the anterior left middle temporal gyrus surviving correction for multiple comparisons. They also presented smaller clusters of reduced GM volume in similar anatomic regions that did not survive correction for multiple comparisons. The areas of hypometabolism were also detected in a visual analysis by experts. Ultimately, these findings point to neurodegeneration in the temporal lobes, with a slight predominance on the left side, and could be related to long-term repetitive head impacts.

These results agree with the previous neuroimaging and neuropathological features observed by Grinberg et al. in an RSP with a clinical diagnosis of late-onset AD.1414 Grinberg LT, Anghinah R, Nascimento CF, et al. Chronic Traumatic Encephalopathy Presenting as Alzheimer’s Disease in a Retired Soccer Player. J Alzheimers Dis 2016;54(01):169–174 In a postmortem 3T MRI, these authors found atrophy in the anterior and medial structures of the temporal lobes (greater on the left) and CSP. Also, the neuropathological examination showed phospho-tau CTE pathology in the temporal lobes and limbic structures, as well as TDP-43-related hippocampal sclerosis.1414 Grinberg LT, Anghinah R, Nascimento CF, et al. Chronic Traumatic Encephalopathy Presenting as Alzheimer’s Disease in a Retired Soccer Player. J Alzheimers Dis 2016;54(01):169–174 Therefore, signs of neurodegeneration in the temporal lobes were expected in our study.

Several studies with military personnel, boxers, and American football players,44 Peskind ER, Petrie EC, Cross DJ, et al. Cerebrocerebellar hypo-metabolism associated with repetitive blast exposure mild traumatic brain injury in 12 Iraq war Veterans with persistent post-concussive symptoms. Neuroimage 2011;54(Suppl 1, Suppl 1)S76–S82, 88 Provenzano FA, Jordan B, Tikofsky RS, Saxena C, Van Heertum RL, Ichise M. F-18 FDG PET imaging of chronic traumatic brain injury in boxers: a statistical parametric analysis. Nucl Med Commun 2010;31(11):952–957, 1010 Lesman-Segev OH, La Joie R, Stephens ML, et al. Tau PET and multimodal brain imaging in patients at risk for chronic traumatic encephalopathy. Neuroimage Clin 2019;24:102025, 3636 Mendez MF, Owens EM, Reza Berenji G, Peppers DC, Liang LJ, Licht EA. Mild traumatic brain injury from primary blast vs. blunt forces: post-concussion consequences and functional neuroimaging. NeuroRehabilitation 2013;32(02):397–407, 3737 Raji CA, Merrill DA, Barrio JR, Omalu B, Small GW. Progressive Focal Gray Matter Volume Loss in a Former High School Football Player: A Possible Magnetic Resonance Imaging Volumetric Signature for Chronic Traumatic Encephalopathy. Am J Geriatr Psychiatry 2016;24(10):784–790, 3838 Patel JB, Wilson SH, Oakes TR, Santhanam P, Weaver LK. Structural and Volumetric Brain MRI Findings in Mild Traumatic Brain Injury. AJNR Am J Neuroradiol 2020;41(01):92–99, 3939 Meabon JS, Huber BR, Cross DJ, et al. Repetitive blast exposure in mice and combat veterans causes persistent cerebellar dysfunction. Sci Transi Med 2016;8(321):321ra6 have shown mild TBI-related hypometabolism in the cerebellum, the pons, the temporal and frontal regions, the posterior cingulate, and the thalamus. In RSPs, however, the clusters of cortical hypometabolism are less extensive and widespread than reported in those populations. These imaging findings likely reflect differences in the type, intensity, and frequency of head impacts to which soccer players are exposed.

Lesman-Segev et al.1010 Lesman-Segev OH, La Joie R, Stephens ML, et al. Tau PET and multimodal brain imaging in patients at risk for chronic traumatic encephalopathy. Neuroimage Clin 2019;24:102025 showed that, when compared with controls, American football players with TES and negative amyloid-PET have clusters of reduced FDG uptake in the medial temporal lobe structures and frontal cortex (with minor involvement of the lateral left temporal and parietal lobes) and clusters of reduced GM volume in frontal regions, the insula, and anterior temporal lobes. We did not observe hypometabolism or reduced GM volume in frontal areas; however, the involvement of lateral and medial temporal lobe structures in RSPs without involving areas typically affected in AD (precuneus and posterior cingulate gyrus) is in agreement with those findings in American football athletes.

A study by Meabon et al. demonstrated a dose-response relationship between blast-related concussion and cerebellar hypometabolism in veteran soldiers (subjects exposed to more blast-related head impacts had lower cerebellar glucose uptake). Despite differences in the spatial distribution of glucose hypometabolism clusters (likely related to different trauma mechanisms, intensity, and frequency in different populations), we observed that lower rBGM in the right hippocampus is related to longer careers among RSPs, pointing to a possible dose-response relationship between sports-related mild TBI and brain hypometabolism in these athletes.

On the MRI visual analysis, we found a higher prevalence of CSP and SPF in RSPs than in controls. Similarly, Koerte et al.4040 Koerte IK, Hufschmidt J, Muehlmann M, et al. Cavum Septi Pellucidi in Symptomatic Former Professional Football Players. J Neurotrauma 2016;33(04):346–353 and Lesman-Segev et al. found a higher frequency of CSP in American football athletes. These findings have been reported as a CTE feature4040 Koerte IK, Hufschmidt J, Muehlmann M, et al. Cavum Septi Pellucidi in Symptomatic Former Professional Football Players. J Neurotrauma 2016;33(04):346–353, 4141 Blennow K, Brody DL, Kochanek PM, et al. Traumatic brain injuries. Nat Rev Dis Primers 2016;2:16084 and are likely related to the thinning and detachment of the septum pellucidum layers caused by the impact of cerebrospinal fluid (CSF) waves generated during the head trauma.4141 Blennow K, Brody DL, Kochanek PM, et al. Traumatic brain injuries. Nat Rev Dis Primers 2016;2:16084

Regarding WMH, a study by Berginström et al.,4242 Berginström N, Nordström P, Nyberg L, Nordström A. White matter hyperintensities increases with traumatic brain injury severity: associations to neuropsychological performance and fatigue. Brain Inj 2020;34(03):415–420 using an automated segmentation method to quantify these lesions, demonstrated that the burden of WMH increases with the TBI severity but that no differences are observed between mild TBI patients and healthy controls. In our work, we used the same approach as Berginström et al.4242 Berginström N, Nordström P, Nyberg L, Nordström A. White matter hyperintensities increases with traumatic brain injury severity: associations to neuropsychological performance and fatigue. Brain Inj 2020;34(03):415–420 to segment WMH, and we found no differences in the load of WMH between RSPs and controls, which was expected since RSP were exposed to mild, but not moderate or severe, TBI.

The main limitation of our study is the lack of Tau-PET imaging (regionally unavailable) and CSF biomarkers since all participants refused lumbar puncture. In the absence of CSF biomarkers, tau, and amyloid-PET, we could not exclude other causes of neurodegeneration/neurodegenerative diseases, namely AD.

However, the regional pattern of hypometabolism observed in RSPs was not suggestive of AD pathology. Besides, the neuropsychological evaluation showed that RSPs had lower global cognitive performance, with impaired attention and executive functions. No impairment of episodic memory was observed in this group. This neuropsychological profile would be expected in CTE,2525 Montenigro PH, Baugh CM, Daneshvar DH, et al. Clinical subtypes of chronic traumatic encephalopathy: literature review and proposed research diagnostic criteria for traumatic encephalopathy syndrome. Alzheimers Res Ther 2014;6(05):68 but not in AD.4343 Dubois B, Albert ML. Amnestic MCI or prodromal Alzheimer’s disease? Lancet Neurol 2004;3(04):246–248, 4444 Dubois B, Villain N, Frisoni GB, et al. Clinical diagnosis of Alzheimer’s disease: recommendations of the International Working Group. Lancet Neurol 2021;20(06):484–496 Also, given the mean age of RSP (62 years old, IQR: 50–64.5), if the hypometabolism in RSPs were related to AD pathology, it would be of the pre-senile AD, which is rarer than the sporadic form. We believe it unlikely that our random recruitment resulted in a cohort of RSPs with a predominance of pre-senile AD or even frontotemporal lobar degeneration.

Although, to our knowledge, this is the largest sample of RSPs with multimodal brain PET/MRI to date, the relatively small number of RSPs limited the sub-analysis regarding the different playing positions and risk of CTE.

The present paper shows that [18F]FDG-PET/MRI can be used to investigate athletes with suspected CTE, including using a visual clinically-based approach at the individual level. Additionally, we demonstrated that RSPs have brain metabolic and structural changes in the temporal lobes and a higher prevalence of CSP and SPF, findings similar to those reported in other athletes and possibly related to long-term repetitive head impacts. Further studies with larger samples, CSF biomarkers, tau, and amyloid-PET will deepen our understanding of this condition.

In conclusion, RSPs have reduced regional brain glucose metabolism in the temporal lobes and a higher prevalence of CSP and SPF than age and sex-matched controls. Also, the cerebral glucose hypometabolism in RSP may present a dose-response relationship with the career length of the RSP. These findings might be related to chronic brain damage due to repetitive head impacts related to sportive practice.

  • Support
    The present study was supported by funding from General Electric (GE Healthcare). The content is solely the responsibility of the authors and does not necessarily represent the official views of the National Institutes of Health. The funders had no role in the design and conduct of the study; collection, management, analysis, and interpretation of the data; preparation, review, or approval of the manuscript; or decision to submit for publication.

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Publication Dates

  • Publication in this collection
    21 July 2023
  • Date of issue
    2023

History

  • Received
    16 Sept 2022
  • Reviewed
    07 Dec 2022
  • Accepted
    15 Jan 2023
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