Skip to main content
  • Research article
  • Open access
  • Published:

Hyperperfusion in the cerebellum lobule VIIb in patients with epileptic seizures

Abstract

Background

The cerebellum plays an important role in motor control, however, its involvement in epilepsy has not been fully understood. Arterial spin labelling perfusion magnetic resonance image (ASL) is a noninvasive method to evaluate cerebral and cerebellar blood flow. We investigated cerebellar perfusion in patients with epileptic seizures using ASL.

Methods

Adult patients with epileptic seizures who underwent ASL in three post labeling delay (PLD) conditions (1525, 1800, and 2500 msec) and conventional electroencephalography (EEG) on the same day were investigated. Clinical and EEG characteristics of them were retrospectively analyzed.

Results

Six patients (6 women, age; 36.2 ± 17.9 years (mean ± SD)) showed hyperperfusion in selective areas in the cerebellar paravermis of lobule VIIb. One patient with generalized epilepsy (tentative diagnosis of juvenile myoclonic epilepsy or epilepsy with myoclonic absences) showed unilateral hypoperfusion in PLD 1525 msec and hyperperfusion in PLD 1800 and 2500 msec at the area while EEG showed generalized spike-wave complexes. After successful treatment, these perfusion abnormalities disappeared. In two patients with focal epilepsy manifesting with asymmetrical motor symptoms, cerebellar hyperperfusion was found on the opposite side to the seizure focus estimated by seizure semiology. Besides hyperperfusion of the VIIb lobule, hypoperfusion at the same area was detected in shorter PLD condition in four patients and in longer PLD condition in one patient.

Conclusion

The cerebellar paravermis of lobule VIIb can be a component of motor circuit and participate in epileptic network in humans. Cerebellar perfusion abnormalities can be associated with neurovascular coupling via capillary bed.

Peer Review reports

Background

The cerebellum plays an important role in motor control. The cerebello-thalamo-cortical loop modulates the cerebro-basal ganglia loop. Cerebellar ataxia is one of the four cardinal features of progressive myoclonus epilepsy. Pathological involvement of cerebellum has been demonstrated in juvenile myoclonus epilepsy (JME) [1], benign adult familial myoclonic epilepsy (BAFME) [2], juvenile absence epilepsy [3], and nonconvulsive partial status epileptics [4]. Furthermore, cerebellar hemisphere is one of the target sites of neuromodulation using electric stimulation in intractable epilepsy. Cerebellar stimulation was reported to decrease seizure activity in animal models of epilepsy [5]. In patients with intractable epilepsy, previous reports showed effectiveness of cerebellar stimulation to seizure suppression, while the effectiveness and procedures of cerebellar stimulation are still controversial [6]. To elucidate the mechanism of influence of the cerebellum on the cerebral cortex is very important in further development of treatment strategies in patients with epilepsy.

Arterial spin labeling (ASL) is a noninvasive method to evaluate cerebral blood flow (CBF) using magnetically-labeled water in the blood as an endogenous tracer. Hyperperfusion of ASL with post labeling delay (PLD) of approximately 1500 msec more sensitively correlates with epileptic seizures than high intensity of diffusion weighted images and hypoperfusion with PLD of 1500 msec is seen during interictal period [4, 7]. Thus far, little is known about involvement of cerebellum to pathology of epilepsy.

Our objective is to investigate cerebellar perfusion in patients with epileptic seizures using arterial spin labeling perfusion magnetic resonance image. Part of this manuscript was presented in the American Academy of Neurology Annual Meeting 2020 in an abstract form [8].

Methods

In this case-series study, we retrospectively checked medical record of patients who visited the Adult Epilepsy Clinic in the National Hospital Organization Utano National Hospital between August 2017 and May 2018, and enrolled patients who fulfilled inclusion criteria; 1) adult patients with epileptic seizures, 2) underwent ASL in three PLD conditions (1525, 1800, and 2500 msec) (Ingenia 3.0 T CX, Philips), 3) anatomical images using fluid-attenuated inversion recovery, diffusion weighted imaging, or susceptibility weighted imaging sequences were obtained in combination with ASL images, 4) conventional electroencephalography (EEG) (EEG1214, Nihon Kohden) was recorded on the same day, and 5) whose ASL images showed spotty hyperperfusion in the cerebellar hemisphere. Clinical and EEG characteristics of them were retrospectively analyzed. MRI scan took approximately 30 min, and EEG was recorded for approximately 30 min. In patients treated with antiepileptic drugs, regular medications were taken as usual.

The recordings were performed as a part of an intensive clinical evaluation. On the basis of the noninvasive case-accumulation study design with assured anonymity, the current study was exempt from the need for the institutional ethics committee approval and informed consent.

Results

Patient demographics

Six patients (6 women, age; 36.2 ± 17.9 years (mean ± SD)) fulfilled the inclusion criteria (Fig. 1, Table 1). One of six patients (Patient 1) was diagnosed as generalized epilepsy, and the rest were diagnosed as focal epilepsy. Patient 4 developed status epilepticus and was treated with antiepileptic drug injection from 3 hours to 1 hour before MRI examination. Patient 1 exhibited frequent myoclonic seizures of the eyelids and hands and Patient 3 showed focal aware seizures of dizziness during EEG. No patient showed cerebellar ataxia by thorough neurological examination including extraocular movement, speech, limb coordination, and gait in interictal period. Patient1 and Patient 3 were not treated with antiepileptic drugs. Order of examinations were EEG to MRI in 2 patients and opposite in the rest, and interval between examinations ranged from 24 to 200 min.

Fig. 1
figure 1

A Six patients with epilepsy, showing hyperperfusion of ASL in selective areas the cerebellar paravermis of lobule VIIb. Four patients (Patient 1, 3, 4, and 5) showed hypoperfusion of the VIIb lobule in short PLD conditions (1525 msec in Patient 1 and Patient 4, 1525 and 1800 msec in Patient 3, and 1800 msec in Patient 5) and showed hyperperfusion of the same region in longer PLD conditions. In Patient 4 and Patient 5 with focal epilepsy manifesting with asymmetrical motor symptoms, cerebellar hyperperfusion was found on the opposite side to the seizure focus estimated by seizure semiology. B Axial ASL images of Patient 1. At the bottom of the right cerebellum, hypoperfusion in PLD 1525 msec and hyperperfusion in PLD 1800 and 2500 msec are seen. In the left thalamus, hypoperfusion in PLD 1800 and 2500 msec is shown. C Co-registration of ASL to FLAIR images. ASL: arterial spin labeling, PLD: post labeling delay, FLAIR: fluid-attenuated inversion-recovery, M/F: male/female, EEG: electroencephalogram, R: right, L: left, Bil: bilateral, G: generalized, F: frontal, C: central, P: parietal, O: occipital, T: temporal, pT: posteriotemporal, PPR: photoparoxysmal response

Table 1 Patient demopgraphics

Case presentation

Patient 1

Initial representative case was a right-handed female in her 60s, who presented with myoclonus of hands and face, myoclonic seizures, and generalized tonic-clonic seizures. She had a past history of surgical resection of benign pancreatic tumor. Family history was unremarkable. At the evaluation before treatment, unilateral hypoperfusion in PLD 1525 msec and hyperperfusion in PLD 1800 and 2500 msec in the right lobule VIIb, and hypoperfusion in PLD 1800 msec and 2500 msec in the left thalamus were shown, while EEG showed generalized spike-wave complexes (SWC), focal spikes in the right frontal and left temporal areas, and photoparoxysmal responses (Fig. 2). She was diagnosed with generalized epilepsy (myoclonic absence epilepsy or juvenile myoclonus epilepsy). Valproate was not effective. She underwent serial evaluation by both ASL and EEG after commencement of treatment with an anti-epileptic drug. After successful treatment by clonazepam, these perfusion abnormalities disappeared while EEG showed decreased amplitude of generalized SWC.

Fig. 2
figure 2

A Electroencephalogram of Patient 1. Before treatment (left), generalized spike-wave complexes are seen; focal spikes in the right frontal and left temporal areas and photoparoxysmal responses were noticed (data not shown). After treatment (right), amplitude of spikes is decreased. Electrodes placement: International 10–20 + T1/T2. Sampling rate: 500 Hz. AC amplifier low frequency filter: 0.08 Hz. B Arterial spin labeling images of Patient 1, post labelling delay of 1800 msec. Before treatment (left), the right cerebellar hyperperfusion and the left thalamic hypoperfusion are shown. After treatment (right), these abnormalities are not detected

Patient 2

A teenage female presented with focal impaired awareness seizures preceded by visual hallucination of flickering lights in hemifield. She started having loss of consciousness attacks at age 6. At age 13 she developed paroxysmal dyskinesia which impaired writing, walking, or playing trumpet, and was diagnosed with paroxysmal kinesigenic dyskinesia. However, she had frequent visual symptoms and headache and in the previous year she showed convulsive seizures with consciousness disturbance. EEG showed frequent rhythmic slow activities. Treatment with sufficient dose of carbamazepine suppressed her seizures for more than 2 years. Considering possible chance of pregnancy and teratogenicity of carbamazepine, the medication was switched to lamotrigine 25 mg/day 1 month before examination.

Patient 3

A teenage female was referred to our epileptic clinic for evaluation of monthly attacks of severe dizziness. She developed her first seizure with dizziness at age 12 and the symptoms progressed to show loss of body sensation, eyelid twitch, impairment of voluntary movement, and dyspnea. She had never tried antiepileptic medication. During EEG she had her typical focal aware seizure with dizziness, and EEG correlate was determined. Combination therapy with multiple antiepileptic drugs is effective to her seizures.

Patient 4

She showed mental retardation and educated in special class for handicapped children since elementary school. In her late teens she developed loss of consciousness attacks but these symptoms were considered as pseudoseizures in previous hospitals due to inappropriate behavior. Her focal impaired awareness seizures comprised of loss of sensation and tonic convulsion of the right limbs, nausea, vomiting, and consciousness disturbance with conjugated gaze and dilated pupils. She developed monthly status epilepticus and referred to our clinic in her 20s. Combination therapy with valproate, lamotrigine, and lacosamide was partially effective. On the day of regular clinic visit in her mid 20s, she developed status epilepticus and was treated with diazepam and fosphenytoin injection from 3 hours to 1 hour before MRI examination. ASL showed diffuse hyperperfusion especially in the left primary somatosensory area besides cerebellar spotty lesion, and EEG showed spikes and EEG seizure pattern maximum in posterior-temporal area. After each attack of status epilepticus, residual right rigospastic paraparesis and dysdiadochokinesis lasted for several weeks. Underlying etiologies including autoimmune encephalitis were considered but she refused intensive evaluation.

Patient 5

She developed generalized convulsion in her 20s. Phenytoin was effective but she often had seizures when she missed dose, and daily nocturnal seizures of the right arm. Lamotrigine add-on caused skin rush. One week before examination, she had loss of consciousness and fall at office during the day. Neurological examination showed positive Barre sign on the right arm and dysdiadochokinesis of left-right alternating hand movement.

Patient 6

A female in her 50s developed status epilepticus starting with head and eye version to left subsequent to viral enteritis and was treated in previous hospitals. Afterwards she was seizure free with levetiracetam 1000 mg/day for 2 years, thus stopped medication 3 months before examination. EEG showed generalized and bioccipital spike-wave-complexes and photo-paroxysmal responses. ASL and EEG showed abnormality but she refused to re-start medication.

ASL findings

ASL images of all patients showed hyperperfusion in selective areas the cerebellar paravermis of lobule VIIb.

In two patients with focal epilepsy manifesting with asymmetrical motor symptoms (Patient 4 and Patient 5), cerebellar hyperperfusion was found on the opposite side to the seizure focus estimated by seizure semiology (Fig. 1).

Four patients (Patient 1, 3, 4, and 5) showed hypoperfusion of the VIIb lobule in short PLD conditions (1525 msec in Patient 1 and Patient 4, 1525 and 1800 msec in Patient 3, and 1800 msec in Patient 5) and showed hyperperfusion of the same region in longer PLD conditions (Fig. 1). Patient 2 showed hyperperfusin in PLD 1800 msec and hypoperfusion in PLD 2500 msec at the same area.

Discussion

The present study evaluated cerebellar perfusion by using ASL in three PLD conditions in adult patients with epilepsy. To the best of our knowledge, this is the first study to demonstrate hyperperfusion in the cerebellar paravermis of lobule VIIb. Thus, the cerebello-thalamo circuit can participate in epileptic functional network in human epilepsy.

Previous reports have shown the relationship between several epilepsy syndromes and the cerebellum. Studies using functional MRI found an enhanced functional connectivity between the left cerebellar lobule VIIb and the right frontal pole in BAFME [2] and decreased volume of the cerebellum in JME patients [1]. Cerebellar hemispheres mainly consist of VI–X lobules, and the VIIb lobules are at the bottom. Each of VII–VIII lobules modulates voluntary movement of hands, e.g., reaction to force or to visual stimuli [9]. Lobules VII are activated during tasks that demands on cognitive functions including language, working memory, and executive function [10]. However it is unlikely that the hyperperfusion of lobules VIIB in this study is physiological phenomenon because was demonstrated during MRI imaging at rest.

Efferent projections originate from the cerebrum synapse to the pontine nuclei and then primarily to the contralateral cerebellar cortex. Purkinje cell axons conduct the entire output of the cerebellar cortex, projecting to the deep cerebellar nuclei (e.g., dentate nucleus, interposed nucleus) in the underlying white matter, where the gamma-aminobutylic acid released by their terminals has an inhibitory effect. The cerebral cortex receives excitatory synapse from cerebellar nuclei via ventrolateral nucleus of the thalamus [11]. In mouse model of absence epilepsy, group discharges of Purkinje cells are recorded during generalized rhythmic spike discharges [12]. Hyperperfusion of the right lobule VIIB and hypoperfusion of the opposite side of the thalamus in Patient 1 before medication can be the result of activation of Purkinje cells caused by epileptic discharge of the cerebrum, which then inhibits the thalamic activities. After medication, along with decrease of SWC, these phenomena disappeared.

In patients with focal epilepsy, side of hyperperfusion was related to clinical presentation. Patient 4 and Patient 5, whose seizure focus resides in the left frontal lobe manifesting with asymmetrical motor symptoms, showed hyperperfusion of right lobules VIIb. Patient 4, who was in status epilepticus during the examinations, showed hyperperfusion of both cerebellar hemispheres in concordant with a previous report on nonconvulsive status epilepticus [4], however, remarkably significant hyperperfusion of VIIb can suggest marked involvement of motor circuit of hand movement. In addition, inflammatory etiology such as autoimmune encephalitis can exaggerate excitability of motor network. Patient 6 showed cerebellar hyperperfusion ipsilateral to the seizure focus presumed by the initial seizure semiology, but EEG with generalized epileptiform discharges suggests involvement of both hemispheres. Visual motor integration can also be important because seizures of Patient 2 and Patient 3 originate from occipital lobe and photoparoxysmal responses were noticed in Patient 1, Patient 3, and Patient 6.

ASL reflects CBF, and quantitative measurement of CBF by ASL depends on arterial transit time which is the time delay between the labeled blood in the cervical arteries and the arrival of the labeled blood in cerebral tissue. Therefore, the setting of PLD is very important to evaluate CBF correctly. In patients with chronic occlusive cerebrovascular disease, PLD 1500 msec underestimates CBF of affected side whereas PLD 2500 msec can evaluate hemodynamic state precisely [13]. Neuronal activation also causes changes in cerebral microcirculatory. Microcirculatory response to functional stimulation leads to a pronounced decrease in vascular transit time and a dilatation of the capillary bed [14]: mean transit time in cerebral capillaries drops from 1.34 ± 0.4 s at rest to 0.78 ± 0.02 s during activation. Epileptic seizure originates from firing of neuron, and thus resultant microcirculatory change may occur.

We evaluated CBF of the brain with three PLD conditions (1525, 1800, and 2500 msec). In addition to the hyperperfusion of the VIIb lobule, hypoperfusion at the same area was detected in shorter PLD condition in four patients and in longer PLD condition in one patient. Hypoperfusion may reflect the decrease of the vascular transit time and hyperperfusion may reflect a dilatation of the capillary bed evoked by neural activation. The phenomena can be associated with characteristics of the cerebellar vasculature which is mainly comprised of the capillary net.

A decrease of metabolism and blood flow in the cerebellar hemisphere contralateral to a supratentorial infarct is called as crossed cerebellar diaschisis (CCD). CCD has been evaluated using single-photon emission computed tomography (SPECT) or positron-emission tomography whose special resolution is relatively low. A recent study evaluated CBF derived from ASL and showed that was equivalent to CBF derived from SPECT, and CCD was shown in diffusely in cerebellar hemisphere [15]. In contrast, hyperperfusion and hypoperfusion of our patients were detected in restricted region of the cerebellar paravermis of lobule VIIb, suggesting a totally different mechanism from CCD.

Conclusions

The cerebellar paravermis of lobule VIIb can be a component of motor circuit and participate in epileptic functional network in humans. Further studies to correlate hyperperfusion of the VIIb to precise motor manifestation, etiology, and prognosis, and to explore how to modulate motor circuit, may reveal utility of the phenomenon in clinical practice of patients with epilepsy. Accumulation of ASL data with several PLD conditions is warranted to elucidate functional network of the brain, neurovascular coupling, and treatment strategy for intractable epilepsy.

Availability of data and materials

The data that support the findings of this study are available on request from the corresponding author [M.K.]. The data are not publicly available due to information that could compromise research participant privacy.

Abbreviations

JME:

Juvenile myoclonus epilepsy

BAFME:

Benign adult familial myoclonic epilepsy

ASL:

Arterial spin labeling

CBF:

Cerebral blood flow

PLD:

Post labeling delay

EEG:

Electroencephalography

SWC:

Spike-wave complexes

CCD:

Crossed cerebellar diaschisis

SPECT:

Single-photon emission computed tomography

References

  1. Zhong C, Liu R, Luo C, Jiang S, Dong L, Peng R, et al. Altered structural and functional connectivity of juvenile myoclonic epilepsy: an fMRI study. Neural Plast 2018;2018:7392187. https://doi.org/10.1155/2018/7392187. eCollection 2018.

  2. Long L, Zeng LL, Song Y, Shen H, Fang P, Zhang L, et al. Altered cerebellar-cerebral functional connectivity in benign adult familial myoclonic epilepsy. Epilepsia. 2016;57:941–8. https://doi.org/10.1111/epi.13372.

    Article  CAS  PubMed  Google Scholar 

  3. Shimogori K, Doden T, Oguchi K, Hashimoto T. Thalamic and cerebellar hypermetabolism and cortical hypometabolism during absence status epilepticus. BMJ Case Rep. 2017;2017:bcr2017220139. https://doi.org/10.1136/bcr-2017-220139.

    Article  PubMed Central  Google Scholar 

  4. Shimogawa T, Morioka T, Sayama T, Haga S, Kanazawa Y, Murao K, et al. The initial use of arterial spin labeling perfusion and diffusion-weighted magnetic resonance images in the diagnosis of nonconvulsive partial status epileptics. Epilepsy Res. 2017;129:162–73. https://doi.org/10.1016/j.eplepsyres.2016.12.008.

    Article  PubMed  Google Scholar 

  5. Mutani R, Bergaini L, Donguzzi T. Experimental evidence for the existence of an extra rhinencephalic control of the activity of the cobalt rhinencephalic epileptogenic focus: effects of the paleocerebellar stimulation. Epilepsia. 1969;10:351–62. https://doi.org/10.1111/j.1528-1157.1969.tb03852.x.

    Article  CAS  PubMed  Google Scholar 

  6. Klinger N, Mittal S. Deep brain stimulation for seizure control in drug-resistant epilepsy. Neurosurg Focus. 2018;45:E4. https://doi.org/10.3171/2018.4.FOCUS1872.

    Article  PubMed  Google Scholar 

  7. Sone D, Watanabe M, Ota M, Kimura Y, Sugiyama A, Maekawa T, et al. Thalamic hypoperfusion and disrupted cerebral blood flow networks in idiopathic generalized epilepsy: arterial spin labeling and graph theoretical analysis. Epilepsy Res. 2017;129:95–100. https://doi.org/10.1016/j.eplepsyres.2016.12.009.

    Article  PubMed  Google Scholar 

  8. Kinoshita M, Nakahara K, Obata K, Matsunari R, Tabata M. Hyperperfusion in the cerebellum in patients with epileptic seizures https://cslide-us.ctimeetingtech.com/aan2020/attendee/eposter/poster/3937.

  9. Timmann D, Konczak J, Ilg W, Donchin O, Hermsdörfer J, Gizewski ER, et al. Current advances in lesion-symptom mapping of the human cerebellum. Neuroscience. 2009;162:836–51. https://doi.org/10.1016/j.neuroscience.2009.01.040.

    Article  CAS  PubMed  Google Scholar 

  10. Stoodley CJ, Schmahmann JD. Functional topography in the human cerebellum: a meta-analysis of neuroimaging studies. Neuroimage. 2009;44:489–501. https://doi.org/10.1016/j.neuroimage.2008.08.039.

    Article  PubMed  Google Scholar 

  11. Lisberger SG, Thach WT. The cerebellum. In: Kandel ER, Schwartz JH, Jessell TM, Siegelbaum SA, Hudspeth AJ, editors. Principles of neural science. fifth ed. New York: McGraw-Hill books; 2012. p. 960–81.

    Google Scholar 

  12. Kros L, Lindeman S, Eelkman Rooda OHJ, Murugesan P, Bina L, Bosman LWJ, et al. Synchronicity and rhythmicity of purkinje cell firing during generalized spike-and-wave discharges in a natural mouse model of absence epilepsy. Front Cell Neurosci 2017;11:346. https://doi.org/10.3389/fncel.2017.00346. eCollection 2017.

  13. Haga S, Morioka T, Shimogawa T, Akiyama T, Murao K, Kanazawa Y, et al. Arterial spin labeling perfusion magnetic resonance image with dual postlabeling delay: a correlative study with acetazolamide loading 123I-iodoamphetamine single-photon emission computed tomography. J Stroke Cerebrovasc Dis. 2016;25(1):1–6. https://doi.org/10.1016/j.jstrokecerebrovasdis.2015.08.025.

    Article  PubMed  Google Scholar 

  14. Stefanovic B, Hutchinson E, Yakovleva V, Schram V, Russell JT, Belluscio L, et al. Functional reactivity of cerebral capillaries. J Cereb Blood Flow Metab. 2008;28(5):961–72. https://doi.org/10.1038/sj.jcbfm.9600590.

    Article  PubMed  Google Scholar 

  15. Wang J, Pan LJ, Zhou B, Zu JY, Zhao YX, Li Y, et al. Crossed cerebellar diaschisis after stroke detected noninvasively by arterial spin-labeling MR imaging. BMC Neurosci. 2020;21(1):46. https://doi.org/10.1186/s12868-020-00595-z.

    Article  PubMed  PubMed Central  Google Scholar 

Download references

Acknowledgements

Not applicable.

Funding

No funds, grants, or other support was received.

Author information

Authors and Affiliations

Authors

Contributions

Conceptualization: NK, RM, HT, and MK; Methodology: KN, RM, HT, and MK; Formal analysis and investigation: KS, KN, KO, RM, and RS; Writing - original draft preparation: KS; Writing - review and editing: MK. All authors read and approved the final manuscript.

Corresponding author

Correspondence to Masako Kinoshita.

Ethics declarations

Ethics approval and consent to participate

The recordings were performed as a part of an intensive clinical evaluation. On the basis of the noninvasive case-accumulation study design with assured anonymity, the current study was exempt from the need for the institutional ethics committee approval and informed consent.

Consent for publication

Not applicable.

Competing interests

The authors have no relevant financial or non-financial interests to disclose.

Additional information

Publisher’s Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Sato, K., Nakahara, K., Obata, K. et al. Hyperperfusion in the cerebellum lobule VIIb in patients with epileptic seizures. BMC Neurol 22, 352 (2022). https://doi.org/10.1186/s12883-022-02882-0

Download citation

  • Received:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1186/s12883-022-02882-0

Keywords