Skip to main content

Advertisement

Log in

The restoring of interhemispheric brain connectivity following carotid endarterectomy: an exploratory observational study

  • Original Research
  • Published:
Brain Imaging and Behavior Aims and scope Submit manuscript

Abstract

This study aimed to evaluate the differences of brain connectivity between healthy subjects (HS) and patients with extracranial internal carotid artery (eICA) stenosis before and after carotid endarterectomy (CEA). An exploratory prospective study was designed. The study population consisted of a patient group (PG) of 20 patients with eICA stenosis eligible for CEA, and a control group (CG) of 20 HS, matched for age and sex. The subjects of the PG group underwent Magnetic Resonance Imaging (MRI) for resting-state functional connectivity MRI (rs-fc MRI) analysis within one week from the CEA (pre-CEA) and 12 months following CEA (post-CEA). The CG underwent a single MRI with the same protocol utilized for the PG. Three region-of-interest to region-of-interest (ROI-to-ROI) rs-fc MRI analyses were conducted: analysis 1 to compare pre-CEA PG and CG; analysis 2 to compare pre-CEA PG and post-CEA PG; analysis 3 to compare post-CEA PG and CG. The Functional Network Connectivity multivariate parametric technique was used for statistical analysis, adopting a p-uncorrected (p-unc) < 0.05 as connection threshold, and a cluster level False Discovery Rate corrected p (p-FDR) < 0.05 as cluster threshold. The clusters were defined by using a data-driven hierarchical clustering procedure. Analysis 1 revealed two clusters of reduced interhemispheric connectivity of pre-CEA PG when compared to CG. Analysis 2 and 3 showed no statistically significant differences. Our exploratory analysis suggests that patients with eICA stenosis have reduced interhemispheric connectivity when compared to a matched control group, and this difference was not evident anymore following endarterectomy.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2

Similar content being viewed by others

Data availability

Raw imaging data cannot be shared due to institutional policies. Additional information on processing pipelines may be requested from the corresponding author.

Abbreviations

AAL:

Automated anatomical labelling

ALFF:

Amplitude of low frequency fluctuations

BOLD:

Blood oxygen level dependent

CAS:

Carotid stenting

CEA:

Carotid endarterectomy

CSF:

Cerebrospinal fluid

CRV:

Cerebrovascular reactivity

CTA:

Computed tomography angiography

DWI:

Diffusion weighted imaging

EEG:

Electroencephalografy

eICA:

Extracranial internal carotid artery stenosis

EPI:

Echo-planar imaging

ESC:

European Society of Cardiology

GLM:

General linear model

GM:

Grey matter

HRF:

Hemodynamic Response Function

HS:

Healthy subjects

ICA:

Internal carotid artery

IMT:

Intima-media thickness

MMSE:

Mini-mental state examination

MNI:

Montreal Neurological Institute

MRI:

Magnetic resonance imaging

NASCET:

North American Symptomatic Carotid Endarterectomy Trial

p-FDR:

p-value corrected for false discovery rate

p-unc:

Uncorrected p-value

PG:

Patient group

ROI-to-ROI:

Region of Interest to Region of Interest

rs-fMRI:

Resting-state functional magnetic resonance imaging

rs-fc MRI:

Resting-state functional connectivity MRI

T1-W:

T1 weighted

T2-W:

T2 weighted

TFE:

Turbo Field Echo

TIA:

Transient ischemic attack

US:

Ultrasound

VCI:

Vascular Cognitive Impairment

WM:

White matter

References

  • Aboyans, V., Ricco, J. B., Bartelink, M., Björck, M., Brodmann, M., Cohnert, T., Collet, J. P., Czerny, M., De Carlo, M., Debus, S., Espinola-Klein, C., Kahan, T., Kownator, S., Mazzolai, L., Naylor, A. R., Roffi, M., Röther, J., Sprynger, M., Tendera, M., Tepe, G., … ESC Scientific Document Group. (2018). 2017 ESC Guidelines on the Diagnosis and Treatment of Peripheral Arterial Diseases, in collaboration with the European Society for Vascular Surgery (ESVS): Document covering atherosclerotic disease of extracranial carotid and vertebral, mesenteric, renal, upper and lower extremity arteriesEndorsed by: the European Stroke Organization (ESO)The Task Force for the Diagnosis and Treatment of Peripheral Arterial Diseases of the European Society of Cardiology (ESC) and of the European Society for Vascular Surgery (ESVS). European Heart Journal. 39(9), 763–816. https://doi.org/10.1093/eurheartj/ehx095

  • Agarwal, N., & Carare, R. O. (2021). Cerebral Vessels: An Overview of Anatomy, Physiology, and Role in the Drainage of Fluids and Solutes. Frontiers in Neurology, 11, 611485. https://doi.org/10.3389/fneur.2020.611485

    Article  PubMed  PubMed Central  Google Scholar 

  • Bonati, L. H., Kakkos, S., Berkefeld, J., de Borst, G. J., Bulbulia, R., Halliday, A., van Herzeele, I., Koncar, I., McCabe, D. J., Lal, A., Ricco, J. B., Ringleb, P., Taylor-Rowan, M., & Eckstein, H. H. (2021). European Stroke Organisation guideline on endarterectomy and stenting for carotid artery stenosis. European Stroke Journal, 6(2), I–XLVII. https://doi.org/10.1177/23969873211012121

    Article  PubMed  PubMed Central  Google Scholar 

  • Carta, M. G., Lecca, M. E., Saba, L., Sanfilippo, R., Pintus, E., Cadoni, M., Sancassiani, F., Moro, M. F., Craboledda, D., Lo Giudice, C., Finco, G., Musu, M., & Montisci, R. (2015). Patients with carotid atherosclerosis who underwent or did not undergo carotid endarterectomy: Outcome on mood, cognition and quality of life. BMC Psychiatry, 15, 277. https://doi.org/10.1186/s12888-015-0663-y

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Chang, T. Y., Huang, K. L., Ho, M. Y., Ho, P. S., Chang, C. H., Liu, C. H., Chang, Y. J., Wong, H. F., Hsieh, I. C., Lee, T. H., & Liu, H. L. (2016). Graph theoretical analysis of functional networks and its relationship to cognitive decline in patients with carotid stenosis. Journal of Cerebral Blood Flow and Metabolism : Official Journal of the International Society of Cerebral Blood Flow and Metabolism, 36(4), 808–818. https://doi.org/10.1177/0271678X15608390

    Article  Google Scholar 

  • Chiacchiaretta, P., & Ferretti, A. (2015). Resting state BOLD functional connectivity at 3T: Spin echo versus gradient echo EPI. PLoS ONE, 10(3), e0120398. https://doi.org/10.1371/journal.pone.0120398

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Chinda, B., Liang, S., Siu, W., Medvedev, G., & Song, X. (2021). Functional MRI evaluation of the effect of carotid artery stenting: A case study demonstrating cognitive improvement. Acta Radiologica Open, 10(2), 2058460120988822. https://doi.org/10.1177/2058460120988822

    Article  PubMed  PubMed Central  Google Scholar 

  • Christen, T., Jahanian, H., Ni, W. W., Qiu, D., Moseley, M. E., & Zaharchuk, G. (2015). Noncontrast mapping of arterial delay and functional connectivity using resting-state functional MRI: A study in Moyamoya patients. Journal of Magnetic Resonance Imaging : JMRI, 41(2), 424–430. https://doi.org/10.1002/jmri.24558

    Article  PubMed  Google Scholar 

  • Collins, D. L., Neelin, P., Peters, T. M., & Evans, A. C. (1994). Automatic 3D intersubject registration of MR volumetric data in standardized Talairach space. Journal of Computer Assisted Tomography, 18(2), 192–205.

    Article  CAS  Google Scholar 

  • Deligianni, F., Centeno, M., Carmichael, D. W., & Clayden, J. D. (2014). Relating resting-state fMRI and EEG whole-brain connectomes across frequency bands. Frontiers in Neuroscience, 8, 258. https://doi.org/10.3389/fnins.2014.00258

    Article  PubMed  PubMed Central  Google Scholar 

  • Desikan, R. S., Ségonne, F., Fischl, B., Quinn, B. T., Dickerson, B. C., Blacker, D., Buckner, R. L., Dale, A. M., Maguire, R. P., Hyman, B. T., Albert, M. S., & Killiany, R. J. (2006). An automated labeling system for subdividing the human cerebral cortex on MRI scans into gyral based regions of interest. NeuroImage, 31(3), 968–980. https://doi.org/10.1016/j.neuroimage.2006.01.021

    Article  PubMed  Google Scholar 

  • Dutra, A. P. (2012). Cognitive function and carotid stenosis: Review of the literature. Dementia & Neuropsychologia, 6(3), 127–130. https://doi.org/10.1590/S1980-57642012DN06030003

    Article  Google Scholar 

  • Folstein, M. F., Folstein, S. E., & McHugh, P. R. (1975). “Mini-mental state”. A practical method for grading the cognitive state of patients for the clinician. Journal of Psychiatric Research, 12(3), 189–198. https://doi.org/10.1016/0022-3956(75)90026-6

    Article  CAS  PubMed  Google Scholar 

  • He, S., Duan, R., Liu, Z., Zhang, C., Li, T., Wei, Y., Ma, N., & Wang, R. (2021). Altered functional connectivity is related to impaired cognition in left unilateral asymptomatic carotid artery stenosis patients. BMC Neurology, 21(1), 350. https://doi.org/10.1186/s12883-021-02385-4

    Article  PubMed  PubMed Central  Google Scholar 

  • Haight, T. J., Bryan, R. N., Erus, G., Davatzikos, C., Jacobs, D. R., D’Esposito, M., Lewis, C. E., & Launer, L. J. (2015). Vascular risk factors, cerebrovascular reactivity, and the default-mode brain network. NeuroImage, 115, 7–16. https://doi.org/10.1016/j.neuroimage.2015.04.039

    Article  PubMed  Google Scholar 

  • Howard, D., Gaziano, L., Rothwell, P. M., Oxford Vascular Study. (2021). Risk of stroke in relation to degree of asymptomatic carotid stenosis: a population-based cohort study, systematic review, and meta-analysis. The Lancet. Neurology, 20(3), 193–202. https://doi.org/10.1016/S1474-4422(20)30484-1

    Article  PubMed  PubMed Central  Google Scholar 

  • Jafri, M. J., Pearlson, G. D., Stevens, M., & Calhoun, V. D. (2008). A method for functional network connectivity among spatially independent resting-state components in schizophrenia. NeuroImage, 39(4), 1666–1681. https://doi.org/10.1016/j.neuroimage.2007.11.001

    Article  PubMed  Google Scholar 

  • Lv, H., Wang, Z., Tong, E., Williams, L. M., Zaharchuk, G., Zeineh, M., Goldstein-Piekarski, A. N., Ball, T. M., Liao, C., & Wintermark, M. (2018). Resting-State Functional MRI: Everything That Nonexperts Have Always Wanted to Know. AJNR. American Journal of Neuroradiology, 39(8), 1390–1399. https://doi.org/10.3174/ajnr.A5527

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Magni, E., Binetti, G., Bianchetti, A., Rozzini, R., & Trabucchi, M. (1996). Mini-Mental State Examination: A normative study in Italian elderly population. European Journal of Neurology, 3(3), 198–202. https://doi.org/10.1111/j.1468-1331.1996.tb00423.x

    Article  CAS  PubMed  Google Scholar 

  • Mancia, G., Fagard, R., Narkiewicz, K., Redon, J., Zanchetti, A., Böhm, M., Christiaens, T., Cifkova, R., De Backer, G., Dominiczak, A., Galderisi, M., Grobbee, D. E., Jaarsma, T., Kirchhof, P., Kjeldsen, S. E., Laurent, S., Manolis, A. J., Nilsson, P. M., Ruilope, L. M., Schmieder, R. E., … Wood, D. A. (2013). 2013 ESH/ESC guidelines for the management of arterial hypertension: the Task Force for the Management of Arterial Hypertension of the European Society of Hypertension (ESH) and of the European Society of Cardiology (ESC). European Heart Journal, 34(28), 2159–2219. https://doi.org/10.1093/eurheartj/eht151

  • Nieto-Castanon, A. (2020). Handbook of functional connectivity Magnetic Resonance Imaging methods in CONN. Hilbert Press.

    Book  Google Scholar 

  • Piegza, M., Więckiewicz, G., Wierzba, D., & Piegza, J. (2021). Cognitive Functions in Patients after Carotid Artery Revascularization-A Narrative Review. Brain Sciences, 11(10), 1307. https://doi.org/10.3390/brainsci11101307

    Article  PubMed  PubMed Central  Google Scholar 

  • Porcu, M., Craboledda, D., Garofalo, P., Barberini, L., Sanfilippo, R., Zaccagna, F., Wintermark, M., Montisci, R., & Saba, L. (2019a). Reorganization of brain networks following carotid endarterectomy: An exploratory study using resting state functional connectivity with a focus on the changes in Default Mode Network connectivity. European Journal of Radiology, 110, 233–241. https://doi.org/10.1016/j.ejrad.2018.12.007

    Article  PubMed  Google Scholar 

  • Porcu, M., Craboledda, D., Garofalo, P., Columbano, G., Barberini, L., Sanfilippo, R., Zaccagna, F., Wintermark, M., Montisci, R., & Saba, L. (2019b). Connectometry evaluation in patients undergoing carotid endarterectomy: An exploratory study. Brain Imaging and Behavior, 13(6), 1708–1718. https://doi.org/10.1007/s11682-018-0024-9

    Article  PubMed  Google Scholar 

  • Porcu, M., Cocco, L., Saloner, D., Suri, J. S., Montisci, R., Carriero, A., & Saba, L. (2020a). Extracranial Carotid Artery Stenosis: The Effects on Brain and Cognition with a Focus on Resting-State Functional Connectivity. Journal of Neuroimaging : Official Journal of the American Society of Neuroimaging, 30(6), 736–745. https://doi.org/10.1111/jon.12777

    Article  Google Scholar 

  • Porcu, M., Garofalo, P., Craboledda, D., Suri, J. S., Suri, H. S., Montisci, R., Sanfilippo, R., & Saba, L. (2020b). Carotid artery stenosis and brain connectivity: The role of white matter hyperintensities. Neuroradiology, 62(3), 377–387. https://doi.org/10.1007/s00234-019-02327-5

    Article  PubMed  Google Scholar 

  • Porcu, M., Cocco, L., Cau, R., Suri, J. S., Mannelli, L., Yang, Q., Defazio, G., Wintermark, M., & Saba, L. (2021a). The mid-term effects of carotid endarterectomy on cognition and regional neural activity analyzed with the amplitude of low frequency fluctuations technique. Neuroradiology. https://doi.org/10.1007/s00234-021-02815-7.Advanceonlinepublication.10.1007/s00234-021-02815-7

    Article  PubMed  PubMed Central  Google Scholar 

  • Porcu, M., Cocco, L., Puig, J., Mannelli, L., Yang, Q., Suri, J. S., Defazio, G., & Saba, L. (2021b). Global Fractional Anisotropy: Effect on Resting-state Neural Activity and Brain Networking in Healthy Participants. Neuroscience, 472, 103–115. https://doi.org/10.1016/j.neuroscience.2021.07.021

    Article  CAS  PubMed  Google Scholar 

  • Power, J. D., Mitra, A., Laumann, T. O., Snyder, A. Z., Schlaggar, B. L., & Petersen, S. E. (2014). Methods to detect, characterize, and remove motion artifact in resting state fMRI. NeuroImage, 84, 320–341.

    Article  Google Scholar 

  • Quandt, F., Fischer, F., Schröder, J., Heinze, M., Kessner, S. S., Malherbe, C., Schulz, R., Cheng, B., Fiehler, J., Gerloff, C., & Thomalla, G. (2020). Normalization of reduced functional connectivity after revascularization of asymptomatic carotid stenosis. Journal of Cerebral Blood Flow and Metabolism : Official Journal of the International Society of Cerebral Blood Flow and Metabolism, 40(9), 1838–1848. https://doi.org/10.1177/0271678X19874338

    Article  Google Scholar 

  • Raina, S. K. (2015). Age and sex matching in case-control studies. Lung India : Official Organ of Indian Chest Society, 32(5), 544. https://doi.org/10.4103/0970-2113.164149

    Article  Google Scholar 

  • Saba, L., Saam, T., Jäger, H. R., Yuan, C., Hatsukami, T. S., Saloner, D., Wasserman, B. A., Bonati, L. H., & Wintermark, M. (2019). Imaging biomarkers of vulnerable carotid plaques for stroke risk prediction and their potential clinical implications. The Lancet. Neurology, 18(6), 559–572.

    Article  Google Scholar 

  • Sato, Y., Ito, K., Ogasawara, K., Sasaki, M., Kudo, K., Murakami, T., Nanba, T., Nishimoto, H., Yoshida, K., Kobayashi, M., Kubo, Y., Mase, T., & Ogawa, A. (2013). Postoperative increase in cerebral white matter fractional anisotropy on diffusion tensor magnetic resonance imaging is associated with cognitive improvement after uncomplicated carotid endarterectomy: Tract-based spatial statistics analysis. Neurosurgery, 73(4), 592–599. https://doi.org/10.1227/NEU.0000000000000013

    Article  PubMed  Google Scholar 

  • Soares, J. M., Magalhães, R., Moreira, P. S., Sousa, A., Ganz, E., Sampaio, A., Alves, V., Marques, P., & Sousa, N. (2016). A Hitchhiker’s Guide to Functional Magnetic Resonance Imaging. Frontiers in Neuroscience, 10, 515. https://doi.org/10.3389/fnins.2016.00515

    Article  PubMed  PubMed Central  Google Scholar 

  • Sørensen, T. (1948). A Method of Establishing Groups of Equal Amplitude in Plant Sociology Based on Similarity of Species and Its Application to Analyses of the Vegetation on Danish Commons. Biologiske Skrifter/kongelige Danske Videnskabernes Selskab, 5, 1–34.

    Google Scholar 

  • 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(1), 273–289. https://doi.org/10.1006/nimg.2001.0978

    Article  CAS  PubMed  Google Scholar 

  • Tuo, J., He, W., Yang, S., Liu, L., Liu, X., Liu, H., Wang, Y., Tang, T., Xia, J., Liao, W., Liu, Y., & Huang, Q. (2021). Disrupted Topological Organization of Functional Networks in Asymptomatic Carotid Plaque Without Significant Carotid Stenosis: A Resting-State fMRI Study. Frontiers in Human Neuroscience, 15, 685763. https://doi.org/10.3389/fnhum.2021.685763

    Article  PubMed  PubMed Central  Google Scholar 

  • van Swieten, J. C., Koudstaal, P. J., Visser, M. C., Schouten, H. J., & van Gijn, J. (1988). Interobserver agreement for the assessment of handicap in stroke patients. Stroke, 19(5), 604–607. https://doi.org/10.1161/01.str.19.5.604

    Article  PubMed  Google Scholar 

  • Wang, T., Sun, D., Liu, Y., Mei, B., Li, H., Zhang, S., & Zhang, J. (2017). The Impact of Carotid Artery Stenting on Cerebral Perfusion, Functional Connectivity, and Cognition in Severe Asymptomatic Carotid Stenosis Patients. Frontiers in Neurology, 8, 403.

    Article  Google Scholar 

  • Wang, R., Liu, N., Tao, Y. Y., Gong, X. Q., Zheng, J., Yang, C., Yang, L., & Zhang, X. M. (2020). The Application of rs-fMRI in Vascular Cognitive Impairment. Frontiers in Neurology, 11, 951. https://doi.org/10.3389/fneur.2020.00951

    Article  PubMed  PubMed Central  Google Scholar 

  • Whitfield-Gabrieli, S., & Nieto-Castanon, A. (2012). Conn: A functional connectivity toolbox for correlated and anticorrelated brain networks. Brain Connectivity, 2(3), 125–141. https://doi.org/10.1089/brain.2012.0073

    Article  PubMed  Google Scholar 

  • Whooley, J. L., David, B. C., Woo, H. H., Hoh, B. L., Raftery, K. B., Hussain Siddiqui, A., Westerveld, M., Amin-Hanjani, S., & Ghogawala, Z. (2020). Carotid Revascularization and Its Effect on Cognitive Function: A Prospective Nonrandomized Multicenter Clinical Study. Journal of Stroke and Cerebrovascular Diseases : The Official Journal of National Stroke Association, 29(5), 104702. https://doi.org/10.1016/j.jstrokecerebrovasdis.2020.104702

    Article  Google Scholar 

  • Winston, G. P. (2012). The physical and biological basis of quantitative parameters derived from diffusion MRI. Quantitative Imaging in Medicine and Surgery, 2(4), 254–265. https://doi.org/10.3978/j.issn.2223-4292.2012.12.05

    Article  PubMed  PubMed Central  Google Scholar 

  • Yeh, F. C., Badre, D., & Verstynen, T. (2016). Connectometry: A statistical approach harnessing the analytical potential of the local connectome. NeuroImage, 125, 162–171. https://doi.org/10.1016/j.neuroimage.2015.10.053

    Article  PubMed  Google Scholar 

  • Zhou, S., Xiao, D., Peng, P., Wang, S. K., Liu, Z., Qin, H. Y., Li, S. S., & Wang, C. (2017). Effect of smoking on resting-state functional connectivity in smokers: An fMRI study. Respirology (Carlton, Vic.), 22(6), 1118–1124. https://doi.org/10.1111/resp.13048

    Article  Google Scholar 

  • Zhou, W., Hitchner, E., Gillis, K., Sun, L., Floyd, R., Lane, B., & Rosen, A. (2012). Prospective neurocognitive evaluation of patients undergoing carotid interventions. Journal of Vascular Surgery, 56(6), 1571–1578. https://doi.org/10.1016/j.jvs.2012.05.092

    Article  PubMed  PubMed Central  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Contributions

Study design, M.P., L.C.; Methodology M.P., L.C.; Validation M.P., L.C., L.S.; Data Curation M.P., R.C.; Investigation M.P.; Writing – Original Draft, M.P., L.C.; Writing – Review and Editing, L.S., J.S.S., G.L., M.W., J.P., M.C.; Supervision, L.S., M.C., M.W.

Corresponding author

Correspondence to Michele Porcu.

Ethics declarations

Ethical approval

The ethical committee approved the study in accordance with the ethical standards as laid down in the 1964 Declaration of Helsinki and its later amendments or comparable ethical standards. Consent to Publish Study participants consented to the presentation of research findings.

Informed consent

All subjects provided informed consent to participate in this study. Consent to Publish: Study participants consented to the presentation of research findings.

Conflict of interests

None of the authors have a conflict of interest to declare.

Additional information

Publisher's Note

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

Michele Porcu and Luigi Cocco contributed equally: co-first authors.

Supplementary Information

Below is the link to the electronic supplementary material.

Supplementary file1 (DOCX 30 kb)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Porcu, M., Cocco, L., Cau, R. et al. The restoring of interhemispheric brain connectivity following carotid endarterectomy: an exploratory observational study. Brain Imaging and Behavior 16, 2037–2048 (2022). https://doi.org/10.1007/s11682-022-00674-1

Download citation

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11682-022-00674-1

Keywords

Navigation