Ooi YC, Gonzalez NR (2015) Management of extracranial carotid artery disease. Cardiol Clin 33:1–35

Article  Google Scholar 

Brott TG, Howard G, Roubin GS et al (2016) Long-term results of stenting versus endarterectomy for carotid-artery stenosis. N Engl J Med 374:1021–1031

Article  Google Scholar 

Yang B, Ma Y, Wang T et al (2021) Carotid endarterectomy and stenting in a Chinese population: safety outcome of the revascularization of extracranial carotid artery stenosis trial. Transl Stroke Res 12:239–247

Article  Google Scholar 

Lacroix V, Hammer F, Astarci P et al (2007) Ischemic cerebral lesions after carotid surgery and carotid stenting. Eur J Vasc Endovasc Surg 33:430–435

Article  Google Scholar 

Mantese VA, Timaran CH, Chiu D, Begg RJ, Brott TG (2010) The Carotid Revascularization Endarterectomy versus Stenting Trial (CREST): stenting versus carotid endarterectomy for carotid disease. Stroke 41:S31–S34

Article  Google Scholar 

Gensicke H, van der Worp HB, Nederkoorn PJ et al (2015) Ischemic brain lesions after carotid artery stenting increase future cerebrovascular risk. J Am Coll Cardiol 65:521–529

Article  Google Scholar 

Zhou W, Baughman BD, Soman S et al (2017) Volume of subclinical embolic infarct correlates to long-term cognitive changes after carotid revascularization. J Vasc Surg 65:686–694

Article  Google Scholar 

Topol EJ, Yadav JS (2000) Recognition of the importance of embolization in atherosclerotic vascular disease. Circulation 101:570–580

Article  Google Scholar 

Kerwin WS, Miller Z, Yuan C (2017) Imaging of the high-risk carotid plaque: magnetic resonance imaging. Semin Vasc Surg 30:54–61

Article  Google Scholar 

Maekawa K, Shibata M, Nakajima H et al (2018) Cholesterol crystals in embolic debris are associated with postoperative cerebral embolism after carotid artery stenting. Cerebrovasc Dis 46:242–248

Article  Google Scholar 

Nakagawa I, Kotsugi M, Park HS et al (2021) Near-infrared spectroscopy carotid plaque characteristics and cerebral embolism in carotid artery stenting. EuroIntervention 17:599–606

Article  Google Scholar 

Yoshimura S, Yamada K, Kawasaki M et al (2011) High-intensity signal on time-of-flight magnetic resonance angiography indicates carotid plaques at high risk for cerebral embolism during stenting. Stroke 42:3132–3137

Article  Google Scholar 

Ji A, Lv P, Dai Y et al (2019) Associations between carotid intraplaque hemorrhage and new ipsilateral ischemic lesions after carotid artery stenting: a quantitative study with conventional multi-contrast MRI. Int J Card Imaging 35:1047–1054

Article  Google Scholar 

Zhao G, Tang X, Tang H et al (2020) Recent intraplaque hemorrhage is associated with a higher risk of ipsilateral cerebral embolism during carotid artery stenting. World Neurosurg 137:e298–e307

Article  Google Scholar 

Gillies RJ, Kinahan PE, Hricak H (2016) Radiomics: images are more than pictures, they are data. Radiology 278:563–577

Article  Google Scholar 

Shi Z, Zhu C, Degnan AJ et al (2018) Identification of high-risk plaque features in intracranial atherosclerosis: initial experience using a radiomic approach. Eur Radiol 28:3912–3921

Article  Google Scholar 

Zhang R, Zhang Q, Ji A et al (2021) Identification of high-risk carotid plaque with MRI-based radiomics and machine learning. Eur Radiol 31:3116–3126

Article  Google Scholar 

Chen S, Liu C, Chen X, Liu WV, Ma L, Zha Y (2022) A radiomics approach to assess high risk carotid plaques: a non-invasive imaging biomarker, retrospective study. Front Neurol 13:788652

Article  Google Scholar 

Barnett HJM, Taylor DW, Haynes RB et al (1991) Beneficial effect of carotid endarterectomy in symptomatic patients with high-grade carotid stenosis. N Engl J Med 325:445–453

Article  Google Scholar 

Brott TG, Halperin JL, Abbara S et al (2011) 2011 ASA/ACCF/AHA/AANN/AANS/ACR/ASNR/CNS/SAIP/SCAI/SIR/SNIS/SVM/SVS guideline on the management of patients with extracranial carotid and vertebral artery disease: executive summary. J Neurointerv Surg 3:100–130

Article  Google Scholar 

Chu B, Zhao XQ, Saam T et al (2005) Feasibility of in vivo, multicontrast-weighted MR imaging of carotid atherosclerosis for multicenter studies. J Magn Reson Imaging 21:809–817

Article  Google Scholar 

Saam T, Ferguson MS, Yarnykh VL et al (2005) Quantitative evaluation of carotid plaque composition by in vivo MRI. Arterioscler Thromb Vasc Biol 25:234–239

Article  Google Scholar 

Porambo ME, DeMarco JK (2020) MR imaging of vulnerable carotid plaque. Cardiovasc Diagn Ther 10:1019–1031

Article  Google Scholar 

van Griethuysen JJM, Fedorov A, Parmar C et al (2017) Computational radiomics system to decode the radiographic phenotype. Cancer Res 77:e104–e107

Article  Google Scholar 

Vickers AJ, van Calster B, Steyerberg EW (2019) A simple, step-by-step guide to interpreting decision curve analysis. Diagn Progn Res 3:18

Article  Google Scholar 

Rots ML, Meershoek AJA, Bonati LH, den Ruijter HM, de Borst GJ (2019) Editor's Choice - predictors of new ischaemic brain lesions on diffusion weighted imaging after carotid stenting and endarterectomy: a systematic review. Eur J Vasc Endovasc Surg 58:163–174

Article  Google Scholar 

Roh HG, Byun HS, Ryoo JW et al (2005) Prospective analysis of cerebral infarction after carotid endarterectomy and carotid artery stent placement by using diffusion-weighted imaging. AJNR Am J Neuroradiol 26:376–384

Google Scholar 

Underhill HR, Hatsukami TS, Fayad ZA, Fuster V, Yuan C (2010) MRI of carotid atherosclerosis: clinical implications and future directions. Nat Rev Cardiol 7:165–173

Article  Google Scholar 

Clarke SE, Hammond RR, Mitchell JR, Rutt BK (2003) Quantitative assessment of carotid plaque composition using multicontrast MRI and registered histology. Magn Reson Med 50:1199–1208

Article  Google Scholar 

den Hartog AG, Bovens SM, Koning W et al (2013) Current status of clinical magnetic resonance imaging for plaque characterisation in patients with carotid artery stenosis. Eur J Vasc Endovasc Surg 45:7–21

Article  Google Scholar 

Zhao G, Tang I, Tang H, Lin J, Xue S, Guo D (2021) Predictors of ipsilateral new ischemic lesions on diffusion-weighted imaging after carotid artery stenting in asymptomatic patients: a retrospective observational study with conventional multicontrast MRI. Ann Vasc Surg 74:95–104

Article  Google Scholar 

Uchiyama N, Misaki K, Mohri M et al (2012) Association between carotid plaque composition assessed by multidetector computed tomography and cerebral embolism after carotid stenting. Neuroradiology 54:487–493

Article  Google Scholar 

Kernan WN, Ovbiagele B, Black HR et al (2014) Guidelines for the prevention of stroke in patients with stroke and transient ischemic attack: a guideline for healthcare professionals from the American Heart Association/American Stroke Association. Stroke 45:2160–2236

Article  Google Scholar 

Kakkos SK, Stevens JM, Nicolaides AN et al (2007) Texture analysis of ultrasonic images of symptomatic carotid plaques can identify those plaques associated with ipsilateral embolic brain infarction. Eur J Vasc Endovasc Surg 33:422–429

Article  Google Scholar 

Jamthikar A, Gupta D, Khanna NN, Saba L, Laird JR, Suri JS (2020) Cardiovascular/stroke risk prevention: a new machine learning framework integrating carotid ultrasound image-based phenotypes and its harmonics with conventional risk factors. Indian Heart J 72:258–264

Article  Google Scholar 

Cilla S, Macchia G, Lenkowicz J et al (2022) CT angiography-based radiomics as a tool for carotid plaque characterization: a pilot study. Radiol Med. https://doi.org/10.1007/s11547-022-01505-5

Shi Z, Li J, Zhao M et al (2020) Quantitative histogram analysis on intracranial atherosclerotic plaques: a high-resolution magnetic resonance imaging study. Stroke 51:2161–2169

Article  Google Scholar 

Qiao Y, Etesami M, Astor BC, Zeiler SR, Trout HH 3rd, Wasserman BA (2012) Carotid plaque neovascularization and hemorrhage detected by MR imaging are associated with recent cerebrovascular ischemic events. AJNR Am J Neuroradiol 33:755–760

Article  Google Scholar