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Cau R, Anzalone N, Mannelli L, Edjlali M, Balestrieri A, Nardi V, Lanzino G, Lerman A, Suri JS, Saba L. Pericarotid Fat as a Marker of Cerebrovascular Risk. AJNR Am J Neuroradiol 2024; 45:1635-1641. [PMID: 39147585 PMCID: PMC11543090 DOI: 10.3174/ajnr.a8300] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2024] [Accepted: 03/27/2024] [Indexed: 08/17/2024]
Abstract
Vascular inflammation is widely recognized as an important factor in the atherosclerotic process, particularly in terms of plaque development and progression. Conventional tests, such as measuring circulating inflammatory biomarkers, lack the precision to identify specific areas of vascular inflammation. In this context, noninvasive imaging modalities can detect perivascular fat changes, serving as a marker of vascular inflammation. This review aims to provide a comprehensive overview of the key concepts related to perivascular carotid fat and its pathophysiology. Additionally, we examine the existing literature on the association of pericarotid fat with features of plaque vulnerability and cerebrovascular events. Finally, we scrutinize the advantages and limitations of the noninvasive assessment of pericarotid fat.
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Affiliation(s)
- Riccardo Cau
- From the Department of Radiology (R.C., A.B., L.S.), Azienda Ospedaliero Universitaria (A.O.U.), Cagliari, Italy
| | - Nicoletta Anzalone
- Vita-Salute San Raffaele University (N.A.), Milan, Italy
- Neuroradiology Unit and CERMAC (N.A.), IRCCS Ospedale San Raffaele, Milan, Italy
| | | | - Myriam Edjlali
- Department of Neuroradiology (M.E.), Université Paris-Descartes-Sorbonne-Paris-Cité, IMABRAIN-INSERM-UMR1266, DHU-Neurovasc, Centre Hospitalier Sainte-Anne, Paris, France
| | - Antonella Balestrieri
- From the Department of Radiology (R.C., A.B., L.S.), Azienda Ospedaliero Universitaria (A.O.U.), Cagliari, Italy
| | - Valentina Nardi
- Department of Neurosurgery (V.N., G.L.), Mayo Clinic, Rochester, Minnesota
| | - Giuseppe Lanzino
- Department of Neurosurgery (V.N., G.L.), Mayo Clinic, Rochester, Minnesota
| | - Amir Lerman
- Department of Cardiovascular Medicine (A.L.), Mayo Clinic College of Medicine, Rochester, Minnesota
| | - Jasjit S Suri
- Stroke Monitoring and Diagnostic Division (J.S.S.), AtheroPoint, Roseville, California
| | - Luca Saba
- From the Department of Radiology (R.C., A.B., L.S.), Azienda Ospedaliero Universitaria (A.O.U.), Cagliari, Italy
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Beşler MS, Karadenizli MB, Ökten RS. A novel imaging biomarker for prediction of cerebrovascular ischemic events: Pericarotid fat density. Am J Emerg Med 2024; 84:130-134. [PMID: 39116673 DOI: 10.1016/j.ajem.2024.08.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2024] [Accepted: 08/01/2024] [Indexed: 08/10/2024] Open
Abstract
BACKGROUND To investigate the relationship between pericarotid fat density measured in carotid CTA and vulnerable carotid plaque. METHODS This retrospective study included 374 participants who underwent carotid CTA between June 1, 2021, and December 1, 2021 (234 males, median age 68 years [interquartile range: 61-75]). Two groups, symptomatic and asymptomatic, were defined based on either diffusion-weighted MRI or a clinical history of acute ischemia or TIA within 6 months before or after CTA. The relationship between pericarotid fat density and cerebrovascular ischemic events was assessed using receiver operating characteristic analysis and binary logistic regression analysis. RESULTS In the symptomatic group (n = 135), mean pericarotid fat density (-63.3 ± 21.7 vs. -81.7 ± 16.9 HU, respectively; p < 0.001) and median maximum plaque thickness (4 [interquartile range: 3-6] vs. 3.7 [interquartile range: 2.6-4.7] mm, respectively; p = 0.002) were higher, while plaque density (42.1 ± 19.6 vs. 50.6 ± 20.4 HU, respectively; p = 0.001) was lower compared to the asymptomatic group. Pericarotid fat density (OR: 1.038, 95% CI: 1.023-1.053, p < 0.001) was identified as an independent predictor for symptomatic patients. The optimal cut-off value for pericarotid fat density predicting symptomatic patients was estimated as -74 HU (area under the curve: 0.753, 95% CI:0.699-0.808, p < 0.001). Inter-reader agreement for pericarotid fat density was found to be almost perfect (intraclass correlation coefficient: 0.818, 95% CI: 0.770-0.856, p < 0.001). CONCLUSION Pericarotid fat density may serve as an imaging biomarker in predicting acute cerebrovascular ischemic events.
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Affiliation(s)
- Muhammed Said Beşler
- Department of Radiology, Kahramanmaraş Necip Fazıl City Hospital, Kahramanmaraş, Türkiye.
| | | | - Rıza Sarper Ökten
- Department of Radiology, Ankara Bilkent City Hospital, Ankara, Türkiye
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Gencer ES, Yilmaz E, Arsava EM, Gocmen R, Topcuoglu MA. Carotid Artery Perivascular Adipose Tissue Density and Response to Intravenous Tissue Plasminogen Activator in Acute Ischemic Stroke. Angiology 2024; 75:472-479. [PMID: 37163448 DOI: 10.1177/00033197231174654] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/12/2023]
Abstract
The importance of Carotid Artery Perivascular Adipose Tissue Density (CAPATd), a parameter that can be readily evaluated on emergency computed tomographic angiography (CTA), in acute stroke has not been adequately clarified. We created exploratory logistic regression models to detect the interaction between the effect of CAPATd and intravenous (IV) tissue plasminogen activator (tPA) in 174 patients (mean age 71 ± 14 years, 94 women) with acute ischemic stroke treated with IV-tPA alone. The CAPATd-average mean (-60.6 ± 18.7 vs -89.8 ± 25.3 Hounsfield units (HU), P = .002) and CAPATd-maximum (14.8 ± 68.9 vs -20.5 ± 39.8 HU, P = .020) values were higher on the ipsilateral side of carotid artery stenosis >60%. CAPATd-maximum ipsilateral emerged as an independent predictor for both modified Rankin's Score 0-2 (52%) [exp(β) = .984] and mRS 0-1 outcome (32%) [exp(β) = .828] in addition to admission National Institutes of Health Stroke Scale, age and carotid plaque burden. CAPATd-maximum ipsilateral was acceptably accurate (Area under the Receiver operating characteristic Curve was .607, P = .0109 for mRS 0-2 and .613, P = .0102 for mRS 0-1). Ipsilateral CAPATd ≥ -25 HU predicted both mRS >3 and mRS >2 with usable sensitivity (59.8% and 66.07%) and specificity (63.6% and 59.68%). In conclusion, higher maximum CAPATd measured on emergency CTA indicates poorer functional prognosis in acute stroke patients treated with IV-tPA.
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Affiliation(s)
- Elif Sarionder Gencer
- Hacettepe University, Faculty of Medicine Hospital, Department of Neurology, Ankara, Turkey
- Department of Neurology, University of Health Sciences, Antalya Training and Research Hospital, Antalya, Turkey
| | - Ezgi Yilmaz
- Hacettepe University, Faculty of Medicine Hospital, Department of Neurology, Ankara, Turkey
| | - Ethem Murat Arsava
- Hacettepe University, Faculty of Medicine Hospital, Department of Neurology, Ankara, Turkey
| | - Rahsan Gocmen
- Hacettepe University, Faculty of Medicine Hospital, Department of Radiology, Ankara, Turkey
| | - Mehmet Akif Topcuoglu
- Hacettepe University, Faculty of Medicine Hospital, Department of Neurology, Ankara, Turkey
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Lan Y, Shang J, Ma Y, Zhen Y, Dang Y, Ren D, Liu T, Ju R, Guo N, Wang X, Hou Y. A new predictor of coronary artery disease in acute ischemic stroke or transient ischemic attack patients: pericarotid fat density. Eur Radiol 2024; 34:1667-1676. [PMID: 37672057 DOI: 10.1007/s00330-023-10046-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2023] [Revised: 06/19/2023] [Accepted: 06/22/2023] [Indexed: 09/07/2023]
Abstract
OBJECTIVES The study aims to evaluate the incremental predictive value of pericarotid fat density (PFD) on head and neck computed tomography angiography (CTA) for the obstructive coronary artery disease (CAD) (≥ 50% stenosis) relative to a clinical risk model (Framingham risk score (FRS)) and the degree of carotid artery stenosis and plaque type in acute ischemic stroke (AIS) or transient ischemic attack (TIA) patients without a known history of CAD. METHODS In a cohort of 134 consecutive stable patients diagnosed with AIS or TIA undergoing head and neck CTA between January 2010 and December 2021, pericarotid adipose tissue density (PFD) was quantified using a dedicated software. We collected demographic and clinical data, assessed the risk of CAD using the FRS, and analyzed coronary and carotid artery CTA images. Univariate and multivariate logistic regression analyses were performed to assess associations between FRS, PFD, CTA variables, and obstructive CAD risk. Four prediction models were established to evaluate the incremental predictive value of PFD relative to FRS, stenosis degree, and plaque types. Receiver operating characteristic (ROC) curves were generated, and the areas under the curves (AUC) were compared. RESULTS Increasing FRS, stenosis degree, and PFD values were positively correlated with obstructive CAD (all p < 0.05). In the predictive models for obstructive CAD, the model incorporating carotid stenosis exhibited superior predictive performance compared to FRS alone (p < 0.05). Moreover, the predictive model integrating PFD demonstrated enhanced performance and yielded the highest AUC of the receiver operator characteristic curve (AUC = 0.783), with sensitivity and specificity values of 86.89% and 65.75%, respectively. CONCLUSION CTA-derived PFD measurements offer supplementary predictive value for obstructive CAD beyond FRS and stenosis, thereby facilitating improved risk stratification of TIA or stroke patients without a history of CAD history. CLINICAL RELEVANCE STATEMENT CTA-derived PFD provides incremental predictive value for obstructive coronary artery disease in acute ischemic stroke or transient ischemic attack patients without CAD history, beyond Framingham risk score and carotid artery stenosis degree, improving risk stratification. KEY POINTS • Pericarotid fat density is associated with obstructive coronary artery disease in acute ischemic stroke or transient ischemic attack patients. • Higher pericarotid fat density corresponds to an increased risk of obstructive coronary artery disease. • Estimation of pericarotid fat density using computed tomography angiography imparts additional predictive value for obstructive CAD in risk stratification of acute ischemic stroke or transient ischemic attack patients.
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Affiliation(s)
- Yu Lan
- Department of Radiology, Shengjing Hospital of China Medical University, No. 36, Sanhao Street, Heping District, Shenyang, 110004, Liaoning Province, China
| | - Jin Shang
- Department of Radiology, Shengjing Hospital of China Medical University, No. 36, Sanhao Street, Heping District, Shenyang, 110004, Liaoning Province, China
| | - Yue Ma
- Department of Radiology, Shengjing Hospital of China Medical University, No. 36, Sanhao Street, Heping District, Shenyang, 110004, Liaoning Province, China
| | - Yanhua Zhen
- Department of Radiology, Shengjing Hospital of China Medical University, No. 36, Sanhao Street, Heping District, Shenyang, 110004, Liaoning Province, China
| | - Yuxue Dang
- Department of Radiology, Shengjing Hospital of China Medical University, No. 36, Sanhao Street, Heping District, Shenyang, 110004, Liaoning Province, China
| | - Dongqing Ren
- Department of Radiology, The People's Hospital of Liaoning Province, No. 33, Wenyi Road, Shenyang, 110004, Liaoning Province, China
| | - Ting Liu
- Department of Radiology, First Affiliated Hospital of China Medical University, No. 155, Nanjing North Street, Heping District, Shenyang, 110004, Liaoning Province, China
| | - Ronghui Ju
- Department of Radiology, The People's Hospital of Liaoning Province, No. 33, Wenyi Road, Shenyang, 110004, Liaoning Province, China
| | - Ning Guo
- Clinical Research, Philips Healthcare, No. 1 Jiuxianqiao East Road, Chaoyang District, Beijing, 100021, China
| | - Ximing Wang
- Department of Radiology, Shandong Provincial Hospital, Affiliated to Shandong First Medical University, No. 324, Jingwu Road, Jinan City, 250000, Shandong Province, China
| | - Yang Hou
- Department of Radiology, Shengjing Hospital of China Medical University, No. 36, Sanhao Street, Heping District, Shenyang, 110004, Liaoning Province, China.
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Ferreira J, Longatto-Filho A, Dionísio A, Correia-Neves M, Cunha P, Mansilha A. Peri-Carotid Adipose Tissue and Atherosclerosis at Carotid Bifurcation. J Cardiovasc Dev Dis 2024; 11:58. [PMID: 38392272 PMCID: PMC10889387 DOI: 10.3390/jcdd11020058] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2023] [Revised: 01/29/2024] [Accepted: 01/31/2024] [Indexed: 02/24/2024] Open
Abstract
Vulnerable carotid plaques are responsible for 20% of the ischemic strokes. The identification of these asymptomatic carotid plaques that will become symptomatic is essential but remains unclear. Our main goal was to investigate whether the amount of the peri-carotid adipose tissue, estimated by the extra-media thickness (EMT), is associated with the atherosclerotic characteristics at the carotid bifurcation in patients with PAD. An observational, prospective, single-center, longitudinal study was conducted. Overall, 177 patients were subjected to carotid Doppler ultrasound at the study admission. The following data were collected: EMT, intima-media thickness (IMT), the presence of carotid plaques, the area of the highest plaque, the presence of "acute culprit" carotid stenosis, and the grade of internal carotid stenosis. "Acute culprit" carotid stenosis was defined as a significant atherosclerotic plaque that leads to a neurologic event within 15 days. From each carotid bifurcation, a right and a left EMT were determined. We analyzed both the mean EMTs (calculated as the mean between the right and the left EMT) and the EMT ipsilateral to the carotid bifurcation. The presence of carotid plaques was associated with a higher mean EMT [Median = 1.14; IQR = 0.66 versus Median = 0.97; IQR = 0.40; p = 0.001]. A positive correlation was found between the mean EMT and IMT (right: ρ = 0.20; p = 0.010; left: ρ = 0.21; p = 0.007) and between the mean EMT and the area of the largest carotid plaque (right: ρ = 0.17; p = 0.036; left: ρ = 0.22; p = 0.004). Left carotid stenosis ≥ 70% was associated with higher ipsilateral EMT [Median = 1.56; IQR = 0.70 versus Median = 0.94; IQR = 0.42; p = 0.009]. Patients with "acute culprit" carotid stenosis had a higher ipsilateral EMT [left ipsilateral EMT: Median = 1.46; IQR = 0.63; "non-acute": Median = 0.94; IQR = 0.43; p = 0.009; right ipsilateral EMT: Median = 2.25; IQR = 0.62; "non-acute": Median = 1.00; IQR = 0.51; p = 0.015]. This difference was not found in the contra-lateral EMT. Six months after the neurologic event, EMT ipsilateral to an "acute culprit" carotid stenosis decreased (p = 0.036). The amount of peri-carotid adipose tissue, estimated with EMT, was associated with atherosclerosis at the carotid arteries. The mean EMT was associated with the features of chronic atherosclerosis lesions: the presence of carotid plaques, IMT, and the area of the highest plaque. Ipsilateral EMT was linked with "acute culprit" atherosclerotic plaque.
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Affiliation(s)
- Joana Ferreira
- Vascular Surgery Department, Physiology and Surgery, University Hospital Centre of São João, 4200-319 Porto, Portugal
- Academic Centre of Hospital Senhora da Oliveira, 4835-044 Guimarães, Portugal
- Life and Health Science Research Institute (ICVS), School of Medicine, University of Minho, 4710-057 Braga, Portugal
- ICVS/3B's-PT Government Associate Laboratory, 4710-057 Braga, Portugal
| | - Adhemar Longatto-Filho
- Life and Health Science Research Institute (ICVS), School of Medicine, University of Minho, 4710-057 Braga, Portugal
- ICVS/3B's-PT Government Associate Laboratory, 4710-057 Braga, Portugal
- Department of Pathology (LIM-14), Faculty of Medicine of the University of São Paulo, São Paulo 01246 903, Brazil
- Molecular Oncology Research Centre, Barretos Cancer Hospital, São Paulo 14784-400, Brazil
| | - Ana Dionísio
- Porto Vascular Conference Scientific Advising, 4050-430 Porto, Portugal
| | - Margarida Correia-Neves
- Life and Health Science Research Institute (ICVS), School of Medicine, University of Minho, 4710-057 Braga, Portugal
- ICVS/3B's-PT Government Associate Laboratory, 4710-057 Braga, Portugal
| | - Pedro Cunha
- Life and Health Science Research Institute (ICVS), School of Medicine, University of Minho, 4710-057 Braga, Portugal
- ICVS/3B's-PT Government Associate Laboratory, 4710-057 Braga, Portugal
- Medicine Department of Hospital Senhora da Oliveira, 4835-044 Guimarães, Portugal
- Centre for the Research and Treatment of Arterial Hypertension and Cardiovascular Risk, Internal Medicine, 4835-044 Guimarães, Portugal
| | - Armando Mansilha
- Vascular Surgery Department, Physiology and Surgery, University Hospital Centre of São João, 4200-319 Porto, Portugal
- Faculty of Medicine of the University of Porto, 4200-319 Porto, Portugal
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Hu J, Hu N, Hu T, Zhang J, Han D, Wang H. Associations between preprocedural carotid artery perivascular fat density and early in-stent restenosis after carotid artery stenting. Heliyon 2023; 9:e16220. [PMID: 37346364 PMCID: PMC10279783 DOI: 10.1016/j.heliyon.2023.e16220] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2023] [Revised: 05/04/2023] [Accepted: 05/10/2023] [Indexed: 06/23/2023] Open
Abstract
Objectives This study investigated the association between perivascular fat density (PFD) via preoperative computed tomographic angiography (CTA) and early in-stent restenosis (ISR) after carotid artery stenting (CAS). Methods We retrospectively evaluated 248 consecutive patients who had undergone initial CAS and received a preoperative cervical CTA examination between January 2019 and October 2020. The patients were categorized into two according to whether they sustained ISR during the 2 years postoperative follow-up period. Correlations between PFD and ISR were assessed, and multivariate regression for evaluating predictors of ISR was conducted. Receiver operating characteristic (ROC) curves were used to determine the cutoff value for the PFD. Results A total of 181 eligible patients (mean age 61.25 ± 10.35 years, 57 male) were enrolled. The ISR group had a higher proportion of closed-cell stents (48.8% versus 27.5%; p = 0.009) and a greater degree of residual stenosis (28[20,33] % versus 20[14.75,30] %; p < 0.001) than the non-ISR group. The ISR group had a higher mean HU value of PFD than the non-ISR group on the operated side (-42.26 ± 6.81 versus -59.66 ± 10.75; p < 0.001). The degree of residual stenosis (OR 1.146, 95%CI 1.071-1.226, p < 0.001) and PFD on the operated side (OR1.353, 95%CI 1.215-1.506, p < 0.001) were significantly associated with the ISR. Conclusions The occurrence of the early ISR after CAS is associated with a higher PFD on the operated side. The results indicate that PFD is a promising marker to predict the ISR after CAS.
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Affiliation(s)
- Jun Hu
- Faculty of Integrated Traditional Chinese and Western Medicine, Hebei University of Chinese Medicine, Shijiazhuang, China
- Department of Neurosurgery, Affiliated Hospital of Chengde Medical University, Chengde, China
| | - Na Hu
- Department of Radiology, Chengde Central Hospital, Chengde, China
| | - Tiemin Hu
- Department of Neurosurgery, Affiliated Hospital of Chengde Medical University, Chengde, China
| | - Jiwei Zhang
- Department of Neurosurgery, Affiliated Hospital of Chengde Medical University, Chengde, China
| | - Dong Han
- Department of Radiology, Affiliated Hospital of Chengde Medical University, Chengde, China
| | - Hong Wang
- Faculty of Integrated Traditional Chinese and Western Medicine, Hebei University of Chinese Medicine, Shijiazhuang, China
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Lu W, Yu C, Wang L, Wang F, Qiu J. Perfusion heterogeneity of cerebral small vessel disease revealed via arterial spin labeling MRI and machine learning. Neuroimage Clin 2022; 36:103165. [PMID: 36037662 PMCID: PMC9434130 DOI: 10.1016/j.nicl.2022.103165] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2022] [Revised: 08/09/2022] [Accepted: 08/22/2022] [Indexed: 12/14/2022]
Abstract
Cerebral small vessel disease (CSVD) is associated with altered cerebral perfusion. However, global and regional cerebral blood flow (CBF) are highly heterogeneous across CSVD patients. The aim of this study was to identify subtypes of CSVD with different CBF patterns using an advanced machine learning approach. 121 CSVD patients and 53 healthy controls received arterial spin label MRI, T1 structural MRI and clinical measurements. Regional CBF were used to identify distinct perfusion subtypes of CSVD via a semi-supervised machine learning algorithm. Statistical analyses were used to explore alterations in CBF, clinical measures, gray and white matter volume between healthy controls and different subtypes of CSVD. Correlation analysis was used to assess the association between clinical measures and altered CBF in each CSVD subtype. Three subtypes of CSVD with distinct CBF patterns were found. Subtype 1 showed decreased CBF in the temporal lobe and increased CBF in the parietal and occipital lobe. Subtype 2 exhibited decreased CBF in the right hemisphere of the brain, and increased CBF in the left cerebrum. Subtype 3 demonstrated decreased CBF in the posterior part of the brain, and increased CBF in anterior part of the brain. The three subtypes also differed significantly in gender (p = 0.005), the proportion of subjects with lacune (p = 0.002), with periventricular white matter hyperintensity (p = 0.043), and CSVD burden score (p = 0.048). In subtype 3, it was found that widespread decreased CBF was correlated with total CSVD burden score (r = -0.324, p = 0.029). Compared with healthy controls, the three CSVD subtypes also showed distinct volumetric patterns of white matter. The current results associate different subtypes with different clinical and imaging phenotypes, which can improve the understanding of brain perfusion alterations of CSVD and can facilitate precision diagnosis of CSVD.
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Affiliation(s)
- Weizhao Lu
- Department of Radiology, The Second Affiliated Hospital of Shandong First Medical University, Taian, China,School of Radiology, Shandong First Medical University & Shandong Academy of Medical Sciences, Taian, China
| | - Chunyan Yu
- School of Radiology, Shandong First Medical University & Shandong Academy of Medical Sciences, Taian, China
| | - Liru Wang
- School of Radiology, Shandong First Medical University & Shandong Academy of Medical Sciences, Taian, China
| | - Feng Wang
- Department of Radiology, The Second Affiliated Hospital of Shandong First Medical University, Taian, China,Corresponding authors at: No. 706 Taishan Street, The Second Affiliated Hospital of Shandong First Medical University, Taian 271000, China (F. Wang). No. 619 Changcheng Road, Shandong First Medical University & Shandong Academy of Medical Sciences, Taian 271000, China (J. Qiu).
| | - Jianfeng Qiu
- Department of Radiology, The Second Affiliated Hospital of Shandong First Medical University, Taian, China,School of Radiology, Shandong First Medical University & Shandong Academy of Medical Sciences, Taian, China,Corresponding authors at: No. 706 Taishan Street, The Second Affiliated Hospital of Shandong First Medical University, Taian 271000, China (F. Wang). No. 619 Changcheng Road, Shandong First Medical University & Shandong Academy of Medical Sciences, Taian 271000, China (J. Qiu).
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Yu M, Meng Y, Zhang H, Wang W, Qiu S, Wang B, Bao Y, Du B, Zhu S, Ge Y, Zhu L, Xu K. Associations between pericarotid fat density and image-based risk characteristics of carotid plaque. Eur J Radiol 2022; 153:110364. [DOI: 10.1016/j.ejrad.2022.110364] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2022] [Revised: 05/10/2022] [Accepted: 05/14/2022] [Indexed: 11/26/2022]
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