Osteoid Metaplasia in Femoral Artery Plaques Is Associated With the Clinical Severity of Lower Extremity Artery Disease in Men

被引:3
作者
Laivuori, Mirjami [1 ,2 ]
Tolva, Johanna [3 ]
Lokki, A. Inkeri [2 ,3 ,4 ,5 ]
Linder, Nina [6 ]
Lundin, Johan [6 ,7 ]
Paakkanen, Riitta [2 ,3 ,4 ]
Alback, Anders [1 ,2 ]
Venermo, Maarit [1 ,2 ]
Mayranpaa, Mikko I. [8 ]
Lokki, Marja-Liisa [3 ]
Sinisalo, Juha [2 ,4 ]
机构
[1] Helsinki Univ Hosp, Dept Vasc Surg, Helsinki, Finland
[2] Univ Helsinki, Helsinki, Finland
[3] Univ Helsinki, Dept Pathol, Transplantat Lab, Helsinki, Finland
[4] Helsinki Univ Hosp, Heart & Lung Ctr, Dept Cardiol, Helsinki, Finland
[5] Univ Helsinki, Translat Immunol Res Program, Res Programs Unit, Helsinki, Finland
[6] Univ Helsinki, Inst Mol Med Finland, HILIFE, Helsinki, Finland
[7] Karolinska Inst, Dept Global Publ Hlth, Global Hlth IHCAR, Stockholm, Sweden
[8] Univ Helsinki, Dept Pathol, HUSLAB, Meilahti Cent Lab Pathol, Helsinki, Finland
关键词
atherosclerosis; lower extremity artery disease (LEAD); osteoid metaplasia; machine learning; digital pathology; histology; artificial intelligence; BONE-FORMATION; ATHEROSCLEROTIC LESIONS; CALCIFICATION; PREVALENCE;
D O I
10.3389/fcvm.2020.594192
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Lamellar metaplastic bone, osteoid metaplasia (OM), is found in atherosclerotic plaques, especially in the femoral arteries. In the carotid arteries, OM has been documented to be associated with plaque stability. This study investigated the clinical impact of OM load in femoral artery plaques of patients with lower extremity artery disease (LEAD) by using a deep learning-based image analysis algorithm. Plaques from 90 patients undergoing endarterectomy of the common femoral artery were collected and analyzed. After decalcification and fixation, 4-mu m-thick longitudinal sections were stained with hematoxylin and eosin, digitized, and uploaded as whole-slide images on a cloud-based platform. A deep learning-based image analysis algorithm was trained to analyze the area percentage of OM in whole-slide images. Clinical data were extracted from electronic patient records, and the association with OM was analyzed. Fifty-one (56.7%) sections had OM. Females with diabetes had a higher area percentage of OM than females without diabetes. In male patients, the area percentage of OM inversely correlated with toe pressure and was significantly associated with severe symptoms of LEAD including rest pain, ulcer, or gangrene. According to our results, OM is a typical feature of femoral artery plaques and can be quantified using a deep learning-based image analysis method. The association of OM load with clinical features of LEAD appears to differ between male and female patients, highlighting the need for a gender-specific approach in the study of the mechanisms of atherosclerotic disease. In addition, the role of plaque characteristics in the treatment of atherosclerotic lesions warrants further consideration in the future.
引用
收藏
页数:13
相关论文
共 39 条
[1]   Diagnostic Assessment of Deep Learning Algorithms for Detection of Lymph Node Metastases in Women With Breast Cancer [J].
Bejnordi, Babak Ehteshami ;
Veta, Mitko ;
van Diest, Paul Johannes ;
van Ginneken, Bram ;
Karssemeijer, Nico ;
Litjens, Geert ;
van der Laak, Jeroen A. W. M. .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2017, 318 (22) :2199-2210
[2]   Mechanisms of Plaque Formation and Rupture [J].
Bentzon, Jacob Fog ;
Otsuka, Fumiyuki ;
Virmani, Renu ;
Falk, Erling .
CIRCULATION RESEARCH, 2014, 114 (12) :1852-1866
[3]   High glucose increases the expression of Cbfa1 and BMP-2 and enhances the calcification of vascular smooth muscle cells [J].
Chen, Neal X. ;
Duan, Danxia ;
O'Neill, Kalisha D. ;
Moe, Sharon M. .
NEPHROLOGY DIALYSIS TRANSPLANTATION, 2006, 21 (12) :3435-3442
[4]   Impact of Femoral Ossification on Local and Systemic Cardiovascular Patients' Condition [J].
Danvin, Aurore ;
Quillard, Thibaut ;
Espitia, Olivier ;
Charrier, Celine ;
Guyomarch, Beatrice ;
Goueffic, Yann ;
Maurel, Blandine .
ANNALS OF VASCULAR SURGERY, 2019, 60 :335-345
[5]   Bone Like Arterial Calcification in Femoral Atherosclerotic Lesions: Prevalence and Role of Osteoprotegerin and Pericytes [J].
Davaine, J. -M. ;
Quillard, T. ;
Chatelais, M. ;
Guilbaud, F. ;
Brion, R. ;
Guyomarch, B. ;
Brennan, M. A. ;
Heymann, D. ;
Heymann, M. -F. ;
Goueffic, Y. .
EUROPEAN JOURNAL OF VASCULAR AND ENDOVASCULAR SURGERY, 2016, 51 (02) :259-267
[6]   Osteoprotegerin, Pericytes and Bone-Like Vascular Calcification Are Associated with Carotid Plaque Stability [J].
Davaine, Jean-Michel ;
Quillard, Thibaut ;
Brion, Regis ;
Laperine, Olivier ;
Guyomarch, Beatrice ;
Merlini, Thierry ;
Chatelais, Mathias ;
Guilbaud, Florian ;
Brennan, Meadhbh Aine ;
Charrier, Celine ;
Heymann, Dominique ;
Goueffic, Yann ;
Heymann, Marie-Francoise .
PLOS ONE, 2014, 9 (09)
[7]   Vascular calcification - Pathobiology of a multifaceted disease [J].
Demer, Linda L. ;
Tintut, Yin .
CIRCULATION, 2008, 117 (22) :2938-2948
[8]   Deep Learning for Whole Slide Image Analysis: An Overview [J].
Dimitriou, Neofytos ;
Arandjelovic, Ognjen ;
Caie, Peter D. .
FRONTIERS IN MEDICINE, 2019, 6
[9]   Implication of molecular vascular smooth muscle cell heterogeneity among arterial beds in arterial calcification [J].
Espitia, Olivier ;
Chatelais, Mathias ;
Steenman, Marja ;
Charrier, Celine ;
Maurel, Blandine ;
Georges, Steven ;
Houlgatte, Remi ;
Verrecchia, Franck ;
Ory, Benjamin ;
Lamoureux, Francois ;
Heymann, Dominique ;
Goueffic, Yann ;
Quillard, Thibaut .
PLOS ONE, 2018, 13 (01)
[10]   Comparison of global estimates of prevalence and risk factors for peripheral artery disease in 2000 and 2010: a systematic review and analysis [J].
Fowkes, F. Gerald R. ;
Rudan, Diana ;
Rudan, Igor ;
Aboyans, Victor ;
Denenberg, Julie O. ;
McDermott, Mary M. ;
Norman, Paul E. ;
Sampson, Uchechukwe K. A. ;
Williams, Linda J. ;
Mensah, George A. ;
Criqui, Michael H. .
LANCET, 2013, 382 (9901) :1329-1340