Background and aims: Significant macrophages infiltration in advanced atherosclerotic plaques promotes acute coronary events. Hence, the clinical imaging of macrophage content in coronary atherosclerotic plaques could potentially aid in identifying patients most at risk of future acute coronary events. The aim of this study was to introduce and validate a simple intravascular optical coherence tomography (IV-OCT) image processing method for automated, accurate and fast detection of macrophage infiltration within coronary atherosclerotic plaques. Methods: This method calculates the ratio of the normalized-intensity standard deviation (NSD) values estimated over two axially-adjacent regions of interest in an IV-OCT cross-sectional image (B-scan). When applied to entire IV-OCT B-scans, this method highlights plaque areas with high NSD ratio values (NSDRatio), which was demonstrated to be correlated with the degree of coronary plaque macrophage infiltration. Results: Using an optimized NSDRatio threshold value, coronary plaque macrophage infiltration could be detected with similar to 88% sensitivity and specificity in a database of 28 IV-OCT scans from postmortem coronary segments. For comparison, using an optimized NSD threshold value, considered the standard IV-OCT signature for macrophages, coronary plaque macrophage infiltration could be detected with only similar to 55% sensitivity and specificity. Conclusions: The proposed NSDRatio method significantly increases the sensitivity and specificity for the detection of coronary plaque macrophage infiltration compared to the standard NSD method. This computationally efficient method can be seamlessly implemented within standard IV-OCT imaging systems for in-vivo real-time imaging of macrophage content in coronary plaques, which could potentially aid in identifying patients most at risk of future acute coronary events.
机构:
Hebei Univ, Coll Elect & Informat Engn, Key Lab Digital Med Engn Hebei Prov, 180 Wusi East Rd, Baoding 071002, Peoples R ChinaHebei Univ, Coll Elect & Informat Engn, Key Lab Digital Med Engn Hebei Prov, 180 Wusi East Rd, Baoding 071002, Peoples R China
Yang, Jianli
Zhang, Bo
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Hebei Univ, Coll Elect & Informat Engn, Key Lab Digital Med Engn Hebei Prov, 180 Wusi East Rd, Baoding 071002, Peoples R ChinaHebei Univ, Coll Elect & Informat Engn, Key Lab Digital Med Engn Hebei Prov, 180 Wusi East Rd, Baoding 071002, Peoples R China
Zhang, Bo
Wang, Hongrui
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Hebei Univ, Coll Elect & Informat Engn, Key Lab Digital Med Engn Hebei Prov, 180 Wusi East Rd, Baoding 071002, Peoples R ChinaHebei Univ, Coll Elect & Informat Engn, Key Lab Digital Med Engn Hebei Prov, 180 Wusi East Rd, Baoding 071002, Peoples R China
Wang, Hongrui
Lin, Feng
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Nanyang Technol Univ, Sch Comp Engn, Singapore, SingaporeHebei Univ, Coll Elect & Informat Engn, Key Lab Digital Med Engn Hebei Prov, 180 Wusi East Rd, Baoding 071002, Peoples R China
Lin, Feng
Han, Yechen
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Peking Union Med Coll Hosp, Cardiol, Beijing, Peoples R ChinaHebei Univ, Coll Elect & Informat Engn, Key Lab Digital Med Engn Hebei Prov, 180 Wusi East Rd, Baoding 071002, Peoples R China
Han, Yechen
Liu, Xiuling
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Hebei Univ, Coll Elect & Informat Engn, Key Lab Digital Med Engn Hebei Prov, 180 Wusi East Rd, Baoding 071002, Peoples R ChinaHebei Univ, Coll Elect & Informat Engn, Key Lab Digital Med Engn Hebei Prov, 180 Wusi East Rd, Baoding 071002, Peoples R China
机构:
San Giovanni Addolorata Hosp, Intervent Cardiol Unit, I-00184 Rome, Italy
CLI Fdn, Rome, ItalySan Giovanni Addolorata Hosp, Intervent Cardiol Unit, I-00184 Rome, Italy
Di Vito, Luca
Agozzino, Manuela
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Policlin San Matteo, Ctr Inherited Cardiovasc Dis, I-27100 Pavia, ItalySan Giovanni Addolorata Hosp, Intervent Cardiol Unit, I-00184 Rome, Italy
Agozzino, Manuela
Marco, Valeria
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CLI Fdn, Rome, ItalySan Giovanni Addolorata Hosp, Intervent Cardiol Unit, I-00184 Rome, Italy
Marco, Valeria
Ricciardi, Andrea
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CLI Fdn, Rome, ItalySan Giovanni Addolorata Hosp, Intervent Cardiol Unit, I-00184 Rome, Italy
Ricciardi, Andrea
Concardi, Monica
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Policlin San Matteo, Ctr Inherited Cardiovasc Dis, I-27100 Pavia, ItalySan Giovanni Addolorata Hosp, Intervent Cardiol Unit, I-00184 Rome, Italy
Concardi, Monica
Romagnoli, Enrico
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CLI Fdn, Rome, ItalySan Giovanni Addolorata Hosp, Intervent Cardiol Unit, I-00184 Rome, Italy
Romagnoli, Enrico
Gatto, Laura
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San Giovanni Addolorata Hosp, Intervent Cardiol Unit, I-00184 Rome, Italy
CLI Fdn, Rome, ItalySan Giovanni Addolorata Hosp, Intervent Cardiol Unit, I-00184 Rome, Italy
Gatto, Laura
Calogero, Giordano
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Policlin San Matteo, Ctr Inherited Cardiovasc Dis, I-27100 Pavia, ItalySan Giovanni Addolorata Hosp, Intervent Cardiol Unit, I-00184 Rome, Italy
Calogero, Giordano
Tavazzi, Luigi
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Ettore Sansavini Hlth Sci Fdn, Maria Cecilia Hosp, GVM Care & Res, Cotignola, ItalySan Giovanni Addolorata Hosp, Intervent Cardiol Unit, I-00184 Rome, Italy
Tavazzi, Luigi
Arbustini, Eloisa
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Policlin San Matteo, Ctr Inherited Cardiovasc Dis, I-27100 Pavia, ItalySan Giovanni Addolorata Hosp, Intervent Cardiol Unit, I-00184 Rome, Italy
Arbustini, Eloisa
Prati, Francesco
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San Giovanni Addolorata Hosp, Intervent Cardiol Unit, I-00184 Rome, Italy
CLI Fdn, Rome, ItalySan Giovanni Addolorata Hosp, Intervent Cardiol Unit, I-00184 Rome, Italy