Arterial tissue-to-psoas muscle ratio: A novel metric for quantifying fluorodeoxyglucose uptake in predicting the association between atherosclerotic inflammation and arterial calcification

Atherosclerosis is one of the leading causes of death worldwide. Computed tomography (CT) and positron emission tomography (PET) are valuable tools for assessing atherosclerotic plaque burden and associated physiological processes. The objective of this study is to evaluate the arterial tissue-to-psoas muscle uptake ratio (TMR) as a metric for assessing the relationship between inflammation and arterial calcification. Thirteen atherosclerotic patients were scanned using fluorodeoxyglucose (FDG)-PET/CT. The descending aorta, femoral, and iliac arteries were delineated on PET images and co-registered with corresponding CT slices. Arterial calcium was determined in arterial regions of interest with CT numbers above 130, and calcium level, area, and score were measured and classified into four clusters. FDG aggregation in PET images was assessed using mean TMR, with two cut-off points (1.8 and 2.3). Normality of the FDG signal in the psoas muscle was observed for all participants (p = 0.23). No significant differences in TMR values were observed (TMR, TMR >1.8, and TMR >2.3) across calcium density clusters (p > 0.05). However, a higher calcium area was positively associated with TMR values (p < 0.05) compared to a lower calcium area. The same pattern was observed for calcium score clusters, where higher calcium scores were associated with higher TMR values compared to lower calcium scores (p < 0.05). Using the psoas muscle as a background correction strategy for quantifying FDG uptake is feasible and may help reduce variation seen with a blood-based normalization approach, thus improving the reproducibility of measurements. TMR is a sensitive metric for assessing the relationship between arterial calcification and inflammation. Calcium area is a comparable method to calcium score for quantifying arterial calcium burden.
- Tahara N, Kai H, Yamagishi S, et al. Vascular inflammation evaluated by [18F]-fluorodeoxyglucose positron emission tomography is associated with the metabolic syndrome. J Am Coll Cardiol. 2007;49(14):1533-1539. doi: 10.1016/j.jacc.2006.11.046
- Kim M, Sahu A, Kim GB, et al. Comparison of in vivo targeting ability between cRGD and collagen-targeting peptide conjugated nano-carriers for atherosclerosis. J Control Release. 2018;269:337-346. doi: 10.1016/j.jconrel.2017.11.033
- Ouyang X, Liu Z. Regulatory T cells and macrophages in atherosclerosis: From mechanisms to clinical significance. Front Immunol. 2024;15:1435021. doi: 10.3389/fimmu.2024.1435021
- Osborn EA, Kessinger CW, Tawakol A, Jaffer FA. Metabolic and molecular imaging of atherosclerosis and venous thromboembolism. J Nucl Med. 2017;58(6):871-877. doi: 10.2967/jnumed.116.182873
- Gonçalves I, Stenström K, Skog G, Mattsson S, Nitulescu M, Nilsson J. Short communication: Dating components of human atherosclerotic plaques. Circ Res. 2010;106(6):1174-1177. doi: 10.1161/CIRCRESAHA.109.211201
- Nakahara T, Strauss HW. From inflammation to calcification in atherosclerosis. Eur J Nucl Med Mol Imaging. 2017;44(5): 858-860. doi: 10.1007/s00259-016-3608-x
- Makover ME, Shapiro MD, Toth PP. There is urgent need to treat atherosclerotic cardiovascular disease risk earlier, more intensively, and with greater precision: A review of current practice and recommendations for improved effectiveness. Am J Prev Cardiol. 2022;12:100371. doi: 10.1016/j.ajpc.2022.100371
- Skali H, Schulman AR, Dorbala S. 18F-FDG PET/CT for the assessment of myocardial sarcoidosis. Curr Cardiol Rep. 2013;15(4):352.
- New SE, Aikawa E. Molecular imaging insights into early inflammatory stages of arterial and aortic valve calcification. Circ Res. 2011;108(11):1381-1391. doi: 10.1161/CIRCRESAHA.110.234146
- Criqui MH, Denenberg JO, Ix JH, et al. Calcium density of coronary artery plaque and risk of incident cardiovascular events. JAMA. 2014;311(3):271-278. doi: 10.1001/jama.2013.282535
- Abdelbaky A, Corsini E, Figueroa AL, et al. Focal arterial inflammation precedes subsequent calcification in the same location: A longitudinal FDG-PET/CT study. Circ Cardiovasc Imaging. 2013;6(5):747-754. doi: 10.1161/CIRCIMAGING.113.000382
- Blomberg BA. Thoracic aorta calcification but not inflammation is associated with increased cardiovascular disease risk: Results of the CAMONA study. Eur J Nucl Med Mol Imaging. 2017;44:249-258. doi: 10.1007/s00259-016-3552-9
- Lee HY, Lim S, Park S. Role of inflammation in arterial calcification. Korean Circ J. 2021;51(2):114. doi: 10.4070/kcj.2020.0517
- Sánchez-Roa PM, Rees JI, Bartley L, Marshall C. Systemic atherosclerotic plaque vulnerability in patients with coronary artery disease with a single whole body FDG PET-CT scan. Asia Ocean J Nucl Med Biol. 2020;8(1):18-26. doi: 10.22038/aojnmb.2019.40696.1273
- Onnis C, Virmani R, Kawai K, et al. Coronary artery calcification: Current concepts and clinical implications. Circulation. 2024;149(3):251-266. doi: 10.1161/CIRCULATIONAHA.123.065657
- Al-Enezi MS. Assessment of the correlation between arterial lumen density and its metabolic activity in atherosclerotic patients using 18F-FDG positron emission tomography/ computed tomography. Am J Nucl Med Mol Imaging. 2023;13(1):18-25.
- Rudd JHF, Warburton EA, Fryer TD, et al. Imaging atherosclerotic plaque inflammation with [18F]-fluorodeoxyglucose positron emission tomography. Circulation. 2002;105(23):2708-2711. doi: 10.1161/01.CIR.0000020548.60110.76
- Toner YC, Ghotbi AA, Naidu S, et al. Systematically evaluating DOTATATE and FDG as PET immuno-imaging tracers of cardiovascular inflammation. Sci Rep. 2022;12(1):6185. doi: 10.1038/s41598-022-09590-2
- Johnsrud K, Skagen K, Seierstad T, Skjelland M, Russell D, Revheim ME. 18F-FDG PET/CT for the quantification of inflammation in large carotid artery plaques. J Nucl Cardiol. 2019;26(3):883-893. doi: 10.1007/s12350-017-1121-7
- Rudd JH, Myers KS, Bansilal S, et al. Relationships among regional arterial inflammation, calcification, risk factors, and biomarkers: A prospective fluorodeoxyglucose positron-emission tomography/computed tomography imaging study. Circ Cardiovasc Imaging. 2009;2(2):107-115. doi: 10.1161/CIRCIMAGING.108.811752
- Al-Enezi MS, Abdo RA, Mokeddem MY, et al. Assessment of artery calcification in atherosclerosis with dynamic 18F-FDG-PET/CT imaging in elderly subjects. Int J Cardiovasc Imaging. 2019;35(5):947-954. doi: 10.1007/s10554-019-01527-7
- Gholami S, Salavati A, Houshmand S, Werner TJ, Alavi A. Assessment of atherosclerosis in large vessel walls: A comprehensive review of FDG-PET/CT image acquisition protocols and methods for uptake quantification. J Nucl Cardiol. 2015;22(3):468-479. doi: 10.1007/s12350-015-0069-8
- Bucerius J, Hyafil F, Verberne HJ, et al. Position paper of the cardiovascular committee of the European association of nuclear medicine (EANM) on PET imaging of atherosclerosis. Eur J Nucl Med Mol Imaging. 2016;43(4):780-792. doi: 10.1007/s00259-015-3259-3
- Agatston AS, Janowitz WR, Hildner FJ, Zusmer NR, Viamonte M Jr., Detrano R. Quantification of coronary artery calcium using ultrafast computed tomography. J Am Coll Cardiol. 1990;15(4):827-832. doi: 10.1016/0735-1097(90)90282-t
- Zubair M, Iqbal MA, Shil A, Chowdhury MJ, Moni MA, Sarker IH. An improved K-means clustering algorithm towards an efficient data-driven modeling. Ann Data Sci. 2024;11(5):1525-1544. doi: 10.1007/s40745-022-00428-2
- Buckler AJ, Abbara S, Budoff MJ, et al. Special report on the consensus QIBA profile for objective analytical validation of non-calcified and high-risk plaque and other biomarkers using computed tomography angiography. Acad Radiol. 2024;31(12):4811-4820. doi: 10.1016/j.acra.2024.07.014
- Evans NR, Tarkin JM, Chowdhury MM, Warburton EA, Rudd JH. PET Imaging of atherosclerotic disease: Advancing plaque assessment from anatomy to pathophysiology. Curr Atheroscler Rep. 2016;18(6):30. doi: 10.1007/s11883-016-0584-3
- Ahlman MA, Vigneault DM, Sandfort V, et al. Internal tissue references for 18Fluorodeoxyglucose vascular inflammation imaging: Implications for cardiovascular risk stratification and clinical trials. PLoS One. 2017;12(11):e0187995. doi: 10.1371/journal.pone.0187995
- Li X, Heber D, Cal-Gonzalez J, et al. Association between osteogenesis and inflammation during the progression of calcified plaque evaluated by (18)F-Fluoride and (18)F-FDG. J Nucl Med. 2017;58(6):968-974. doi: 10.2967/jnumed.116.182790
- Calabretta R, Beer L, Prosch H, et al. Induction of arterial inflammation by immune checkpoint inhibitor therapy in lung cancer patients as measured by 2-[(18)F]FDG positron emission tomography/computed tomography depends on pre-existing vascular inflammation. Life (Basel). 2024;14(1):146. doi: 10.3390/life14010146
- Nakano T, Kitamura H, Hata J, et al. Association between vascular calcification and intraplaque hemorrhage in coronary atherosclerosis from autopsy: The Hisayama study. J Atheroscler Thromb. 2024;31(8):1225-1237. doi: 10.5551/jat.64394
- Satomi T, Ogawa M, Mori I, et al. Comparison of contrast agents for atherosclerosis imaging using cultured macrophages: FDG versus ultrasmall superparamagnetic iron oxide. J Nucl Med. 2013;54(6):999-1004. doi: 10.2967/jnumed.112.110551
- Garcia JR, Olivero R, Arrieta-Aldea I, et al. Association between cardiovascular inflammation and alterations in immune system induced by HIV infection detected on [(18)F]FDG PET/MRI. Rev Esp Med Nucl Imagen Mol (Engl Ed). 2024;43(5):500042. doi: 10.1016/j.remnie.2024.500042
- Nienhuis PH, Van Praagh GD, Glaudemans AWJM, Brouwer E, Slart RHJA. A review on the value of imaging in differentiating between large vessel vasculitis and atherosclerosis. J Pers Med. 2021;11(3):236. doi: 10.3390/jpm11030236
- Annink ME, Kraaijenhof JM, Beverloo CYY, et al. Estimating inflammatory risk in atherosclerotic cardiovascular disease: Plaque over plasma? Eur Heart J Cardiovasc Imaging. 2024:jeae314. doi: 10.1093/ehjci/jeae314
- Haddad J, Demirdelen S, Barnes CE, Leers SA, Tavakoli S. In situ mapping of the glucose metabolism heterogeneity in atherosclerosis: Correlation with 2-deoxyglucose uptake. Mol Imaging. 2024;23:1-10. doi: 10.1177/15353508241280573
- Lin SU, Guo-Qiang WA, Li-Mei Z, et al. 18F-FDG PET/CT in vivo assessment of correlation between vascular calcification and inflammation. J Hainan Med Univ. 2020;26: 8-26.
- Kosmala A, Serfling SE, Michalski K, et al. Molecular imaging of arterial fibroblast activation protein: Association with calcified plaque burden and cardiovascular risk factors. Eur J Nucl Med Mol Imaging. 2023;50(10):3011-3021. doi: 10.1007/s00259-023-06245-w
- Ryu Y, Yoshida K, Suzuki Y, et al. Long-term changes of aortic 18F-FDG uptake and calcification in health-screening subjects. Ann Nucl Med. 2013;27(3):239-246. doi: 10.1007/s12149-012-0679-z
- Budoff MJ, Shaw LJ, Liu ST, et al. Long-term prognosis associated with coronary calcification: Observations from a registry of 25,253 patients. J Am Coll Cardiol. 2007;49(18):1860-1870. doi: 10.1016/j.jacc.2006.10.079