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Published in: European Journal of Nuclear Medicine and Molecular Imaging 10/2021

01-09-2021 | Long-COVID Syndrome | Original Article

Long COVID hallmarks on [18F]FDG-PET/CT: a case-control study

Authors: Martina Sollini, Silvia Morbelli, Michele Ciccarelli, Maurizio Cecconi, Alessio Aghemo, Paola Morelli, Silvia Chiola, Fabrizia Gelardi, Arturo Chiti

Published in: European Journal of Nuclear Medicine and Molecular Imaging | Issue 10/2021

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Abstract

Purpose

The present study hypothesised that whole-body [18F]FDG-PET/CT might provide insight into the pathophysiology of long COVID.

Methods

We prospectively enrolled 13 adult long COVID patients who complained for at least one persistent symptom for >30 days after infection recovery. A group of 26 melanoma patients with negative PET/CT matched for sex/age was used as controls (2:1 control to case ratio). Qualitative and semi-quantitative analysis of whole-body images was performed. Fisher exact and Mann-Whitney tests were applied to test differences between the two groups. Voxel-based analysis was performed to compare brain metabolism in cases and controls. Cases were further grouped according to prevalent symptoms and analysed accordingly.

Results

In 4/13 long COVID patients, CT images showed lung abnormalities presenting mild [18F]FDG uptake. Many healthy organs/parenchyma SUVs and SUV ratios significantly differed between the two groups (p ≤ 0.05). Long COVID patients exhibited brain hypometabolism in the right parahippocampal gyrus and thalamus (uncorrected p < 0.001 at voxel level). Specific area(s) of hypometabolism characterised patients with persistent anosmia/ageusia, fatigue, and vascular uptake (uncorrected p < 0.005 at voxel level).

Conclusion

[18F]FDG PET/CT acknowledged the multi-organ nature of long COVID, supporting the hypothesis of underlying systemic inflammation. Whole-body images showed increased [18F]FDG uptake in several “target” and “non-target” tissues. We found a typical pattern of brain hypometabolism associated with persistent complaints at the PET time, suggesting a different temporal sequence for brain and whole-body inflammatory changes. This evidence underlined the potential value of whole-body [18F]FDG PET in disclosing the pathophysiology of long COVID.
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Literature
1.
go back to reference Treglia G. Diagnostic performance of 18F-FDG PET/CT in infectious and inflammatory diseases according to published meta-analyses. Contrast Media Mol Imaging. Hindawi Ltd. and John Wiley and Sons, Inc.; 2019;2019:3018349. Treglia G. Diagnostic performance of 18F-FDG PET/CT in infectious and inflammatory diseases according to published meta-analyses. Contrast Media Mol Imaging. Hindawi Ltd. and John Wiley and Sons, Inc.; 2019;2019:3018349.
2.
go back to reference Qin C, Liu F, Yen TC, Lan X. 18F-FDG PET/CT findings of COVID-19: a series of four highly suspected cases. Eur J Nucl Med Mol Imaging. 2020. Qin C, Liu F, Yen TC, Lan X. 18F-FDG PET/CT findings of COVID-19: a series of four highly suspected cases. Eur J Nucl Med Mol Imaging. 2020.
3.
go back to reference Annunziata S, Delgado Bolton RC, Kamani CH, Prior JO, Albano D, Bertagna F, et al. Role of 2-[18f]fdg as a radiopharmaceutical for pet/ct in patients with covid-19: a systematic review. Pharmaceuticals. 2020. Annunziata S, Delgado Bolton RC, Kamani CH, Prior JO, Albano D, Bertagna F, et al. Role of 2-[18f]fdg as a radiopharmaceutical for pet/ct in patients with covid-19: a systematic review. Pharmaceuticals. 2020.
5.
go back to reference Greenhalgh T, Knight M, A’Court C, Buxton M, Husain L. Management of post-acute covid-19 in primary care. BMJ. British Medical Journal Publishing Group; 2020;370:m3026. Greenhalgh T, Knight M, A’Court C, Buxton M, Husain L. Management of post-acute covid-19 in primary care. BMJ. British Medical Journal Publishing Group; 2020;370:m3026.
6.
go back to reference The Lancet. Facing up to long COVID. Lancet. 2020. The Lancet. Facing up to long COVID. Lancet. 2020.
7.
go back to reference Meeting the challenge of long COVID. Nat Med. 2020;26:1803. Meeting the challenge of long COVID. Nat Med. 2020;26:1803.
8.
go back to reference Delorme C, Paccoud O, Kas A, Hesters A, Bombois S, Shambrook P, et al. COVID-19-related encephalopathy: a case series with brain FDG-positron-emission tomography/computed tomography findings. Eur J Neurol Eur J Neurol. 2020;27:2651–7.CrossRef Delorme C, Paccoud O, Kas A, Hesters A, Bombois S, Shambrook P, et al. COVID-19-related encephalopathy: a case series with brain FDG-positron-emission tomography/computed tomography findings. Eur J Neurol Eur J Neurol. 2020;27:2651–7.CrossRef
9.
go back to reference Guedj E, Million M, Dudouet P, Tissot-Dupont H, Bregeon F, Cammilleri S, et al. 18F-FDG brain PET hypometabolism in post-SARS-CoV-2 infection: substrate for persistent/delayed disorders? Eur J Nucl Med Mol Imaging. Eur J Nucl Med Mol Imaging. 2020. Guedj E, Million M, Dudouet P, Tissot-Dupont H, Bregeon F, Cammilleri S, et al. 18F-FDG brain PET hypometabolism in post-SARS-CoV-2 infection: substrate for persistent/delayed disorders? Eur J Nucl Med Mol Imaging. Eur J Nucl Med Mol Imaging. 2020.
10.
go back to reference Kas A, Soret M, Pyatigoskaya N, Habert M-O, Hesters A, Le Guennec L, et al. The cerebral network of COVID-19-related encephalopathy: a longitudinal voxel-based 18F-FDG-PET study. Eur J Nucl Med Mol Imaging. Eur J Nucl Med Mol Imaging. 2021. Kas A, Soret M, Pyatigoskaya N, Habert M-O, Hesters A, Le Guennec L, et al. The cerebral network of COVID-19-related encephalopathy: a longitudinal voxel-based 18F-FDG-PET study. Eur J Nucl Med Mol Imaging. Eur J Nucl Med Mol Imaging. 2021.
11.
go back to reference Guedj E, Campion JY, Dudouet P, Kaphan E, Bregeon F, Tissot-Dupont H, et al. 18F-FDG brain PET hypometabolism in patients with long COVID. Eur J Nucl Med Mol Imaging. Springer; 2021;1–11. Guedj E, Campion JY, Dudouet P, Kaphan E, Bregeon F, Tissot-Dupont H, et al. 18F-FDG brain PET hypometabolism in patients with long COVID. Eur J Nucl Med Mol Imaging. Springer; 2021;1–11.
12.
go back to reference Ling Y, Xu S-B, Lin Y-X, Tian D, Zhu Z-Q, Dai F-H, et al. Persistence and clearance of viral RNA in 2019 novel coronavirus disease rehabilitation patients. Chin Med J (Engl). 2020;133:1039–43.CrossRef Ling Y, Xu S-B, Lin Y-X, Tian D, Zhu Z-Q, Dai F-H, et al. Persistence and clearance of viral RNA in 2019 novel coronavirus disease rehabilitation patients. Chin Med J (Engl). 2020;133:1039–43.CrossRef
13.
go back to reference Jiang L, Tang K, Levin M, Irfan O, Morris SK, Wilson K, et al. COVID-19 and multisystem inflammatory syndrome in children and adolescents. Lancet Infect Dis. 2020;20:e276–88.CrossRef Jiang L, Tang K, Levin M, Irfan O, Morris SK, Wilson K, et al. COVID-19 and multisystem inflammatory syndrome in children and adolescents. Lancet Infect Dis. 2020;20:e276–88.CrossRef
14.
go back to reference Morris SB, Schwartz NG, Patel P, Abbo L, Beauchamps L, Balan S, et al. Case series of multisystem inflammatory syndrome in adults associated with SARS-CoV-2 infection — United Kingdom and United States, March–August 2020. MMWR Morb Mortal Wkly Rep. 2020;69:1450–6.CrossRef Morris SB, Schwartz NG, Patel P, Abbo L, Beauchamps L, Balan S, et al. Case series of multisystem inflammatory syndrome in adults associated with SARS-CoV-2 infection — United Kingdom and United States, March–August 2020. MMWR Morb Mortal Wkly Rep. 2020;69:1450–6.CrossRef
15.
go back to reference Maiese A, Manetti AC, La Russa R, Di Paolo M, Turillazzi E, Frati P, et al. Autopsy findings in COVID-19-related deaths: a literature review. Forensic Sci Med Pathol. 2020. Maiese A, Manetti AC, La Russa R, Di Paolo M, Turillazzi E, Frati P, et al. Autopsy findings in COVID-19-related deaths: a literature review. Forensic Sci Med Pathol. 2020.
16.
go back to reference Jamar F, Buscombe J, Chiti A, Christian PE, Delbeke D, Donohoe KJ, et al. EANM/SNMMI guideline for 18F-FDG use in inflammation and infection. J Nucl Med. 2013;54:647–58.CrossRef Jamar F, Buscombe J, Chiti A, Christian PE, Delbeke D, Donohoe KJ, et al. EANM/SNMMI guideline for 18F-FDG use in inflammation and infection. J Nucl Med. 2013;54:647–58.CrossRef
17.
go back to reference Love C, Tomas MB, Tronco GG, Palestro CJ. FDG PET of infection and inflammation. RadioGraphics. 2005;25:1357–68.CrossRef Love C, Tomas MB, Tronco GG, Palestro CJ. FDG PET of infection and inflammation. RadioGraphics. 2005;25:1357–68.CrossRef
18.
go back to reference Boellaard R, Delgado-Bolton R, Oyen WJG, Giammarile F, Tatsch K, Eschner W, et al. FDG PET/CT: EANM procedure guidelines for tumour imaging: version 2.0. Eur J Nucl Med Mol Imaging. 2014:42, 328–354. Boellaard R, Delgado-Bolton R, Oyen WJG, Giammarile F, Tatsch K, Eschner W, et al. FDG PET/CT: EANM procedure guidelines for tumour imaging: version 2.0. Eur J Nucl Med Mol Imaging. 2014:42, 328–354.
19.
go back to reference Sollini M, Ciccarelli M, Cecconi M, Aghemo A, Morelli P, Gelardi F, et al. Vasculitis changes in COVID-19 survivors with persistent symptoms: an [18F]FDG-PET/CT study. Eur J Nucl Med Mol Imaging. 2020. Sollini M, Ciccarelli M, Cecconi M, Aghemo A, Morelli P, Gelardi F, et al. Vasculitis changes in COVID-19 survivors with persistent symptoms: an [18F]FDG-PET/CT study. Eur J Nucl Med Mol Imaging. 2020.
20.
go back to reference Slart RHJA. FDG-PET/CT(a) imaging in large vessel vasculitis and polymyalgia rheumatica: joint procedural recommendation of the EANM, SNMMI, and the PET Interest Group (PIG), and endorsed by the ASNC. Eur J Nucl Med Mol ImagingSpringer. 2018;45:1250–69.CrossRef Slart RHJA. FDG-PET/CT(a) imaging in large vessel vasculitis and polymyalgia rheumatica: joint procedural recommendation of the EANM, SNMMI, and the PET Interest Group (PIG), and endorsed by the ASNC. Eur J Nucl Med Mol ImagingSpringer. 2018;45:1250–69.CrossRef
21.
go back to reference Huang YC, Hsu CC, Huang P, Yin TK, Chiu NT, Wang PW, et al. The changes in brain metabolism in people with activated brown adipose tissue: a PET study. Neuroimage. 2011. Huang YC, Hsu CC, Huang P, Yin TK, Chiu NT, Wang PW, et al. The changes in brain metabolism in people with activated brown adipose tissue: a PET study. Neuroimage. 2011.
22.
go back to reference Hua C, Merchant TE, Li X, Li Y, Shulkin BL. Establishing age-associated normative ranges of the cerebral 18F-FDG uptake ratio in children. J Nucl Med. 2015;56:575–9.CrossRef Hua C, Merchant TE, Li X, Li Y, Shulkin BL. Establishing age-associated normative ranges of the cerebral 18F-FDG uptake ratio in children. J Nucl Med. 2015;56:575–9.CrossRef
23.
go back to reference Friston KJ, Holmes AP, Worsley KJ, Poline J-P, Frith CD, Frackowiak RSJ. Statistical parametric maps in functional imaging: a general linear approach. Hum Brain Mapp. 1994;2:189–210.CrossRef Friston KJ, Holmes AP, Worsley KJ, Poline J-P, Frith CD, Frackowiak RSJ. Statistical parametric maps in functional imaging: a general linear approach. Hum Brain Mapp. 1994;2:189–210.CrossRef
24.
go back to reference Della Rosa PA, Cerami C, Gallivanone F, Prestia A, Caroli A, Castiglioni I, et al. A standardized [18F]-FDG-PET template for spatial normalization in statistical parametric mapping of dementia. Neuroinformatics. 2014;12:575–93.CrossRef Della Rosa PA, Cerami C, Gallivanone F, Prestia A, Caroli A, Castiglioni I, et al. A standardized [18F]-FDG-PET template for spatial normalization in statistical parametric mapping of dementia. Neuroinformatics. 2014;12:575–93.CrossRef
25.
go back to reference Hajian-Tilaki K. Sample size estimation in diagnostic test studies of biomedical informatics. J Biomed Inform. Elsevier Inc.; 2014;48:193–204. Hajian-Tilaki K. Sample size estimation in diagnostic test studies of biomedical informatics. J Biomed Inform. Elsevier Inc.; 2014;48:193–204.
26.
go back to reference Lieberman MD, Cunningham WA. Type I and type II error concerns in fMRI research: re-balancing the scale. Soc Cogn Affect Neurosci. 2009;4:423–8.CrossRef Lieberman MD, Cunningham WA. Type I and type II error concerns in fMRI research: re-balancing the scale. Soc Cogn Affect Neurosci. 2009;4:423–8.CrossRef
27.
go back to reference Libby P, Lüscher T. COVID-19 is, in the end, an endothelial disease. Eur Heart J. 2020;41:3038–44.CrossRef Libby P, Lüscher T. COVID-19 is, in the end, an endothelial disease. Eur Heart J. 2020;41:3038–44.CrossRef
28.
go back to reference Karimi-Galougahi M, Yousefi-Koma A, Bakhshayeshkaram M, Raad N, Haseli S. 18FDG PET/CT scan reveals hypoactive orbitofrontal cortex in anosmia of COVID-19. Acad Radiol. 2020;27:1042–3.CrossRef Karimi-Galougahi M, Yousefi-Koma A, Bakhshayeshkaram M, Raad N, Haseli S. 18FDG PET/CT scan reveals hypoactive orbitofrontal cortex in anosmia of COVID-19. Acad Radiol. 2020;27:1042–3.CrossRef
29.
go back to reference Ances BM, Vitaliani R, Taylor RA, Liebeskind DS, Voloschin A, Houghton DJ, et al. Treatment-responsive limbic encephalitis identified by neuropil antibodies: MRI and PET correlates. Brain. 2005;128:1764–77.CrossRef Ances BM, Vitaliani R, Taylor RA, Liebeskind DS, Voloschin A, Houghton DJ, et al. Treatment-responsive limbic encephalitis identified by neuropil antibodies: MRI and PET correlates. Brain. 2005;128:1764–77.CrossRef
30.
go back to reference Marini C, Morbelli S, Cistaro A, Campi C, Caponnetto C, Bauckneht M, et al. Interplay between spinal cord and cerebral cortex metabolism in amyotrophic lateral sclerosis. Brain. 2018;141:2272–9.CrossRef Marini C, Morbelli S, Cistaro A, Campi C, Caponnetto C, Bauckneht M, et al. Interplay between spinal cord and cerebral cortex metabolism in amyotrophic lateral sclerosis. Brain. 2018;141:2272–9.CrossRef
31.
go back to reference Bai Y, Xu J, Chen L, Fu C, Kang Y, Zhang W, et al. Inflammatory response in lungs and extrapulmonary sites detected by [18F] fluorodeoxyglucose PET/CT in convalescing COVID-19 patients tested negative for coronavirus. Eur J Nucl Med Mol Imaging. Eur J Nucl Med Mol Imaging. 2021. Bai Y, Xu J, Chen L, Fu C, Kang Y, Zhang W, et al. Inflammatory response in lungs and extrapulmonary sites detected by [18F] fluorodeoxyglucose PET/CT in convalescing COVID-19 patients tested negative for coronavirus. Eur J Nucl Med Mol Imaging. Eur J Nucl Med Mol Imaging. 2021.
32.
go back to reference Chefer S, Thomasson D, Seidel J, Reba RC, Bohannon JK, Lackemeyer MG, et al. Modeling [18F]-FDG lymphoid tissue kinetics to characterize nonhuman primate immune response to Middle East respiratory syndrome-coronavirus aerosol challenge. EJNMMI Res. 2015;5:65.CrossRef Chefer S, Thomasson D, Seidel J, Reba RC, Bohannon JK, Lackemeyer MG, et al. Modeling [18F]-FDG lymphoid tissue kinetics to characterize nonhuman primate immune response to Middle East respiratory syndrome-coronavirus aerosol challenge. EJNMMI Res. 2015;5:65.CrossRef
33.
go back to reference Becker RC. COVID-19 update: Covid-19-associated coagulopathy. J Thromb Thrombolysis Nature Publishing Group. 2020;50:54–67.CrossRef Becker RC. COVID-19 update: Covid-19-associated coagulopathy. J Thromb Thrombolysis Nature Publishing Group. 2020;50:54–67.CrossRef
34.
go back to reference Becker RC. COVID-19-associated vasculitis and vasculopathy. J Thromb Thrombolysis Springer. 2020:1–13. Becker RC. COVID-19-associated vasculitis and vasculopathy. J Thromb Thrombolysis Springer. 2020:1–13.
35.
go back to reference Pijl JP, Kwee TC, Slart RHJA, Yakar D, Wouthuyzen-Bakker M, Glaudemans AWJM. Clinical implications of increased uptake in bone marrow and spleen on FDG-PET in patients with bacteremia. Eur J Nucl Med Mol Imaging. 2020. Pijl JP, Kwee TC, Slart RHJA, Yakar D, Wouthuyzen-Bakker M, Glaudemans AWJM. Clinical implications of increased uptake in bone marrow and spleen on FDG-PET in patients with bacteremia. Eur J Nucl Med Mol Imaging. 2020.
36.
go back to reference Bahce I, Vos CG, Dickhoff C, Hartemink KJ, Dahele M, Smit EF, et al. Metabolic activity measured by FDG PET predicts pathological response in locally advanced superior sulcus NSCLC. Lung Cancer. 2014;85:205–12.CrossRef Bahce I, Vos CG, Dickhoff C, Hartemink KJ, Dahele M, Smit EF, et al. Metabolic activity measured by FDG PET predicts pathological response in locally advanced superior sulcus NSCLC. Lung Cancer. 2014;85:205–12.CrossRef
37.
go back to reference Kazama T, Swanston N, Podoloff DA, Macapinlac HA. Effect of colony-stimulating factor and conventional- or high-dose chemotherapy on FDG uptake in bone marrow. Eur J Nucl Med Mol Imaging. 2005;32:1406–11.CrossRef Kazama T, Swanston N, Podoloff DA, Macapinlac HA. Effect of colony-stimulating factor and conventional- or high-dose chemotherapy on FDG uptake in bone marrow. Eur J Nucl Med Mol Imaging. 2005;32:1406–11.CrossRef
38.
go back to reference Dyall J, Johnson RF, Chefer S, Leyson C, Thomasson D, Seidel J, et al. [18F]-Fluorodeoxyglucose uptake in lymphoid tissue serves as a predictor of disease outcome in the nonhuman primate model of monkeypox virus infection. McFadden G, editor. J Virol. 2017;91. Dyall J, Johnson RF, Chefer S, Leyson C, Thomasson D, Seidel J, et al. [18F]-Fluorodeoxyglucose uptake in lymphoid tissue serves as a predictor of disease outcome in the nonhuman primate model of monkeypox virus infection. McFadden G, editor. J Virol. 2017;91.
39.
go back to reference Stephen G. Baum M. Adult multisystem inflammatory syndrome associated with COVID-19. NEJM J Watch; 2020;2020. Stephen G. Baum M. Adult multisystem inflammatory syndrome associated with COVID-19. NEJM J Watch; 2020;2020.
40.
go back to reference Xiang YT, Yu X, Ungvari GS, Correll CU, Chiu HFK. Outcomes of SARS survivors in China: not only physical and psychiatric co-morbidities. East Asian Arch Psychiatr. 2014;24:37–8. Xiang YT, Yu X, Ungvari GS, Correll CU, Chiu HFK. Outcomes of SARS survivors in China: not only physical and psychiatric co-morbidities. East Asian Arch Psychiatr. 2014;24:37–8.
41.
go back to reference Ferrucci L, Fabbri E. Inflammageing: chronic inflammation in ageing, cardiovascular disease, and frailty. Nat Rev Cardiol. 2018. Ferrucci L, Fabbri E. Inflammageing: chronic inflammation in ageing, cardiovascular disease, and frailty. Nat Rev Cardiol. 2018.
42.
go back to reference Sudre CH, Murray B, Varsavsky T, Graham MS, Penfold RS, Bowyer RC, et al. Attributes and predictors of long-COVID: analysis of COVID cases and their symptoms collected by the Covid Symptoms Study App. medRxiv. Cold Spring Harbor Laboratory Press; 2020;2020.10.19.20214494. Sudre CH, Murray B, Varsavsky T, Graham MS, Penfold RS, Bowyer RC, et al. Attributes and predictors of long-COVID: analysis of COVID cases and their symptoms collected by the Covid Symptoms Study App. medRxiv. Cold Spring Harbor Laboratory Press; 2020;2020.10.19.20214494.
Metadata
Title
Long COVID hallmarks on [18F]FDG-PET/CT: a case-control study
Authors
Martina Sollini
Silvia Morbelli
Michele Ciccarelli
Maurizio Cecconi
Alessio Aghemo
Paola Morelli
Silvia Chiola
Fabrizia Gelardi
Arturo Chiti
Publication date
01-09-2021
Publisher
Springer Berlin Heidelberg
Published in
European Journal of Nuclear Medicine and Molecular Imaging / Issue 10/2021
Print ISSN: 1619-7070
Electronic ISSN: 1619-7089
DOI
https://doi.org/10.1007/s00259-021-05294-3

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