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Howell HJ, McGale JP, Choucair A, Shirini D, Aide N, Postow MA, Wang L, Tordjman M, Lopci E, Lecler A, Champiat S, Chen DL, Deandreis D, Dercle L. Artificial Intelligence for Drug Discovery: An Update and Future Prospects. Semin Nucl Med 2025; 55:406-422. [PMID: 39966029 DOI: 10.1053/j.semnuclmed.2025.01.004] [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: 01/15/2025] [Revised: 01/23/2025] [Accepted: 01/24/2025] [Indexed: 02/20/2025]
Abstract
Artificial intelligence (AI) has become a pivotal tool for medical image analysis, significantly enhancing drug discovery through improved diagnostics, staging, prognostication, and response assessment. At a high level, AI-driven image analysis enables the quantification and synthesis of previously qualitative imaging characteristics, facilitating the identification of novel disease-specific biomarkers, patient risk stratification, prognostication, and adverse event prediction. In addition, AI can assist in response assessment by capturing changes in imaging "phenotype" over time, allowing for optimized treatment plans based on real-time analysis. Integrating this emerging technology into drug discovery pipelines has the potential to accelerate the identification and development of new pharmaceuticals by assisting in target identification and patient selection, as well as reducing the incidence, and therefore cost, of failed trials through high-throughput, reproducible, and data-driven insights. Continued progress in AI applications will shape the future of medical imaging, ultimately fostering more efficient, accurate, and tailored drug discovery processes. Herein, we offer a comprehensive overview of how AI enhances medical imaging to inform drug development and therapeutic strategies.
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Affiliation(s)
- Harrison J Howell
- Department of Radiology, New York-Presbyterian Hospital, Columbia University Vagelos College of Physicians and Surgeons, New York, NY
| | - Jeremy P McGale
- Department of Radiology, New York-Presbyterian Hospital, Columbia University Vagelos College of Physicians and Surgeons, New York, NY
| | | | - Dorsa Shirini
- School of Medicine, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Nicolas Aide
- Centre Havrais d'Imagerie Nucléaire, Octeville, France
| | - Michael A Postow
- Department of Medicine, Memorial Sloan Kettering and Department of Medicine, Weill Cornell Medical College, New York, NY
| | - Lucy Wang
- School of Medicine, New York Medical College, Valhalla, NY
| | - Mickael Tordjman
- Department of Radiology, Biomedical Engineering & Imaging Institute, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Egesta Lopci
- Nuclear Medicine Unit, IRCCS-Humanitas Research Hospital, Rozzano, Italy
| | - Augustin Lecler
- Department of Neuroradiology, Foundation Adolphe de Rothschild Hospital, Université Paris Cité, Paris, France
| | - Stéphane Champiat
- Department of Investigational Cancer Therapeutics, Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Delphine L Chen
- Department of Radiology, University of Washington, Seattle, WA
| | | | - Laurent Dercle
- Department of Radiology, New York-Presbyterian Hospital, Columbia University Vagelos College of Physicians and Surgeons, New York, NY.
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Goussard P, Van Wyk L, Venkatakrishna S, Rabie H, Schubert P, Frigati L, Walzl G, Burger C, Doruyter A, Andronikou S, Gie AG, Rhode D, Jacobs C, Van der Zalm M. SARS-CoV-2 coinfection in children with severe airway obstruction due to pulmonary tuberculosis. Pediatr Pulmonol 2024; 59:3446-3456. [PMID: 39185631 PMCID: PMC11601029 DOI: 10.1002/ppul.27232] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/11/2024] [Revised: 08/06/2024] [Accepted: 08/17/2024] [Indexed: 08/27/2024]
Abstract
INTRODUCTION The severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) pandemic had a significant impact on tuberculosis (TB) control globally, with the number of new TB diagnoses decreasing. Coinfection with some viruses, especially measles, could aggravate TB in children. This is presumably a result of depressed cellular immunity. Reports on children with TB and SARS-CoV-2 coinfection are limited. METHODS A retrospective analysis of children up to 13 years old admitted to Tygerberg Hospital, Cape Town, South Africa, from March 2020 to December 2022 with suspected TB-induced airway compression requiring bronchoscopy. Children were included if they presented with severe intrathoracic airway obstruction and/or radiographic evidence of complicated TB. The patients were divided into two groups based on SARS-CoV-2 respiratory polymerase chain reaction results. Demographics, TB exposure, microbiology, SARS-CoV-2 laboratory data, imaging, inflammatory cytokine levels, and bronchoscopy data were collected. Statistical analyses compared SARS-CoV-2 positive and negative groups. RESULTS Of the 50 children undergoing bronchoscopy for TB airway obstruction, 7 (14%) were SARS-CoV-2 positive. Cough was more prevalent in the SARS-CoV-2 positive group (p = 0.04). There was no difference in TB culture yield between groups. However, SARS-CoV-2 positive children showed slower radiological improvement at 1 month (p = 0.01), pleural effusions (p < 0.001), and a higher need for endoscopic enucleation (p < 0.001). FDG PET/CT scans indicated an ongoing inflammation in the SARS-CoV-2 positive group. CONCLUSIONS Coinfection with SARS-CoV-2 in children with TB airway obstruction appears to complicate the disease course, necessitating more medical interventions and demonstrating a longer duration of the TB inflammatory process. Further research is needed to understand the impact of viral infections on TB progression and outcomes in pediatric patients.
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Affiliation(s)
- P. Goussard
- Department of Paediatrics and Child Health, Faculty of Medicine and Health Sciences, Tygerberg HospitalStellenbosch UniversityCape TownSouth Africa
| | - L. Van Wyk
- Department of Paediatrics and Child Health, Faculty of Medicine and Health Sciences, Tygerberg HospitalStellenbosch UniversityCape TownSouth Africa
| | - S. Venkatakrishna
- Department of Pediatric RadiologyThe Children's Hospital of PhiladelphiaPhiladelphiaPennsylvaniaUSA
| | - H. Rabie
- Department of Paediatrics and Child Health, Faculty of Medicine and Health Sciences, Tygerberg HospitalStellenbosch UniversityCape TownSouth Africa
| | - P. Schubert
- National Health Laboratory Service, Department of Pathology, Division of Anatomical Pathology, Tygerberg Hospital, Faculty of Medicine and Health ScienceStellenbosch UniversityCape TownSouth Africa
| | - L. Frigati
- Department of Paediatrics and Child Health, Faculty of Medicine and Health Sciences, Tygerberg HospitalStellenbosch UniversityCape TownSouth Africa
| | - G. Walzl
- DSI‐NRF Centre of Excellence for Biomedical Tuberculosis Research and South African Medical Research Centre for Tuberculosis Research, Division of Molecular Biology and Human Genetics, Faculty of Medicine and Health SciencesStellenbosch UniversityCape TownSouth Africa
| | - C. Burger
- Division of Nuclear Medicine, Faculty of Medicine and Health SciencesStellenbosch UniversitySouth Africa
| | - A. Doruyter
- Division of Nuclear Medicine, Faculty of Medicine and Health SciencesStellenbosch UniversitySouth Africa
- NuMeRI Node for Infection Imaging, Central Analytical FacilitiesStellenbosch UniversityCape TownSouth Africa
| | - S. Andronikou
- Department of Pediatric RadiologyThe Children's Hospital of PhiladelphiaPhiladelphiaPennsylvaniaUSA
- Department of Radiology, Perelman School of MedicineUniversity of PennsylvaniaPhiladelphiaPennsylvaniaUSA
| | - A. G. Gie
- Department of Paediatrics and Child Health, Faculty of Medicine and Health Sciences, Tygerberg HospitalStellenbosch UniversityCape TownSouth Africa
| | - D. Rhode
- Department of Paediatrics and Child Health, Faculty of Medicine and Health Sciences, Tygerberg HospitalStellenbosch UniversityCape TownSouth Africa
| | - C. Jacobs
- Department of Paediatrics and Child Health, Faculty of Medicine and Health Sciences, Tygerberg HospitalStellenbosch UniversityCape TownSouth Africa
| | - M. Van der Zalm
- Department of Paediatrics and Child Health, Desmond Tutu TB Centre, Faculty of Medicine and Health SciencesStellenbosch UniversityCape TownSouth Africa
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Kullik Y, Wessendorf TE, Theegarten D, Winantea J, Hautzel H, Opitz M. Aspergillus fumigatus: Is Dual-Tracer 18 FDG/ 68 Ga-FAPI PET/CT Capable of Distinguishing Fungal Infection and Unspecific Inflammation From Recurrent Lung Cancer? Clin Nucl Med 2024; 49:1046-1047. [PMID: 39086067 DOI: 10.1097/rlu.0000000000005393] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/02/2024]
Abstract
ABSTRACT A 61-year-old woman, referred for recurrent pneumonia over a period of 3 months with insufficient response to antibiotic treatment, presented with coughing and intense right-sided chest pain. Previously, she underwent right upper lobectomy for locally advanced non-small cell lung cancer (squamous cell carcinoma) followed by adjuvant chemotherapy and subsequent partial chest wall resection with polytetrafluoroethylene net insert due to a pleurocutaneous fistula. 18 FDG plus a 68 Ga-labeled fibroblast activation protein inhibitor ( 68 Ga-FAPI) PET/CT scans were performed to rule out non-small cell lung cancer recurrence. Pathological workup with bronchoscopy and endobronchial ultrasound-guided transbronchial fine-needle aspiration of the lymph nodes showed no evidence of malignancy, but microbiology confirmed Aspergillus fumigatus infection of the middle lobe. Thus, the patient transitioned from antibiotic to antifungal therapy; no second-line oncologic treatment was initiated.
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Affiliation(s)
- Yannik Kullik
- From the Department of Nuclear Medicine, University of Duisburg-Essen and German Cancer Consortium (DKTK)-University Hospital Essen
| | - Thomas E Wessendorf
- Department of Pulmonary Medicine, Interstitial and Rare Lung Disease Unit, Ruhrlandklinik, University Hospital Essen
| | - Dirk Theegarten
- Institute of Pathology, West German Cancer Center, University Hospital Essen, University Duisburg-Essen
| | - Jane Winantea
- Department of Pulmonary Medicine, Section of Interventional Pneumology, Ruhrlandklinik, University Hospital Essen
| | - Hubertus Hautzel
- From the Department of Nuclear Medicine, University of Duisburg-Essen and German Cancer Consortium (DKTK)-University Hospital Essen
| | - Marcel Opitz
- Institute of Diagnostic and Interventional Radiology and Neuroradiology, University Hospital Essen, University Duisburg-Essen, Essen, Germany
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Mitropoulos A, Bandla M, Abasszade JH, Belhadfa M, Sewell J, Antony A, Ramdave S, Lau LHW. Isolated Lower Limb Vasculitis Following SARS-CoV-2 Infection: A Case Report. Cureus 2024; 16:e71492. [PMID: 39544610 PMCID: PMC11561148 DOI: 10.7759/cureus.71492] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/14/2024] [Indexed: 11/17/2024] Open
Abstract
Vasculitis is an autoimmune disease defined by inflammation within blood vessels, typically manifesting systemically with multi-organ complications and clinical features. Isolated vasculitis itself, however, is extremely rare and not characteristically based on the pathophysiology of the condition. Whilst there have been cases of isolated vasculitis in large-medium vessels (e.g. the aorta, subclavian, axillary, and/or femoral arteries) documented in the literature, vasculitis isolated to medium to smaller vessels is much more infrequent and is the primary focus of the following case report. We present a case of a 70-year-old male three weeks post-severe acute respiratory syndrome coronavirus 2, presenting with nausea, loss of appetite, eight kilograms of weight loss, and bilateral anterior knee pain resulting in significant functional decline and requiring the use of a four-wheel walking frame. After extensive screening for pathological causes, the most significant findings were elevated C-reactive protein, erythrocyte sedimentation rate, and white cell count with a predominant neutrophilia. Numerous forms of imaging were undertaken, with fluorodeoxyglucose-positron emission tomography suggestive of vasculitis in medium and small vessels within the bilateral lower limbs. The patient was commenced on prednisolone and later methotrexate, with complete resolution of symptoms three and a half months later. Symptom resolution was compared with repeat fluorodeoxyglucose-positron emission tomography, which also demonstrated the resolution of lower limb vasculitis changes. In the absence of other identified precipitants, as well as with the patient having a continuously elevated multiplex polymerase chain reaction for severe acute respiratory syndrome coronavirus 2 during admission, it outlines a unique situation of such an infection being a potential trigger for isolated vasculitis in medium to small vessels. As this is not well expressed in the literature, it provides a basis for further research, whilst also assisting in the work-up of other patients who may present similarly.
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Affiliation(s)
| | - Maanasa Bandla
- Department of General Medicine, Monash Health, Melbourne, AUS
| | | | - Miriam Belhadfa
- Department of General Medicine, Monash Health, Melbourne, AUS
| | - Julia Sewell
- Department of Rheumatology, Monash Health, Melbourne, AUS
- Department of Rheumatology, Melbourne Health, Melbourne, AUS
| | - Anna Antony
- Department of Rheumatology, Monash Health, Melbourne, AUS
| | - Shakher Ramdave
- Department of Nuclear Medicine and Positron Emission Tomography, Monash Health, Melbourne, AUS
| | - Lik Hui W Lau
- Department of General Medicine, Monash Health, Melbourne, AUS
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Griffin I, Kundalia R, Steinberg B, Prodigios J, Verma N, Hochhegger B, Mohammed TL. Evaluating Acute Pulmonary Changes of Coronavirus 2019: Comparative Analysis of the Pertinent Modalities. Semin Ultrasound CT MR 2024; 45:288-297. [PMID: 38428620 DOI: 10.1053/j.sult.2024.02.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/03/2024]
Abstract
This review explores imaging's crucial role in acute Coronavirus Disease 2019 (COVID-19) assessment. High Resolution Computer Tomography is especially effective in detection of lung abnormalities. Chest radiography has limited utility in the initial stages of COVID-19 infection. Lung Ultrasound has emerged as a valuable, radiation-free tool in critical care, and Magnetic Resonance Imaging shows promise as a Computed Tomography alternative. Typical and atypical findings of COVID-19 by each of these modalities are discussed with emphasis on their prognostic value. Considerations for pediatric and immunocompromised cases are outlined. A comprehensive diagnostic approach is recommended, as radiological diagnosis remains challenging in the acute phase.
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Affiliation(s)
- Ian Griffin
- College of Medicine, University of Florida, Gainesville, FL.
| | - Ronak Kundalia
- College of Medicine, University of Florida, Gainesville, FL
| | | | - Joice Prodigios
- Department of Radiology, University of Florida, Gainesville, FL
| | - Nupur Verma
- Department of Radiology, Baystate Medical Center, Springfield, MA
| | - Bruno Hochhegger
- College of Medicine, University of Florida, Gainesville, FL; Department of Radiology, University of Florida, Gainesville, FL
| | - Tan L Mohammed
- Department of Radiology, New York University, New York, NY
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Kirby A, Graf D, Suchý M, Calvert ND, Charlton TA, Ben RN, Addison CL, Shuhendler A. It's a Trap! Aldolase-Prescribed C 4 Deoxyradiofluorination Affords Intracellular Trapping and the Tracing of Fructose Metabolism by PET. J Nucl Med 2024; 65:475-480. [PMID: 38272705 DOI: 10.2967/jnumed.123.266905] [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: 10/19/2023] [Revised: 12/06/2023] [Accepted: 12/06/2023] [Indexed: 01/27/2024] Open
Abstract
Fructose metabolism has been implicated in various diseases, including metabolic disorders, neurodegenerative disorders, cardiac disorders, and cancer. However, the limited availability of a quantitative imaging radiotracer has hindered its exploration in pathology and diagnostic imaging. Methods: We adopted a molecular design strategy based on the catalytic mechanism of aldolase, a key enzyme in fructolysis. We successfully synthesized a radiodeoxyfluorinated fructose analog, [18F]4-fluoro-4-deoxyfructose ([18F]4-FDF), in high molar activity. Results: Through heavy isotope tracing by mass spectrometry, we demonstrated that C4-deoxyfluorination of fructose led to effective trapping as fluorodeoxysorbitol and fluorodeoxyfructose-1-phosphate in vitro, unlike C1- and C6-fluorinated analogs that resulted in fluorolactate accumulation. This observation was consistent in vivo, where [18F]6-fluoro-6-deoxyfructose displayed substantial bone uptake due to metabolic processing whereas [18F]4-FDF did not. Importantly, [18F]4-FDF exhibited low uptake in healthy brain and heart tissues, known for their high glycolytic activity and background levels of [18F]FDG uptake. [18F]4-FDF PET/CT allowed for sensitive mapping of neuro- and cardioinflammatory responses to systemic lipopolysaccharide administration. Conclusion: Our study highlights the significance of aldolase-guided C4 radiodeoxyfluorination of fructose in enabling effective radiotracer trapping, overcoming limitations of C1 and C6 radioanalogs toward a clinically viable tool for imaging fructolysis in highly glycolytic tissues.
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Affiliation(s)
- Alexia Kirby
- Department of Biology, University of Ottawa, Ottawa, Ontario, Canada;
- Heart Institute, University of Ottawa, Ottawa, Ontario, Canada
| | - Dominic Graf
- Heart Institute, University of Ottawa, Ottawa, Ontario, Canada
- Department of Chemistry and Biomolecular Sciences, University of Ottawa, Ottawa, Ontario, Canada
| | - Mojmír Suchý
- Heart Institute, University of Ottawa, Ottawa, Ontario, Canada
- Department of Chemistry and Biomolecular Sciences, University of Ottawa, Ottawa, Ontario, Canada
| | - Nicholas D Calvert
- Heart Institute, University of Ottawa, Ottawa, Ontario, Canada
- Department of Chemistry and Biomolecular Sciences, University of Ottawa, Ottawa, Ontario, Canada
| | | | - Robert N Ben
- Heart Institute, University of Ottawa, Ottawa, Ontario, Canada
| | - Christina L Addison
- Program for Cancer Therapeutics, Ottawa Hospital Research Institute, Ottawa, Ontario, Canada
- Department of Medicine, University of Ottawa, Ottawa, Ontario, Canada
- Department of Biochemistry, Microbiology, and Immunology, University of Ottawa, Ottawa, Ontario, Canada; and
| | - Adam Shuhendler
- Department of Biology, University of Ottawa, Ottawa, Ontario, Canada;
- Heart Institute, University of Ottawa, Ottawa, Ontario, Canada
- Department of Chemistry and Biomolecular Sciences, University of Ottawa, Ottawa, Ontario, Canada
- Brain and Mind Research Institute, University of Ottawa, Ottawa, Ontario, Canada
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7
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Rohan T, Hložanka P, Dostál M, Macek T, Fojtík Z, Šprláková-Puková A, Keřkovský M. Significance of F-18 FDG PET/MRI in the search for the etiology of inflammation of unclear origin and fever of unknown origin. Eur J Radiol 2024; 171:111281. [PMID: 38219354 DOI: 10.1016/j.ejrad.2023.111281] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2023] [Revised: 11/07/2023] [Accepted: 12/28/2023] [Indexed: 01/16/2024]
Abstract
PURPOSE To evaluate the contribution of F-18 FDG-PET/MRI in the search for the etiology of the inflammation of unknown origin (IUO) and fever of unknown origin (FUO). MATERIAL AND METHODS The study included 104 patients who underwent F-18 FDG-PET/MRI for IUO or FUO. The sensitivity, specificity, predictive values of the PET/MRI findings in relation to the final diagnosis of IUO/FUO were evaluated. A five-point Likert scale was used to semiquantitatively assess the probability of the cause of IUO/FUO based on PET/MRI finding. Furthermore, clinical (fever, arthralgia, weight loss, night sweats, age) and laboratory (C-reactive protein, leukocytes) parameters were monitored and compared with the true positivity rate of PET/MRI. RESULTS In patients with definitively identified etiology of FUO and IUO, FDG-PET/MRI achieved a sensitivity of 96 %, specificity of 82 %, and positive and negative predictive values of 92 and 90 %. The cause of the IUO was determined in 71 patients (68.3 %). In 33 (31.7 %) patients, the etiology of IUO/FUO remained unknown, while in 25 (75.8 %) of them the symptoms resolved spontaneously and in 8 (24.2 %) patients they persisted without explanation even after 12 months of the follow-up. The most significant parameter in relation to subsequent PET/MRI finding was increased level of CRP, which was present in 96 % of true positive PET/MRI and normal CRP level was present in 56 % of true negative PET/MRI. CONCLUSION Based on this study, FDG-PET/MRI is a suitable alternative for the investigation of IUO/FUO, this imaging technique has a very high sensitivity and negative predictive value.
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Affiliation(s)
- Tomáš Rohan
- Department of Radiology and Nuclear Medicine, University Hospital Brno, Brno 625 00, Czechia; Department of Radiology and Nuclear Medicine, Medical Faculty, Masaryk University, Brno 625 00, Czechia
| | - Petr Hložanka
- Department of Radiology and Nuclear Medicine, University Hospital Brno, Brno 625 00, Czechia
| | - Marek Dostál
- Department of Radiology and Nuclear Medicine, University Hospital Brno, Brno 625 00, Czechia; Department of Biophysics, Medical Faculty, Masaryk University, Brno 625 00, Czechia.
| | - Tomáš Macek
- Department of Radiology and Nuclear Medicine, University Hospital Brno, Brno 625 00, Czechia; Department of Radiology and Nuclear Medicine, Medical Faculty, Masaryk University, Brno 625 00, Czechia
| | - Zdeněk Fojtík
- Internal Hematology and Oncology Clinic, University Hospital Brno, Brno 625 00, Czechia; Department of Internal Medicine, Hematology and Oncology, Medical Faculty, Masaryk University, Brno 625 00, Czechia
| | - Andrea Šprláková-Puková
- Department of Radiology and Nuclear Medicine, University Hospital Brno, Brno 625 00, Czechia; Department of Radiology and Nuclear Medicine, Medical Faculty, Masaryk University, Brno 625 00, Czechia
| | - Miloš Keřkovský
- Department of Radiology and Nuclear Medicine, University Hospital Brno, Brno 625 00, Czechia; Department of Radiology and Nuclear Medicine, Medical Faculty, Masaryk University, Brno 625 00, Czechia
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8
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Leek F, Anderson C, Robinson AP, Moss RM, Porter JC, Garthwaite HS, Groves AM, Hutton BF, Thielemans K. Optimisation of the air fraction correction for lung PET/CT: addressing resolution mismatch. EJNMMI Phys 2023; 10:77. [PMID: 38049611 PMCID: PMC10695904 DOI: 10.1186/s40658-023-00595-y] [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: 09/07/2023] [Accepted: 11/20/2023] [Indexed: 12/06/2023] Open
Abstract
BACKGROUND Increased pulmonary [Formula: see text]F-FDG metabolism in patients with idiopathic pulmonary fibrosis, and other forms of diffuse parenchymal lung disease, can predict measurements of health and lung physiology. To improve PET quantification, voxel-wise air fractions (AF) determined from CT can be used to correct for variable air content in lung PET/CT. However, resolution mismatches between PET and CT can cause artefacts in the AF-corrected image. METHODS Three methodologies for determining the optimal kernel to smooth the CT are compared with noiseless simulations and non-TOF MLEM reconstructions of a patient-realistic digital phantom: (i) the point source insertion-and-subtraction method, [Formula: see text]; (ii) AF-correcting with varyingly smoothed CT to achieve the lowest RMSE with respect to the ground truth (GT) AF-corrected volume of interest (VOI), [Formula: see text]; iii) smoothing the GT image to match the reconstruction within the VOI, [Formula: see text]. The methods were evaluated both using VOI-specific kernels, and a single global kernel optimised for the six VOIs combined. Furthermore, [Formula: see text] was implemented on thorax phantom data measured on two clinical PET/CT scanners with various reconstruction protocols. RESULTS The simulations demonstrated that at [Formula: see text] iterations (200 i), the kernel width was dependent on iteration number and VOI position in the lung. The [Formula: see text] method estimated a lower, more uniform, kernel width in all parts of the lung investigated. However, all three methods resulted in approximately equivalent AF-corrected VOI RMSEs (<10%) at [Formula: see text]200i. The insensitivity of AF-corrected quantification to kernel width suggests that a single global kernel could be used. For all three methodologies, the computed global kernel resulted in an AF-corrected lung RMSE <10% at [Formula: see text]200i, while larger lung RMSEs were observed for the VOI-specific kernels. The global kernel approach was then employed with the [Formula: see text] method on measured data. The optimally smoothed GT emission matched the reconstructed image well, both within the VOI and the lung background. VOI RMSE was <10%, pre-AFC, for all reconstructions investigated. CONCLUSIONS Simulations for non-TOF PET indicated that around 200i were needed to approach image resolution stability in the lung. In addition, at this iteration number, a single global kernel, determined from several VOIs, for AFC, performed well over the whole lung. The [Formula: see text] method has the potential to be used to determine the kernel for AFC from scans of phantoms on clinical scanners.
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Affiliation(s)
- Francesca Leek
- Institute of Nuclear Medicine, University College London Hospitals NHS Trust, London, UK.
- Nuclear Medicine Metrology, National Physical Laboratory, Teddington, UK.
| | - Cameron Anderson
- Institute of Nuclear Medicine, University College London Hospitals NHS Trust, London, UK
| | - Andrew P Robinson
- Nuclear Medicine Metrology, National Physical Laboratory, Teddington, UK
- Christie Medical Physics and Engineering, The Christie NHS Foundation Trust, Manchester, UK
- Schuster Laboratory, School of Physics and Astronomy, University of Manchester, Manchester, UK
| | - Robert M Moss
- Department of Medical Physics and Biomedical Engineering, University College London, London, UK
| | - Joanna C Porter
- UCL Respiratory, University College London and Interstitial Lung Disease Service, University College London Hospitals NHS Trust, London, UK
| | - Helen S Garthwaite
- UCL Respiratory, University College London and Interstitial Lung Disease Service, University College London Hospitals NHS Trust, London, UK
| | - Ashley M Groves
- Institute of Nuclear Medicine, University College London Hospitals NHS Trust, London, UK
| | - Brian F Hutton
- Institute of Nuclear Medicine, University College London Hospitals NHS Trust, London, UK
| | - Kris Thielemans
- Institute of Nuclear Medicine, University College London Hospitals NHS Trust, London, UK
- Centre for Medical Image Computing, University College London, London, UK
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9
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Han YH, Lee CS. FDG PET/CT in Hantavirus Hemorrhagic Fever With Renal Syndrome. Clin Nucl Med 2023; 48:1073-1075. [PMID: 37934706 PMCID: PMC10662585 DOI: 10.1097/rlu.0000000000004915] [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: 05/08/2023] [Revised: 08/21/2023] [Indexed: 11/09/2023]
Abstract
ABSTRACT A 58-year-old man with fever, myalgia, and dysuria was admitted to the hospital. Because of prolonged fever, FDG PET/CT was performed. Surprisingly, bilateral kidneys were rapidly enlarged for 5 days with the renal parenchyma showing intense hypermetabolism. FDG PET/CT demonstrated physiology of Hantavirus invading kidneys and causing nephritis. This case illustrates that FDG PET/CT could be the choice of image modality for diagnosis and treatment evaluation of patients suspected of hemorrhagic fever with renal syndrome. To the best of our knowledge, this is the first report of FDG PET/CT image for a patient with hemorrhagic fever with renal syndrome.
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Affiliation(s)
| | - Chang-Seop Lee
- Internal Medicine, Research Institute of Clinical Medicine of Jeonbuk National University-Biomedical Research Institute of Jeonbuk National University Hospital, Jeonbuk National University Medical School and Hospital, Jeonju, Jeonbuk, Republic of Korea
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10
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Casutt A, Lamoth F, Lortholary O, Prior JO, Tonglet A, Manuel O, Bergeron A, Beigelman-Aubry C. Atypical imaging patterns during lung invasive mould diseases: lessons for clinicians. Eur Respir Rev 2023; 32:230086. [PMID: 37758271 PMCID: PMC10523149 DOI: 10.1183/16000617.0086-2023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2023] [Accepted: 07/13/2023] [Indexed: 09/30/2023] Open
Abstract
Imaging of pulmonary invasive mould diseases (IMDs), which represents a cornerstone in their work-up, is mainly based on computed tomography (CT). The purpose of this review is to discuss their CT features, mainly those related to aspergillosis and mucormycosis. We will especially focus on atypical radiological presentations that are increasingly observed among non-neutropenic emerging populations of patients at risk, such as those receiving novel anticancer therapies or those in the intensive care unit. We will also discuss the interest of other available imaging techniques, mainly positron emission tomography/CT, that may play a role in the diagnosis as well as evaluation of disease extent and follow-up. We will show that any new airway-centred abnormality or caveated lesion should evoke IMDs in mildly immunocompromised hosts. Limitations in their recognition may be due to potential underlying abnormalities that increase the complexity of interpretation of lung imaging, as well as the non-specificity of imaging features. In this way, the differentials of all morphological/metabolic aspects must be kept in mind for the optimal management of patients, as well as the benefit of evaluation of the vascular status.
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Affiliation(s)
- Alessio Casutt
- Division of Pulmonology, Lausanne University Hospital (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland
- Division of Pulmonology, Ospedale Regionale di Lugano, Ente Ospedaliero Cantonale (EOC), Lugano, Switzerland
| | - Frédéric Lamoth
- Infectious Diseases Service, Department of Medicine, Lausanne University Hospital (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland
- Institute of Microbiology, Department of Laboratories, Lausanne University Hospital (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland
| | - Olivier Lortholary
- University Paris Cité, Necker Enfants Malades University Hospital, AP-HP, IHU Imagine, Paris, France
- Institut Pasteur, National Reference Center for Invasive Mycoses and Antifungals, Paris, France
| | - John O Prior
- Department of Nuclear Medicine and Molecular Imaging, Lausanne University Hospital (CHUV), Lausanne, Switzerland
| | - Andrea Tonglet
- Department of Diagnostic and Interventional Radiology, Lausanne University Hospital (CHUV), Lausanne, Switzerland
| | - Oriol Manuel
- Infectious Diseases Service, Department of Medicine, Lausanne University Hospital (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland
- Transplantation Center, Lausanne University Hospital (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland
| | - Anne Bergeron
- Department of Pulmonology, Geneva University Hospital, University of Geneva, Geneva, Switzerland
- A. Bergeron and C. Beigelman-Aubry contributed equally to this work
| | - Catherine Beigelman-Aubry
- Department of Diagnostic and Interventional Radiology, Lausanne University Hospital (CHUV), Lausanne, Switzerland
- A. Bergeron and C. Beigelman-Aubry contributed equally to this work
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11
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Pham D, Howard-Jones AR, Sparks R, Stefani M, Sivalingam V, Halliday CL, Beardsley J, Chen SCA. Epidemiology, Modern Diagnostics, and the Management of Mucorales Infections. J Fungi (Basel) 2023; 9:659. [PMID: 37367595 DOI: 10.3390/jof9060659] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2023] [Revised: 06/08/2023] [Accepted: 06/10/2023] [Indexed: 06/28/2023] Open
Abstract
Mucormycosis is an uncommon, yet deadly invasive fungal infection caused by the Mucorales moulds. These pathogens are a WHO-assigned high-priority pathogen group, as mucormycosis incidence is increasing, and there is unacceptably high mortality with current antifungal therapies. Current diagnostic methods have inadequate sensitivity and specificity and may have issues with accessibility or turnaround time. Patients with diabetes mellitus and immune compromise are predisposed to infection with these environmental fungi, but COVID-19 has established itself as a new risk factor. Mucorales also cause healthcare-associated outbreaks, and clusters associated with natural disasters have also been identified. Robust epidemiological surveillance into burden of disease, at-risk populations, and emerging pathogens is required. Emerging serological and molecular techniques may offer a faster route to diagnosis, while newly developed antifungal agents show promise in preliminary studies. Equitable access to these emerging diagnostic techniques and antifungal therapies will be key in identifying and treating mucormycosis, as delayed initiation of therapy is associated with higher mortality.
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Affiliation(s)
- David Pham
- Centre for Infectious Diseases & Microbiology, Westmead Hospital, Westmead, NSW 2170, Australia
| | - Annaleise R Howard-Jones
- Centre for Infectious Diseases & Microbiology Laboratory Services, NSW Health Pathology-Institute of Clinical Pathology & Medical Research, Westmead Hospital, Westmead, NSW 2170, Australia
- Faculty of Medicine & Health, University of Sydney, Camperdown, NSW 2006, Australia
- Sydney Institute for Infectious Diseases, University of Sydney, Sydney, NSW 2006, Australia
| | - Rebecca Sparks
- Douglass Hanly Moir Pathology, Sydney, NSW 2113, Australia
| | - Maurizio Stefani
- Centre for Infectious Diseases & Microbiology Laboratory Services, NSW Health Pathology-Institute of Clinical Pathology & Medical Research, Westmead Hospital, Westmead, NSW 2170, Australia
| | - Varsha Sivalingam
- Centre for Infectious Diseases & Microbiology Laboratory Services, NSW Health Pathology-Institute of Clinical Pathology & Medical Research, Westmead Hospital, Westmead, NSW 2170, Australia
| | - Catriona L Halliday
- Centre for Infectious Diseases & Microbiology Laboratory Services, NSW Health Pathology-Institute of Clinical Pathology & Medical Research, Westmead Hospital, Westmead, NSW 2170, Australia
| | - Justin Beardsley
- Centre for Infectious Diseases & Microbiology, Westmead Hospital, Westmead, NSW 2170, Australia
- Faculty of Medicine & Health, University of Sydney, Camperdown, NSW 2006, Australia
- Sydney Institute for Infectious Diseases, University of Sydney, Sydney, NSW 2006, Australia
- Westmead Institute for Medical Research, Sydney, NSW 2145, Australia
| | - Sharon C-A Chen
- Centre for Infectious Diseases & Microbiology Laboratory Services, NSW Health Pathology-Institute of Clinical Pathology & Medical Research, Westmead Hospital, Westmead, NSW 2170, Australia
- Faculty of Medicine & Health, University of Sydney, Camperdown, NSW 2006, Australia
- Sydney Institute for Infectious Diseases, University of Sydney, Sydney, NSW 2006, Australia
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12
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Cong Y, Lee JH, Perry DL, Cooper K, Wang H, Dixit S, Liu DX, Feuerstein IM, Solomon J, Bartos C, Seidel J, Hammoud DA, Adams R, Anthony SM, Liang J, Schuko N, Li R, Liu Y, Wang Z, Tarbet EB, Hischak AMW, Hart R, Isic N, Burdette T, Drawbaugh D, Huzella LM, Byrum R, Ragland D, St Claire MC, Wada J, Kurtz JR, Hensley LE, Schmaljohn CS, Holbrook MR, Johnson RF. Longitudinal analyses using 18F-Fluorodeoxyglucose positron emission tomography with computed tomography as a measure of COVID-19 severity in the aged, young, and humanized ACE2 SARS-CoV-2 hamster models. Antiviral Res 2023; 214:105605. [PMID: 37068595 PMCID: PMC10105383 DOI: 10.1016/j.antiviral.2023.105605] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2023] [Revised: 03/28/2023] [Accepted: 04/12/2023] [Indexed: 04/19/2023]
Abstract
This study compared disease progression of severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2) in three different models of golden hamsters: aged (≈60 weeks old) wild-type (WT), young (6 weeks old) WT, and adult (14-22 weeks old) hamsters expressing the human-angiotensin-converting enzyme 2 (hACE2) receptor. After intranasal (IN) exposure to the SARS-CoV-2 Washington isolate (WA01/2020), 2-deoxy-2-[fluorine-18]fluoro-D-glucose positron emission tomography with computed tomography (18F-FDG PET/CT) was used to monitor disease progression in near real time and animals were euthanized at pre-determined time points to directly compare imaging findings with other disease parameters associated with coronavirus disease 2019 (COVID-19). Consistent with histopathology, 18F-FDG-PET/CT demonstrated that aged WT hamsters exposed to 105 plaque forming units (PFU) developed more severe and protracted pneumonia than young WT hamsters exposed to the same (or lower) dose or hACE2 hamsters exposed to a uniformly lethal dose of virus. Specifically, aged WT hamsters presented with a severe interstitial pneumonia through 8 d post-exposure (PE), while pulmonary regeneration was observed in young WT hamsters at that time. hACE2 hamsters exposed to 100 or 10 PFU virus presented with a minimal to mild hemorrhagic pneumonia but succumbed to SARS-CoV-2-related meningoencephalitis by 6 d PE, suggesting that this model might allow assessment of SARS-CoV-2 infection on the central nervous system (CNS). Our group is the first to use (18F-FDG) PET/CT to differentiate respiratory disease severity ranging from mild to severe in three COVID-19 hamster models. The non-invasive, serial measure of disease progression provided by PET/CT makes it a valuable tool for animal model characterization.
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Affiliation(s)
- Yu Cong
- Integrated Research Facility at Fort Detrick, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Fort Detrick, Frederick, MD, USA
| | - Ji Hyun Lee
- Radiology and Imaging Sciences, Clinical Center, National Institute of Health, Bethesda, MD, USA
| | - Donna L Perry
- Integrated Research Facility at Fort Detrick, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Fort Detrick, Frederick, MD, USA
| | - Kurt Cooper
- Integrated Research Facility at Fort Detrick, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Fort Detrick, Frederick, MD, USA
| | - Hui Wang
- Integrated Research Facility at Fort Detrick, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Fort Detrick, Frederick, MD, USA
| | - Saurabh Dixit
- Integrated Research Facility at Fort Detrick, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Fort Detrick, Frederick, MD, USA
| | - David X Liu
- Integrated Research Facility at Fort Detrick, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Fort Detrick, Frederick, MD, USA
| | - Irwin M Feuerstein
- Integrated Research Facility at Fort Detrick, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Fort Detrick, Frederick, MD, USA
| | - Jeffrey Solomon
- Frederick National Laboratory for Cancer Research, Frederick, MD, USA
| | - Christopher Bartos
- Integrated Research Facility at Fort Detrick, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Fort Detrick, Frederick, MD, USA
| | - Jurgen Seidel
- Integrated Research Facility at Fort Detrick, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Fort Detrick, Frederick, MD, USA
| | - Dima A Hammoud
- Center for Infectious Disease Imaging, Radiology and Imaging Sciences, Clinical Center, National Institutes of Health, Bethesda, MD, USA
| | - Ricky Adams
- Integrated Research Facility at Fort Detrick, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Fort Detrick, Frederick, MD, USA
| | - Scott M Anthony
- Integrated Research Facility at Fort Detrick, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Fort Detrick, Frederick, MD, USA
| | - Janie Liang
- Integrated Research Facility at Fort Detrick, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Fort Detrick, Frederick, MD, USA
| | - Nicolette Schuko
- Integrated Research Facility at Fort Detrick, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Fort Detrick, Frederick, MD, USA
| | - Rong Li
- Department of Animal, Dairy, and Veterinary Sciences, Utah State University, Logan, UT, USA.
| | - Yanan Liu
- Department of Animal, Dairy, and Veterinary Sciences, Utah State University, Logan, UT, USA
| | - Zhongde Wang
- Department of Animal, Dairy, and Veterinary Sciences, Utah State University, Logan, UT, USA
| | - E Bart Tarbet
- Department of Animal, Dairy, and Veterinary Sciences, Utah State University, Logan, UT, USA
| | - Amanda M W Hischak
- Integrated Research Facility at Fort Detrick, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Fort Detrick, Frederick, MD, USA
| | - Randy Hart
- Integrated Research Facility at Fort Detrick, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Fort Detrick, Frederick, MD, USA
| | - Nejra Isic
- Integrated Research Facility at Fort Detrick, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Fort Detrick, Frederick, MD, USA
| | - Tracey Burdette
- Integrated Research Facility at Fort Detrick, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Fort Detrick, Frederick, MD, USA; Department of Animal, Dairy, and Veterinary Sciences, Utah State University, Logan, UT, USA
| | - David Drawbaugh
- Integrated Research Facility at Fort Detrick, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Fort Detrick, Frederick, MD, USA
| | - Louis M Huzella
- Integrated Research Facility at Fort Detrick, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Fort Detrick, Frederick, MD, USA
| | - Russell Byrum
- Integrated Research Facility at Fort Detrick, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Fort Detrick, Frederick, MD, USA
| | - Danny Ragland
- Integrated Research Facility at Fort Detrick, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Fort Detrick, Frederick, MD, USA
| | - Marisa C St Claire
- Integrated Research Facility at Fort Detrick, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Fort Detrick, Frederick, MD, USA
| | - Jiro Wada
- Integrated Research Facility at Fort Detrick, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Fort Detrick, Frederick, MD, USA
| | - Jonathan R Kurtz
- Integrated Research Facility at Fort Detrick, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Fort Detrick, Frederick, MD, USA
| | - Lisa E Hensley
- Integrated Research Facility at Fort Detrick, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Fort Detrick, Frederick, MD, USA
| | - Connie S Schmaljohn
- Integrated Research Facility at Fort Detrick, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Fort Detrick, Frederick, MD, USA
| | - Michael R Holbrook
- Integrated Research Facility at Fort Detrick, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Fort Detrick, Frederick, MD, USA.
| | - Reed F Johnson
- Integrated Research Facility at Fort Detrick, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Fort Detrick, Frederick, MD, USA; SARS-CoV-2 Virology Core Laboratory, Division of Intramural Research, National Institutes of Health, Bethesda, MD, USA.
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13
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Vaz N, Franquet E, Heidari P, Chow DZ, Jacene HA, Ng TSC. COVID-19: Findings in nuclear medicine from head to toe. Clin Imaging 2023; 99:10-18. [PMID: 37043868 PMCID: PMC10081937 DOI: 10.1016/j.clinimag.2023.04.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2022] [Accepted: 04/03/2023] [Indexed: 04/14/2023]
Abstract
COVID-19 is a multisystemic disease, and hence its potential manifestations on nuclear medicine imaging can extend beyond the lung. Therefore, it is important for the nuclear medicine physician to recognize these manifestations in the clinic. While FDG-PET/CT is not indicated routinely in COVID-19 evaluation, its unique capability to provide a functional and anatomical assessment of the entire body means that it can be a powerful tool to monitor acute, subacute, and long-term effects of COVID-19. Single-photon scintigraphy is routinely used to assess conditions such as pulmonary embolism, cardiac ischemia, and thyroiditis, and COVID-19 may present in these studies. The most common nuclear imaging finding of COVID-19 vaccination to date is hypermetabolic axillary lymphadenopathy. This may pose important diagnostic and management dilemmas in oncologic patients, particularly those with malignancies where the axilla constitutes a lymphatic drainage area. This article aims to summarize the relevant literature published since the beginning of the pandemic on the intersection between COVID-19 and nuclear medicine.
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Affiliation(s)
- Nuno Vaz
- Department of Radiology, Brigham and Women's Hospital, 75 Francis St, Boston, MA 02115, United States.
| | - Elisa Franquet
- Department of Radiology, Brigham and Women's Hospital, 75 Francis St, Boston, MA 02115, United States
| | - Pedram Heidari
- Department of Radiology, Massachusetts General Hospital, 55 Fruit St, Boston, MA 02114, United States
| | - David Z Chow
- Department of Radiology, Massachusetts General Hospital, 55 Fruit St, Boston, MA 02114, United States
| | - Heather A Jacene
- Department of Radiology, Brigham and Women's Hospital, 75 Francis St, Boston, MA 02115, United States
| | - Thomas S C Ng
- Department of Radiology, Massachusetts General Hospital, 55 Fruit St, Boston, MA 02114, United States
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14
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Griffin MT, Werner TJ, Alavi A, Revheim ME. The value of FDG-PET/CT imaging in the assessment, monitoring, and management of COVID-19. EUROPEAN PHYSICAL JOURNAL PLUS 2023; 138:283. [PMID: 37008755 PMCID: PMC10040919 DOI: 10.1140/epjp/s13360-023-03797-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/22/2022] [Accepted: 02/11/2023] [Indexed: 06/19/2023]
Abstract
The pathogenesis of Coronavirus Disease 2019 (COVID-19) involves cytokine-driven recruitment and accumulation of inflammatory cells at sites of infection. These activated neutrophils, monocytes, and effector T cells are highly glycolytic and thus appear as [18]F-labeled fluorodeoxyglucose (FDG) avid sites on positron emission tomography (PET) imaging. FDG-PET-computed tomography (FDG-PET/CT) is a highly sensitive modality for the detection, monitoring, and assessing response related to COVID-19 disease activity that holds significant clinical relevance. To date, concerns over cost, access, and undue radiation exposure have limited the use of FDG-PET/CT in COVID-19 to a small number of individuals where PET-based interventions were already indicated. In this review, we summarize the existing literature on the use of FDG-PET in the detection and monitoring of COVID-19 with particular focus on several areas of clinical relevance that warrant future research: (1) incidental early detection of subclinical COVID-19 in patients who have undergone FDG-PET for other underlying diseases, (2) standardized quantitative assessment of COVID-19 disease burden at specific points in time, and (3) analysis of FDG-PET/CT data leading to better characterization of COVID-19 pathogenesis. Employing FDG-PET/CT for these purposes may allow for the earliest detection of COVID-19-associated venous thromboembolism (VTE), standardized monitoring of disease progression and response to treatment, and better characterization of the acute and chronic complications of this disease.
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Affiliation(s)
- Matthew T. Griffin
- Drexel University College of Medicine, Philadelphia, PA USA
- Department of Radiology, University of Pennsylvania, Philadelphia, PA USA
| | - Thomas J. Werner
- Department of Radiology, University of Pennsylvania, Philadelphia, PA USA
| | - Abass Alavi
- Department of Radiology, University of Pennsylvania, Philadelphia, PA USA
| | - Mona-Elisabeth Revheim
- Division of Radiology and Nuclear Medicine, Oslo University Hospital, Postbox 4950, 0424 Nydalen, Oslo, Norway
- Faculty of Medicine, Institute of Clinical Medicine, University of Oslo, Postbox 1078, 0316 Blindern, Oslo, Norway
- The Intervention Center, Division of Technology and Innovation, Oslo University Hospital, Postbox 4950, 0424 Oslo, Norway
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15
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Singh R, Gupta V, Kumar A, Singh K. 2-Deoxy-D-Glucose: A Novel Pharmacological Agent for Killing Hypoxic Tumor Cells, Oxygen Dependence-Lowering in Covid-19, and Other Pharmacological Activities. Adv Pharmacol Pharm Sci 2023; 2023:9993386. [PMID: 36911357 PMCID: PMC9998157 DOI: 10.1155/2023/9993386] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2022] [Revised: 01/02/2023] [Accepted: 02/17/2023] [Indexed: 03/06/2023] Open
Abstract
The nonmetabolizable glucose analog 2-deoxy-D-glucose (2-DG) has shown promising pharmacological activities, including inhibition of cancerous cell growth and N-glycosylation. It has been used as a glycolysis inhibitor and as a potential energy restriction mimetic agent, inhibiting pathogen-associated molecular patterns. Radioisotope derivatives of 2-DG have applications as tracers. Recently, 2-DG has been used as an anti-COVID-19 drug to lower the need for supplemental oxygen. In the present review, various pharmaceutical properties of 2-DG are discussed.
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Affiliation(s)
- Raman Singh
- Division Chemistry & Toxicology, WTL-Clean and Renewable Energy Pvt. Ltd., New Delhi, India
| | - Vidushi Gupta
- Department of Chemistry, Indian Institute of Science Education and Research, Mohali, Punjab, India
| | - Antresh Kumar
- Department of Biochemistry, Central University of Haryana, Jant-Pali, Mahendergarh, Haryana 123031, India
| | - Kuldeep Singh
- Department of Applied Chemistry, Amity University Madhya Pradesh, Gwalior, MP 474005, India
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16
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Li X, Yin W, Li A, Li D, Gao X, Wang R, Cui B, Qiu S, Li R, Jia L, Zuo C, Zhang L, Li M. ACE2 PET to reveal the dynamic patterns of ACE2 recovery in an infection model with pseudocorona virus. J Med Virol 2023; 95:e28470. [PMID: 36606602 DOI: 10.1002/jmv.28470] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2022] [Revised: 11/27/2022] [Accepted: 12/25/2022] [Indexed: 01/07/2023]
Abstract
Due to the COVID-19 pandemic, a series of sequelae, such as fatigue, tachypnea, and ageusia, appeared in long COVID patients, but the pathological basis was still uncertain. The targeted radiopharmaceuticals were of potential to systemically and dynamically trace the pathological changes. For the key ACE2 protein in the virus-host interaction, 68 Ga-cyc-DX600 was developed on the basis of DX600 as a PET tracer of ACE2 fluctuation and maintained the ability in differentiating ACE and ACE2. In the temporary infection model inhaled with the radio-traceable pseudovirus in the upper respiratory tract of male humanized ACE2 (hACE2) mice, organ-specific ACE2 dysfunction in acute period and the following ACE2 recovery in a relatively long period was visualized and quantified by ACE2 PET, revealing a complex pattern of virus concentration-dependent degree and time period-dependent tendency of ACE2 recovery, mainly a sudden decrease of apparent ACE2 in the heart, liver, kidneys, lungs, and so on, but the liver was of a quick functional compensation on ACE2 expression after a temporary decrease. ACE2 expression of most organs has recovered to a normal level at 15 days post inhalation, with brain and genitals still of a decreased SUVACE2 ; meanwhile, kidneys were of an increased SUVACE2 . These findings on ACE2 PET were further verified by western blot. When compared with high-resolution computed tomography on structural changes and FDG PET on glycometabolism, ACE2 PET was superior in an earlier diagnostic window during infection and more comprehensive understanding of functional dysfunction post-infection. In the respective ACE2 PET/CT and ACE2 PET/MR scans of a volunteer, the repeatability of SUVACE2 and the ACE2 specificity were further confirmed. In conclusion, 68 Ga-cyc-DX600 was developed as an ACE2-specific tracer, and the corresponding ACE2 PET revealed the dynamic patterns of functional ACE2 recovery and provided a reference and approach to explore the ACE2-related pathological basis of sequelae in long COVID.
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Affiliation(s)
- Xiao Li
- Shanghai Institute of Applied Physics, Chinese Academy of Sciences, Shanghai, China.,University of Chinese Academy of Sciences, Beijing, China.,Department of Nuclear Medicine, Shanghai Changhai Hospital, Shanghai, China
| | - Wei Yin
- Department of Radiology, Shanghai Changhai Hospital, Shanghai, China
| | - Ao Li
- Department of Nuclear Medicine, Shanghai Changhai Hospital, Shanghai, China
| | - Danni Li
- Department of Nuclear Medicine, Shanghai Changhai Hospital, Shanghai, China
| | - Xiaolong Gao
- Department of Radiology, Luodian Hospital, Baoshan District, Shanghai, China
| | - Ruizhi Wang
- Department of Radiology, Huadong Hospital, Fudan University, Shanghai, China
| | - Bin Cui
- Department of Nuclear Medicine, Shanghai Changhai Hospital, Shanghai, China
| | - Shuang Qiu
- Department of Nuclear Medicine, Shanghai Changhai Hospital, Shanghai, China
| | - Rou Li
- Department of Nuclear Medicine, Shanghai Changhai Hospital, Shanghai, China
| | - Lina Jia
- Shanghai Institute of Applied Physics, Chinese Academy of Sciences, Shanghai, China
| | - Changjing Zuo
- Department of Nuclear Medicine, Shanghai Changhai Hospital, Shanghai, China
| | - Lan Zhang
- Shanghai Institute of Applied Physics, Chinese Academy of Sciences, Shanghai, China
| | - Ming Li
- Department of Radiology, Huadong Hospital, Fudan University, Shanghai, China
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17
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Elsakka A, Yeh R, Das J. The Clinical Utility of Molecular Imaging in COVID-19: An Update. Semin Nucl Med 2023; 53:98-106. [PMID: 36243572 PMCID: PMC9492514 DOI: 10.1053/j.semnuclmed.2022.09.002] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2022] [Revised: 09/14/2022] [Accepted: 09/15/2022] [Indexed: 01/28/2023]
Abstract
The novel pathogen severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) was first discovered in Wuhan, China in late 2019 with Coronavirus disease 2019 (COVID-19) declared a global pandemic in March 2020. Primarily involving the lungs, conventional imaging with chest radiography and CT can play a complementary role to RT-PCR in the initial diagnosis, and also in follow up of select patients. As a broader understanding of the multi-systemic nature of COVID-19 has evolved, a potential role for molecular imaging has developed, that may detect functional changes in advance of standard cross-sectional imaging. In this review, we highlight the evolving role of molecular imaging such as fluorine-18 (18F) fluorodeoxyglucose (FDG) with PET/CT and PET/MRI in the evaluation of both pulmonary and extra-pulmonary COVID-19, ventilation and perfusion scan with SPECT/CT for thromboembolic disease, long term follow-up of COVID-19 infection, and COVID-19 vaccine-related complications.
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Affiliation(s)
- Ahmed Elsakka
- Molecular Imaging and Therapy Service, Department of Radiology Memorial Sloan Kettering Cancer Center, New York, NY; Body Imaging Service, Department of Radiology Memorial Sloan Kettering Cancer Center, New York, NY
| | - Randy Yeh
- Molecular Imaging and Therapy Service, Department of Radiology Memorial Sloan Kettering Cancer Center, New York, NY.
| | - Jeeban Das
- Molecular Imaging and Therapy Service, Department of Radiology Memorial Sloan Kettering Cancer Center, New York, NY; Body Imaging Service, Department of Radiology Memorial Sloan Kettering Cancer Center, New York, NY
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Khalatbari H, Shulkin BL, Parisi MT. Emerging Trends in Radionuclide Imaging of Infection and Inflammation in Pediatrics: Focus on FDG PET/CT and Immune Reactivity. Semin Nucl Med 2023; 53:18-36. [PMID: 36307254 DOI: 10.1053/j.semnuclmed.2022.10.002] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2022] [Accepted: 10/06/2022] [Indexed: 11/06/2022]
Abstract
The most common indication for 18F-FDG PET/CT is tumor imaging, which may be performed for initial diagnosis, staging, therapeutic response monitoring, surveillance, or suspected recurrence. In the routine practice of pediatric nuclear medicine, most infectious, inflammatory, and autoimmune processes that are detected on 18F-FDG PET/CT imaging - except for imaging in fever or inflammation of unknown origin - are coincidental and not the main indication for image acquisition. However, interpreting these "coincidental" findings is of utmost importance to avoid erroneously attributing these findings to a neoplastic process. We review the recent literature on fever of unknown origin as well as inflammation of unknown origin in pediatrics and then focus on the 18F FDG PET/CT imaging findings seen in two specific entities with increased immune reactivity: hemophagocytic lymphohistiocytosis syndrome and the immune-related adverse events associated with checkpoint inhibitors. We will subsequently close with two sections highlighting related topics and relevant references for further reading.
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Affiliation(s)
- Hedieh Khalatbari
- Department of Radiology, Seattle Children's Hospital, Seattle, WA; Department of Radiology, University of Washington School of Medicine, Seattle, WA
| | - Barry L Shulkin
- Department of Diagnostic Radiology, St. Jude Children's Research Hospital, Memphis, TN.
| | - Marguerite T Parisi
- Department of Radiology, Seattle Children's Hospital, Seattle, WA; Department of Radiology, University of Washington School of Medicine, Seattle, WA
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19
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Increased Lung Immune Metabolic Activity in COVID-19 Survivors. Clin Nucl Med 2022; 47:1019-1025. [PMID: 36026599 PMCID: PMC9653065 DOI: 10.1097/rlu.0000000000004376] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
PURPOSE We quantified lung glycolytic metabolic activity, clinical symptoms and inflammation, coagulation, and endothelial activation biomarkers in 2019 coronavirus disease (COVID-19) pneumonia survivors. METHODS Adults previously hospitalized with moderate to severe COVID-19 pneumonia were prospectively included. Subjects filled out a questionnaire on clinical consequences, underwent chest CT and 18 F-FDG PET/CT, and provided blood samples on the same day. Forty-five volunteers served as control subjects. Analysis of CT images and quantitative voxel-based analysis of PET/CT images were performed for both groups. 18 F-FDG uptake in the whole-lung volume and in high- and low-attenuation areas was calculated and normalized to liver values. Quantification of plasma markers of inflammation (interleukin 6), d -dimer, and endothelial cell activation (angiopoietins 1 and 2, vascular cell adhesion molecule 1, and intercellular adhesion molecule 1) was also performed. RESULTS We enrolled 53 COVID-19 survivors (62.3% were male; median age, 50 years). All survivors reported at least 1 persistent symptom, and 41.5% reported more than 6 symptoms. The mean lung density was greater in survivors than in control subjects, and more metabolic activity was observed in normal and dense lung areas, even months after symptom onset. Plasma proinflammatory, coagulation, and endothelial activation biomarker concentrations were also significantly higher in survivors. CONCLUSION We observed more metabolic activity in areas of high and normal lung attenuation several months after moderate to severe COVID-19 pneumonia. In addition, plasma markers of thromboinflammation and endothelial activation persisted. These findings may have implications for our understanding of the in vivo pathogenesis and long-lasting effects of COVID-19 pneumonia.
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Lehloenya RJ. Disease severity and status in Stevens–Johnson syndrome and toxic epidermal necrolysis: Key knowledge gaps and research needs. Front Med (Lausanne) 2022; 9:901401. [PMID: 36172538 PMCID: PMC9510751 DOI: 10.3389/fmed.2022.901401] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2022] [Accepted: 07/18/2022] [Indexed: 11/26/2022] Open
Abstract
Stevens–Johnson syndrome and toxic epidermal necrolysis (SJS/TEN) are on a spectrum of cutaneous drug reactions characterized by pan-epidermal necrosis with SJS affecting < 10% of body surface area (BSA), TEN > 30%, and SJS/TEN overlap between 10 and 30%. Severity-of-illness score for toxic epidermal necrolysis (SCORTEN) is a validated tool to predict mortality rates based on age, heart rate, BSA, malignancy and serum urea, bicarbonate, and glucose. Despite improved understanding, SJS/TEN mortality remains constant and therapeutic interventions are not universally accepted for a number of reasons, including rarity of SJS/TEN; inconsistent definition of cases, disease severity, and endpoints in studies; low efficacy of interventions; and variations in treatment protocols. Apart from mortality, none of the other endpoints used to evaluate interventions, including duration of hospitalization, is sufficiently standardized to be reproducible across cases and treatment centers. Some of the gaps in SJS/TEN research can be narrowed through international collaboration to harmonize research endpoints. A case is made for an urgent international collaborative effort to develop consensus on definitions of endpoints such as disease status, progression, cessation, and complete re-epithelialization in interventional studies. The deficiencies of using BSA as the sole determinant of SJS/TEN severity, excluding internal organ involvement and extension of skin necrosis beyond the epidermis, are discussed and the role these factors play on time to healing and mortality beyond the acute stage is highlighted. The potential role of artificial intelligence, biomarkers, and PET/CT scan with radiolabeled glucose as markers of disease status, activity, and therapeutic response is also discussed.
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Affiliation(s)
- Rannakoe J. Lehloenya
- Division of Dermatology, Department of Medicine, University of Cape Town, Cape Town, South Africa
- Combined Drug Allergy Clinic, Groote Schuur Hospital, Cape Town, South Africa
- *Correspondence: Rannakoe J. Lehloenya, ; orcid.org/0000-0002-1281-1789
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COVID-19-Associated Pulmonary Mucormycosis. J Fungi (Basel) 2022; 8:jof8070711. [PMID: 35887466 PMCID: PMC9315775 DOI: 10.3390/jof8070711] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2022] [Revised: 06/30/2022] [Accepted: 07/01/2022] [Indexed: 12/21/2022] Open
Abstract
COVID-19-associated mucormycosis (CAM) emerged as an epidemic in certain parts of the world amidst the global COVID-19 pandemic. While rhino–orbital mucormycosis was well reported during the pandemic, in the absence of routine diagnostic facilities including lower airway sampling, pulmonary mucormycosis was probably under-recognized. In this review, we have focused on the epidemiology and management of COVID-19-associated pulmonary mucormycosis (CAPM). CAPM is a deadly disease and mortality can be as high as 80% in the absence of early clinical suspicion and treatment. While histopathological examination of tissue for angio-invasion and cultures have remained gold standard for diagnosis, there is an increasing interest in molecular and serological methods to facilitate diagnosis in critically ill patients and often, immune-suppressed hosts who cannot readily undergo invasive sampling. Combined medical and surgical treatment offers more promise than standalone medical therapy. Maintaining adequate glycemic control and prudent use of steroids which can be a double-edged sword in COVID-19 patients are the key preventative measures. We would like to emphasize the urgent need for the development and validation of reliable biomarkers and molecular diagnostics to facilitate early diagnosis.
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22
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Eibschutz LS, Flors L, Taravat F, Gholamrezanezhad A. Imaging Approach to Disease of the Pleura. Semin Nucl Med 2022; 52:797-805. [PMID: 35738911 DOI: 10.1053/j.semnuclmed.2022.04.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2022] [Revised: 04/21/2022] [Accepted: 04/21/2022] [Indexed: 11/11/2022]
Abstract
Diseases of pleura are not only common but also have a significant impact on patients' outcomes. While early detection and treatment are imperative in reducing this burden, many pleural entities present similarly, thus posing a diagnostic dilemma for radiologists requiring critical further workup. While chest radiography, CT, and image-guided thoracentesis are primarily utilized as the initial imaging techniques for the workup of pleural diseases, MRI, and FDG-PET/CT are also frequently employed to investigate the root cause of pleural abnormalities. By elucidating the common imaging features of neoplastic, inflammatory, and infectious pleural pathologies, clinicians can quickly and easily differentiate the various pleural diseases, rapidly reach the correct diagnosis, and ultimately improve patient outcomes.
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Affiliation(s)
- Liesl S Eibschutz
- Department of Radiology, Keck School of Medicine, University of Southern California (USC), Los Angeles, CA
| | - Lucia Flors
- Department of Radiology, Keck School of Medicine, University of Southern California (USC), Los Angeles, CA
| | - Farzaneh Taravat
- Department of Radiology, Keck School of Medicine, University of Southern California (USC), Los Angeles, CA
| | - Ali Gholamrezanezhad
- Department of Radiology, Keck School of Medicine, University of Southern California (USC), Los Angeles, CA.
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Abstract
AbstractAspergillosis is one of the most frequent fungal infections, whose morbidity can be life-threatening, especially in some categories of patients such as immunocompromised ones. It can have various clinical presentation scenarios and should be considered when making differential diagnosis in patients with pulmonary and extrapulmonary involvement. 18F-FDG PET/CT is a whole-body diagnostic technique that can help in the study of the disease, guiding the patient management thanks to the possibility to recognize infection sites and extension. The aim of this manuscript is to provide an overview of the wide spectrum of disease presentation. Literature regarding 18F-FDG PET/CT in histologically confirmed aspergillosis cases has been revised to describe all its possible features, both usual and unusual to guide imaging interpretation. 18F-FDG PET/CT is a diagnostic tool that can help in the recognition of the heterogenous infection’s presentation, allowing the clinicians to make a prompt diagnosis and to have the most accurate management of the disease. Furthermore, other PET/CT radiopharmaceutical role in Aspergillosis imaging study have been presented.
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Bouchelouche K, Sathekge MM. Letter from the Editors. Semin Nucl Med 2022; 52:1-3. [PMID: 34865688 PMCID: PMC8639211 DOI: 10.1053/j.semnuclmed.2021.08.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
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