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Gertsenshteyn I, Epel B, Ahluwalia A, Kim H, Fan X, Barth E, Zamora M, Markiewicz E, Tsai HM, Sundramoorthy S, Leoni L, Lukens J, Bhuiyan M, Freifelder R, Kucharski A, Giurcanu M, Roman BB, Karczmar G, Kao CM, Halpern H, Chen CT. The optimal 18F-fluoromisonidazole PET threshold to define tumor hypoxia in preclinical squamous cell carcinomas using pO 2 electron paramagnetic resonance imaging as reference truth. Eur J Nucl Med Mol Imaging 2022; 49:4014-4024. [PMID: 35792927 PMCID: PMC9529789 DOI: 10.1007/s00259-022-05889-4] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2022] [Accepted: 06/19/2022] [Indexed: 11/04/2022]
Abstract
PURPOSE To identify the optimal threshold in 18F-fluoromisonidazole (FMISO) PET images to accurately locate tumor hypoxia by using electron paramagnetic resonance imaging (pO2 EPRI) as ground truth for hypoxia, defined by pO2 [Formula: see text] 10 mmHg. METHODS Tumor hypoxia images in mouse models of SCCVII squamous cell carcinoma (n = 16) were acquired in a hybrid PET/EPRI imaging system 2 h post-injection of FMISO. T2-weighted MRI was used to delineate tumor and muscle tissue. Dynamic contrast enhanced (DCE) MRI parametric images of Ktrans and ve were generated to model tumor vascular properties. Images from PET/EPR/MRI were co-registered and resampled to isotropic 0.5 mm voxel resolution for analysis. PET images were converted to standardized uptake value (SUV) and tumor-to-muscle ratio (TMR) units. FMISO uptake thresholds were evaluated using receiver operating characteristic (ROC) curve analysis to find the optimal FMISO threshold and unit with maximum overall hypoxia similarity (OHS) with pO2 EPRI, where OHS = 1 shows perfect overlap and OHS = 0 shows no overlap. The means of dice similarity coefficient, normalized Hausdorff distance, and accuracy were used to define the OHS. Monotonic relationships between EPRI/PET/DCE-MRI were evaluated with the Spearman correlation coefficient ([Formula: see text]) to quantify association of vasculature on hypoxia imaged with both FMISO PET and pO2 EPRI. RESULTS FMISO PET thresholds to define hypoxia with maximum OHS (both OHS = 0.728 [Formula: see text] 0.2) were SUV [Formula: see text] 1.4 [Formula: see text] SUVmean and SUV [Formula: see text] 0.6 [Formula: see text] SUVmax. Weak-to-moderate correlations (|[Formula: see text]|< 0.70) were observed between PET/EPRI hypoxia images with vascular permeability (Ktrans) or fractional extracellular-extravascular space (ve) from DCE-MRI. CONCLUSION This is the first in vivo comparison of FMISO uptake with pO2 EPRI to identify the optimal FMISO threshold to define tumor hypoxia, which may successfully direct hypoxic tumor boosts in patients, thereby enhancing tumor control.
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Affiliation(s)
- Inna Gertsenshteyn
- Department of Radiology, The University of Chicago, Chicago, IL, USA
- Department of Radiation and Cellular Oncology, The University of Chicago, Chicago, IL, USA
- Center for EPR Imaging In Vivo Physiology, The University of Chicago, Chicago, IL, USA
| | - Boris Epel
- Department of Radiation and Cellular Oncology, The University of Chicago, Chicago, IL, USA
- Center for EPR Imaging In Vivo Physiology, The University of Chicago, Chicago, IL, USA
| | | | - Heejong Kim
- Department of Radiology, The University of Chicago, Chicago, IL, USA
| | - Xiaobing Fan
- Department of Radiology, The University of Chicago, Chicago, IL, USA
- Integrated Small Animal Imaging Research Resource, OSRF, The University of Chicago, Chicago, IL, USA
| | - Eugene Barth
- Department of Radiation and Cellular Oncology, The University of Chicago, Chicago, IL, USA
- Center for EPR Imaging In Vivo Physiology, The University of Chicago, Chicago, IL, USA
| | - Marta Zamora
- Department of Radiology, The University of Chicago, Chicago, IL, USA
- Integrated Small Animal Imaging Research Resource, OSRF, The University of Chicago, Chicago, IL, USA
| | - Erica Markiewicz
- Integrated Small Animal Imaging Research Resource, OSRF, The University of Chicago, Chicago, IL, USA
| | - Hsiu-Ming Tsai
- Integrated Small Animal Imaging Research Resource, OSRF, The University of Chicago, Chicago, IL, USA
| | - Subramanian Sundramoorthy
- Department of Radiation and Cellular Oncology, The University of Chicago, Chicago, IL, USA
- Center for EPR Imaging In Vivo Physiology, The University of Chicago, Chicago, IL, USA
| | - Lara Leoni
- Integrated Small Animal Imaging Research Resource, OSRF, The University of Chicago, Chicago, IL, USA
| | - John Lukens
- Department of Radiation and Cellular Oncology, The University of Chicago, Chicago, IL, USA
- Center for EPR Imaging In Vivo Physiology, The University of Chicago, Chicago, IL, USA
| | - Mohammed Bhuiyan
- Department of Radiology, The University of Chicago, Chicago, IL, USA
| | | | - Anna Kucharski
- Department of Radiology, The University of Chicago, Chicago, IL, USA
| | - Mihai Giurcanu
- Department of Public Health Sciences, The University of Chicago, Chicago, IL, USA
| | - Brian B Roman
- Department of Radiology, The University of Chicago, Chicago, IL, USA
- Integrated Small Animal Imaging Research Resource, OSRF, The University of Chicago, Chicago, IL, USA
| | - Gregory Karczmar
- Department of Radiology, The University of Chicago, Chicago, IL, USA
- Integrated Small Animal Imaging Research Resource, OSRF, The University of Chicago, Chicago, IL, USA
| | - Chien-Min Kao
- Department of Radiology, The University of Chicago, Chicago, IL, USA
- Integrated Small Animal Imaging Research Resource, OSRF, The University of Chicago, Chicago, IL, USA
| | - Howard Halpern
- Department of Radiation and Cellular Oncology, The University of Chicago, Chicago, IL, USA
- Center for EPR Imaging In Vivo Physiology, The University of Chicago, Chicago, IL, USA
| | - Chin-Tu Chen
- Department of Radiology, The University of Chicago, Chicago, IL, USA.
- Integrated Small Animal Imaging Research Resource, OSRF, The University of Chicago, Chicago, IL, USA.
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Gertsenshteyn I, Epel B, Barth E, Leoni L, Markiewicz E, Tsai HM, Fan X, Giurcanu M, Bodero D, Zamora M, Sundramoorthy S, Kim H, Freifelder R, Bhuiyan M, Kucharski A, Karczmar G, Kao CM, Halpern H, Chen CT. Improving Tumor Hypoxia Location in 18F-Misonidazole PET with Dynamic Contrast-enhanced MRI Using Quantitative Electron Paramagnetic Resonance Partial Oxygen Pressure Images. Radiol Imaging Cancer 2021; 3:e200104. [PMID: 33817651 PMCID: PMC8011450 DOI: 10.1148/rycan.2021200104] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2020] [Revised: 01/30/2021] [Accepted: 02/09/2021] [Indexed: 11/11/2022]
Abstract
Purpose To enhance the spatial accuracy of fluorine 18 (18F) misonidazole (MISO) PET imaging of hypoxia by using dynamic contrast-enhanced (DCE) MR images as a basis for modifying PET images and by using electron paramagnetic resonance (EPR) partial oxygen pressure (pO2) as the reference standard. Materials and Methods Mice (n = 10) with leg-borne MCa4 mammary carcinomas underwent EPR imaging, T2-weighted and DCE MRI, and 18F-MISO PET/CT. Images were registered to the same space for analysis. The thresholds of hypoxia for PET and EPR images were tumor-to-muscle ratios greater than or equal to 2.2 mm Hg and less than or equal to 14 mm Hg, respectively. The Dice similarity coefficient (DSC) and Hausdorff distance (d H ) were used to quantify the three-dimensional overlap of hypoxia between pO2 EPR and 18F-MISO PET images. A training subset (n = 6) was used to calculate optimal DCE MRI weighting coefficients to relate EPR to the PET signal; the group average weights were then applied to all tumors (from six training mice and four test mice). The DSC and d H were calculated before and after DCE MRI-corrected PET images were obtained to quantify the improvement in overlap with EPR pO2 images for measuring tumor hypoxia. Results The means and standard deviations of the DSC and d H between hypoxic regions in original PET and EPR images were 0.35 mm ± 0.23 and 5.70 mm ± 1.7, respectively, for images of all 10 mice. After implementing a preliminary DCE MRI correction to PET data, the DSC increased to 0.86 mm ± 0.18 and the d H decreased to 2.29 mm ± 0.70, showing significant improvement (P < .001) for images of all 10 mice. Specifically, for images of the four independent test mice, the DSC improved with correction from 0.19 ± 0.28 to 0.80 ± 0.29 (P = .02), and the d H improved from 6.40 mm ± 2.5 to 1.95 mm ± 0.63 (P = .01). Conclusion Using EPR information as a reference standard, DCE MRI information can be used to correct 18F-MISO PET information to more accurately reflect areas of hypoxia.Keywords: Animal Studies, Molecular Imaging, Molecular Imaging-Cancer, PET/CT, MR-Dynamic Contrast Enhanced, MR-Imaging, PET/MR, Breast, Oncology, Tumor Mircoenvironment, Electron Paramagnetic ResonanceSupplemental material is available for this article.© RSNA, 2021.
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Affiliation(s)
- Inna Gertsenshteyn
- From the Department of Radiology (I.G., X.F., H.K., R.F., M.B., A.K., G.K., C.M.K., C.T.C.), National Institutes of Health Center for Electron Paramagnetic Resonance Imaging in Vivo Physiology (I.G., B.E., E.B., D.B., S.S., H.H.), Department of Radiation and Cellular Oncology (I.G., B.E., E.B., D.B., H.H.), Integrated Small Animal Imaging Research Resource (L.L., E.M., H.M.T., X.F., D.B., M.Z., C.M.K., C.T.C.), and Department of Public Health Sciences (M.G.), University of Chicago, 5841 S Maryland Ave, MC-2026, Chicago, IL 60637
| | - Boris Epel
- From the Department of Radiology (I.G., X.F., H.K., R.F., M.B., A.K., G.K., C.M.K., C.T.C.), National Institutes of Health Center for Electron Paramagnetic Resonance Imaging in Vivo Physiology (I.G., B.E., E.B., D.B., S.S., H.H.), Department of Radiation and Cellular Oncology (I.G., B.E., E.B., D.B., H.H.), Integrated Small Animal Imaging Research Resource (L.L., E.M., H.M.T., X.F., D.B., M.Z., C.M.K., C.T.C.), and Department of Public Health Sciences (M.G.), University of Chicago, 5841 S Maryland Ave, MC-2026, Chicago, IL 60637
| | - Eugene Barth
- From the Department of Radiology (I.G., X.F., H.K., R.F., M.B., A.K., G.K., C.M.K., C.T.C.), National Institutes of Health Center for Electron Paramagnetic Resonance Imaging in Vivo Physiology (I.G., B.E., E.B., D.B., S.S., H.H.), Department of Radiation and Cellular Oncology (I.G., B.E., E.B., D.B., H.H.), Integrated Small Animal Imaging Research Resource (L.L., E.M., H.M.T., X.F., D.B., M.Z., C.M.K., C.T.C.), and Department of Public Health Sciences (M.G.), University of Chicago, 5841 S Maryland Ave, MC-2026, Chicago, IL 60637
| | - Lara Leoni
- From the Department of Radiology (I.G., X.F., H.K., R.F., M.B., A.K., G.K., C.M.K., C.T.C.), National Institutes of Health Center for Electron Paramagnetic Resonance Imaging in Vivo Physiology (I.G., B.E., E.B., D.B., S.S., H.H.), Department of Radiation and Cellular Oncology (I.G., B.E., E.B., D.B., H.H.), Integrated Small Animal Imaging Research Resource (L.L., E.M., H.M.T., X.F., D.B., M.Z., C.M.K., C.T.C.), and Department of Public Health Sciences (M.G.), University of Chicago, 5841 S Maryland Ave, MC-2026, Chicago, IL 60637
| | - Erica Markiewicz
- From the Department of Radiology (I.G., X.F., H.K., R.F., M.B., A.K., G.K., C.M.K., C.T.C.), National Institutes of Health Center for Electron Paramagnetic Resonance Imaging in Vivo Physiology (I.G., B.E., E.B., D.B., S.S., H.H.), Department of Radiation and Cellular Oncology (I.G., B.E., E.B., D.B., H.H.), Integrated Small Animal Imaging Research Resource (L.L., E.M., H.M.T., X.F., D.B., M.Z., C.M.K., C.T.C.), and Department of Public Health Sciences (M.G.), University of Chicago, 5841 S Maryland Ave, MC-2026, Chicago, IL 60637
| | - Hsiu-Ming Tsai
- From the Department of Radiology (I.G., X.F., H.K., R.F., M.B., A.K., G.K., C.M.K., C.T.C.), National Institutes of Health Center for Electron Paramagnetic Resonance Imaging in Vivo Physiology (I.G., B.E., E.B., D.B., S.S., H.H.), Department of Radiation and Cellular Oncology (I.G., B.E., E.B., D.B., H.H.), Integrated Small Animal Imaging Research Resource (L.L., E.M., H.M.T., X.F., D.B., M.Z., C.M.K., C.T.C.), and Department of Public Health Sciences (M.G.), University of Chicago, 5841 S Maryland Ave, MC-2026, Chicago, IL 60637
| | - Xiaobing Fan
- From the Department of Radiology (I.G., X.F., H.K., R.F., M.B., A.K., G.K., C.M.K., C.T.C.), National Institutes of Health Center for Electron Paramagnetic Resonance Imaging in Vivo Physiology (I.G., B.E., E.B., D.B., S.S., H.H.), Department of Radiation and Cellular Oncology (I.G., B.E., E.B., D.B., H.H.), Integrated Small Animal Imaging Research Resource (L.L., E.M., H.M.T., X.F., D.B., M.Z., C.M.K., C.T.C.), and Department of Public Health Sciences (M.G.), University of Chicago, 5841 S Maryland Ave, MC-2026, Chicago, IL 60637
| | - Mihai Giurcanu
- From the Department of Radiology (I.G., X.F., H.K., R.F., M.B., A.K., G.K., C.M.K., C.T.C.), National Institutes of Health Center for Electron Paramagnetic Resonance Imaging in Vivo Physiology (I.G., B.E., E.B., D.B., S.S., H.H.), Department of Radiation and Cellular Oncology (I.G., B.E., E.B., D.B., H.H.), Integrated Small Animal Imaging Research Resource (L.L., E.M., H.M.T., X.F., D.B., M.Z., C.M.K., C.T.C.), and Department of Public Health Sciences (M.G.), University of Chicago, 5841 S Maryland Ave, MC-2026, Chicago, IL 60637
| | - Darwin Bodero
- From the Department of Radiology (I.G., X.F., H.K., R.F., M.B., A.K., G.K., C.M.K., C.T.C.), National Institutes of Health Center for Electron Paramagnetic Resonance Imaging in Vivo Physiology (I.G., B.E., E.B., D.B., S.S., H.H.), Department of Radiation and Cellular Oncology (I.G., B.E., E.B., D.B., H.H.), Integrated Small Animal Imaging Research Resource (L.L., E.M., H.M.T., X.F., D.B., M.Z., C.M.K., C.T.C.), and Department of Public Health Sciences (M.G.), University of Chicago, 5841 S Maryland Ave, MC-2026, Chicago, IL 60637
| | - Marta Zamora
- From the Department of Radiology (I.G., X.F., H.K., R.F., M.B., A.K., G.K., C.M.K., C.T.C.), National Institutes of Health Center for Electron Paramagnetic Resonance Imaging in Vivo Physiology (I.G., B.E., E.B., D.B., S.S., H.H.), Department of Radiation and Cellular Oncology (I.G., B.E., E.B., D.B., H.H.), Integrated Small Animal Imaging Research Resource (L.L., E.M., H.M.T., X.F., D.B., M.Z., C.M.K., C.T.C.), and Department of Public Health Sciences (M.G.), University of Chicago, 5841 S Maryland Ave, MC-2026, Chicago, IL 60637
| | - Subramanian Sundramoorthy
- From the Department of Radiology (I.G., X.F., H.K., R.F., M.B., A.K., G.K., C.M.K., C.T.C.), National Institutes of Health Center for Electron Paramagnetic Resonance Imaging in Vivo Physiology (I.G., B.E., E.B., D.B., S.S., H.H.), Department of Radiation and Cellular Oncology (I.G., B.E., E.B., D.B., H.H.), Integrated Small Animal Imaging Research Resource (L.L., E.M., H.M.T., X.F., D.B., M.Z., C.M.K., C.T.C.), and Department of Public Health Sciences (M.G.), University of Chicago, 5841 S Maryland Ave, MC-2026, Chicago, IL 60637
| | - Heejong Kim
- From the Department of Radiology (I.G., X.F., H.K., R.F., M.B., A.K., G.K., C.M.K., C.T.C.), National Institutes of Health Center for Electron Paramagnetic Resonance Imaging in Vivo Physiology (I.G., B.E., E.B., D.B., S.S., H.H.), Department of Radiation and Cellular Oncology (I.G., B.E., E.B., D.B., H.H.), Integrated Small Animal Imaging Research Resource (L.L., E.M., H.M.T., X.F., D.B., M.Z., C.M.K., C.T.C.), and Department of Public Health Sciences (M.G.), University of Chicago, 5841 S Maryland Ave, MC-2026, Chicago, IL 60637
| | - Richard Freifelder
- From the Department of Radiology (I.G., X.F., H.K., R.F., M.B., A.K., G.K., C.M.K., C.T.C.), National Institutes of Health Center for Electron Paramagnetic Resonance Imaging in Vivo Physiology (I.G., B.E., E.B., D.B., S.S., H.H.), Department of Radiation and Cellular Oncology (I.G., B.E., E.B., D.B., H.H.), Integrated Small Animal Imaging Research Resource (L.L., E.M., H.M.T., X.F., D.B., M.Z., C.M.K., C.T.C.), and Department of Public Health Sciences (M.G.), University of Chicago, 5841 S Maryland Ave, MC-2026, Chicago, IL 60637
| | - Mohammed Bhuiyan
- From the Department of Radiology (I.G., X.F., H.K., R.F., M.B., A.K., G.K., C.M.K., C.T.C.), National Institutes of Health Center for Electron Paramagnetic Resonance Imaging in Vivo Physiology (I.G., B.E., E.B., D.B., S.S., H.H.), Department of Radiation and Cellular Oncology (I.G., B.E., E.B., D.B., H.H.), Integrated Small Animal Imaging Research Resource (L.L., E.M., H.M.T., X.F., D.B., M.Z., C.M.K., C.T.C.), and Department of Public Health Sciences (M.G.), University of Chicago, 5841 S Maryland Ave, MC-2026, Chicago, IL 60637
| | - Anna Kucharski
- From the Department of Radiology (I.G., X.F., H.K., R.F., M.B., A.K., G.K., C.M.K., C.T.C.), National Institutes of Health Center for Electron Paramagnetic Resonance Imaging in Vivo Physiology (I.G., B.E., E.B., D.B., S.S., H.H.), Department of Radiation and Cellular Oncology (I.G., B.E., E.B., D.B., H.H.), Integrated Small Animal Imaging Research Resource (L.L., E.M., H.M.T., X.F., D.B., M.Z., C.M.K., C.T.C.), and Department of Public Health Sciences (M.G.), University of Chicago, 5841 S Maryland Ave, MC-2026, Chicago, IL 60637
| | - Gregory Karczmar
- From the Department of Radiology (I.G., X.F., H.K., R.F., M.B., A.K., G.K., C.M.K., C.T.C.), National Institutes of Health Center for Electron Paramagnetic Resonance Imaging in Vivo Physiology (I.G., B.E., E.B., D.B., S.S., H.H.), Department of Radiation and Cellular Oncology (I.G., B.E., E.B., D.B., H.H.), Integrated Small Animal Imaging Research Resource (L.L., E.M., H.M.T., X.F., D.B., M.Z., C.M.K., C.T.C.), and Department of Public Health Sciences (M.G.), University of Chicago, 5841 S Maryland Ave, MC-2026, Chicago, IL 60637
| | - Chien-Min Kao
- From the Department of Radiology (I.G., X.F., H.K., R.F., M.B., A.K., G.K., C.M.K., C.T.C.), National Institutes of Health Center for Electron Paramagnetic Resonance Imaging in Vivo Physiology (I.G., B.E., E.B., D.B., S.S., H.H.), Department of Radiation and Cellular Oncology (I.G., B.E., E.B., D.B., H.H.), Integrated Small Animal Imaging Research Resource (L.L., E.M., H.M.T., X.F., D.B., M.Z., C.M.K., C.T.C.), and Department of Public Health Sciences (M.G.), University of Chicago, 5841 S Maryland Ave, MC-2026, Chicago, IL 60637
| | - Howard Halpern
- From the Department of Radiology (I.G., X.F., H.K., R.F., M.B., A.K., G.K., C.M.K., C.T.C.), National Institutes of Health Center for Electron Paramagnetic Resonance Imaging in Vivo Physiology (I.G., B.E., E.B., D.B., S.S., H.H.), Department of Radiation and Cellular Oncology (I.G., B.E., E.B., D.B., H.H.), Integrated Small Animal Imaging Research Resource (L.L., E.M., H.M.T., X.F., D.B., M.Z., C.M.K., C.T.C.), and Department of Public Health Sciences (M.G.), University of Chicago, 5841 S Maryland Ave, MC-2026, Chicago, IL 60637
| | - Chin-Tu Chen
- From the Department of Radiology (I.G., X.F., H.K., R.F., M.B., A.K., G.K., C.M.K., C.T.C.), National Institutes of Health Center for Electron Paramagnetic Resonance Imaging in Vivo Physiology (I.G., B.E., E.B., D.B., S.S., H.H.), Department of Radiation and Cellular Oncology (I.G., B.E., E.B., D.B., H.H.), Integrated Small Animal Imaging Research Resource (L.L., E.M., H.M.T., X.F., D.B., M.Z., C.M.K., C.T.C.), and Department of Public Health Sciences (M.G.), University of Chicago, 5841 S Maryland Ave, MC-2026, Chicago, IL 60637
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