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MRI/PET multimodal imaging of the innate immune response in skeletal muscle and draining lymph node post vaccination in rats
The goal of this study was to utilize a multimodal magnetic resonance imaging (MRI) and positron emission tomography (PET) imaging approach to assess the local innate immune response in skeletal muscle and draining lymph node following vaccination in rats using two different vaccine platforms (AS01...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9874296/ https://www.ncbi.nlm.nih.gov/pubmed/36713458 http://dx.doi.org/10.3389/fimmu.2022.1081156 |
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author | Madi, Saaussan Xie, Fang Farhangi, Kamyar Hsu, Chih-Yang Cheng, Shih-Hsun Aweda, Tolulope Radaram, Bhasker Slania, Stephanie Lambert, Tammy Rambo, Mary Skedzielewski, Tina Cole, Austin Sherina, Valeriia McKearnan, Shannon Tran, Hoang Alsaid, Hasan Doan, Minh Stokes, Alan H. O’Hagan, Derek T. Maruggi, Giulietta Bertholet, Sylvie Temmerman, Stéphane T. Johnson, Russell Jucker, Beat M. |
author_facet | Madi, Saaussan Xie, Fang Farhangi, Kamyar Hsu, Chih-Yang Cheng, Shih-Hsun Aweda, Tolulope Radaram, Bhasker Slania, Stephanie Lambert, Tammy Rambo, Mary Skedzielewski, Tina Cole, Austin Sherina, Valeriia McKearnan, Shannon Tran, Hoang Alsaid, Hasan Doan, Minh Stokes, Alan H. O’Hagan, Derek T. Maruggi, Giulietta Bertholet, Sylvie Temmerman, Stéphane T. Johnson, Russell Jucker, Beat M. |
author_sort | Madi, Saaussan |
collection | PubMed |
description | The goal of this study was to utilize a multimodal magnetic resonance imaging (MRI) and positron emission tomography (PET) imaging approach to assess the local innate immune response in skeletal muscle and draining lymph node following vaccination in rats using two different vaccine platforms (AS01 adjuvanted protein and lipid nanoparticle (LNP) encapsulated Self-Amplifying mRNA (SAM)). MRI and (18)FDG PET imaging were performed temporally at baseline, 4, 24, 48, and 72 hr post Prime and Prime-Boost vaccination in hindlimb with Cytomegalovirus (CMV) gB and pentamer proteins formulated with AS01, LNP encapsulated CMV gB protein-encoding SAM (CMV SAM), AS01 or with LNP carrier controls. Both CMV AS01 and CMV SAM resulted in a rapid MRI and PET signal enhancement in hindlimb muscles and draining popliteal lymph node reflecting innate and possibly adaptive immune response. MRI signal enhancement and total (18)FDG uptake observed in the hindlimb was greater in the CMV SAM vs CMV AS01 group (↑2.3 – 4.3-fold in AUC) and the MRI signal enhancement peak and duration were temporally shifted right in the CMV SAM group following both Prime and Prime-Boost administration. While cytokine profiles were similar among groups, there was good temporal correlation only between IL-6, IL-13, and MRI/PET endpoints. Imaging mass cytometry was performed on lymph node sections at 72 hr post Prime and Prime-Boost vaccination to characterize the innate and adaptive immune cell signatures. Cell proximity analysis indicated that each follicular dendritic cell interacted with more follicular B cells in the CMV AS01 than in the CMV SAM group, supporting the stronger humoral immune response observed in the CMV AS01 group. A strong correlation between lymph node MRI T2 value and nearest-neighbor analysis of follicular dendritic cell and follicular B cells was observed (r=0.808, P<0.01). These data suggest that spatiotemporal imaging data together with AI/ML approaches may help establish whether in vivo imaging biomarkers can predict local and systemic immune responses following vaccination. |
format | Online Article Text |
id | pubmed-9874296 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-98742962023-01-26 MRI/PET multimodal imaging of the innate immune response in skeletal muscle and draining lymph node post vaccination in rats Madi, Saaussan Xie, Fang Farhangi, Kamyar Hsu, Chih-Yang Cheng, Shih-Hsun Aweda, Tolulope Radaram, Bhasker Slania, Stephanie Lambert, Tammy Rambo, Mary Skedzielewski, Tina Cole, Austin Sherina, Valeriia McKearnan, Shannon Tran, Hoang Alsaid, Hasan Doan, Minh Stokes, Alan H. O’Hagan, Derek T. Maruggi, Giulietta Bertholet, Sylvie Temmerman, Stéphane T. Johnson, Russell Jucker, Beat M. Front Immunol Immunology The goal of this study was to utilize a multimodal magnetic resonance imaging (MRI) and positron emission tomography (PET) imaging approach to assess the local innate immune response in skeletal muscle and draining lymph node following vaccination in rats using two different vaccine platforms (AS01 adjuvanted protein and lipid nanoparticle (LNP) encapsulated Self-Amplifying mRNA (SAM)). MRI and (18)FDG PET imaging were performed temporally at baseline, 4, 24, 48, and 72 hr post Prime and Prime-Boost vaccination in hindlimb with Cytomegalovirus (CMV) gB and pentamer proteins formulated with AS01, LNP encapsulated CMV gB protein-encoding SAM (CMV SAM), AS01 or with LNP carrier controls. Both CMV AS01 and CMV SAM resulted in a rapid MRI and PET signal enhancement in hindlimb muscles and draining popliteal lymph node reflecting innate and possibly adaptive immune response. MRI signal enhancement and total (18)FDG uptake observed in the hindlimb was greater in the CMV SAM vs CMV AS01 group (↑2.3 – 4.3-fold in AUC) and the MRI signal enhancement peak and duration were temporally shifted right in the CMV SAM group following both Prime and Prime-Boost administration. While cytokine profiles were similar among groups, there was good temporal correlation only between IL-6, IL-13, and MRI/PET endpoints. Imaging mass cytometry was performed on lymph node sections at 72 hr post Prime and Prime-Boost vaccination to characterize the innate and adaptive immune cell signatures. Cell proximity analysis indicated that each follicular dendritic cell interacted with more follicular B cells in the CMV AS01 than in the CMV SAM group, supporting the stronger humoral immune response observed in the CMV AS01 group. A strong correlation between lymph node MRI T2 value and nearest-neighbor analysis of follicular dendritic cell and follicular B cells was observed (r=0.808, P<0.01). These data suggest that spatiotemporal imaging data together with AI/ML approaches may help establish whether in vivo imaging biomarkers can predict local and systemic immune responses following vaccination. Frontiers Media S.A. 2023-01-11 /pmc/articles/PMC9874296/ /pubmed/36713458 http://dx.doi.org/10.3389/fimmu.2022.1081156 Text en Copyright © 2023 Madi, Xie, Farhangi, Hsu, Cheng, Aweda, Radaram, Slania, Lambert, Rambo, Skedzielewski, Cole, Sherina, McKearnan, Tran, Alsaid, Doan, Stokes, O’Hagan, Maruggi, Bertholet, Temmerman, Johnson and Jucker https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Immunology Madi, Saaussan Xie, Fang Farhangi, Kamyar Hsu, Chih-Yang Cheng, Shih-Hsun Aweda, Tolulope Radaram, Bhasker Slania, Stephanie Lambert, Tammy Rambo, Mary Skedzielewski, Tina Cole, Austin Sherina, Valeriia McKearnan, Shannon Tran, Hoang Alsaid, Hasan Doan, Minh Stokes, Alan H. O’Hagan, Derek T. Maruggi, Giulietta Bertholet, Sylvie Temmerman, Stéphane T. Johnson, Russell Jucker, Beat M. MRI/PET multimodal imaging of the innate immune response in skeletal muscle and draining lymph node post vaccination in rats |
title | MRI/PET multimodal imaging of the innate immune response in skeletal muscle and draining lymph node post vaccination in rats |
title_full | MRI/PET multimodal imaging of the innate immune response in skeletal muscle and draining lymph node post vaccination in rats |
title_fullStr | MRI/PET multimodal imaging of the innate immune response in skeletal muscle and draining lymph node post vaccination in rats |
title_full_unstemmed | MRI/PET multimodal imaging of the innate immune response in skeletal muscle and draining lymph node post vaccination in rats |
title_short | MRI/PET multimodal imaging of the innate immune response in skeletal muscle and draining lymph node post vaccination in rats |
title_sort | mri/pet multimodal imaging of the innate immune response in skeletal muscle and draining lymph node post vaccination in rats |
topic | Immunology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9874296/ https://www.ncbi.nlm.nih.gov/pubmed/36713458 http://dx.doi.org/10.3389/fimmu.2022.1081156 |
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