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Local, Quantitative Morphometry of Fibroproliferative Lung Injury using Laminin

Investigations into the mechanisms of injury and repair in pulmonary fibrosis require consideration of the spatial heterogeneity inherent in the disease. Most scoring of fibrotic remodeling in preclinical animal models rely on the modified Ashcroft score, which is a semi-quantitative scoring rubric...

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Autores principales: Cox, Brendan P., Hannan, Riley T., Batrash, Noora, Sturek, Jeffrey M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cold Spring Harbor Laboratory 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10312677/
https://www.ncbi.nlm.nih.gov/pubmed/37398271
http://dx.doi.org/10.1101/2023.06.15.545119
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author Cox, Brendan P.
Hannan, Riley T.
Batrash, Noora
Sturek, Jeffrey M.
author_facet Cox, Brendan P.
Hannan, Riley T.
Batrash, Noora
Sturek, Jeffrey M.
author_sort Cox, Brendan P.
collection PubMed
description Investigations into the mechanisms of injury and repair in pulmonary fibrosis require consideration of the spatial heterogeneity inherent in the disease. Most scoring of fibrotic remodeling in preclinical animal models rely on the modified Ashcroft score, which is a semi-quantitative scoring rubric of macroscopic resolution. The obvious limitations inherent in manual pathohistological grading have generated an unmet need for unbiased, repeatable scoring of fibroproliferative burden in tissue. Using computer vision approaches on immunofluorescent imaging of the extracellular matrix (ECM) component laminin, we generate a robust and repeatable quantitative remodeling scorer (QRS). In the bleomycin lung injury model, QRS shows significant agreement with modified Ashcroft scoring with a significant Spearman coefficient r=0.768. This antibody-based approach is easily integrated into larger multiplex immunofluorescent experiments, which we demonstrate by testing the spatial apposition of tertiary lymphoid structures (TLS) to fibroproliferative tissue. The tool reported in this manuscript is available as a standalone application which is usable without programming knowledge.
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spelling pubmed-103126772023-07-01 Local, Quantitative Morphometry of Fibroproliferative Lung Injury using Laminin Cox, Brendan P. Hannan, Riley T. Batrash, Noora Sturek, Jeffrey M. bioRxiv Article Investigations into the mechanisms of injury and repair in pulmonary fibrosis require consideration of the spatial heterogeneity inherent in the disease. Most scoring of fibrotic remodeling in preclinical animal models rely on the modified Ashcroft score, which is a semi-quantitative scoring rubric of macroscopic resolution. The obvious limitations inherent in manual pathohistological grading have generated an unmet need for unbiased, repeatable scoring of fibroproliferative burden in tissue. Using computer vision approaches on immunofluorescent imaging of the extracellular matrix (ECM) component laminin, we generate a robust and repeatable quantitative remodeling scorer (QRS). In the bleomycin lung injury model, QRS shows significant agreement with modified Ashcroft scoring with a significant Spearman coefficient r=0.768. This antibody-based approach is easily integrated into larger multiplex immunofluorescent experiments, which we demonstrate by testing the spatial apposition of tertiary lymphoid structures (TLS) to fibroproliferative tissue. The tool reported in this manuscript is available as a standalone application which is usable without programming knowledge. Cold Spring Harbor Laboratory 2023-06-15 /pmc/articles/PMC10312677/ /pubmed/37398271 http://dx.doi.org/10.1101/2023.06.15.545119 Text en https://creativecommons.org/licenses/by-nc/4.0/This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License (https://creativecommons.org/licenses/by-nc/4.0/) , which allows reusers to distribute, remix, adapt, and build upon the material in any medium or format for noncommercial purposes only, and only so long as attribution is given to the creator.
spellingShingle Article
Cox, Brendan P.
Hannan, Riley T.
Batrash, Noora
Sturek, Jeffrey M.
Local, Quantitative Morphometry of Fibroproliferative Lung Injury using Laminin
title Local, Quantitative Morphometry of Fibroproliferative Lung Injury using Laminin
title_full Local, Quantitative Morphometry of Fibroproliferative Lung Injury using Laminin
title_fullStr Local, Quantitative Morphometry of Fibroproliferative Lung Injury using Laminin
title_full_unstemmed Local, Quantitative Morphometry of Fibroproliferative Lung Injury using Laminin
title_short Local, Quantitative Morphometry of Fibroproliferative Lung Injury using Laminin
title_sort local, quantitative morphometry of fibroproliferative lung injury using laminin
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10312677/
https://www.ncbi.nlm.nih.gov/pubmed/37398271
http://dx.doi.org/10.1101/2023.06.15.545119
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