Cargando…
Evaluating cellularity and structural connectivity on whole brain slides using a custom-made digital pathology pipeline
AIMS: In brain research, the histopathological examination of coronar whole-brain slides provides important insights into spatial disease characteristics. Regarding brain tumor research, this enables visualization of tumor heterogeneity, infiltration patterns and the relationship with the surroundin...
Autores principales: | , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier/North-Holland Biomedical Press
2019
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6269083/ https://www.ncbi.nlm.nih.gov/pubmed/30365968 http://dx.doi.org/10.1016/j.jneumeth.2018.10.029 |
_version_ | 1783376435244695552 |
---|---|
author | Roetzer, Thomas Leskovar, Konrad Peter, Nadine Furtner, Julia Muck, Martina Augustin, Marco Lichtenegger, Antonia Nowosielski, Martha Hainfellner, Johannes A. Baumann, Bernhard Woehrer, Adelheid |
author_facet | Roetzer, Thomas Leskovar, Konrad Peter, Nadine Furtner, Julia Muck, Martina Augustin, Marco Lichtenegger, Antonia Nowosielski, Martha Hainfellner, Johannes A. Baumann, Bernhard Woehrer, Adelheid |
author_sort | Roetzer, Thomas |
collection | PubMed |
description | AIMS: In brain research, the histopathological examination of coronar whole-brain slides provides important insights into spatial disease characteristics. Regarding brain tumor research, this enables visualization of tumor heterogeneity, infiltration patterns and the relationship with the surrounding brain parenchyma. The precise correlation between radiological imaging and post-mortem brains is of special interest. NEW METHOD: We developed a wide-field slide scanner, comprising a microscope, a high-precision remotely controllable x–y-stage, a camera and a computer workstation, for automatically scanning uncommonly large formats. We analyzed whole brain slides of three patients and constructed cellularity heatmaps and fiber tract maps using a custom-made image processing pipeline. RESULTS: The obtained cellularity heatmaps allow for distinguishing compact tumor (5714 ± 1786 cells/mm², mean ± standard deviation) from white matter (3581 ± 828 cells/mm²) and grey matter (2473 ± 716 cells/mm²). Compared to magnetic resonance imaging, the proposed histopathological work-up (i) reveals a larger zone of tumor infiltration around the compact tumor areas and (ii) shows how pre-existing tracts are displaced by the tumor bulk. Moreover, we highlight differences in the histological tumor growth pattern of two different radiological progression subtypes. COMPARISON WITH EXISTING METHOD(S): Compared to existing (commercial) solutions, our slide scanning solution is adaptable and cost-efficient. Moreover, we showcase potential clinical applications by mapping whole brain histology to magnetic resonance imaging. CONCLUSIONS: We herein provide instructions on how to (i) construct a custom-built slide scanner capable of scanning arbitrary slide formats, (ii) automatically evaluate the cell density and (iii) perform fiber tracking on whole brain slides. |
format | Online Article Text |
id | pubmed-6269083 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Elsevier/North-Holland Biomedical Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-62690832019-01-01 Evaluating cellularity and structural connectivity on whole brain slides using a custom-made digital pathology pipeline Roetzer, Thomas Leskovar, Konrad Peter, Nadine Furtner, Julia Muck, Martina Augustin, Marco Lichtenegger, Antonia Nowosielski, Martha Hainfellner, Johannes A. Baumann, Bernhard Woehrer, Adelheid J Neurosci Methods Article AIMS: In brain research, the histopathological examination of coronar whole-brain slides provides important insights into spatial disease characteristics. Regarding brain tumor research, this enables visualization of tumor heterogeneity, infiltration patterns and the relationship with the surrounding brain parenchyma. The precise correlation between radiological imaging and post-mortem brains is of special interest. NEW METHOD: We developed a wide-field slide scanner, comprising a microscope, a high-precision remotely controllable x–y-stage, a camera and a computer workstation, for automatically scanning uncommonly large formats. We analyzed whole brain slides of three patients and constructed cellularity heatmaps and fiber tract maps using a custom-made image processing pipeline. RESULTS: The obtained cellularity heatmaps allow for distinguishing compact tumor (5714 ± 1786 cells/mm², mean ± standard deviation) from white matter (3581 ± 828 cells/mm²) and grey matter (2473 ± 716 cells/mm²). Compared to magnetic resonance imaging, the proposed histopathological work-up (i) reveals a larger zone of tumor infiltration around the compact tumor areas and (ii) shows how pre-existing tracts are displaced by the tumor bulk. Moreover, we highlight differences in the histological tumor growth pattern of two different radiological progression subtypes. COMPARISON WITH EXISTING METHOD(S): Compared to existing (commercial) solutions, our slide scanning solution is adaptable and cost-efficient. Moreover, we showcase potential clinical applications by mapping whole brain histology to magnetic resonance imaging. CONCLUSIONS: We herein provide instructions on how to (i) construct a custom-built slide scanner capable of scanning arbitrary slide formats, (ii) automatically evaluate the cell density and (iii) perform fiber tracking on whole brain slides. Elsevier/North-Holland Biomedical Press 2019-01-01 /pmc/articles/PMC6269083/ /pubmed/30365968 http://dx.doi.org/10.1016/j.jneumeth.2018.10.029 Text en © 2018 The Author(s) http://creativecommons.org/licenses/by/4.0/ This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Roetzer, Thomas Leskovar, Konrad Peter, Nadine Furtner, Julia Muck, Martina Augustin, Marco Lichtenegger, Antonia Nowosielski, Martha Hainfellner, Johannes A. Baumann, Bernhard Woehrer, Adelheid Evaluating cellularity and structural connectivity on whole brain slides using a custom-made digital pathology pipeline |
title | Evaluating cellularity and structural connectivity on whole brain slides using a custom-made digital pathology pipeline |
title_full | Evaluating cellularity and structural connectivity on whole brain slides using a custom-made digital pathology pipeline |
title_fullStr | Evaluating cellularity and structural connectivity on whole brain slides using a custom-made digital pathology pipeline |
title_full_unstemmed | Evaluating cellularity and structural connectivity on whole brain slides using a custom-made digital pathology pipeline |
title_short | Evaluating cellularity and structural connectivity on whole brain slides using a custom-made digital pathology pipeline |
title_sort | evaluating cellularity and structural connectivity on whole brain slides using a custom-made digital pathology pipeline |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6269083/ https://www.ncbi.nlm.nih.gov/pubmed/30365968 http://dx.doi.org/10.1016/j.jneumeth.2018.10.029 |
work_keys_str_mv | AT roetzerthomas evaluatingcellularityandstructuralconnectivityonwholebrainslidesusingacustommadedigitalpathologypipeline AT leskovarkonrad evaluatingcellularityandstructuralconnectivityonwholebrainslidesusingacustommadedigitalpathologypipeline AT peternadine evaluatingcellularityandstructuralconnectivityonwholebrainslidesusingacustommadedigitalpathologypipeline AT furtnerjulia evaluatingcellularityandstructuralconnectivityonwholebrainslidesusingacustommadedigitalpathologypipeline AT muckmartina evaluatingcellularityandstructuralconnectivityonwholebrainslidesusingacustommadedigitalpathologypipeline AT augustinmarco evaluatingcellularityandstructuralconnectivityonwholebrainslidesusingacustommadedigitalpathologypipeline AT lichteneggerantonia evaluatingcellularityandstructuralconnectivityonwholebrainslidesusingacustommadedigitalpathologypipeline AT nowosielskimartha evaluatingcellularityandstructuralconnectivityonwholebrainslidesusingacustommadedigitalpathologypipeline AT hainfellnerjohannesa evaluatingcellularityandstructuralconnectivityonwholebrainslidesusingacustommadedigitalpathologypipeline AT baumannbernhard evaluatingcellularityandstructuralconnectivityonwholebrainslidesusingacustommadedigitalpathologypipeline AT woehreradelheid evaluatingcellularityandstructuralconnectivityonwholebrainslidesusingacustommadedigitalpathologypipeline |