Cargando…

Spatial maps of prostate cancer transcriptomes reveal an unexplored landscape of heterogeneity

Intra-tumor heterogeneity is one of the biggest challenges in cancer treatment today. Here we investigate tissue-wide gene expression heterogeneity throughout a multifocal prostate cancer using the spatial transcriptomics (ST) technology. Utilizing a novel approach for deconvolution, we analyze the...

Descripción completa

Detalles Bibliográficos
Autores principales: Berglund, Emelie, Maaskola, Jonas, Schultz, Niklas, Friedrich, Stefanie, Marklund, Maja, Bergenstråhle, Joseph, Tarish, Firas, Tanoglidi, Anna, Vickovic, Sanja, Larsson, Ludvig, Salmén, Fredrik, Ogris, Christoph, Wallenborg, Karolina, Lagergren, Jens, Ståhl, Patrik, Sonnhammer, Erik, Helleday, Thomas, Lundeberg, Joakim
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6010471/
https://www.ncbi.nlm.nih.gov/pubmed/29925878
http://dx.doi.org/10.1038/s41467-018-04724-5
_version_ 1783333584571990016
author Berglund, Emelie
Maaskola, Jonas
Schultz, Niklas
Friedrich, Stefanie
Marklund, Maja
Bergenstråhle, Joseph
Tarish, Firas
Tanoglidi, Anna
Vickovic, Sanja
Larsson, Ludvig
Salmén, Fredrik
Ogris, Christoph
Wallenborg, Karolina
Lagergren, Jens
Ståhl, Patrik
Sonnhammer, Erik
Helleday, Thomas
Lundeberg, Joakim
author_facet Berglund, Emelie
Maaskola, Jonas
Schultz, Niklas
Friedrich, Stefanie
Marklund, Maja
Bergenstråhle, Joseph
Tarish, Firas
Tanoglidi, Anna
Vickovic, Sanja
Larsson, Ludvig
Salmén, Fredrik
Ogris, Christoph
Wallenborg, Karolina
Lagergren, Jens
Ståhl, Patrik
Sonnhammer, Erik
Helleday, Thomas
Lundeberg, Joakim
author_sort Berglund, Emelie
collection PubMed
description Intra-tumor heterogeneity is one of the biggest challenges in cancer treatment today. Here we investigate tissue-wide gene expression heterogeneity throughout a multifocal prostate cancer using the spatial transcriptomics (ST) technology. Utilizing a novel approach for deconvolution, we analyze the transcriptomes of nearly 6750 tissue regions and extract distinct expression profiles for the different tissue components, such as stroma, normal and PIN glands, immune cells and cancer. We distinguish healthy and diseased areas and thereby provide insight into gene expression changes during the progression of prostate cancer. Compared to pathologist annotations, we delineate the extent of cancer foci more accurately, interestingly without link to histological changes. We identify gene expression gradients in stroma adjacent to tumor regions that allow for re-stratification of the tumor microenvironment. The establishment of these profiles is the first step towards an unbiased view of prostate cancer and can serve as a dictionary for future studies.
format Online
Article
Text
id pubmed-6010471
institution National Center for Biotechnology Information
language English
publishDate 2018
publisher Nature Publishing Group UK
record_format MEDLINE/PubMed
spelling pubmed-60104712018-06-25 Spatial maps of prostate cancer transcriptomes reveal an unexplored landscape of heterogeneity Berglund, Emelie Maaskola, Jonas Schultz, Niklas Friedrich, Stefanie Marklund, Maja Bergenstråhle, Joseph Tarish, Firas Tanoglidi, Anna Vickovic, Sanja Larsson, Ludvig Salmén, Fredrik Ogris, Christoph Wallenborg, Karolina Lagergren, Jens Ståhl, Patrik Sonnhammer, Erik Helleday, Thomas Lundeberg, Joakim Nat Commun Article Intra-tumor heterogeneity is one of the biggest challenges in cancer treatment today. Here we investigate tissue-wide gene expression heterogeneity throughout a multifocal prostate cancer using the spatial transcriptomics (ST) technology. Utilizing a novel approach for deconvolution, we analyze the transcriptomes of nearly 6750 tissue regions and extract distinct expression profiles for the different tissue components, such as stroma, normal and PIN glands, immune cells and cancer. We distinguish healthy and diseased areas and thereby provide insight into gene expression changes during the progression of prostate cancer. Compared to pathologist annotations, we delineate the extent of cancer foci more accurately, interestingly without link to histological changes. We identify gene expression gradients in stroma adjacent to tumor regions that allow for re-stratification of the tumor microenvironment. The establishment of these profiles is the first step towards an unbiased view of prostate cancer and can serve as a dictionary for future studies. Nature Publishing Group UK 2018-06-20 /pmc/articles/PMC6010471/ /pubmed/29925878 http://dx.doi.org/10.1038/s41467-018-04724-5 Text en © The Author(s) 2018 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Berglund, Emelie
Maaskola, Jonas
Schultz, Niklas
Friedrich, Stefanie
Marklund, Maja
Bergenstråhle, Joseph
Tarish, Firas
Tanoglidi, Anna
Vickovic, Sanja
Larsson, Ludvig
Salmén, Fredrik
Ogris, Christoph
Wallenborg, Karolina
Lagergren, Jens
Ståhl, Patrik
Sonnhammer, Erik
Helleday, Thomas
Lundeberg, Joakim
Spatial maps of prostate cancer transcriptomes reveal an unexplored landscape of heterogeneity
title Spatial maps of prostate cancer transcriptomes reveal an unexplored landscape of heterogeneity
title_full Spatial maps of prostate cancer transcriptomes reveal an unexplored landscape of heterogeneity
title_fullStr Spatial maps of prostate cancer transcriptomes reveal an unexplored landscape of heterogeneity
title_full_unstemmed Spatial maps of prostate cancer transcriptomes reveal an unexplored landscape of heterogeneity
title_short Spatial maps of prostate cancer transcriptomes reveal an unexplored landscape of heterogeneity
title_sort spatial maps of prostate cancer transcriptomes reveal an unexplored landscape of heterogeneity
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6010471/
https://www.ncbi.nlm.nih.gov/pubmed/29925878
http://dx.doi.org/10.1038/s41467-018-04724-5
work_keys_str_mv AT berglundemelie spatialmapsofprostatecancertranscriptomesrevealanunexploredlandscapeofheterogeneity
AT maaskolajonas spatialmapsofprostatecancertranscriptomesrevealanunexploredlandscapeofheterogeneity
AT schultzniklas spatialmapsofprostatecancertranscriptomesrevealanunexploredlandscapeofheterogeneity
AT friedrichstefanie spatialmapsofprostatecancertranscriptomesrevealanunexploredlandscapeofheterogeneity
AT marklundmaja spatialmapsofprostatecancertranscriptomesrevealanunexploredlandscapeofheterogeneity
AT bergenstrahlejoseph spatialmapsofprostatecancertranscriptomesrevealanunexploredlandscapeofheterogeneity
AT tarishfiras spatialmapsofprostatecancertranscriptomesrevealanunexploredlandscapeofheterogeneity
AT tanoglidianna spatialmapsofprostatecancertranscriptomesrevealanunexploredlandscapeofheterogeneity
AT vickovicsanja spatialmapsofprostatecancertranscriptomesrevealanunexploredlandscapeofheterogeneity
AT larssonludvig spatialmapsofprostatecancertranscriptomesrevealanunexploredlandscapeofheterogeneity
AT salmenfredrik spatialmapsofprostatecancertranscriptomesrevealanunexploredlandscapeofheterogeneity
AT ogrischristoph spatialmapsofprostatecancertranscriptomesrevealanunexploredlandscapeofheterogeneity
AT wallenborgkarolina spatialmapsofprostatecancertranscriptomesrevealanunexploredlandscapeofheterogeneity
AT lagergrenjens spatialmapsofprostatecancertranscriptomesrevealanunexploredlandscapeofheterogeneity
AT stahlpatrik spatialmapsofprostatecancertranscriptomesrevealanunexploredlandscapeofheterogeneity
AT sonnhammererik spatialmapsofprostatecancertranscriptomesrevealanunexploredlandscapeofheterogeneity
AT helledaythomas spatialmapsofprostatecancertranscriptomesrevealanunexploredlandscapeofheterogeneity
AT lundebergjoakim spatialmapsofprostatecancertranscriptomesrevealanunexploredlandscapeofheterogeneity