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Molecular portraits of colorectal cancer morphological regions
Heterogeneity of colorectal carcinoma (CRC) represents a major hurdle towards personalized medicine. Efforts based on whole tumor profiling demonstrated that the CRC molecular subtypes were associated with specific tumor morphological patterns representing tumor subregions. We hypothesize that whole...
Autores principales: | , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
eLife Sciences Publications, Ltd
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10642970/ https://www.ncbi.nlm.nih.gov/pubmed/37956043 http://dx.doi.org/10.7554/eLife.86655 |
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author | Budinská, Eva Hrivňáková, Martina Ivkovic, Tina Catela Madrzyk, Marie Nenutil, Rudolf Bencsiková, Beatrix Al Tukmachi, Dagmar Ručková, Michaela Zdražilová Dubská, Lenka Slabý, Ondřej Feit, Josef Dragomir, Mihnea-Paul Borilova Linhartova, Petra Tejpar, Sabine Popovici, Vlad |
author_facet | Budinská, Eva Hrivňáková, Martina Ivkovic, Tina Catela Madrzyk, Marie Nenutil, Rudolf Bencsiková, Beatrix Al Tukmachi, Dagmar Ručková, Michaela Zdražilová Dubská, Lenka Slabý, Ondřej Feit, Josef Dragomir, Mihnea-Paul Borilova Linhartova, Petra Tejpar, Sabine Popovici, Vlad |
author_sort | Budinská, Eva |
collection | PubMed |
description | Heterogeneity of colorectal carcinoma (CRC) represents a major hurdle towards personalized medicine. Efforts based on whole tumor profiling demonstrated that the CRC molecular subtypes were associated with specific tumor morphological patterns representing tumor subregions. We hypothesize that whole-tumor molecular descriptors depend on the morphological heterogeneity with significant impact on current molecular predictors. We investigated intra-tumor heterogeneity by morphology-guided transcriptomics to better understand the links between gene expression and tumor morphology represented by six morphological patterns (morphotypes): complex tubular, desmoplastic, mucinous, papillary, serrated, and solid/trabecular. Whole-transcriptome profiling by microarrays of 202 tumor regions (morphotypes, tumor-adjacent normal tissue, supportive stroma, and matched whole tumors) from 111 stage II-IV CRCs identified morphotype-specific gene expression profiles and molecular programs and differences in their cellular buildup. The proportion of cell types (fibroblasts, epithelial and immune cells) and differentiation of epithelial cells were the main drivers of the observed disparities with activation of EMT and TNF-α signaling in contrast to MYC and E2F targets signaling, defining major gradients of changes at molecular level. Several gene expression-based (including single-cell) classifiers, prognostic and predictive signatures were examined to study their behavior across morphotypes. Most exhibited important morphotype-dependent variability within same tumor sections, with regional predictions often contradicting the whole-tumor classification. The results show that morphotype-based tumor sampling allows the detection of molecular features that would otherwise be distilled in whole tumor profile, while maintaining histopathology context for their interpretation. This represents a practical approach at improving the reproducibility of expression profiling and, by consequence, of gene-based classifiers. |
format | Online Article Text |
id | pubmed-10642970 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | eLife Sciences Publications, Ltd |
record_format | MEDLINE/PubMed |
spelling | pubmed-106429702023-11-14 Molecular portraits of colorectal cancer morphological regions Budinská, Eva Hrivňáková, Martina Ivkovic, Tina Catela Madrzyk, Marie Nenutil, Rudolf Bencsiková, Beatrix Al Tukmachi, Dagmar Ručková, Michaela Zdražilová Dubská, Lenka Slabý, Ondřej Feit, Josef Dragomir, Mihnea-Paul Borilova Linhartova, Petra Tejpar, Sabine Popovici, Vlad eLife Cancer Biology Heterogeneity of colorectal carcinoma (CRC) represents a major hurdle towards personalized medicine. Efforts based on whole tumor profiling demonstrated that the CRC molecular subtypes were associated with specific tumor morphological patterns representing tumor subregions. We hypothesize that whole-tumor molecular descriptors depend on the morphological heterogeneity with significant impact on current molecular predictors. We investigated intra-tumor heterogeneity by morphology-guided transcriptomics to better understand the links between gene expression and tumor morphology represented by six morphological patterns (morphotypes): complex tubular, desmoplastic, mucinous, papillary, serrated, and solid/trabecular. Whole-transcriptome profiling by microarrays of 202 tumor regions (morphotypes, tumor-adjacent normal tissue, supportive stroma, and matched whole tumors) from 111 stage II-IV CRCs identified morphotype-specific gene expression profiles and molecular programs and differences in their cellular buildup. The proportion of cell types (fibroblasts, epithelial and immune cells) and differentiation of epithelial cells were the main drivers of the observed disparities with activation of EMT and TNF-α signaling in contrast to MYC and E2F targets signaling, defining major gradients of changes at molecular level. Several gene expression-based (including single-cell) classifiers, prognostic and predictive signatures were examined to study their behavior across morphotypes. Most exhibited important morphotype-dependent variability within same tumor sections, with regional predictions often contradicting the whole-tumor classification. The results show that morphotype-based tumor sampling allows the detection of molecular features that would otherwise be distilled in whole tumor profile, while maintaining histopathology context for their interpretation. This represents a practical approach at improving the reproducibility of expression profiling and, by consequence, of gene-based classifiers. eLife Sciences Publications, Ltd 2023-11-13 /pmc/articles/PMC10642970/ /pubmed/37956043 http://dx.doi.org/10.7554/eLife.86655 Text en © 2023, Budinská et al https://creativecommons.org/licenses/by/4.0/This article is distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use and redistribution provided that the original author and source are credited. |
spellingShingle | Cancer Biology Budinská, Eva Hrivňáková, Martina Ivkovic, Tina Catela Madrzyk, Marie Nenutil, Rudolf Bencsiková, Beatrix Al Tukmachi, Dagmar Ručková, Michaela Zdražilová Dubská, Lenka Slabý, Ondřej Feit, Josef Dragomir, Mihnea-Paul Borilova Linhartova, Petra Tejpar, Sabine Popovici, Vlad Molecular portraits of colorectal cancer morphological regions |
title | Molecular portraits of colorectal cancer morphological regions |
title_full | Molecular portraits of colorectal cancer morphological regions |
title_fullStr | Molecular portraits of colorectal cancer morphological regions |
title_full_unstemmed | Molecular portraits of colorectal cancer morphological regions |
title_short | Molecular portraits of colorectal cancer morphological regions |
title_sort | molecular portraits of colorectal cancer morphological regions |
topic | Cancer Biology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10642970/ https://www.ncbi.nlm.nih.gov/pubmed/37956043 http://dx.doi.org/10.7554/eLife.86655 |
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