Secreted breast tumor interstitial fluid microRNAs and their target genes are associated with triple-negative breast cancer, tumor grade, and immune infiltration

Abstract Background Studies on tumor-secreted microRNAs point to a functional role of these in cellular communication and reprogramming of the tumor microenvironment. Uptake of tumor-secreted microRNAs by neighboring cells may result in the silencing of mRNA targets and, in turn, modulation of the t...

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Main Authors: Thilde Terkelsen, Francesco Russo, Pavel Gromov, Vilde Drageset Haakensen, Søren Brunak, Irina Gromova, Anders Krogh, Elena Papaleo
Format: Article
Language:English
Published: BMC 2020-06-01
Series:Breast Cancer Research
Subjects:
Online Access:http://link.springer.com/article/10.1186/s13058-020-01295-6
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spelling doaj-1ed099dfd9024ac990537c391fee6e812021-04-02T18:09:01ZengBMCBreast Cancer Research1465-542X2020-06-0122113610.1186/s13058-020-01295-6Secreted breast tumor interstitial fluid microRNAs and their target genes are associated with triple-negative breast cancer, tumor grade, and immune infiltrationThilde Terkelsen0Francesco Russo1Pavel Gromov2Vilde Drageset Haakensen3Søren Brunak4Irina Gromova5Anders Krogh6Elena Papaleo7Computational Biology Laboratory, Danish Cancer Society Research CenterComputational Biology Laboratory, Danish Cancer Society Research CenterBreast Cancer Biology Group, Genome Integrity Unit, Danish Cancer Society Research CenterDepartment of Cancer Genetics, Institute for Cancer Research, Oslo University HospitalNovo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of CopenhagenBreast Cancer Biology Group, Genome Integrity Unit, Danish Cancer Society Research CenterUnit of Computational and RNA Biology, Department of Biology, University of CopenhagenComputational Biology Laboratory, Danish Cancer Society Research CenterAbstract Background Studies on tumor-secreted microRNAs point to a functional role of these in cellular communication and reprogramming of the tumor microenvironment. Uptake of tumor-secreted microRNAs by neighboring cells may result in the silencing of mRNA targets and, in turn, modulation of the transcriptome. Studying miRNAs externalized from tumors could improve cancer patient diagnosis and disease monitoring and help to pinpoint which miRNA-gene interactions are central for tumor properties such as invasiveness and metastasis. Methods Using a bioinformatics approach, we analyzed the profiles of secreted tumor and normal interstitial fluid (IF) microRNAs, from women with breast cancer (BC). We carried out differential abundance analysis (DAA), to obtain miRNAs, which were enriched or depleted in IFs, from patients with different clinical traits. Subsequently, miRNA family enrichment analysis was performed to assess whether any families were over-represented in the specific sets. We identified dysregulated genes in tumor tissues from the same cohort of patients and constructed weighted gene co-expression networks, to extract sets of co-expressed genes and co-abundant miRNAs. Lastly, we integrated miRNAs and mRNAs to obtain interaction networks and supported our findings using prediction tools and cancer gene databases. Results Network analysis showed co-expressed genes and miRNA regulators, associated with tumor lymphocyte infiltration. All of the genes were involved in immune system processes, and many had previously been associated with cancer immunity. A subset of these, BTLA, CXCL13, IL7R, LAMP3, and LTB, was linked to the presence of tertiary lymphoid structures and high endothelial venules within tumors. Co-abundant tumor interstitial fluid miRNAs within this network, including miR-146a and miR-494, were annotated as negative regulators of immune-stimulatory responses. One co-expression network encompassed differences between BC subtypes. Genes differentially co-expressed between luminal B and triple-negative breast cancer (TNBC) were connected with sphingolipid metabolism and predicted to be co-regulated by miR-23a. Co-expressed genes and TIF miRNAs associated with tumor grade were BTRC, CHST1, miR-10a/b, miR-107, miR-301a, and miR-454. Conclusion Integration of IF miRNAs and mRNAs unveiled networks associated with patient clinicopathological traits, and underlined molecular mechanisms, specific to BC sub-groups. Our results highlight the benefits of an integrative approach to biomarker discovery, placing secreted miRNAs within a biological context.http://link.springer.com/article/10.1186/s13058-020-01295-6Tumor interstitial fluidBreast cancerCo-expression analysisBiomarkerTumor-infiltrating lymphocytesTumor grade
collection DOAJ
language English
format Article
sources DOAJ
author Thilde Terkelsen
Francesco Russo
Pavel Gromov
Vilde Drageset Haakensen
Søren Brunak
Irina Gromova
Anders Krogh
Elena Papaleo
spellingShingle Thilde Terkelsen
Francesco Russo
Pavel Gromov
Vilde Drageset Haakensen
Søren Brunak
Irina Gromova
Anders Krogh
Elena Papaleo
Secreted breast tumor interstitial fluid microRNAs and their target genes are associated with triple-negative breast cancer, tumor grade, and immune infiltration
Breast Cancer Research
Tumor interstitial fluid
Breast cancer
Co-expression analysis
Biomarker
Tumor-infiltrating lymphocytes
Tumor grade
author_facet Thilde Terkelsen
Francesco Russo
Pavel Gromov
Vilde Drageset Haakensen
Søren Brunak
Irina Gromova
Anders Krogh
Elena Papaleo
author_sort Thilde Terkelsen
title Secreted breast tumor interstitial fluid microRNAs and their target genes are associated with triple-negative breast cancer, tumor grade, and immune infiltration
title_short Secreted breast tumor interstitial fluid microRNAs and their target genes are associated with triple-negative breast cancer, tumor grade, and immune infiltration
title_full Secreted breast tumor interstitial fluid microRNAs and their target genes are associated with triple-negative breast cancer, tumor grade, and immune infiltration
title_fullStr Secreted breast tumor interstitial fluid microRNAs and their target genes are associated with triple-negative breast cancer, tumor grade, and immune infiltration
title_full_unstemmed Secreted breast tumor interstitial fluid microRNAs and their target genes are associated with triple-negative breast cancer, tumor grade, and immune infiltration
title_sort secreted breast tumor interstitial fluid micrornas and their target genes are associated with triple-negative breast cancer, tumor grade, and immune infiltration
publisher BMC
series Breast Cancer Research
issn 1465-542X
publishDate 2020-06-01
description Abstract Background Studies on tumor-secreted microRNAs point to a functional role of these in cellular communication and reprogramming of the tumor microenvironment. Uptake of tumor-secreted microRNAs by neighboring cells may result in the silencing of mRNA targets and, in turn, modulation of the transcriptome. Studying miRNAs externalized from tumors could improve cancer patient diagnosis and disease monitoring and help to pinpoint which miRNA-gene interactions are central for tumor properties such as invasiveness and metastasis. Methods Using a bioinformatics approach, we analyzed the profiles of secreted tumor and normal interstitial fluid (IF) microRNAs, from women with breast cancer (BC). We carried out differential abundance analysis (DAA), to obtain miRNAs, which were enriched or depleted in IFs, from patients with different clinical traits. Subsequently, miRNA family enrichment analysis was performed to assess whether any families were over-represented in the specific sets. We identified dysregulated genes in tumor tissues from the same cohort of patients and constructed weighted gene co-expression networks, to extract sets of co-expressed genes and co-abundant miRNAs. Lastly, we integrated miRNAs and mRNAs to obtain interaction networks and supported our findings using prediction tools and cancer gene databases. Results Network analysis showed co-expressed genes and miRNA regulators, associated with tumor lymphocyte infiltration. All of the genes were involved in immune system processes, and many had previously been associated with cancer immunity. A subset of these, BTLA, CXCL13, IL7R, LAMP3, and LTB, was linked to the presence of tertiary lymphoid structures and high endothelial venules within tumors. Co-abundant tumor interstitial fluid miRNAs within this network, including miR-146a and miR-494, were annotated as negative regulators of immune-stimulatory responses. One co-expression network encompassed differences between BC subtypes. Genes differentially co-expressed between luminal B and triple-negative breast cancer (TNBC) were connected with sphingolipid metabolism and predicted to be co-regulated by miR-23a. Co-expressed genes and TIF miRNAs associated with tumor grade were BTRC, CHST1, miR-10a/b, miR-107, miR-301a, and miR-454. Conclusion Integration of IF miRNAs and mRNAs unveiled networks associated with patient clinicopathological traits, and underlined molecular mechanisms, specific to BC sub-groups. Our results highlight the benefits of an integrative approach to biomarker discovery, placing secreted miRNAs within a biological context.
topic Tumor interstitial fluid
Breast cancer
Co-expression analysis
Biomarker
Tumor-infiltrating lymphocytes
Tumor grade
url http://link.springer.com/article/10.1186/s13058-020-01295-6
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