Bulk and Single-Cell Profiling of Breast Tumors Identifies TREM-1 as a Dominant Immune Suppressive Marker Associated With Poor Outcomes

dc.contributor.authorPullikuth, Ashok K.
dc.contributor.authorRouth, Eric D.
dc.contributor.authorZimmerman, Kip D.
dc.contributor.authorChifman, Julia
dc.contributor.authorChou, Jeff W.
dc.contributor.authorSoike, Michael H.
dc.contributor.authorJin, Guangxu
dc.contributor.authorSu, Jing
dc.contributor.authorSong, Qianqian
dc.contributor.authorBlack, Michael A.
dc.contributor.authorPrint, Cristin
dc.contributor.authorBedognetti, Davide
dc.contributor.authorHoward-McNatt, Marissa
dc.contributor.authorO’Neill, Stacey S.
dc.contributor.authorThomas, Alexandra
dc.contributor.authorLangefeld, Carl D.
dc.contributor.authorSigalov, Alexander B.
dc.contributor.authorLu, Yong
dc.contributor.authorMiller, Lance D.
dc.contributor.departmentBiostatistics and Health Data Science, School of Medicineen_US
dc.date.accessioned2023-04-18T14:09:11Z
dc.date.available2023-04-18T14:09:11Z
dc.date.issued2021-12-08
dc.description.abstractBackground: Triggering receptor expressed on myeloid cells (TREM)-1 is a key mediator of innate immunity previously associated with the severity of inflammatory disorders, and more recently, the inferior survival of lung and liver cancer patients. Here, we investigated the prognostic impact and immunological correlates of TREM1 expression in breast tumors. Methods: Breast tumor microarray and RNAseq expression profiles (n=4,364 tumors) were analyzed for associations between gene expression, tumor immune subtypes, distant metastasis-free survival (DMFS) and clinical response to neoadjuvant chemotherapy (NAC). Single-cell (sc)RNAseq was performed using the 10X Genomics platform. Statistical associations were assessed by logistic regression, Cox regression, Kaplan-Meier analysis, Spearman correlation, Student's t-test and Chi-square test. Results: In pre-treatment biopsies, TREM1 and known TREM-1 inducible cytokines (IL1B, IL8) were discovered by a statistical ranking procedure as top genes for which high expression was associated with reduced response to NAC, but only in the context of immunologically "hot" tumors otherwise associated with a high NAC response rate. In surgical specimens, TREM1 expression varied among tumor molecular subtypes, with highest expression in the more aggressive subtypes (Basal-like, HER2-E). High TREM1 significantly and reproducibly associated with inferior distant metastasis-free survival (DMFS), independent of conventional prognostic markers. Notably, the association between high TREM1 and inferior DMFS was most prominent in the subset of immunogenic tumors that exhibited the immunologically hot phenotype and otherwise associated with superior DMFS. Further observations from bulk and single-cell RNAseq analyses indicated that TREM1 expression was significantly enriched in polymorphonuclear myeloid-derived suppressor cells (PMN-MDSCs) and M2-like macrophages, and correlated with downstream transcriptional targets of TREM-1 (IL8, IL-1B, IL6, MCP-1, SPP1, IL1RN, INHBA) which have been previously associated with pro-tumorigenic and immunosuppressive functions. Conclusions: Together, these findings indicate that increased TREM1 expression is prognostic of inferior breast cancer outcomes and may contribute to myeloid-mediated breast cancer progression and immune suppression.en_US
dc.eprint.versionFinal published versionen_US
dc.identifier.citationPullikuth AK, Routh ED, Zimmerman KD, et al. Bulk and Single-Cell Profiling of Breast Tumors Identifies TREM-1 as a Dominant Immune Suppressive Marker Associated With Poor Outcomes. Front Oncol. 2021;11:734959. Published 2021 Dec 8. doi:10.3389/fonc.2021.734959en_US
dc.identifier.urihttps://hdl.handle.net/1805/32478
dc.language.isoen_USen_US
dc.publisherFrontiers Mediaen_US
dc.relation.isversionof10.3389/fonc.2021.734959en_US
dc.relation.journalFrontiers in Oncologyen_US
dc.rightsAttribution 4.0 International*
dc.rights.urihttps://creativecommons.org/licenses/by/4.0*
dc.sourcePMCen_US
dc.subjectTREM-1en_US
dc.subjectTumor infiltrating myeloid cellsen_US
dc.subjectTranscriptomicsen_US
dc.subjectImmune signatureen_US
dc.subjectCytokinesen_US
dc.subjectBreast canceren_US
dc.subjectImmune suppressionen_US
dc.titleBulk and Single-Cell Profiling of Breast Tumors Identifies TREM-1 as a Dominant Immune Suppressive Marker Associated With Poor Outcomesen_US
dc.typeArticleen_US
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