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Dissecting intratumoral myeloid cell plasticity by single cell RNA‐seq
Tumor‐infiltrating myeloid cells are the most abundant leukocyte population within tumors. Molecular cues from the tumor microenvironment promote the differentiation of immature myeloid cells toward an immunosuppressive phenotype. However, the in situ dynamics of the transcriptional reprogramming un...
Autores principales: | , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6558497/ https://www.ncbi.nlm.nih.gov/pubmed/31033233 http://dx.doi.org/10.1002/cam4.2113 |
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author | Song, Qianqian Hawkins, Gregory A. Wudel, Leonard Chou, Ping‐Chieh Forbes, Elizabeth Pullikuth, Ashok K. Liu, Liang Jin, Guangxu Craddock, Lou Topaloglu, Umit Kucera, Gregory O’Neill, Stacey Levine, Edward A. Sun, Peiqing Watabe, Kounosuke Lu, Yong Alexander‐Miller, Martha A. Pasche, Boris Miller, Lance D. Zhang, Wei |
author_facet | Song, Qianqian Hawkins, Gregory A. Wudel, Leonard Chou, Ping‐Chieh Forbes, Elizabeth Pullikuth, Ashok K. Liu, Liang Jin, Guangxu Craddock, Lou Topaloglu, Umit Kucera, Gregory O’Neill, Stacey Levine, Edward A. Sun, Peiqing Watabe, Kounosuke Lu, Yong Alexander‐Miller, Martha A. Pasche, Boris Miller, Lance D. Zhang, Wei |
author_sort | Song, Qianqian |
collection | PubMed |
description | Tumor‐infiltrating myeloid cells are the most abundant leukocyte population within tumors. Molecular cues from the tumor microenvironment promote the differentiation of immature myeloid cells toward an immunosuppressive phenotype. However, the in situ dynamics of the transcriptional reprogramming underlying this process are poorly understood. Therefore, we applied single cell RNA‐seq (scRNA‐seq) to computationally investigate the cellular composition and transcriptional dynamics of tumor and adjacent normal tissues from 4 early‐stage non‐small cell lung cancer (NSCLC) patients. Our scRNA‐seq analyses identified 11 485 cells that varied in identity and gene expression traits between normal and tumor tissues. Among these, myeloid cell populations exhibited the most diverse changes between tumor and normal tissues, consistent with tumor‐mediated reprogramming. Through trajectory analysis, we identified a differentiation path from CD14+ monocytes to M2 macrophages (monocyte‐to‐M2). This differentiation path was reproducible across patients, accompanied by increased expression of genes (eg, MRC1/CD206, MSR1/CD204, PPARG, TREM2) with significantly enriched functions (Oxidative phosphorylation and P53 pathway) and decreased expression of genes (eg, CXCL2, IL1B) with significantly enriched functions (TNF‐α signaling via NF‐κB and inflammatory response). Our analysis further identified a co‐regulatory network implicating upstream transcription factors (JUN, NFKBIA) in monocyte‐to‐M2 differentiation, and activated ligand‐receptor interactions (eg, SFTPA1‐TLR2, ICAM1‐ITGAM) suggesting intratumoral mechanisms whereby epithelial cells stimulate monocyte‐to‐M2 differentiation. Overall, our study identified the prevalent monocyte‐to‐M2 differentiation in NSCLC, accompanied by an intricate transcriptional reprogramming mediated by specific transcriptional activators and intercellular crosstalk involving ligand‐receptor interactions. |
format | Online Article Text |
id | pubmed-6558497 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-65584972019-06-13 Dissecting intratumoral myeloid cell plasticity by single cell RNA‐seq Song, Qianqian Hawkins, Gregory A. Wudel, Leonard Chou, Ping‐Chieh Forbes, Elizabeth Pullikuth, Ashok K. Liu, Liang Jin, Guangxu Craddock, Lou Topaloglu, Umit Kucera, Gregory O’Neill, Stacey Levine, Edward A. Sun, Peiqing Watabe, Kounosuke Lu, Yong Alexander‐Miller, Martha A. Pasche, Boris Miller, Lance D. Zhang, Wei Cancer Med Cancer Biology Tumor‐infiltrating myeloid cells are the most abundant leukocyte population within tumors. Molecular cues from the tumor microenvironment promote the differentiation of immature myeloid cells toward an immunosuppressive phenotype. However, the in situ dynamics of the transcriptional reprogramming underlying this process are poorly understood. Therefore, we applied single cell RNA‐seq (scRNA‐seq) to computationally investigate the cellular composition and transcriptional dynamics of tumor and adjacent normal tissues from 4 early‐stage non‐small cell lung cancer (NSCLC) patients. Our scRNA‐seq analyses identified 11 485 cells that varied in identity and gene expression traits between normal and tumor tissues. Among these, myeloid cell populations exhibited the most diverse changes between tumor and normal tissues, consistent with tumor‐mediated reprogramming. Through trajectory analysis, we identified a differentiation path from CD14+ monocytes to M2 macrophages (monocyte‐to‐M2). This differentiation path was reproducible across patients, accompanied by increased expression of genes (eg, MRC1/CD206, MSR1/CD204, PPARG, TREM2) with significantly enriched functions (Oxidative phosphorylation and P53 pathway) and decreased expression of genes (eg, CXCL2, IL1B) with significantly enriched functions (TNF‐α signaling via NF‐κB and inflammatory response). Our analysis further identified a co‐regulatory network implicating upstream transcription factors (JUN, NFKBIA) in monocyte‐to‐M2 differentiation, and activated ligand‐receptor interactions (eg, SFTPA1‐TLR2, ICAM1‐ITGAM) suggesting intratumoral mechanisms whereby epithelial cells stimulate monocyte‐to‐M2 differentiation. Overall, our study identified the prevalent monocyte‐to‐M2 differentiation in NSCLC, accompanied by an intricate transcriptional reprogramming mediated by specific transcriptional activators and intercellular crosstalk involving ligand‐receptor interactions. John Wiley and Sons Inc. 2019-04-29 /pmc/articles/PMC6558497/ /pubmed/31033233 http://dx.doi.org/10.1002/cam4.2113 Text en © 2019 The Authors. Cancer Medicine published by John Wiley & Sons Ltd. This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Cancer Biology Song, Qianqian Hawkins, Gregory A. Wudel, Leonard Chou, Ping‐Chieh Forbes, Elizabeth Pullikuth, Ashok K. Liu, Liang Jin, Guangxu Craddock, Lou Topaloglu, Umit Kucera, Gregory O’Neill, Stacey Levine, Edward A. Sun, Peiqing Watabe, Kounosuke Lu, Yong Alexander‐Miller, Martha A. Pasche, Boris Miller, Lance D. Zhang, Wei Dissecting intratumoral myeloid cell plasticity by single cell RNA‐seq |
title | Dissecting intratumoral myeloid cell plasticity by single cell RNA‐seq |
title_full | Dissecting intratumoral myeloid cell plasticity by single cell RNA‐seq |
title_fullStr | Dissecting intratumoral myeloid cell plasticity by single cell RNA‐seq |
title_full_unstemmed | Dissecting intratumoral myeloid cell plasticity by single cell RNA‐seq |
title_short | Dissecting intratumoral myeloid cell plasticity by single cell RNA‐seq |
title_sort | dissecting intratumoral myeloid cell plasticity by single cell rna‐seq |
topic | Cancer Biology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6558497/ https://www.ncbi.nlm.nih.gov/pubmed/31033233 http://dx.doi.org/10.1002/cam4.2113 |
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