Dissecting intratumoral myeloid cell plasticity by single cell RNA-seq

Qianqian Song, Gregory A. Hawkins, Leonard Wudel, Ping Chieh Chou, Elizabeth Forbes, Ashok K. Pullikuth, Liang Liu, Guangxu Jin, Lou Craddock, Umit Topaloglu, Gregory Kucera, Stacey O’Neill, Edward A. Levine, Peiqing Sun, Kounosuke Watabe, Yong Lu, Martha A. Alexander-Miller, Boris Pasche, Lance D. Miller, Wei Zhang

Research output: Contribution to journalArticlepeer-review

89 Scopus citations


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.

Original languageEnglish (US)
Pages (from-to)3072-3085
Number of pages14
JournalCancer Medicine
Issue number6
StatePublished - Jun 2019


  • intercellular interaction
  • monocyte-to-M2 differentiation
  • non-small cell lung cancer (NSCLC)
  • single-cell RNA sequencing (scRNA-seq)
  • trajectory analysis

ASJC Scopus subject areas

  • Oncology
  • Radiology Nuclear Medicine and imaging
  • Cancer Research


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