Faculty Opinions recommendation of Single-cell RNA-seq reveals new types of human blood dendritic cells, monocytes, and progenitors.

Author(s):  
Philippe Saas ◽  
Sylvain Perruche
Science ◽  
2017 ◽  
Vol 356 (6335) ◽  
pp. eaah4573 ◽  
Author(s):  
Alexandra-Chloé Villani ◽  
Rahul Satija ◽  
Gary Reynolds ◽  
Siranush Sarkizova ◽  
Karthik Shekhar ◽  
...  

Author(s):  
Kim M. Summers ◽  
Stephen J. Bush ◽  
David A. Hume

AbstractThe mononuclear phagocyte system (MPS) is a family of cells including progenitors, circulating blood monocytes, resident tissue macrophages and dendritic cells (DC) present in every tissue in the body. To test the relationships between markers and transcriptomic diversity in the MPS, we collected from NCBI-GEO >500 quality RNA-seq datasets generated from mouse MPS cells isolated from multiple tissues. The primary data were randomly down-sized to a depth of 10 million reads and requantified. The resulting dataset was clustered using the network analysis tool Graphia. A sample-to-sample matrix revealed that MPS populations could be separated based upon tissue of origin. Cells identified as classical DC subsets, cDC1 and cDC2, and lacking Fcgr1 (CD64), were centrally-located within the MPS cluster and no more distinct than other MPS cell types. A gene-to-gene correlation matrix identified large generic co-expression clusters associated with MPS maturation and innate immune function. Smaller co-expression gene clusters including the transcription factors that drive them showed higher expression within defined isolated cells, including macrophages and DC from specific tissues. They include a cluster containing Lyve1 that implies a function in endothelial cell homeostasis, a cluster of transcripts enriched in intestinal macrophages and a generic cDC cluster associated with Ccr7. However, transcripts encoding many other putative MPS subset markers including Adgre1, Itgax, Itgam, Clec9a, Cd163, Mertk, Retnla and H2-a/e (class II MHC) clustered idiosyncratically and were not correlated with underlying functions. The data provide no support for the concept of markers of M2 polarization or the specific adaptation of DC to present antigen to T cells. Co-expression of immediate early genes (e.g. Egr1, Fos, Dusp1) and inflammatory cytokines and chemokines (Tnf, Il1b, Ccl3/4) indicated that all tissue disaggregation protocols activate MPS cells. Tissue-specific expression clusters indicated that all cell isolation procedures also co-purify other unrelated cell types that may interact with MPS cells in vivo. Comparative analysis of public RNA-seq and single cell RNA-seq data from the same lung cell populations showed that the extensive heterogeneity implied by the global cluster analysis may be even greater at a single cell level with few markers strongly correlated with each other. This analysis highlights the power of large datasets to identify the diversity of MPS cellular phenotypes, and the limited predictive value of surface markers to define lineages, functions or subpopulations.


Blood ◽  
2018 ◽  
Vol 132 (Supplement 1) ◽  
pp. 1317-1317
Author(s):  
Elvin Wagenblast ◽  
Gabriela Krivdova ◽  
Olga I. Gan ◽  
Johann K. Hitzler ◽  
John E. Dick ◽  
...  

Abstract Children with Down Syndrome (DS) are at 150-fold increased risk of developing acute megakaryoblastic leukemia (ML-DS) and 33-fold increased risk of acute B-lymphoblastic leukemia. The multistep pathogenesis of DS - associated pre-leukemia and subsequent progression to ML-DS is among the most well characterized human blood malignancies. Trisomy 21 fetal liver (FL) provides a tractable model for dissecting T21-mediated pre-leukemic changes in human HSPC. Using a recently published (Notta, F. et. al., Science 2016) enhanced sorting scheme for human blood progenitors and paired normal disomic and trisomic human FL samples, we sought a more thorough understanding of the molecular and functional perturbations associated with T21 in human FL hematopoiesis by: 1) assessing the proportional frequency/absolute numbers of 12 normal and T21 FL HSPC populations, 2) examining clonal, proliferative and lineage output using single cell stroma-based myelo-erythroid (ME) and myelo-lymphoid (ML) differentiation assays, 3) performing RNA seq and ATAC seq to elucidate variations in gene expression and epigenetic alterations, 4) and generating long-term clonal xenografts from highly purified normal and T21 FL HSC followed by secondary transplantation to uncover alterations in HSC frequency, lineage output and progenitor hierarchy. Flow cytometry was performed on 4 sets of paired, gestational stage matched disomic and trisomic human fetal liver CD34+ HSPC samples to assess changes in the proportional frequency/absolute numbers of 12 HSCP populations. Our results reveal that the T21 FL hierarchy exhibits increased frequencies of HSC, LMPP, MPP F2/F3, CMP F3 and MEP F3 populations and concomitantly decreased MPP F1, CMP F1, MEP F1 and GMP populations. To assess T21-induced functional changes at the clonal level, we utilized single cell stroma-based differentiation assays. In ME assays, we observed increased Mk lineage output while oligopotent lineage output (M/E/Mk) was found to be skewed into the CD34+CD38+ compartment. Single cell ML assays demonstrated a loss of B lineage differentiation potential and greatly reduced NK lineage output that resulted in a complete loss of oligopotent clones (B/NK/M) in HSC, MPP F1 and LMPP. Despite observing increased numbers of immunophenotypic HSC in T21 FL samples, in vivo LDA xenotransplantation of highly purified CD34+CD38-CD90+CD45RA-CD49f+ HSC showed no change in the frequency of functional T21 FL HSC. Compared to control, T21 HSC produced smaller hCD45+ grafts with increased CD33+ myeloid, CD41+ Mk and platelet frequencies and reduced GlyA+ erythroid frequency. Furthermore, T21 grafts demonstrated an inverted CD14+ monocyte/CD66b+ granulocyte ratio with almost complete loss of CD66b+CD16+CD49d- neutrophils. Initial RNA seq results from highly purified disomic and trisomic HSC and MPP reveal aberrant expression of genes from pathways not previously implicated in T21 associated malignancies. These data suggest that T21 induces relatively consistent alterations in population frequency across the FL blood progenitor hierarchy. Furthermore, our data suggests that T21 FL HSC are biased toward E, M, Mk lineage fates at the expense of B, T, NK and neutrophil fates. Overall, our work provides unique and previously unrecognized insights into the pathogenesis of DS-associated leukemia. Disclosures No relevant conflicts of interest to declare.


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