Project description:The fate and physiology of individual cells are controlled by protein interactions. Yet, our ability to quantitatively analyze proteins in single cells has remained limited. To overcome this barrier, we developed SCoPE2. It lowers cost and hands-on time by introducing automated and miniaturized sample preparation while substantially increasing quantitative accuracy. These advances enabled us to analyze the emergence of cellular heterogeneity as homogeneous monocytes differentiated into macrophage-like cells in the absence of polarizing cytokines. SCoPE2 quantified over 2,700 proteins in 1,018 single monocytes and macrophages in ten days of instrument time, and the quantified proteins allowed us to discern single cells by cell type. Furthermore, the data uncovered a continuous gradient of proteome states for the macrophage-like cells, suggesting that macrophage heterogeneity may emerge even in the absence of polarizing cytokines. Parallel measurements of transcripts by 10x Genomics scRNA-seq suggest that SCoPE2 samples 20-fold more copies per gene, thus supporting quantification with improved count statistics. Joint analysis of the data indicated that most genes had similar responses at the protein and RNA levels, though the responses of hundreds of genes differed. Our methodology lays the foundation for automated and quantitative single-cell analysis of proteins by mass-spectrometry.
Project description:Lung interstitium macrophages (IMs) are non-alveolar resident tissue macrophages which contribute to the lung homeostasis. These cells were reported to be heterogeneous by our group and other teams, which contains two main distinct subpopulations: CD206+ IMs and CD206- IMs. However, the exact origin of IMs and the transcriptional programs that regulate IM differentiation remains unclear. In recent report, we analyzed the refilled IMs in the course of time after induced IM depletion with single-cell RNA sequencing (10X Genomics Chromium) and bulk RNA sequencing. The lung IMs and monocytes from either Lyz2-Cre Mafflox/flox mice (cMAF-KO), Lyz2-Cre Mafbflox/flox (MAFb-KO), Lyz2-Cre Mafflox/flox Mafbflox/flox (dKO) or control litermate mice without floxp locus (Control) were analyzed and compared using single-cell RNA sequencing. All the main substs, i.e. Ly6C+ classical monocytes, Ly6C- patrolling monocytes, CD206+ IMs, CD206- IMs were found in control sample, while IMs are absent in both MAFb-KO and dKO sample accompied by a new intermediate population independent of Mafb expression. CMAF-KO sample show less impact in cell population composition with a lower freqency of CD206+ IM population.
Project description:Lung interstitium macrophages (IMs) are non-alveolar resident tissue macrophages which contribute to the lung homeostasis. These cells were reported to be heterogeneous by our group and other teams, which contains two main distinct subpopulations: CD206+ IMs and CD206- IMs. However, the exact origin of IMs and the transcriptional programs that regulate IM differentiation remains unclear. In recent report, we analyzed the refilled IMs in the course of time after induced IM depletion with single-cell RNA sequencing (10X Genomics Chromium) and bulk RNA sequencing. The lung IMs and monocytes from the mice at 12 hours (DT12h), 24 hours (DT24h) and 48 hours (DT48h) after diphtheria toxin (DT)-induced IM depletion were analyzed and compared using single-cell RNA sequencing. A subpopulation was found to be a transit differentiating cells from monocytes to IMs. Transcription factor activity analysis and trajectory showed cMAF and MAFb transcription factors played important roles in monocyte-IM differentiation.
Project description:Single-cell RNA-seq (10X Genomics Chromium) to profile of cardiac progenitor cells, comparing the transcriptomes of freshly isolated and cultured cardiac progenitor cells
Project description:Lung interstitium macrophages (IMs) are non-alveolar resident tissue macrophages which contribute to the lung homeostasis. These cells were reported to be heterogeneous by our group and other teams, which contains two main distinct subpopulations: CD206+ IMs and CD206- IMs. However, the exact origin of IMs and the transcriptional programs that regulate IM differentiation remains unclear. In recent report, we analyzed the refilled IMs in the course of time after induced IM depletion with single-cell RNA sequencing (10X Genomics Chromium) and bulk RNA sequencing. The IMs in Day 4 post-depletion were compared to the those without depletion. Results showed that refilled IMs had a lower ratio of CD206+ IM vs CD206- subpopulation comparing to IMs without depletion, but they shared high similarity to each other, indicating that the de novo IM population had been established before Day 4 post-depletion.