Nagaharu Keiki, Kojima Yasuhiro, Hirose Haruka, Minoura Kodai, Hinohara Kunihiko, Minami Hirohito, Kageyama Yuki, Sugimoto Yuka, Masuya Masahiro, Nii Shigeru, Seki Masahide, Suzuki Yutaka, Tawara Isao, Shimamura Teppei, Katayama Naoyuki, Nishikawa Hiroyoshi, Ohishi Kohshi
Department of Hematology and Oncology, Mie University Graduate School of Medicine, Tsu 514-8507, Japan.
Division of Systems Biology, Nagoya University Graduate School of Medicine, Nagoya 466-8550, Japan.
Cell Rep. 2022 Aug 30;40(9):111260. doi: 10.1016/j.celrep.2022.111260.
Hematopoiesis was considered a hierarchical stepwise process but was revised to a continuous process following single-cell RNA sequencing. However, the uncertainty or fluctuation of single-cell transcriptome dynamics during differentiation was not considered, and the dendritic cell (DC) pathway in the lymphoid context remains unclear. Here, we identify human B-plasmacytoid DC (pDC) bifurcation as large fluctuating transcriptome dynamics in the putative B/NK progenitor region by dry and wet methods. By converting splicing kinetics into diffusion dynamics in a deep generative model, our original computational methodology reveals strong fluctuation at B/pDC bifurcation in IL-7Rα regions, and LFA-1 fluctuates positively in the pDC direction at the bifurcation. These expectancies are validated by the presence of B/pDC progenitors in the IL-7Rα fraction and preferential expression of LFA-1 in pDC-biased progenitors with a niche-like culture system. We provide a model of fluctuation-based differentiation, which reconciles continuous and discrete models and is applicable to other developmental systems.
造血作用曾被认为是一个分层的逐步过程,但在单细胞RNA测序后被修正为一个连续过程。然而,分化过程中单细胞转录组动力学的不确定性或波动未被考虑,并且淋巴环境中的树突状细胞(DC)途径仍不清楚。在这里,我们通过干湿方法确定人类B浆细胞样DC(pDC)分支是假定的B/NK祖细胞区域中较大的波动转录组动力学。通过在深度生成模型中将剪接动力学转化为扩散动力学,我们最初的计算方法揭示了IL-7Rα区域中B/pDC分支处的强烈波动,并且LFA-1在分支处沿pDC方向呈正向波动。IL-7Rα组分中存在B/pDC祖细胞以及在具有类似生态位培养系统的pDC偏向祖细胞中LFA-1的优先表达验证了这些预期。我们提供了一个基于波动的分化模型,该模型协调了连续和离散模型,并适用于其他发育系统。