Rashmi Priyanka, Sur Swastika, Sigdel Tara K, Boada Patrick, Schroeder Andrew W, Damm Izabella, Kretzler Matthias, Hodgin Jeff, Hartoularos George, Jimmie Ye Chun, Sarwal Minnie M
Department of Surgery, University of California San Francisco, San Francisco, California.
Genomics CoLabs, University of California San Francisco, San Francisco, California.
Am J Transplant. 2022 Mar;22(3):876-885. doi: 10.1111/ajt.16871. Epub 2021 Dec 4.
Maintenance of systemic homeostasis by kidney requires the coordinated response of diverse cell types. The use of single-cell RNA sequencing (scRNAseq) for patient tissue samples remains fraught with difficulties with cell isolation, purity, and experimental bias. The ability to characterize immune and parenchymal cells during transplant rejection will be invaluable in defining transplant pathology where tissue availability is restricted to needle biopsy fragments. Herein, we present feasibility data for multiplexing approach for droplet scRNAseq (Mux-Seq). Mux-Seq has the potential to minimize experimental batch bias and variation even with very small sample input. In this first proof-of-concept study for this approach, explant tissues from six normal and two transplant recipients after multiple early post-transplant rejection episodes leading to nephrectomy due to aggressive antibody mediated rejection, were pooled for Mux-Seq. A computational tool, Demuxlet was applied for demultiplexing the individual cells from the pooled experiment. Each sample was also applied individually in a single microfluidic run (singleplex) to correlate results with the pooled data from the same sample. Our applied protocol demonstrated that data from Mux-Seq correlated highly with singleplex (Pearson coefficient 0.982) sequencing results, with the ability to identify many known and novel kidney cell types including different infiltrating immune cells. Trajectory analysis of proximal tubule and endothelial cells demonstrated separation between healthy and injured kidney from transplant explant suggesting evolving stages of cell- specific differentiation in alloimmune injury. This study provides the technical groundwork for understanding the pathogenesis of alloimmune injury and host tissue response in transplant rejection and normal human kidney and provides a protocol for optimized processing precious and low input human kidney biopsy tissue for larger scale studies.
肾脏维持全身内环境稳定需要多种细胞类型的协同反应。对患者组织样本使用单细胞RNA测序(scRNAseq)在细胞分离、纯度和实验偏差方面仍然充满困难。在移植排斥反应期间对免疫细胞和实质细胞进行表征的能力,对于定义移植病理学将非常宝贵,因为在这种情况下,组织可用性仅限于针吸活检碎片。在此,我们展示了用于液滴scRNAseq(Mux-Seq)的多重方法的可行性数据。即使输入样本非常小,Mux-Seq也有可能将实验批次偏差和变异降至最低。在该方法的首次概念验证研究中,将来自六名正常人和两名移植受者的外植体组织汇集用于Mux-Seq,这些受者在多次移植后早期排斥反应发作后因严重抗体介导的排斥反应而进行了肾切除术。应用一种计算工具Demuxlet对汇集实验中的单个细胞进行解复用。每个样本也单独应用于一次微流控运行(单重),以将结果与来自同一样本的汇集数据相关联。我们应用的方案表明,Mux-Seq的数据与单重(Pearson系数0.982)测序结果高度相关,能够识别许多已知和新型的肾细胞类型,包括不同的浸润免疫细胞。近端小管和内皮细胞的轨迹分析表明,移植外植体中健康肾脏和受损肾脏之间存在分离,提示同种异体免疫损伤中细胞特异性分化的演变阶段。本研究为理解移植排斥反应和正常人类肾脏中同种异体免疫损伤的发病机制以及宿主组织反应提供了技术基础,并提供了一种优化处理珍贵且低输入量人类肾脏活检组织以进行大规模研究的方案。