Comparative Analysis of Single-cell and Single-nucleus RNA-sequencing in a Rabbit Model of Retinal Detachment-related Proliferative Vitreoretinopathy

被引:7
作者
Santiago, Clayton P. [1 ]
Gimmen, Megan Y. [1 ]
Lu, Yuchen [3 ]
McNally, Minda M. [3 ]
Duncan, Leighton H. [1 ]
Creamer, Tyler J. [6 ]
Orzolek, Linda D. [6 ]
Blackshaw, Seth [1 ,2 ,3 ,4 ,5 ,9 ]
Singh, Mandeep S. [3 ,7 ,8 ]
机构
[1] Johns Hopkins Univ, Solomon H Snyder Dept Neurosci, Baltimore, MD USA
[2] Johns Hopkins Univ, Dept Neurol, Sch Med, Baltimore, MD USA
[3] Johns Hopkins Univ, Wilmer Eye Inst, Sch Med, Baltimore, MD USA
[4] Johns Hopkins Univ, Inst Cell Engn, Baltimore, MD USA
[5] Johns Hopkins Univ, Kavli Neurosci Discovery Inst, Baltimore, MD USA
[6] Johns Hopkins Univ, Inst Basic Biomed Sci, Baltimore, MD USA
[7] Johns Hopkins Univ, Dept Genet Med, Sch Med, Baltimore, MD USA
[8] 600 N Wolfe St, Baltimore, MD 21287 USA
[9] MRB 339, 733 N Broadway Ave, Baltimore, MD 21205 USA
来源
OPHTHALMOLOGY SCIENCE | 2023年 / 3卷 / 04期
关键词
Single cell RNA-sequencing; Single nucleus RNA-sequencing; Proliferative vitreoretinopathy; EXPRESSION; GLIA;
D O I
10.1016/j.xops.2023.100335
中图分类号
R77 [眼科学];
学科分类号
100212 ;
摘要
Purpose: Proliferative vitreoretinopathy (PVR) is the most common cause of failure of retinal reattachment surgery, and the molecular changes leading to this aberrant wound healing process are currently unknown. Our ultimate goal is to study PVR pathogenesis by employing single-cell transcriptomics to dissect cellular heterogeneity.Design: Here we aimed to compare single-cell RNA sequencing (scRNA-seq) and single-nucleus RNA sequencing (snRNA-seq) of retinal PVR samples in the rabbit model.Participants: Unilateral induction of PVR lesions in rabbit eyes with contralateral eyes serving as controls.Methods: Proliferative vitreoretinopathy was induced unilaterally in Dutch Belted rabbits. At different time points after PVR induction, retinas were dissociated into either cells or nuclei suspension and processed for scRNA-seq or snRNA-seq.Main Outcome Measures: Single cell and nuclei transcriptomic profiles of retinas after PVR induction.Results: Single-cell RNA sequencing and snRNA-seq were conducted on retinas at 4 hours and 14 days after disease induction. Although the capture rate of unique molecular identifiers and genes were greater in scRNA-seq samples, overall gene expression profiles of individual cell types were highly correlated between scRNA-seq and snRNA-seq. A major disparity between the 2 sequencing modalities was the cell type capture rate, however, with glial cell types overrepresented in scRNA-seq, and inner retinal neurons were enriched by snRNA-seq. Furthermore, fibrotic Muller glia were overrepresented in snRNA-seq samples, whereas reactive Muller glia were overrepresented in scRNA-seq samples. Trajectory analyses were similar between the 2 methods, allowing for the combined analysis of the scRNA-seq and snRNA-seq data sets.Conclusions: These findings highlight limitations of both scRNA-seq and snRNA-seq analysis and imply that use of both techniques together can more accurately identify transcriptional networks critical for aberrant fibrogenesis in PVR than using either in isolation.Financial Disclosure(s): Proprietary or commercial disclosure may be found after the references.
引用
收藏
页数:10
相关论文
共 56 条
[1]   Cell fixation and preservation for droplet-based single-cell transcriptomics [J].
Alles, Jonathan ;
Karaiskos, Nikos ;
Praktiknjo, Samantha D. ;
Grosswendt, Stefanie ;
Wahle, Philipp ;
Ruffault, Pierre-Louis ;
Ayoub, Salah ;
Schreyer, Luisa ;
Boltengagen, Anastasiya ;
Birchmeier, Carmen ;
Zinzen, Robert ;
Kocks, Christine ;
Rajewsky, Nikolaus .
BMC BIOLOGY, 2017, 15
[2]   UCell: Robust and scalable single-cell gene signature scoring [J].
Andreatta, Massimo ;
Carmona, Santiago J. .
COMPUTATIONAL AND STRUCTURAL BIOTECHNOLOGY JOURNAL, 2021, 19 :3796-3798
[3]   Single-Cell, Single-Nucleus, and Spatial RNA Sequencing of the Human Liver Identifies Cholangiocyte and Mesenchymal Heterogeneity [J].
Andrews, Tallulah S. ;
Atif, Jawairia ;
Liu, Jeff C. ;
Perciani, Catia T. ;
Ma, Xue-Zhong ;
Thoeni, Cornelia ;
Slyper, Michal ;
Eraslan, Gokcen ;
Segerstolpe, Asa ;
Manuel, Justin ;
Chung, Sai ;
Winter, Erin ;
Cirlan, Iulia ;
Khuu, Nicholas ;
Fischer, Sandra ;
Rozenblatt-Rosen, Orit ;
Regev, Aviv ;
McGilvray, Ian D. ;
Bader, Gary D. ;
MacParland, Sonya A. .
HEPATOLOGY COMMUNICATIONS, 2022, 6 (04) :821-840
[4]   Comparison of Gene Expression Profile of Epiretinal Membranes Obtained from Eyes with Proliferative Vitreoretinopathy to That of Secondary Epiretinal Membranes [J].
Asato, Ryo ;
Yoshida, Shigeo ;
Ogura, Atsushi ;
Nakama, Takahito ;
Ishikawa, Keijiro ;
Nakao, Shintaro ;
Sassa, Yukio ;
Enaida, Hiroshi ;
Oshima, Yuji ;
Ikeo, Kazuho ;
Gojobori, Takashi ;
Kono, Toshihiro ;
Ishibashi, Tatsuro .
PLOS ONE, 2013, 8 (01)
[5]   Single-nucleus and single-cell transcriptomes compared in matched cortical cell types [J].
Bakken, Trygve E. ;
Hodge, Rebecca D. ;
Miller, Jeremy A. ;
Yao, Zizhen ;
Thuc Nghi Nguyen ;
Aevermann, Brian ;
Barkan, Eliza ;
Bertagnolli, Darren ;
Casper, Tamara ;
Dee, Nick ;
Garren, Emma ;
Goldy, Jeff ;
Graybuck, Lucas T. ;
Kroll, Matthew ;
Lasken, Roger S. ;
Lathia, Kanan ;
Parry, Sheana ;
Rimorin, Christine ;
Scheuermann, Richard H. ;
Schork, Nicholas J. ;
Shehata, Soraya I. ;
Tieu, Michael ;
Phillips, John W. ;
Bernard, Amy ;
Smith, Kimberly A. ;
Zeng, Hongkui ;
Lein, Ed S. ;
Tasic, Bosiljka .
PLOS ONE, 2018, 13 (12)
[6]   Generalizing RNA velocity to transient cell states through dynamical modeling [J].
Bergen, Volker ;
Lange, Marius ;
Peidli, Stefan ;
Wolf, F. Alexander ;
Theis, Fabian J. .
NATURE BIOTECHNOLOGY, 2020, 38 (12) :1408-1414
[7]   The single-cell transcriptional landscape of mammalian organogenesis [J].
Cao, Junyue ;
Spielmann, Malte ;
Qiu, Xiaojie ;
Huang, Xingfan ;
Ibrahim, Daniel M. ;
Hill, Andrew J. ;
Zhang, Fan ;
Mundlos, Stefan ;
Christiansen, Lena ;
Steemers, Frank J. ;
Trapnell, Cole ;
Shendure, Jay .
NATURE, 2019, 566 (7745) :496-+
[8]  
Casaroli-Marano RP, 1999, INVEST OPHTH VIS SCI, V40, P2062
[9]   Single-Cell RNA-Seq Analysis of Retinal Development Identifies NFI Factors as Regulating Mitotic Exit and Late-Born Cell Specification [J].
Clark, Brian S. ;
Stein-O'Brien, Genevieve L. ;
Shiau, Fion ;
Cannon, Gabrielle H. ;
Davis-Marcisak, Emily ;
Sherman, Thomas ;
Santiago, Clayton P. ;
Hoang, Thanh V. ;
Rajaii, Fatemeh ;
James-Esposito, Rebecca E. ;
Gronostajski, Richard M. ;
Fertig, Elana J. ;
Goff, Loyal A. ;
Blackshaw, Seth .
NEURON, 2019, 102 (06) :1111-+
[10]   Characterizing the replicability of cell types defined by single cell RNA-sequencing data using MetaNeighbor [J].
Crow, Megan ;
Paul, Anirban ;
Ballouz, Sara ;
Huang, Z. Josh ;
Gillis, Jesse .
NATURE COMMUNICATIONS, 2018, 9