Literature DB >> 29230913

A Novel Approach to Single Cell RNA-Sequence Analysis Facilitates In Silico Gene Reporting of Human Pluripotent Stem Cell-Derived Retinal Cell Types.

M Joseph Phillips1,2, Peng Jiang3, Sara Howden4, Patrick Barney1, Jee Min1, Nathaniel W York5, Li-Fang Chu3, Elizabeth E Capowski1, Abigail Cash1, Shivani Jain1, Katherine Barlow1, Tasnia Tabassum1, Ron Stewart3, Bikash R Pattnaik2,5,6, James A Thomson3, David M Gamm1,2,6.   

Abstract

Cell type-specific investigations commonly use gene reporters or single-cell analytical techniques. However, reporter line development is arduous and generally limited to a single gene of interest, while single-cell RNA (scRNA)-sequencing (seq) frequently yields equivocal results that preclude definitive cell identification. To examine gene expression profiles of multiple retinal cell types derived from human pluripotent stem cells (hPSCs), we performed scRNA-seq on optic vesicle (OV)-like structures cultured under cGMP-compatible conditions. However, efforts to apply traditional scRNA-seq analytical methods based on unbiased algorithms were unrevealing. Therefore, we developed a simple, versatile, and universally applicable approach that generates gene expression data akin to those obtained from reporter lines. This method ranks single cells by expression level of a bait gene and searches the transcriptome for genes whose cell-to-cell rank order expression most closely matches that of the bait. Moreover, multiple bait genes can be combined to refine datasets. Using this approach, we provide further evidence for the authenticity of hPSC-derived retinal cell types. Stem Cells 2018;36:313-324.
© 2017 AlphaMed Press.

Entities:  

Keywords:  Gene expression profiling; High-throughput RNA sequencing; Pluripotent stem cells; Retina

Mesh:

Year:  2017        PMID: 29230913      PMCID: PMC5823737          DOI: 10.1002/stem.2755

Source DB:  PubMed          Journal:  Stem Cells        ISSN: 1066-5099            Impact factor:   6.277


  27 in total

1.  Self-formation of optic cups and storable stratified neural retina from human ESCs.

Authors:  Tokushige Nakano; Satoshi Ando; Nozomu Takata; Masako Kawada; Keiko Muguruma; Kiyotoshi Sekiguchi; Koichi Saito; Shigenobu Yonemura; Mototsugu Eiraku; Yoshiki Sasai
Journal:  Cell Stem Cell       Date:  2012-06-14       Impact factor: 24.633

2.  Molecular heterogeneity of developing retinal ganglion and amacrine cells revealed through single cell gene expression profiling.

Authors:  Jeffrey M Trimarchi; Michael B Stadler; Botond Roska; Nathan Billings; Ben Sun; Brandon Bartch; Constance L Cepko
Journal:  J Comp Neurol       Date:  2007-06-20       Impact factor: 3.215

Review 3.  Understanding development and stem cells using single cell-based analyses of gene expression.

Authors:  Pavithra Kumar; Yuqi Tan; Patrick Cahan
Journal:  Development       Date:  2017-01-01       Impact factor: 6.868

4.  EBSeq: an empirical Bayes hierarchical model for inference in RNA-seq experiments.

Authors:  Ning Leng; John A Dawson; James A Thomson; Victor Ruotti; Anna I Rissman; Bart M G Smits; Jill D Haag; Michael N Gould; Ron M Stewart; Christina Kendziorski
Journal:  Bioinformatics       Date:  2013-02-21       Impact factor: 6.937

5.  Optic vesicle-like structures derived from human pluripotent stem cells facilitate a customized approach to retinal disease treatment.

Authors:  Jason S Meyer; Sara E Howden; Kyle A Wallace; Amelia D Verhoeven; Lynda S Wright; Elizabeth E Capowski; Isabel Pinilla; Jessica M Martin; Shulan Tian; Ron Stewart; Bikash Pattnaik; James A Thomson; David M Gamm
Journal:  Stem Cells       Date:  2011-08       Impact factor: 6.277

6.  From confluent human iPS cells to self-forming neural retina and retinal pigmented epithelium.

Authors:  Sacha Reichman; Angélique Terray; Amélie Slembrouck; Céline Nanteau; Gaël Orieux; Walter Habeler; Emeline F Nandrot; José-Alain Sahel; Christelle Monville; Olivier Goureau
Journal:  Proc Natl Acad Sci U S A       Date:  2014-05-27       Impact factor: 11.205

7.  RNA-Seq of Human Neural Progenitor Cells Exposed to Lead (Pb) Reveals Transcriptome Dynamics, Splicing Alterations and Disease Risk Associations.

Authors:  Peng Jiang; Zhonggang Hou; Jennifer M Bolin; James A Thomson; Ron Stewart
Journal:  Toxicol Sci       Date:  2017-09-01       Impact factor: 4.849

8.  RSEM: accurate transcript quantification from RNA-Seq data with or without a reference genome.

Authors:  Bo Li; Colin N Dewey
Journal:  BMC Bioinformatics       Date:  2011-08-04       Impact factor: 3.307

9.  Quality control of single-cell RNA-seq by SinQC.

Authors:  Peng Jiang; James A Thomson; Ron Stewart
Journal:  Bioinformatics       Date:  2016-04-10       Impact factor: 6.937

10.  Mechanistically distinct mouse models for CRX-associated retinopathy.

Authors:  Nicholas M Tran; Alan Zhang; Xiaodong Zhang; Julie B Huecker; Anne K Hennig; Shiming Chen
Journal:  PLoS Genet       Date:  2014-02-06       Impact factor: 5.917

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  32 in total

1.  Generation, transcriptome profiling, and functional validation of cone-rich human retinal organoids.

Authors:  Sangbae Kim; Albert Lowe; Rachayata Dharmat; Seunghoon Lee; Leah A Owen; Jun Wang; Akbar Shakoor; Yumei Li; Denise J Morgan; Andre A Hejazi; Ales Cvekl; Margaret M DeAngelis; Z Jimmy Zhou; Rui Chen; Wei Liu
Journal:  Proc Natl Acad Sci U S A       Date:  2019-05-09       Impact factor: 11.205

2.  Reproducibility and staging of 3D human retinal organoids across multiple pluripotent stem cell lines.

Authors:  Elizabeth E Capowski; Kayvan Samimi; Steven J Mayerl; M Joseph Phillips; Isabel Pinilla; Sara E Howden; Jishnu Saha; Alex D Jansen; Kimberly L Edwards; Lindsey D Jager; Katherine Barlow; Rasa Valiauga; Zachary Erlichman; Anna Hagstrom; Divya Sinha; Valentin M Sluch; Xitiz Chamling; Donald J Zack; Melissa C Skala; David M Gamm
Journal:  Development       Date:  2019-01-09       Impact factor: 6.868

3.  The Role of FGF9 in the Production of Neural Retina and RPE in a Pluripotent Stem Cell Model of Early Human Retinal Development.

Authors:  David M Gamm; Eric Clark; Elizabeth E Capowski; Ruchira Singh
Journal:  Am J Ophthalmol       Date:  2019-05-10       Impact factor: 5.258

4.  A single-cell transcriptome atlas of the adult human retina.

Authors:  Samuel W Lukowski; Camden Y Lo; Alexei A Sharov; Quan Nguyen; Lyujie Fang; Sandy Sc Hung; Ling Zhu; Ting Zhang; Ulrike Grünert; Tu Nguyen; Anne Senabouth; Jafar S Jabbari; Emily Welby; Jane C Sowden; Hayley S Waugh; Adrienne Mackey; Graeme Pollock; Trevor D Lamb; Peng-Yuan Wang; Alex W Hewitt; Mark C Gillies; Joseph E Powell; Raymond Cb Wong
Journal:  EMBO J       Date:  2019-08-22       Impact factor: 11.598

5.  Human photoreceptors switch from autonomous axon extension to cell-mediated process pulling during synaptic marker redistribution.

Authors:  Sarah K Rempel; Madalynn J Welch; Allison L Ludwig; M Joseph Phillips; Yochana Kancherla; Donald J Zack; David M Gamm; Timothy M Gómez
Journal:  Cell Rep       Date:  2022-05-17       Impact factor: 9.995

Review 6.  Cholesterol signaling in single cells: lessons from STAR and sm-FISH.

Authors:  Colin R Jefcoate; Jinwoo Lee
Journal:  J Mol Endocrinol       Date:  2018-05       Impact factor: 5.098

7.  Thyroid hormone signaling specifies cone photoreceptor subtypes during eye development: Insights from model organisms and human stem cell-derived retinal organoids.

Authors:  Christina McNerney; Robert J Johnston
Journal:  Vitam Horm       Date:  2021-03-10       Impact factor: 3.421

8.  Longitudinal single-cell RNA-seq of hESCs-derived retinal organoids.

Authors:  Shaojun Wang; Sergio Poli; Xiaoliang Liang; Guang-Hua Peng
Journal:  Sci China Life Sci       Date:  2021-01-27       Impact factor: 6.038

Review 9.  Patient derived stem cells for discovery and validation of novel pathogenic variants in inherited retinal disease.

Authors:  Nathaniel K Mullin; Andrew P Voigt; Jessica A Cooke; Laura R Bohrer; Erin R Burnight; Edwin M Stone; Robert F Mullins; Budd A Tucker
Journal:  Prog Retin Eye Res       Date:  2020-10-29       Impact factor: 21.198

Review 10.  Single-cell RNA sequencing in vision research: Insights into human retinal health and disease.

Authors:  Andrew P Voigt; Nathaniel K Mullin; Edwin M Stone; Budd A Tucker; Todd E Scheetz; Robert F Mullins
Journal:  Prog Retin Eye Res       Date:  2020-12-28       Impact factor: 19.704

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