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Barry C, Schmitz MT, Argus C, Bolin JM, Probasco MD, Leng N, Duffin BM, Steill J, Swanson S, McIntosh BE, Stewart R, Kendziorski C, Thomson JA, Bacher R. Automated minute scale RNA-seq of pluripotent stem cell differentiation reveals early divergence of human and mouse gene expression kinetics. PLoS Comput Biol 2019; 15:e1007543. [PMID: 31815944 PMCID: PMC6922475 DOI: 10.1371/journal.pcbi.1007543] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2019] [Revised: 12/19/2019] [Accepted: 11/12/2019] [Indexed: 12/22/2022] Open
Abstract
Pluripotent stem cells retain the developmental timing of their species of origin in vitro, an observation that suggests the existence of a cell-intrinsic developmental clock, yet the nature and machinery of the clock remain a mystery. We hypothesize that one possible component may lie in species-specific differences in the kinetics of transcriptional responses to differentiation signals. Using a liquid-handling robot, mouse and human pluripotent stem cells were exposed to identical neural differentiation conditions and sampled for RNA-sequencing at high frequency, every 4 or 10 minutes, for the first 10 hours of differentiation to test for differences in transcriptomic response rates. The majority of initial transcriptional responses occurred within a rapid window in the first minutes of differentiation for both human and mouse stem cells. Despite similarly early onsets of gene expression changes, we observed shortened and condensed gene expression patterns in mouse pluripotent stem cells compared to protracted trends in human pluripotent stem cells. Moreover, the speed at which individual genes were upregulated, as measured by the slopes of gene expression changes over time, was significantly faster in mouse compared to human cells. These results suggest that downstream transcriptomic response kinetics to signaling cues are faster in mouse versus human cells, and may offer a partial account for the vast differences in developmental rates across species.
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Affiliation(s)
- Christopher Barry
- Morgridge Institute for Research, Madison, WI, United States of America
| | | | - Cara Argus
- Morgridge Institute for Research, Madison, WI, United States of America
| | - Jennifer M. Bolin
- Morgridge Institute for Research, Madison, WI, United States of America
| | | | - Ning Leng
- Morgridge Institute for Research, Madison, WI, United States of America
| | - Bret M. Duffin
- Morgridge Institute for Research, Madison, WI, United States of America
| | - John Steill
- Morgridge Institute for Research, Madison, WI, United States of America
| | - Scott Swanson
- Morgridge Institute for Research, Madison, WI, United States of America
| | - Brian E. McIntosh
- Morgridge Institute for Research, Madison, WI, United States of America
| | - Ron Stewart
- Morgridge Institute for Research, Madison, WI, United States of America
| | - Christina Kendziorski
- Department of Biostatistics and Medical Informatics, University of Wisconsin-Madison, Madison, WI, United States of America
| | - James A. Thomson
- Morgridge Institute for Research, Madison, WI, United States of America
- Department of Cell and Regenerative Biology, University of Wisconsin School of Medicine and Public Health, Madison, WI, United States of America
- Department of Molecular, Cellular, and Developmental Biology, University of California, Santa Barbara, CA, United States of America
| | - Rhonda Bacher
- Department of Biostatistics, University of Florida, Gainesville, FL, United States of America
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Chasman D, Iyer N, Fotuhi Siahpirani A, Estevez Silva M, Lippmann E, McIntosh B, Probasco MD, Jiang P, Stewart R, Thomson JA, Ashton RS, Roy S. Inferring Regulatory Programs Governing Region Specificity of Neuroepithelial Stem Cells during Early Hindbrain and Spinal Cord Development. Cell Syst 2019; 9:167-186.e12. [PMID: 31302154 DOI: 10.1016/j.cels.2019.05.012] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2018] [Revised: 05/05/2019] [Accepted: 05/30/2019] [Indexed: 12/19/2022]
Abstract
Neuroepithelial stem cells (NSC) from different anatomical regions of the embryonic neural tube's rostrocaudal axis can differentiate into diverse central nervous system tissues, but the transcriptional regulatory networks governing these processes are incompletely understood. Here, we measure region-specific NSC gene expression along the rostrocaudal axis in a human pluripotent stem cell model of early central nervous system development over a 72-h time course, spanning the hindbrain to cervical spinal cord. We introduce Escarole, a probabilistic clustering algorithm for non-stationary time series, and combine it with prior-based regulatory network inference to identify genes that are regulated dynamically and predict their upstream regulators. We identify known regulators of patterning and neural development, including the HOX genes, and predict a direct regulatory connection between the transcription factor POU3F2 and target gene STMN2. We demonstrate that POU3F2 is required for expression of STMN2, suggesting that this regulatory connection is important for region specificity of NSCs.
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Affiliation(s)
- Deborah Chasman
- Wisconsin Institute for Discovery, University of Wisconsin-Madison, Madison, WI 53715, USA
| | - Nisha Iyer
- Wisconsin Institute for Discovery, University of Wisconsin-Madison, Madison, WI 53715, USA; Department of Biomedical Engineering, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - Alireza Fotuhi Siahpirani
- Wisconsin Institute for Discovery, University of Wisconsin-Madison, Madison, WI 53715, USA; Department of Computer Sciences, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - Maria Estevez Silva
- Wisconsin Institute for Discovery, University of Wisconsin-Madison, Madison, WI 53715, USA; Department of Biomedical Engineering, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - Ethan Lippmann
- Wisconsin Institute for Discovery, University of Wisconsin-Madison, Madison, WI 53715, USA; Department of Biomedical Engineering, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - Brian McIntosh
- Regenerative Biology Theme, Morgridge Institute for Research, Madison, WI 53715, USA
| | - Mitchell D Probasco
- Regenerative Biology Theme, Morgridge Institute for Research, Madison, WI 53715, USA
| | - Peng Jiang
- Regenerative Biology Theme, Morgridge Institute for Research, Madison, WI 53715, USA
| | - Ron Stewart
- Regenerative Biology Theme, Morgridge Institute for Research, Madison, WI 53715, USA
| | - James A Thomson
- Regenerative Biology Theme, Morgridge Institute for Research, Madison, WI 53715, USA
| | - Randolph S Ashton
- Wisconsin Institute for Discovery, University of Wisconsin-Madison, Madison, WI 53715, USA; Department of Biomedical Engineering, University of Wisconsin-Madison, Madison, WI 53706, USA.
| | - Sushmita Roy
- Wisconsin Institute for Discovery, University of Wisconsin-Madison, Madison, WI 53715, USA; Department of Biostatistics and Medical Informatics, University of Wisconsin-Madison, Madison, WI 53792, USA.
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Zhang J, McIntosh BE, Wang B, Brown ME, Probasco MD, Webster S, Duffin B, Zhou Y, Guo LW, Burlingham WJ, Kent C, Ferris M, Thomson JA. A Human Pluripotent Stem Cell-Based Screen for Smooth Muscle Cell Differentiation and Maturation Identifies Inhibitors of Intimal Hyperplasia. Stem Cell Reports 2019; 12:1269-1281. [PMID: 31080110 PMCID: PMC6565755 DOI: 10.1016/j.stemcr.2019.04.013] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2018] [Revised: 04/09/2019] [Accepted: 04/10/2019] [Indexed: 02/04/2023] Open
Abstract
Contractile to synthetic phenotypic switching of smooth muscle cells (SMCs) contributes to stenosis in vascular disease and vascular transplants. To generate more contractile SMCs, we performed a high-throughput differentiation screen using a MYH11-NLuc-tdTomato human embryonic stem cell reporter cell line. We identified RepSox as a factor that promotes differentiation of MYH11-positive cells by promoting NOTCH signaling. RepSox induces SMCs to exhibit a more contractile phenotype than SMCs generated using PDGF-BB and TGF-β1, two factors previously used for SMC differentiation but which also cause intimal hyperplasia. In addition, RepSox inhibited intimal hyperplasia caused by contractile to synthetic phenotypic switching of SMCs in a rat balloon injury model. Thus, in addition to providing more contractile SMCs that could prove useful for constructing artificial blood vessels, this study suggests a strategy for identifying drugs for inhibiting intimal hyperplasia that act by driving contractile differentiation rather than inhibiting proliferation non-specifically. Fully defined differentiation of contractile (95% MYH11+) smooth muscle cells (SMCs) RepSox-NOTCH signal promotes SMC differentiation and inhibits intimal hyperplasia RepSox-SMCs could reduce the risk of intimal hyperplasia compared with PDGF/TGF-SMCs Applying SMC differentiation for high-throughput screening of anti-restenosis drugs
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Affiliation(s)
- Jue Zhang
- Regenerative Biology, Morgridge Institute for Research, 330 North Orchard Street, Madison, WI 53715, USA.
| | - Brian E McIntosh
- Regenerative Biology, Morgridge Institute for Research, 330 North Orchard Street, Madison, WI 53715, USA
| | - Bowen Wang
- Department of Surgery, University of Wisconsin-Madison, Madison, WI 53792, USA; College of Medicine, The Ohio State University, Columbus, OH 43210, USA
| | - Matthew E Brown
- Regenerative Biology, Morgridge Institute for Research, 330 North Orchard Street, Madison, WI 53715, USA; Department of Surgery, University of Wisconsin-Madison, Madison, WI 53792, USA
| | - Mitchell D Probasco
- Regenerative Biology, Morgridge Institute for Research, 330 North Orchard Street, Madison, WI 53715, USA
| | - Sarah Webster
- Regenerative Biology, Morgridge Institute for Research, 330 North Orchard Street, Madison, WI 53715, USA
| | - Bret Duffin
- Regenerative Biology, Morgridge Institute for Research, 330 North Orchard Street, Madison, WI 53715, USA
| | - Ying Zhou
- Department of Surgery, University of Wisconsin-Madison, Madison, WI 53792, USA
| | - Lian-Wang Guo
- Department of Surgery, University of Wisconsin-Madison, Madison, WI 53792, USA; College of Medicine, The Ohio State University, Columbus, OH 43210, USA
| | | | - Craig Kent
- Department of Surgery, University of Wisconsin-Madison, Madison, WI 53792, USA; College of Medicine, The Ohio State University, Columbus, OH 43210, USA
| | - Michael Ferris
- College of Engineering, University of Wisconsin-Madison, Madison, WI 53706, USA; Computer Sciences, Industrial & Systems Engineering, Mathematics, Optimization, Wisconsin Institute for Discovery, Madison, WI 53715, USA
| | - James A Thomson
- Regenerative Biology, Morgridge Institute for Research, 330 North Orchard Street, Madison, WI 53715, USA; Department of Cell & Regenerative Biology, University of Wisconsin-Madison, Madison, WI 53706, USA; Department of Molecular, Cellular, & Developmental Biology, University of California, Santa Barbara, CA 93117, USA.
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Barry C, Schmitz MT, Propson NE, Hou Z, Zhang J, Nguyen BK, Bolin JM, Jiang P, McIntosh BE, Probasco MD, Swanson S, Stewart R, Thomson JA, Schwartz MP, Murphy WL. Uniform neural tissue models produced on synthetic hydrogels using standard culture techniques. Exp Biol Med (Maywood) 2017; 242:1679-1689. [PMID: 28599598 PMCID: PMC5786368 DOI: 10.1177/1535370217715028] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022] Open
Abstract
The aim of the present study was to test sample reproducibility for model neural tissues formed on synthetic hydrogels. Human embryonic stem (ES) cell-derived precursor cells were cultured on synthetic poly(ethylene glycol) (PEG) hydrogels to promote differentiation and self-organization into model neural tissue constructs. Neural progenitor, vascular, and microglial precursor cells were combined on PEG hydrogels to mimic developmental timing, which produced multicomponent neural constructs with 3D neuronal and glial organization, organized vascular networks, and microglia with ramified morphologies. Spearman's rank correlation analysis of global gene expression profiles and a comparison of coefficient of variation for expressed genes demonstrated that replicate neural constructs were highly uniform to at least day 21 for samples from independent experiments. We also demonstrate that model neural tissues formed on PEG hydrogels using a simplified neural differentiation protocol correlated more strongly to in vivo brain development than samples cultured on tissue culture polystyrene surfaces alone. These results provide a proof-of-concept demonstration that 3D cellular models that mimic aspects of human brain development can be produced from human pluripotent stem cells with high sample uniformity between experiments by using standard culture techniques, cryopreserved cell stocks, and a synthetic extracellular matrix. Impact statement Pluripotent stem (PS) cells have been characterized by an inherent ability to self-organize into 3D "organoids" resembling stomach, intestine, liver, kidney, and brain tissues, offering a potentially powerful tool for modeling human development and disease. However, organoid formation must be quantitatively reproducible for applications such as drug and toxicity screening. Here, we report a strategy to produce uniform neural tissue constructs with reproducible global gene expression profiles for replicate samples from multiple experiments.
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Affiliation(s)
| | | | | | - Zhonggang Hou
- Morgridge Institute for Research, Madison, WI 53705, USA
- Department of Biological Chemistry, University of Michigan Medical School, Ann Arbor, MI 48109, USA (current address)
| | - Jue Zhang
- Morgridge Institute for Research, Madison, WI 53705, USA
| | - Bao K Nguyen
- Morgridge Institute for Research, Madison, WI 53705, USA
| | | | - Peng Jiang
- Morgridge Institute for Research, Madison, WI 53705, USA
| | | | | | - Scott Swanson
- Morgridge Institute for Research, Madison, WI 53705, USA
| | - Ron Stewart
- Morgridge Institute for Research, Madison, WI 53705, USA
| | - James A Thomson
- Morgridge Institute for Research, Madison, WI 53705, USA
- Department of Cell & Regenerative Biology, University of Wisconsin-Madison, Madison, WI 53705, USA
- Department of Molecular, Cellular, & Developmental Biology, University of California, Santa Barbara, CA 93106, USA
| | - Michael P Schwartz
- Center for Sustainable Nanotechnology, Department of Chemistry, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - William L Murphy
- Department of Biomedical Engineering, University of Wisconsin-Madison, Madison, WI 53705, USA
- Materials Science Program, University of Wisconsin-Madison, WI 53705, USA
- Department of Orthopedics and Rehabilitation, University of Wisconsin-Madison, Madison, WI 53705, USA
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5
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Stewart R, Rascón CA, Tian S, Nie J, Barry C, Chu LF, Ardalani H, Wagner RJ, Probasco MD, Bolin JM, Leng N, Sengupta S, Volkmer M, Habermann B, Tanaka EM, Thomson JA, Dewey CN. Comparative RNA-seq analysis in the unsequenced axolotl: the oncogene burst highlights early gene expression in the blastema. PLoS Comput Biol 2013; 9:e1002936. [PMID: 23505351 PMCID: PMC3591270 DOI: 10.1371/journal.pcbi.1002936] [Citation(s) in RCA: 101] [Impact Index Per Article: 9.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2012] [Accepted: 01/08/2013] [Indexed: 01/09/2023] Open
Abstract
The salamander has the remarkable ability to regenerate its limb after amputation. Cells at the site of amputation form a blastema and then proliferate and differentiate to regrow the limb. To better understand this process, we performed deep RNA sequencing of the blastema over a time course in the axolotl, a species whose genome has not been sequenced. Using a novel comparative approach to analyzing RNA-seq data, we characterized the transcriptional dynamics of the regenerating axolotl limb with respect to the human gene set. This approach involved de novo assembly of axolotl transcripts, RNA-seq transcript quantification without a reference genome, and transformation of abundances from axolotl contigs to human genes. We found a prominent burst in oncogene expression during the first day and blastemal/limb bud genes peaking at 7 to 14 days. In addition, we found that limb patterning genes, SALL genes, and genes involved in angiogenesis, wound healing, defense/immunity, and bone development are enriched during blastema formation and development. Finally, we identified a category of genes with no prior literature support for limb regeneration that are candidates for further evaluation based on their expression pattern during the regenerative process.
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Affiliation(s)
- Ron Stewart
- Regenerative Biology, Morgridge Institute for Research, Madison, Wisconsin, United States of America.
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Choi KD, Vodyanik MA, Togarrati PP, Suknuntha K, Kumar A, Samarjeet F, Probasco MD, Tian S, Stewart R, Thomson JA, Slukvin II. Identification of the hemogenic endothelial progenitor and its direct precursor in human pluripotent stem cell differentiation cultures. Cell Rep 2012; 2:553-67. [PMID: 22981233 DOI: 10.1016/j.celrep.2012.08.002] [Citation(s) in RCA: 151] [Impact Index Per Article: 12.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2011] [Revised: 05/23/2012] [Accepted: 08/03/2012] [Indexed: 11/16/2022] Open
Abstract
Hemogenic endothelium (HE) has been recognized as a source of hematopoietic stem cells (HSCs) in the embryo. Access to human HE progenitors (HEPs) is essential for enabling the investigation of the molecular determinants of HSC specification. Here, we show that HEPs capable of generating definitive hematopoietic cells can be obtained from human pluripotent stem cells (hPSCs) and identified precisely by a VE-cadherin(+)CD73(-)CD235a/CD43(-) phenotype. This phenotype discriminates true HEPs from VE-cadherin(+)CD73(+) non-HEPs and VE-cadherin(+)CD235a(+)CD41a(-) early hematopoietic cells with endothelial and FGF2-dependent hematopoietic colony-forming potential. We found that HEPs arise at the post-primitive-streak stage of differentiation directly from VE-cadherin-negative KDR(bright)APLNR(+)PDGFRα(low/-) hematovascular mesodermal precursors (HVMPs). In contrast, hemangioblasts, which are capable of forming endothelium and primitive blood cells, originate from more immature APLNR(+)PDGFRα(+) mesoderm. The demarcation of HEPs and HVMPs provides a platform for modeling blood development from endothelium with a goal of facilitating the generation of HSCs from hPSCs.
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Affiliation(s)
- Kyung-Dal Choi
- National Primate Research Center, University of Wisconsin Graduate School, Madison, WI 53715, USA
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Probasco MD, Thompson NE, Burgess RR. Immunoaffinity purification and characterization of RNA polymerase from Shewanella oneidensis. Protein Expr Purif 2007; 55:23-30. [PMID: 17507238 DOI: 10.1016/j.pep.2007.03.020] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2006] [Revised: 03/28/2007] [Accepted: 03/29/2007] [Indexed: 11/21/2022]
Abstract
Shewanella oneidensis is of particular interest for research because of its unique ability to use a variety of metals as final respiratory electron acceptors and reduce them into insoluble oxides. A collection of monoclonal antibodies (mAbs) that were prepared towards Escherichia coli RNA polymerase (RNAP) was tested for reactivity with proteins extracted from S. oneidensis. Two polyol-responsive monoclonal antibodies (PR-mAbs) were used to purify RNA polymerase from S. oneidensis using immunoaffinity purification techniques. A collection of mAbs towards E. coli sigma subunits was also examined for cross-reactivity with S. oneidensis proteins. Reactions were identified with mAbs to E. coli sigma(70) and sigma(54). These mAbs will be useful tools for immunoaffinity purifying and studying the transcriptional machinery of S. oneidensis.
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Affiliation(s)
- Mitchell D Probasco
- McArdle Laboratory for Cancer Research, University of Wisconsin-Madison, Madison, WI 53706, USA
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Affiliation(s)
- Tenneille E Ludwig
- Genome Center of Wisconsin, University of Wisconsin-Madison, 425 Henry Mall, Madison, Wisconsin 53706, USA.
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