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1.
Proc Natl Acad Sci U S A ; 114(30): E6072-E6078, 2017 07 25.
Article in English | MEDLINE | ID: mdl-28696312

ABSTRACT

Here, we report the derivation of arterial endothelial cells from human pluripotent stem cells that exhibit arterial-specific functions in vitro and in vivo. We combine single-cell RNA sequencing of embryonic mouse endothelial cells with an EFNB2-tdTomato/EPHB4-EGFP dual reporter human embryonic stem cell line to identify factors that regulate arterial endothelial cell specification. The resulting xeno-free protocol produces cells with gene expression profiles, oxygen consumption rates, nitric oxide production levels, shear stress responses, and TNFα-induced leukocyte adhesion rates characteristic of arterial endothelial cells. Arterial endothelial cells were robustly generated from multiple human embryonic and induced pluripotent stem cell lines and have potential applications for both disease modeling and regenerative medicine.


Subject(s)
Arteries/cytology , Endothelial Cells/transplantation , Neovascularization, Physiologic , Pluripotent Stem Cells/physiology , Tissue Engineering/methods , Animals , CRISPR-Cas Systems , Cell Line , Endothelial Cells/cytology , Humans , Mice , Myocardial Infarction/therapy , Sequence Analysis, RNA
2.
Stem Cell Reports ; 8(4): 907-918, 2017 04 11.
Article in English | MEDLINE | ID: mdl-28343999

ABSTRACT

A defined protocol for efficiently deriving endothelial cells from human pluripotent stem cells was established and vascular morphogenesis was used as a model system to understand how synthetic hydrogels influence global biological function compared with common 2D and 3D culture platforms. RNA sequencing demonstrated that gene expression profiles were similar for endothelial cells and pericytes cocultured in polyethylene glycol (PEG) hydrogels or Matrigel, while monoculture comparisons identified distinct vascular signatures for each cell type. Endothelial cells cultured on tissue-culture polystyrene adopted a proliferative phenotype compared with cells cultured on or encapsulated in PEG hydrogels. The proliferative phenotype correlated to increased FAK-ERK activity, and knockdown or inhibition of ERK signaling reduced proliferation and expression for cell-cycle genes while increasing expression for "3D-like" vasculature development genes. Our results provide insight into the influence of 2D and 3D culture formats on global biological processes that regulate cell function.


Subject(s)
Endothelial Cells/cytology , Pericytes/cytology , Pluripotent Stem Cells/cytology , Tissue Engineering/methods , Transcriptome , Cell Culture Techniques/methods , Cell Cycle , Cell Differentiation , Cell Line , Cell Proliferation , Cells, Cultured , Collagen/chemistry , Drug Combinations , Endothelial Cells/metabolism , Humans , Hydrogels/chemistry , Laminin/chemistry , MAP Kinase Signaling System , Neovascularization, Physiologic , Pericytes/metabolism , Pluripotent Stem Cells/metabolism , Polyethylene Glycols/chemistry , Polystyrenes/chemistry , Proteoglycans/chemistry , Tissue Scaffolds/chemistry
3.
Acta Biomater ; 35: 32-41, 2016 Apr 15.
Article in English | MEDLINE | ID: mdl-26945632

ABSTRACT

Here, we describe an in vitro strategy to model vascular morphogenesis where human induced pluripotent stem cell-derived endothelial cells (iPSC-ECs) are encapsulated in peptide-functionalized poly(ethylene glycol) (PEG) hydrogels, either on standard well plates or within a passive pumping polydimethylsiloxane (PDMS) tri-channel microfluidic device. PEG hydrogels permissive towards cellular remodeling were fabricated using thiol-ene photopolymerization to incorporate matrix metalloproteinase (MMP)-degradable crosslinks and CRGDS cell adhesion peptide. Time lapse microscopy, immunofluorescence imaging, and RNA sequencing (RNA-Seq) demonstrated that iPSC-ECs formed vascular networks through mechanisms that were consistent with in vivo vasculogenesis and angiogenesis when cultured in PEG hydrogels. Migrating iPSC-ECs condensed into clusters, elongated into tubules, and formed polygonal networks through sprouting. Genes upregulated for iPSC-ECs cultured in PEG hydrogels relative to control cells on tissue culture polystyrene (TCP) surfaces included adhesion, matrix remodeling, and Notch signaling pathway genes relevant to in vivo vascular development. Vascular networks with lumens were stable for at least 14days when iPSC-ECs were encapsulated in PEG hydrogels that were polymerized within the central channel of the microfluidic device. Therefore, iPSC-ECs cultured in peptide-functionalized PEG hydrogels offer a defined platform for investigating vascular morphogenesis in vitro using both standard and microfluidic formats. STATEMENT OF SIGNIFICANCE: Human induced pluripotent stem cell-derived endothelial cells (iPSC-ECs) cultured in synthetic hydrogels self-assemble into capillary networks through mechanisms consistent with in vivo vascular morphogenesis.


Subject(s)
Blood Vessels/physiology , Endothelial Cells/cytology , Hydrogels/pharmacology , Induced Pluripotent Stem Cells/cytology , Tissue Engineering/methods , Blood Vessels/drug effects , Capillaries/drug effects , Capillaries/physiology , Cell Adhesion/drug effects , Cells, Cultured , Endothelial Cells/drug effects , Endothelial Cells/metabolism , Extracellular Matrix/drug effects , Extracellular Matrix/metabolism , Gene Expression Profiling , Gene Expression Regulation/drug effects , Humans , Induced Pluripotent Stem Cells/drug effects , Induced Pluripotent Stem Cells/metabolism
4.
Proc Natl Acad Sci U S A ; 112(40): 12516-21, 2015 Oct 06.
Article in English | MEDLINE | ID: mdl-26392547

ABSTRACT

Human pluripotent stem cell-based in vitro models that reflect human physiology have the potential to reduce the number of drug failures in clinical trials and offer a cost-effective approach for assessing chemical safety. Here, human embryonic stem (ES) cell-derived neural progenitor cells, endothelial cells, mesenchymal stem cells, and microglia/macrophage precursors were combined on chemically defined polyethylene glycol hydrogels and cultured in serum-free medium to model cellular interactions within the developing brain. The precursors self-assembled into 3D neural constructs with diverse neuronal and glial populations, interconnected vascular networks, and ramified microglia. Replicate constructs were reproducible by RNA sequencing (RNA-Seq) and expressed neurogenesis, vasculature development, and microglia genes. Linear support vector machines were used to construct a predictive model from RNA-Seq data for 240 neural constructs treated with 34 toxic and 26 nontoxic chemicals. The predictive model was evaluated using two standard hold-out testing methods: a nearly unbiased leave-one-out cross-validation for the 60 training compounds and an unbiased blinded trial using a single hold-out set of 10 additional chemicals. The linear support vector produced an estimate for future data of 0.91 in the cross-validation experiment and correctly classified 9 of 10 chemicals in the blinded trial.


Subject(s)
Cell Differentiation , Embryonic Stem Cells/cytology , Neural Stem Cells/cytology , Pluripotent Stem Cells/cytology , Brain/cytology , Brain/growth & development , Brain/metabolism , Cell Communication/drug effects , Cell Communication/genetics , Cells, Cultured , Culture Media, Serum-Free/pharmacology , Embryonic Stem Cells/drug effects , Embryonic Stem Cells/metabolism , Endothelial Cells/cytology , Endothelial Cells/drug effects , Endothelial Cells/metabolism , Gene Expression Regulation, Developmental , Gene Ontology , Humans , Hydrogels/pharmacology , Macrophages/cytology , Macrophages/drug effects , Macrophages/metabolism , Mesenchymal Stem Cells/cytology , Mesenchymal Stem Cells/drug effects , Mesenchymal Stem Cells/metabolism , Microglia/cytology , Microglia/drug effects , Microglia/metabolism , Models, Biological , Neural Stem Cells/drug effects , Neural Stem Cells/metabolism , Neurogenesis/drug effects , Neurogenesis/genetics , Pluripotent Stem Cells/drug effects , Pluripotent Stem Cells/metabolism , Polyethylene Glycols/pharmacology , Support Vector Machine , Tissue Engineering/methods , Xenobiotics/classification , Xenobiotics/pharmacology
5.
Sci Rep ; 5: 9570, 2015 Apr 01.
Article in English | MEDLINE | ID: mdl-25831155

ABSTRACT

RNA sequencing has increasingly become an indispensable tool for biological research. While sequencing costs have fallen dramatically in recent years, the current cost of RNA sequencing, nonetheless, remains a barrier to even more widespread adoption. Here, we present a simple RNA sequencing protocol with substantially reduced costs. This protocol uses as little as 10 ng of total RNA, allows multiplex sequencing of up to 96 samples per lane, and is strand specific. Extensive validation using human embryonic stem cells showed high consistency between technical replicates at various multiplexing levels.


Subject(s)
Gene Expression Profiling/methods , Gene Expression , High-Throughput Nucleotide Sequencing/methods , Sequence Analysis, RNA/methods , Cost-Benefit Analysis , Gene Expression Profiling/economics , Gene Library , High-Throughput Nucleotide Sequencing/economics , Humans , Reproducibility of Results , Sequence Analysis, RNA/economics
6.
Bioinformatics ; 31(16): 2614-22, 2015 Aug 15.
Article in English | MEDLINE | ID: mdl-25847007

ABSTRACT

MOTIVATION: With improvements in next-generation sequencing technologies and reductions in price, ordered RNA-seq experiments are becoming common. Of primary interest in these experiments is identifying genes that are changing over time or space, for example, and then characterizing the specific expression changes. A number of robust statistical methods are available to identify genes showing differential expression among multiple conditions, but most assume conditions are exchangeable and thereby sacrifice power and precision when applied to ordered data. RESULTS: We propose an empirical Bayes mixture modeling approach called EBSeq-HMM. In EBSeq-HMM, an auto-regressive hidden Markov model is implemented to accommodate dependence in gene expression across ordered conditions. As demonstrated in simulation and case studies, the output proves useful in identifying differentially expressed genes and in specifying gene-specific expression paths. EBSeq-HMM may also be used for inference regarding isoform expression. AVAILABILITY AND IMPLEMENTATION: An R package containing examples and sample datasets is available at Bioconductor. CONTACT: kendzior@biostat.wisc.edu SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.


Subject(s)
Bayes Theorem , Gene Expression Profiling/methods , High-Throughput Nucleotide Sequencing/methods , Sequence Analysis, RNA/methods , Software , Gene Expression Regulation , Humans
7.
J Vis Exp ; (56): e3340, 2011 Oct 27.
Article in English | MEDLINE | ID: mdl-22064688

ABSTRACT

Whole transcriptome sequencing by mRNA-Seq is now used extensively to perform global gene expression, mutation, allele-specific expression and other genome-wide analyses. mRNA-Seq even opens the gate for gene expression analysis of non-sequenced genomes. mRNA-Seq offers high sensitivity, a large dynamic range and allows measurement of transcript copy numbers in a sample. Illumina's genome analyzer performs sequencing of a large number (> 10(7)) of relatively short sequence reads (< 150 bp).The "paired end" approach, wherein a single long read is sequenced at both its ends, allows for tracking alternate splice junctions, insertions and deletions, and is useful for de novo transcriptome assembly. One of the major challenges faced by researchers is a limited amount of starting material. For example, in experiments where cells are harvested by laser micro-dissection, available starting total RNA may measure in nanograms. Preparation of mRNA-Seq libraries from such samples have been described(1, 2) but involves significant PCR amplification that may introduce bias. Other RNA-Seq library construction procedures with minimal PCR amplification have been published(3, 4) but require microgram amounts of starting total RNA. Here we describe a protocol for the Illumina Genome Analyzer II platform for mRNA-Seq sequencing for library preparation that avoids significant PCR amplification and requires only 10 nanograms of total RNA. While this protocol has been described previously and validated for single-end sequencing(5), where it was shown to produce directional libraries without introducing significant amplification bias, here we validate it further for use as a paired end protocol. We selectively amplify polyadenylated messenger RNAs from starting total RNA using the T7 based Eberwine linear amplification method, coined "T7LA" (T7 linear amplification). The amplified poly-A mRNAs are fragmented, reverse transcribed and adapter ligated to produce the final sequencing library. For both single read and paired end runs, sequences are mapped to the human transcriptome(6) and normalized so that data from multiple runs can be compared. We report the gene expression measurement in units of transcripts per million (TPM), which is a superior measure to RPKM when comparing samples(7).


Subject(s)
Gene Expression Profiling/methods , RNA, Messenger/chemistry , Sequence Analysis, DNA/methods , Humans , Polymerase Chain Reaction/methods , RNA/chemistry , RNA/genetics , RNA, Messenger/genetics
8.
J Cataract Refract Surg ; 34(2): 274-9, 2008 Feb.
Article in English | MEDLINE | ID: mdl-18242453

ABSTRACT

PURPOSE: To compare intraoperative and postoperative complications, best corrected visual acuity, intraocular pressure (IOP), and glaucoma medication requirements between eyes with clinically apparent pseudoexfoliation (PEX) and fellow eyes without PEX in patients having bilateral cataract surgery. SETTING: Private practice, Boston, Massachusetts, USA. METHODS: This retrospective study comprised 1000 consecutive patients who had cataract surgery performed by the same surgeon. Of the 1000 patients, 137 had unilateral PEX and bilateral cataract surgery. Patients with previous or concurrent glaucoma surgery were eliminated from the study. Two-way analysis of variance and Tukey post hoc tests were used for statistical analysis. RESULTS: Complications were few, with no significant differences between the 2 groups intraoperatively (zonule instability) or postoperatively (corneal edema, cystoid macular edema, intraocular lens decentration). Both groups had improved visual acuity, with no statistically significant between- group difference in acuity at 1 year. Both groups had decreased IOP postoperatively, although the eyes with PEX had a significantly greater mean Delta IOP than the fellow eyes without PEX (P<.016). The PEX group required more glaucoma medications overall (P<.003) and needed more glaucoma medications at 3 to 5 years than preoperatively; the medication requirement in the fellow-eye group remained stable. CONCLUSIONS: The presence of clinically apparent PEX had an impact on IOP reduction and glaucoma medication requirements. There were no differences in intraoperative or postoperative complications between eyes with PEX and fellow eyes without PEX.


Subject(s)
Exfoliation Syndrome/complications , Intraocular Pressure/physiology , Intraoperative Complications , Lens Implantation, Intraocular , Phacoemulsification , Postoperative Complications , Visual Acuity/physiology , Aged , Antihypertensive Agents/administration & dosage , Cataract/complications , Female , Glaucoma, Open-Angle/drug therapy , Glaucoma, Open-Angle/etiology , Humans , Male , Retrospective Studies , Treatment Outcome
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