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Shi Y, Yang W, Lin H, Han L, Cai AJ, Saraf R, Lei Y, Zhang C. Identification of RNA-based cell-type markers for stem-cell manufacturing systems with a statistical scoring function. GENE REPORTS 2024; 34:101869. [PMID: 38351912 PMCID: PMC10861185 DOI: 10.1016/j.genrep.2023.101869] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/16/2024]
Abstract
Cell-type biomarkers are useful in stem-cell manufacturing to monitor cell purity, quantity, and quality. However, the study on cell-type markers, specifically for stem cell manufacture, is limited. Emerging questions include which RNA transcripts can serve as biomarkers during stem cell culture and how to discover these biomarkers efficiently and precisely. We developed a scoring function system to identify RNA biomarkers with RNA-seq data for systems that have a limited number of cell types. We applied the method to two data sets, one for extracellular RNAs (ex-RNAs) and the other for intracellular microRNAs (miRNAs). The first data set has RNA-seq data of ex-RNAs from cell culture media for six different types of cells, including human embryonic stem cells. To get the RNA-seq data from intracellular miRNAs, we cultured three types of cells: human embryonic stem cells (H9), neural stem cells (NSC), hESC-derived endothelial cells (EC) and conducted small RNA-seq to their intracellular miRNAs. Using these data, we identified a set of ex-RNAs/smRNAs as candidates of biomarkers for different types of cells for cell manufacture. The validity of these findings was confirmed by the utilization of additional data sets and experimental procedures. We also used deep-learning-based prediction methods and simulated data to validate these discovered biomarkers.
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Affiliation(s)
- Yu Shi
- School of Biological Sciences, University of Nebraska, Lincoln, NE, USA
| | - Weilong Yang
- School of Biological Sciences, University of Nebraska, Lincoln, NE, USA
| | - Haishuang Lin
- Department of Chemical and Biomolecular Engineering, University of Nebraska, Lincoln, NE, USA
| | - Li Han
- Department of Biomedical Engineering, Pennsylvania State University, University Park, PA, USA
| | - Alyssa J. Cai
- Newark Academy, 91 W S Orange Ave, Livingston, NJ, USA
| | - Ravi Saraf
- Department of Chemical and Biomolecular Engineering, University of Nebraska, Lincoln, NE, USA
| | - Yuguo Lei
- Department of Biomedical Engineering, Pennsylvania State University, University Park, PA, USA
- Huck Institutes of the Life Sciences, Pennsylvania State University, University Park, PA, USA
| | - Chi Zhang
- School of Biological Sciences, University of Nebraska, Lincoln, NE, USA
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Wang O, Han L, Lin H, Tian M, Zhang S, Duan B, Chung S, Zhang C, Lian X, Wang Y, Lei Y. Fabricating 3-dimensional human brown adipose microtissues for transplantation studies. Bioact Mater 2022; 22:518-534. [PMID: 36330162 PMCID: PMC9619153 DOI: 10.1016/j.bioactmat.2022.10.022] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2022] [Revised: 10/06/2022] [Accepted: 10/18/2022] [Indexed: 11/13/2022] Open
Abstract
Transplanting cell cultured brown adipocytes (BAs) represents a promising approach to prevent and treat obesity (OB) and its associated metabolic disorders, including type 2 diabetes mellitus (T2DM). However, transplanted BAs have a very low survival rate in vivo. The enzymatic dissociation during the harvest of fully differentiated BAs also loses significant cells. There is a critical need for novel methods that can avoid cell death during cell preparation, transplantation, and in vivo. Here, we reported that preparing BAs as injectable microtissues could overcome the problem. We found that 3D culture promoted BA differentiation and UCP-1 expression, and the optimal initial cell aggregate size was 100 μm. The microtissues could be produced at large scales via 3D suspension assisted with a PEG hydrogel and could be cryopreserved. Fabricated microtissues could survive in vivo for long term. They alleviated body weight and fat gain and improved glucose tolerance and insulin sensitivity in high-fat diet (HFD)-induced OB and T2DM mice. Transplanted microtissues impacted multiple organs, secreted protein factors, and influenced the secretion of endogenous adipokines. To our best knowledge, this is the first report on fabricating human BA microtissues and showing their safety and efficacy in T2DM mice. The proposal of transplanting fabricated BA microtissues, the microtissue fabrication method, and the demonstration of efficacy in T2DM mice are all new. Our results show that engineered 3D human BA microtissues have considerable advantages in product scalability, storage, purity, safety, dosage, survival, and efficacy.
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Affiliation(s)
- Ou Wang
- Department of Chemical and Biomolecular Engineering, University of Nebraska-Lincoln, NE, USA
- Biomedical Engineering Program, University of Nebraska-Lincoln, NE, USA
| | - Li Han
- Department of Biomedical Engineering, Pennsylvania State University, PA, USA
| | - Haishuang Lin
- Department of Chemical and Biomolecular Engineering, University of Nebraska-Lincoln, NE, USA
| | - Mingmei Tian
- China Novartis Institutes for BioMedical Research Co., Ltd., Beijing, China
| | - Shuyang Zhang
- Department of Chemistry, University of Nebraska-Lincoln, NE, USA
| | - Bin Duan
- Mary & Dick Holland Regenerative Medicine Program and Division of Cardiology, Department of Internal Medicine, University of Nebraska Medical Center, Omaha, NE, USA
| | - Soonkyu Chung
- Department of Nutrition, University of Massachusetts, Amherst, MA, USA
| | - Chi Zhang
- School of Biological Science, University of Nebraska-Lincoln, NE, USA
| | - Xiaojun Lian
- Department of Biomedical Engineering, Pennsylvania State University, PA, USA
| | - Yong Wang
- Department of Biomedical Engineering, Pennsylvania State University, PA, USA
| | - Yuguo Lei
- Department of Chemical and Biomolecular Engineering, University of Nebraska-Lincoln, NE, USA
- Department of Biomedical Engineering, Pennsylvania State University, PA, USA
- Huck Institutes of the Life Sciences, Pennsylvania State University, PA, USA
- Corresponding author. The Pennsylvania State University, PA, USA.
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Jankowski M, Kaczmarek M, Wąsiatycz G, Dompe C, Mozdziak P, Jaśkowski JM, Piotrowska-Kempisty H, Kempisty B. Expression Profile of New Marker Genes Involved in Differentiation of Canine Adipose-Derived Stem Cells into Osteoblasts. Int J Mol Sci 2021; 22:6663. [PMID: 34206369 PMCID: PMC8269079 DOI: 10.3390/ijms22136663] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2021] [Revised: 05/20/2021] [Accepted: 06/16/2021] [Indexed: 02/07/2023] Open
Abstract
Next-generation sequencing (RNAseq) analysis of gene expression changes during the long-term in vitro culture and osteogenic differentiation of ASCs remains to be important, as the analysis provides important clues toward employing stem cells as a therapeutic intervention. In this study, the cells were isolated from adipose tissue obtained during routine surgical procedures and subjected to 14-day in vitro culture and differentiation. The mRNA transcript levels were evaluated using the Illumina platform, resulting in the detection of 19,856 gene transcripts. The most differentially expressed genes (fold change >|2|, adjusted p value < 0.05), between day 1, day 14 and differentiated cell cultures were extracted and subjected to bioinformatical analysis based on the R programming language. The results of this study provide molecular insight into the processes that occur during long-term in vitro culture and osteogenic differentiation of ASCs, allowing the re-evaluation of the roles of some genes in MSC progression towards a range of lineages. The results improve the knowledge of the molecular mechanisms associated with long-term in vitro culture and differentiation of ASCs, as well as providing a point of reference for potential in vivo and clinical studies regarding these cells' application in regenerative medicine.
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Affiliation(s)
- Maurycy Jankowski
- Department of Anatomy, Poznan University of Medical Sciences, 60-781 Poznan, Poland;
| | - Mariusz Kaczmarek
- Department of Cancer Immunology, Chair of Medical Biotechnology, Poznan University of Medical Sciences, 61-866 Poznan, Poland;
- Gene Therapy Laboratory, Department of Cancer Diagnostics and Immunology, Greater Poland Cancer Centre, 61-866 Poznan, Poland
| | - Grzegorz Wąsiatycz
- Department of Veterinary Surgery, Institute of Veterinary Medicine, Nicolaus Copernicus University in Torun, 87-100 Toruń, Poland;
| | - Claudia Dompe
- The School of Medicine, Medical Sciences and Nutrition, University of Aberdeen, Aberdeen AB25 2ZD, UK;
| | - Paul Mozdziak
- Prestage Department of Poultry Science, College of Agriculture and Life Sciences, North Carolina State University, Raleigh, NC 27695, USA;
| | - Jędrzej M. Jaśkowski
- Department of Diagnostics and Clinical Sciences, Institute of Veterinary Medicine, Nicolaus Copernicus University in Torun, 87-100 Torun, Poland;
| | - Hanna Piotrowska-Kempisty
- Department of Toxicology, Poznan University of Medical Sciences, 60-701 Poznan, Poland;
- Department of Basic and Preclinical Sciences, Institute of Veterinary Medicine, Nicolaus Copernicus University in Toruń, 87-100 Torun, Poland
| | - Bartosz Kempisty
- Department of Anatomy, Poznan University of Medical Sciences, 60-781 Poznan, Poland;
- Department of Veterinary Surgery, Institute of Veterinary Medicine, Nicolaus Copernicus University in Torun, 87-100 Toruń, Poland;
- Prestage Department of Poultry Science, College of Agriculture and Life Sciences, North Carolina State University, Raleigh, NC 27695, USA;
- Department of Histology and Embryology, Poznan University of Medical Sciences, 60-781 Poznan, Poland
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Chen SG, Ugwu F, Li WC, Caplice NM, Petcu E, Yip SP, Huang CL. Vascular Tissue Engineering: Advanced Techniques and Gene Editing in Stem Cells for Graft Generation. TISSUE ENGINEERING PART B-REVIEWS 2021; 27:14-28. [DOI: 10.1089/ten.teb.2019.0264] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Affiliation(s)
- Sin-Guang Chen
- Department of Health Technology and Informatics, The Hong Kong Polytechnic University, Hong Kong, SAR, China
| | - Felix Ugwu
- Department of Health Technology and Informatics, The Hong Kong Polytechnic University, Hong Kong, SAR, China
| | - Wan-Chun Li
- Institute of Oral Biology, School of Dentistry, National Yang-Ming University, Taipei, Taiwan, China
| | - Noel M. Caplice
- Centre for Research in Vascular Biology, Biosciences Institute, University College Cork, Cork, Ireland
| | - Eugen Petcu
- Griffith University School of Medicine, Menzies Health Institute Queensland, Griffith University, Nathan, Australia
| | - Shea Ping Yip
- Department of Health Technology and Informatics, The Hong Kong Polytechnic University, Hong Kong, SAR, China
| | - Chien-Ling Huang
- Department of Health Technology and Informatics, The Hong Kong Polytechnic University, Hong Kong, SAR, China
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Abstract
Ischemic heart disease (IHD) is one of the most common cardiovascular diseases and is the leading cause of death worldwide. Stem cell therapy is a promising strategy to promote cardiac regeneration and myocardial function recovery. Recently, the generation of human induced pluripotent cells (hiPSCs) and their differentiation into cardiomyocytes and vascular cells offer an unprecedented opportunity for the IHD treatment. This review briefly summarizes hiPSCs and their differentiation, and presents the recent advances in hiPSC injection, engineered cardiac patch fabrication, and the application of hiPSC derived extracellular vesicle. Current challenges and further perspectives are also discussed to understand current risks and concerns, identify potential solutions, and direct future clinical trials and applications.
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Exploring the roles of MACIT and multiplexin collagens in stem cells and cancer. Semin Cancer Biol 2019; 62:134-148. [PMID: 31479735 DOI: 10.1016/j.semcancer.2019.08.033] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2019] [Revised: 08/20/2019] [Accepted: 08/30/2019] [Indexed: 02/07/2023]
Abstract
The extracellular matrix (ECM) is ubiquitously involved in neoplastic transformation, tumour growth and metastatic dissemination, and the interplay between tumour and stromal cells and the ECM is now considered crucial for the formation of a tumour-supporting microenvironment. The 28 different collagens (Col) form a major ECM protein family and display extraordinary functional diversity in tissue homeostasis as well as in pathological conditions, with functions ranging from structural support for tissues to regulatory binding activities and storage of biologically active cryptic domains releasable through ECM proteolysis. Two subfamilies of collagens, namely the plasma membrane-associated collagens with interrupted triple-helices (MACITs, including ColXIII, ColXXIII and ColXXV) and the basement membrane-associated collagens with multiple triple-helix domains with interruptions (multiplexins, including ColXV and ColXVIII), have highly interesting regulatory functions in tissue and organ development, as well as in various diseases, including cancer. An increasing, albeit yet sparse, data suggest that these collagens play crucial roles in conveying regulatory signals from the extracellular space to cells. We summarize here the current knowledge about MACITs and multiplexins as regulators of stemness and oncogenic processes, as well as their roles in influencing cell fate decisions in healthy and cancerous tissues. In addition, we present a bioinformatic analysis of the impacts of MACITs and multiplexins transcript levels on the prognosis of patients representing a wide array of malignant diseases, to aid future diagnostic and therapeutic efforts.
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