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Chu SL, Abe K, Yokota H, Cho D, Hayashi Y, Tsai MD. Deep learning for quantifying spatial patterning and formation process of early differentiated human-induced pluripotent stem cells with micropattern images. J Microsc 2024. [PMID: 38994744 DOI: 10.1111/jmi.13346] [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] [Received: 10/23/2023] [Revised: 05/13/2024] [Accepted: 07/01/2024] [Indexed: 07/13/2024]
Abstract
Micropatterning is reliable method for quantifying pluripotency of human-induced pluripotent stem cells (hiPSCs) that differentiate to form a spatial pattern of sorted, ordered and nonoverlapped three germ layers on the micropattern. In this study, we propose a deep learning method to quantify spatial patterning of the germ layers in the early differentiation stage of hiPSCs using micropattern images. We propose decoding and encoding U-net structures learning labelled Hoechst (DNA-stained) hiPSC regions with corresponding Hoechst and bright-field micropattern images to segment hiPSCs on Hoechst or bright-field images. We also propose a U-net structure to extract extraembryonic regions on a micropattern, and an algorithm to compares intensities of the fluorescence images staining respective germ-layer cells and extract their regions. The proposed method thus can quantify the pluripotency of a hiPSC line with spatial patterning including cell numbers, areas and distributions of germ-layer and extraembryonic cells on a micropattern, and reveal the formation process of hiPSCs and germ layers in the early differentiation stage by segmenting live-cell bright-field images. In our assay, the cell-number accuracy achieved 86% and 85%, and the cell region accuracy 89% and 81% for segmenting Hoechst and bright-field micropattern images, respectively. Applications to micropattern images of multiple hiPSC lines, micropattern sizes, groups of markers, living and fixed cells show the proposed method can be expected to be a useful protocol and tool to quantify pluripotency of a new hiPSC line before providing it to the scientific community.
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Affiliation(s)
- Slo-Li Chu
- Department of Information and Computer Engineering, Chung-Yuan Christian University, Chung-Li, Taoyuan, Taiwan
| | - Kuniya Abe
- BioResource Research Center, RIKEN, Tsukuba, Ibaraki, Japan
| | - Hideo Yokota
- Center for Advanced Photonics, RIKEN, Wako, Saitama, Japan
| | - Dooseon Cho
- BioResource Research Center, RIKEN, Tsukuba, Ibaraki, Japan
| | - Yohei Hayashi
- BioResource Research Center, RIKEN, Tsukuba, Ibaraki, Japan
| | - Ming-Dar Tsai
- Department of Information and Computer Engineering, Chung-Yuan Christian University, Chung-Li, Taoyuan, Taiwan
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2
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Seitz M, Song Y, Lian XL, Ma Z, Jain E. Soft Polyethylene Glycol Hydrogels Support Human PSC Pluripotency and Morphogenesis. ACS Biomater Sci Eng 2024; 10:4525-4540. [PMID: 38973308 PMCID: PMC11234337 DOI: 10.1021/acsbiomaterials.4c00923] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2024] [Revised: 06/05/2024] [Accepted: 06/05/2024] [Indexed: 07/09/2024]
Abstract
Lumenogenesis within the epiblast represents a critical step in early human development, priming the embryo for future specification and patterning events. However, little is known about the specific mechanisms that drive this process due to the inability to study the early embryo in vivo. While human pluripotent stem cell (hPSC)-based models recapitulate many aspects of the human epiblast, most approaches for generating these 3D structures rely on ill-defined, reconstituted basement membrane matrices. Here, we designed synthetic, nonadhesive polyethylene glycol (PEG) hydrogel matrices to better understand the role of matrix mechanical cues in iPSC morphogenesis, specifically elastic modulus. First, we identified a narrow range of hydrogel moduli that were conducive to the hPSC viability, pluripotency, and differentiation. We then used this platform to investigate the effects of the hydrogel modulus on lumenogenesis, finding that matrices of intermediate stiffness yielded the most epiblast-like aggregates. Conversely, stiffer matrices impeded lumen formation and apico-basal polarization, while the softest matrices yielded polarized but aberrant structures. Our approach offers a simple, modular platform for modeling the human epiblast and investigating the role of matrix cues in its morphogenesis.
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Affiliation(s)
- Michael
P. Seitz
- Department
of Biomedical and Chemical Engineering, Syracuse University, Syracuse, New York 13244, United States
- Bioinspired
Syracuse: Institute for Material and Living Systems, Syracuse University, Syracuse, New York 13244, United States
| | - Yuanhui Song
- Department
of Biomedical and Chemical Engineering, Syracuse University, Syracuse, New York 13244, United States
- Bioinspired
Syracuse: Institute for Material and Living Systems, Syracuse University, Syracuse, New York 13244, United States
| | - Xiaojun Lance Lian
- Department
of Biomedical Engineering, The Huck Institutes of the Life Sciences,
Department of Biology, Pennsylvania State
University, University
Park, Pennsylvania 16802, United States
| | - Zhen Ma
- Department
of Biomedical and Chemical Engineering, Syracuse University, Syracuse, New York 13244, United States
- Bioinspired
Syracuse: Institute for Material and Living Systems, Syracuse University, Syracuse, New York 13244, United States
| | - Era Jain
- Department
of Biomedical and Chemical Engineering, Syracuse University, Syracuse, New York 13244, United States
- Bioinspired
Syracuse: Institute for Material and Living Systems, Syracuse University, Syracuse, New York 13244, United States
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Abdolahinia ED, Golestani S, Seif S, Afra N, Aflatoonian K, Jalalian A, Valizadeh N, Abdollahinia ED. A review of the therapeutic potential of dental stem cells as scaffold-free models for tissue engineering application. Tissue Cell 2024; 86:102281. [PMID: 38070384 DOI: 10.1016/j.tice.2023.102281] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2023] [Revised: 11/19/2023] [Accepted: 11/22/2023] [Indexed: 01/21/2024]
Abstract
In the realm of regenerative medicine, tissue engineering has introduced innovative approaches to facilitate tissue regeneration. Specifically, in pulp tissue engineering, both scaffold-based and scaffold-free techniques have been applied. Relevant articles were meticulously chosen from PubMed, Scopus, and Google Scholar databases through a comprehensive search spanning from October 2022 to December 2022. Despite the inherent limitations of scaffolding, including inadequate mechanical strength for hard tissues, insufficient vents for vessel penetration, immunogenicity, and suboptimal reproducibility-especially with natural polymeric scaffolds-scaffold-free tissue engineering has garnered significant attention. This methodology employs three-dimensional (3D) cell aggregates such as spheroids and cell sheets with extracellular matrix, facilitating precise regeneration of target tissues. The choice of technique aside, stem cells play a pivotal role in tissue engineering, with dental stem cells emerging as particularly promising resources. Their pluripotent nature, non-invasive extraction process, and unique properties render them highly suitable for scaffold-free tissue engineering. This study delves into the latest advancements in leveraging dental stem cells and scaffold-free techniques for the regeneration of various tissues. This paper offers a comprehensive summary of recent developments in the utilization of dental stem cells and scaffold-free methods for tissue generation. It explores the potential of these approaches to advance tissue engineering and their effectiveness in therapies aimed at tissue regeneration.
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Affiliation(s)
- Elaheh Dalir Abdolahinia
- Research Center for Pharmaceutical Nanotechnology, Biomedicine Institute, Tabriz University of Medical Sciences, Tabriz, Iran; Department of Oral Science and Translation Research, College of Dental Medicine, Nova Southeastern University, Fort Lauderdale, FL, United States.
| | - Shayan Golestani
- Department of Oral and Maxillofacial Surgery, Dental School, Islamic Azad University, Isfahan ( Khorasgan) Branch, Isfahan, Iran
| | - Sepideh Seif
- Faculty of Dentistry, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Narges Afra
- Faculty of Dentistry, Hormozgan University of Medical Sciences, Bandarabbas, Iran
| | - Khotan Aflatoonian
- Department of Restorative Dentistry, Dental School, Shahed University of Medical Sciences, Tehran, Iran
| | - Ali Jalalian
- Faculty of Dentistry, Hamedan University of Medical Sciences, Hamedan, Iran
| | - Nasrin Valizadeh
- Chemistry Department, Sciences Faculty, Azarbaijan Shahid Madani University, Tabriz, Iran
| | - Elham Dalir Abdollahinia
- Fellowship of Endocrinology, Endocrinology Department, Tabriz University of Medical Sciences, Iran.
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Yang Y, Laterza C, Stuart HT, Michielin F, Gagliano O, Urciuolo A, Elvassore N. Human Pluripotent Stem Cell-Derived Micropatterned Ectoderm Allows Cell Sorting of Meso-Endoderm Lineages. Front Bioeng Biotechnol 2022; 10:907159. [PMID: 35935488 PMCID: PMC9354750 DOI: 10.3389/fbioe.2022.907159] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2022] [Accepted: 06/22/2022] [Indexed: 12/04/2022] Open
Abstract
The human developmental processes during the early post-implantation stage instruct the specification and organization of the lineage progenitors into a body plan. These processes, which include patterning, cell sorting, and establishment of the three germ layers, have been classically studied in non-human model organisms and only recently, through micropatterning technology, in a human-specific context. Micropatterning technology has unveiled mechanisms during patterning and germ layer specification; however, cell sorting and their segregation in specific germ layer combinations have not been investigated yet in a human-specific in vitro system. Here, we developed an in vitro model of human ectodermal patterning, in which human pluripotent stem cells (hPSCs) self-organize to form a radially regionalized neural and non-central nervous system (CNS) ectoderm. We showed that by using micropatterning technology and by modulating BMP and WNT signals, we can regulate the appearance and spatial distribution of the different ectodermal populations. This pre-patterned ectoderm can be used to investigate the cell sorting behavior of hPSC-derived meso-endoderm cells, with an endoderm that segregates from the neural ectoderm. Thus, the combination of micro-technology with germ layer cross-mixing enables the study of cell sorting of different germ layers in a human context.
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Affiliation(s)
- Yang Yang
- Department of Industrial Engineering (DII), University of Padova, Padova, Italy
- Fondazione Ricerca Biomedica Avanzata Onlus, Veneto Institute of Molecular Medicine, Padova, Italy
| | - Cecilia Laterza
- Department of Industrial Engineering (DII), University of Padova, Padova, Italy
- Fondazione Ricerca Biomedica Avanzata Onlus, Veneto Institute of Molecular Medicine, Padova, Italy
| | - Hannah T. Stuart
- Department of Industrial Engineering (DII), University of Padova, Padova, Italy
- Fondazione Ricerca Biomedica Avanzata Onlus, Veneto Institute of Molecular Medicine, Padova, Italy
| | - Federica Michielin
- Fondazione Ricerca Biomedica Avanzata Onlus, Veneto Institute of Molecular Medicine, Padova, Italy
- Great Ormond Street Institute of Child Health, University College London, London, UK
| | - Onelia Gagliano
- Department of Industrial Engineering (DII), University of Padova, Padova, Italy
- Fondazione Ricerca Biomedica Avanzata Onlus, Veneto Institute of Molecular Medicine, Padova, Italy
| | - Anna Urciuolo
- Fondazione Ricerca Biomedica Avanzata Onlus, Veneto Institute of Molecular Medicine, Padova, Italy
- Department of Molecular Medicine, University of Padova, Padova, Italy
- Istituto di Ricerca Pediatrica, Città della Speranza, Padova, Italy
| | - Nicola Elvassore
- Department of Industrial Engineering (DII), University of Padova, Padova, Italy
- Fondazione Ricerca Biomedica Avanzata Onlus, Veneto Institute of Molecular Medicine, Padova, Italy
- Great Ormond Street Institute of Child Health, University College London, London, UK
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Barhouse PS, Andrade MJ, Smith Q. Home Away From Home: Bioengineering Advancements to Mimic the Developmental and Adult Stem Cell Niche. FRONTIERS IN CHEMICAL ENGINEERING 2022. [DOI: 10.3389/fceng.2022.832754] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
The inherent self-organizing capacity of pluripotent and adult stem cell populations has advanced our fundamental understanding of processes that drive human development, homeostasis, regeneration, and disease progression. Translating these principles into in vitro model systems has been achieved with the advent of organoid technology, driving innovation to harness patient-specific, cell-laden regenerative constructs that can be engineered to augment or replace diseased tissue. While developmental organization and regenerative adult stem cell niches are tightly regulated in vivo, in vitro analogs lack defined architecture and presentation of physicochemical cues, leading to the unhindered arrangement of mini-tissues that lack complete physiological mimicry. This review aims to highlight the recent integrative engineering approaches that elicit spatio-temporal control of the extracellular niche to direct the structural and functional maturation of pluripotent and adult stem cell derivatives. While the advances presented here leverage multi-pronged strategies ranging from synthetic biology to microfabrication technologies, the methods converge on recreating the biochemical and biophysical milieu of the native tissue to be modeled or regenerated.
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Reconstituted basement membrane enables airway epithelium modeling and nanoparticle toxicity testing. Int J Biol Macromol 2022; 204:300-309. [PMID: 35149090 DOI: 10.1016/j.ijbiomac.2022.02.018] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2021] [Revised: 02/04/2022] [Accepted: 02/05/2022] [Indexed: 12/14/2022]
Abstract
Basement membrane (BM) acts as a sheet-like extracellular matrix to support and promote the formation of epithelial and endothelial cell layers. The in vitro reconstruction of the BM is however not easy due to its ultrathin membrane features. This difficulty is overcome by self-assembling type IV collagen and laminin in the porous areas of a monolayer of crosslinked gelatin nanofibers deposited on a honeycomb microframe. Herein, a method is presented to generate airway epithelium by using such an artificial basement membrane (ABM) and human-induced pluripotent stem cells (hiPSCs). Bipolar primordial lung progenitors are firstly induced from hiPSCs and then replated on the ABM for differentiation toward matured airway epithelium under submerged and air-liquid interface culture conditions. As a result, a pseudostratified airway epithelium consisting of several cell types is achieved, showing remarkable apical secretion of MUC5AC proteins and clear advantages over other types of substrates. As a proof of concept, the derived epithelium is used for toxicity test of cadmium telluride (CdTe) nanoparticles (NPs), demonstrating the applicability of ABM-based assays involving hiPSC-derived epithelial cells-based assays.
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Peneda Pacheco D, Suárez Vargas N, Visentin S, Petrini P. From tissue engineering to engineering tissues: the role and application of in vitro models. Biomater Sci 2021; 9:70-83. [DOI: 10.1039/d0bm01097a] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
This review defines and explores the engineering process and the multifaceted potential and limitations of models within the biomedical field.
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Affiliation(s)
- Daniela Peneda Pacheco
- Department of Chemistry
- Materials and Chemical Engineering “Giulio Natta” – Politecnico di Milano
- Italy
| | - Natalia Suárez Vargas
- Department of Chemistry
- Materials and Chemical Engineering “Giulio Natta” – Politecnico di Milano
- Italy
| | - Sonja Visentin
- Molecular Biotechnology and Health Sciences Department
- University of Torino
- Torino
- Italy
| | - Paola Petrini
- Department of Chemistry
- Materials and Chemical Engineering “Giulio Natta” – Politecnico di Milano
- Italy
- Inter-University Center for the Promotion of the 3Rs Principles in Teaching & Research (Centro 3R)
- Politecnico di Milano Unit
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Dame K, Ribeiro AJ. Microengineered systems with iPSC-derived cardiac and hepatic cells to evaluate drug adverse effects. Exp Biol Med (Maywood) 2020; 246:317-331. [PMID: 32938227 PMCID: PMC7859673 DOI: 10.1177/1535370220959598] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
Hepatic and cardiac drug adverse effects are among the leading causes of attrition in drug development programs, in part due to predictive failures of current animal or in vitro models. Hepatocytes and cardiomyocytes differentiated from human induced pluripotent stem cells (iPSCs) hold promise for predicting clinical drug effects, given their human-specific properties and their ability to harbor genetically determined characteristics that underlie inter-individual variations in drug response. Currently, the fetal-like properties and heterogeneity of hepatocytes and cardiomyocytes differentiated from iPSCs make them physiologically different from their counterparts isolated from primary tissues and limit their use for predicting clinical drug effects. To address this hurdle, there have been ongoing advances in differentiation and maturation protocols to improve the quality and use of iPSC-differentiated lineages. Among these are in vitro hepatic and cardiac cellular microsystems that can further enhance the physiology of cultured cells, can be used to better predict drug adverse effects, and investigate drug metabolism, pharmacokinetics, and pharmacodynamics to facilitate successful drug development. In this article, we discuss how cellular microsystems can establish microenvironments for these applications and propose how they could be used for potentially controlling the differentiation of hepatocytes or cardiomyocytes. The physiological relevance of cells is enhanced in cellular microsystems by simulating properties of tissue microenvironments, such as structural dimensionality, media flow, microfluidic control of media composition, and co-cultures with interacting cell types. Recent studies demonstrated that these properties also affect iPSC differentiations and we further elaborate on how they could control differentiation efficiency in microengineered devices. In summary, we describe recent advances in the field of cellular microsystems that can control the differentiation and maturation of hepatocytes and cardiomyocytes for drug evaluation. We also propose how future research with iPSCs within engineered microenvironments could enable their differentiation for scalable evaluations of drug effects.
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Affiliation(s)
- Keri Dame
- Division of Applied Regulatory Science, Office of Clinical Pharmacology, Office of Translation Sciences, Center for Drug Evaluation and Research, US Food and Drug Administration, Silver Spring, MD 20993, USA
| | - Alexandre Js Ribeiro
- Division of Applied Regulatory Science, Office of Clinical Pharmacology, Office of Translation Sciences, Center for Drug Evaluation and Research, US Food and Drug Administration, Silver Spring, MD 20993, USA
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de Carvalho Ribeiro P, Oliveira LF, Filho MA, Caldas HC. Differentiating Induced Pluripotent Stem Cells into Renal Cells: A New Approach to Treat Kidney Diseases. Stem Cells Int 2020; 2020:8894590. [PMID: 32831854 PMCID: PMC7428838 DOI: 10.1155/2020/8894590] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2020] [Revised: 07/21/2020] [Accepted: 07/28/2020] [Indexed: 12/16/2022] Open
Abstract
Renal disease is a major issue for global public health. Despite some progress in supportive care, the mortality rates among patients with this condition remain alarmingly high. Studies in pursuit of innovative strategies to treat renal diseases, especially stimulating kidney regeneration, have been developed. In this field, stem cell-based therapy has been a promising area. Induced pluripotent stem cell-derived renal cells (iPSC-RCs) represent an interesting source of cells for treating kidney diseases. Advances in regenerative medicine using iPSC-RCs and their application to the kidney are discussed in this review. Furthermore, the way differentiation protocols of induced pluripotent stem cells into renal cells may also be applied for the generation of kidney organoids is also described, contributing to studies in renal development, kidney diseases, and drug toxicity tests. The translation of the differentiation methodologies into animal model studies and the safety and feasibility of renal differentiated cells as a treatment for kidney injury are also highlighted. Although only few studies were published in this field, the results seem promising and support the use of iPSC-RCs as a potential therapy in the future.
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Affiliation(s)
- Patrícia de Carvalho Ribeiro
- Laboratory of Immunology and Experimental Transplantation-LITEX, Medical School of Sao Jose do Rio Preto, Sao Jose do Rio Preto, Sao Paulo, Brazil
| | - Lucas Felipe Oliveira
- Physiology Division, Natural and Biological Sciences Institute, Triangulo Mineiro Federal University, Uberaba, Minas Gerais, Brazil
- National Institute of Science and Technology for Regenerative Medicine, Rio de Janeiro, Rio de Janeiro, Brazil
| | - Mario Abbud Filho
- Laboratory of Immunology and Experimental Transplantation-LITEX, Medical School of Sao Jose do Rio Preto, Sao Jose do Rio Preto, Sao Paulo, Brazil
- Kidney Transplant Unit, Hospital de Base, FAMERP/FUNFARME, Sao Jose do Rio Preto, Sao Paulo, Brazil
- Urology and Nephrology Institute, Sao Jose Rio Preto, Sao Paulo, Brazil
| | - Heloisa Cristina Caldas
- Laboratory of Immunology and Experimental Transplantation-LITEX, Medical School of Sao Jose do Rio Preto, Sao Jose do Rio Preto, Sao Paulo, Brazil
- Kidney Transplant Unit, Hospital de Base, FAMERP/FUNFARME, Sao Jose do Rio Preto, Sao Paulo, Brazil
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