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Xu J, Shamul JG, Staten NA, White AM, Jiang B, He X. Bioinspired 3D Culture in Nanoliter Hyaluronic Acid-Rich Core-Shell Hydrogel Microcapsules Isolates Highly Pluripotent Human iPSCs. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2021; 17:e2102219. [PMID: 34260817 PMCID: PMC8376787 DOI: 10.1002/smll.202102219] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/15/2021] [Indexed: 06/01/2023]
Abstract
Human induced pluripotent stem cells (iPSCs) are ideal for developing personalized medicine. However, the spontaneous differentiation of human iPSCs under conventional 2D and 3D cultures results in significant heterogeneity and compromised quality. Therefore, a method for effectively isolating and expanding high-quality human iPSCs is critically needed. Here, a biomimetic microencapsulation approach for isolating and culturing high-quality human iPSCs is reported. This is inspired by the natural proliferation and development of blastomeres into early blastocyst where the early embryonic stem cells-containing core is enclosed in a semipermeable hydrogel shell known as the zona pellucida (Zona). Blastomere cluster-like human iPSC clusters are encapsulated in a miniaturized (≈10 nanoliter) hyaluronic acid (HA)-rich core of microcapsules with a semipermeable Zona-like hydrogel shell and subsequently cultured to form pluripotent human iPSC spheroids with significantly improved quality. This is indicated by their high expression of pluripotency markers and highly efficient 3D cardiac differentiation. In particular, HA is found to be crucial for isolating the high-quality human iPSCs with the biomimetic core-shell microencapsulation culture. Interestingly, the isolated human iPSCs can maintain high pluripotency even after being cultured again in 2D. These discoveries and the bioinspired culture method may be valuable to facilitate the human iPSC-based personalized medicine.
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Affiliation(s)
- Jiangsheng Xu
- Fischell Department of Bioengineering, University of Maryland, College Park, MD, 20742, USA
| | - James G Shamul
- Fischell Department of Bioengineering, University of Maryland, College Park, MD, 20742, USA
| | - Nicholas A Staten
- Fischell Department of Bioengineering, University of Maryland, College Park, MD, 20742, USA
| | - Alisa M White
- Fischell Department of Bioengineering, University of Maryland, College Park, MD, 20742, USA
| | - Bin Jiang
- Fischell Department of Bioengineering, University of Maryland, College Park, MD, 20742, USA
| | - Xiaoming He
- Fischell Department of Bioengineering, University of Maryland, College Park, MD, 20742, USA
- Marlene and Stewart Greenebaum Comprehensive Cancer Center, University of Maryland, Baltimore, MD, 21201, USA
- Robert E. Fischell Institute for Biomedical Devices, University of Maryland, College Park, MD, 20742, USA
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Peacock CJ, Lamont C, Sheen DA, Shen VK, Kreplak L, Frampton JP. Predicting the Mixing Behavior of Aqueous Solutions Using a Machine Learning Framework. ACS APPLIED MATERIALS & INTERFACES 2021; 13:11449-11460. [PMID: 33645207 DOI: 10.1021/acsami.0c21036] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
The most direct approach to determining if two aqueous solutions will phase-separate upon mixing is to exhaustively screen them in a pair-wise fashion. This is a time-consuming process that involves preparation of numerous stock solutions, precise transfer of highly concentrated and often viscous solutions, exhaustive agitation to ensure thorough mixing, and time-sensitive monitoring to observe the presence of emulsion characteristics indicative of phase separation. Here, we examined the pair-wise mixing behavior of 68 water-soluble compounds by observing the formation of microscopic phase boundaries and droplets of 2278 unique 2-component solutions. A series of machine learning classifiers (artificial neural network, random forest, k-nearest neighbors, and support vector classifier) were then trained on physicochemical property data associated with the 68 compounds and used to predict their miscibility upon mixing. Miscibility predictions were then compared to the experimental observations. The random forest classifier was the most successful classifier of those tested, displaying an average receiver operator characteristic area under the curve of 0.74. The random forest classifier was validated by removing either one or two compounds from the input data, training the classifier on the remaining data and then predicting the miscibility of solutions involving the removed compound(s) using the classifier. The accuracy, specificity, and sensitivity of the random forest classifier were 0.74, 0.80, and 0.51, respectively, when one of the two compounds to be examined was not represented in the training data. When asked to predict the miscibility of two compounds, neither of which were represented in the training data, the accuracy, specificity, and sensitivity values for the random forest classifier were 0.70, 0.82 and 0.29, respectively. Thus, there is potential for this machine learning approach to improve the design of screening experiments to accelerate the discovery of aqueous two-phase systems for numerous scientific and industrial applications.
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Affiliation(s)
- Chris J Peacock
- Department of Physics and Atmospheric Science, Dalhousie University, Halifax, Nova Scotia B3H4R2, Canada
| | - Connor Lamont
- Department of Chemistry, Dalhousie University, Halifax, Nova Scotia B3H 4R2, Canada
| | - David A Sheen
- Chemical Informatics Group, National Institute of Standards and Technology, Gaithersburg, Maryland 20899, United States
| | - Vincent K Shen
- Chemical Informatics Group, National Institute of Standards and Technology, Gaithersburg, Maryland 20899, United States
| | - Laurent Kreplak
- Department of Physics and Atmospheric Science, Dalhousie University, Halifax, Nova Scotia B3H4R2, Canada
- School of Biomedical Engineering, Dalhousie University, Halifax, Nova Scotia B3H 4R2, Canada
| | - John P Frampton
- School of Biomedical Engineering, Dalhousie University, Halifax, Nova Scotia B3H 4R2, Canada
- Department of Biochemistry and Molecular Biology, Dalhousie University, Halifax, Nova Scotia B3H 4R2, Canada
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Deng Y, Ma Q, Yuan H, Lum GC, Shum HC. Development of dual-component protein microparticles in all-aqueous systems for biomedical applications. J Mater Chem B 2019. [DOI: 10.1039/c8tb03074j] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Abstract
Protein microparticles assisted by an emulsion droplet template have shown great promise in drug/cell delivery and tissue engineering, as well as diagnosis and treatment of diseases.
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Affiliation(s)
- Yi Deng
- School of Chemical Engineering
- Sichuan University
- Chengdu 610065
- China
- Department of Mechanical Engineering
| | - Qingming Ma
- Department of Pharmaceutics
- School of Pharmacy
- Qingdao University
- Qingdao 266021
- China
| | - Hao Yuan
- Department of Mechanical Engineering
- University of Hong Kong
- Hong Kong SAR
- China
- HKU-Shenzhen Institute of Research and Innovation (HKU-SIRI)
| | - Galen Chit Lum
- Department of Mechanical and Industrial Engineering
- University of Toronto
- Toronto
- Canada
| | - Ho Cheung Shum
- Department of Mechanical Engineering
- University of Hong Kong
- Hong Kong SAR
- China
- HKU-Shenzhen Institute of Research and Innovation (HKU-SIRI)
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Ruthven M, Ko KR, Agarwal R, Frampton JP. Microscopic evaluation of aqueous two-phase system emulsion characteristics enables rapid determination of critical polymer concentrations for solution micropatterning. Analyst 2018; 142:1938-1945. [PMID: 28487922 DOI: 10.1039/c7an00255f] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Abstract
Aqueous two-phase systems have emerged as valuable tools for microscale analysis of cell growth and many other biotechnology applications. The most critical step in developing an aqueous two-phase system for a specific application is identifying the critical concentrations at which the polymer solutions phase-separate. Current techniques for determining these critical concentrations rely on laborious methods, highly specialized assays or computational methods that make this step difficult for non-specialists. To overcome these limitations, we present a simplified assay that uses only readily accessible laboratory instruments and consumables (e.g., multichannel micropipettes, 96-well plates and a simple compound microscope) to determine the critical concentrations of aqueous two-phase system-forming polymers. We demonstrate that formulations selected from phase diagrams that describe these critical concentrations can be applied for solution micropatterning of cells.
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Dixon AR, Bathany C, Tsuei M, White J, Barald KF, Takayama S. Recent developments in multiplexing techniques for immunohistochemistry. Expert Rev Mol Diagn 2015; 15:1171-86. [PMID: 26289603 PMCID: PMC4810438 DOI: 10.1586/14737159.2015.1069182] [Citation(s) in RCA: 83] [Impact Index Per Article: 9.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
Abstract
Methods to detect immunolabeled molecules at increasingly higher resolutions, even when present at low levels, are revolutionizing immunohistochemistry (IHC). These technologies can be valuable for the management and examination of rare patient tissue specimens, and for improved accuracy of early disease detection. The purpose of this article is to highlight recent multiplexing methods that are candidates for more prevalent use in clinical research and potential translation to the clinic. Multiplex IHC methods, which permit identification of at least 3 and up to 30 discrete antigens, have been divided into whole-section staining and spatially-patterned staining categories. Associated signal enhancement technologies that can enhance performance and throughput of multiplex IHC assays are also discussed. Each multiplex IHC technique, detailed herein, is associated with several advantages as well as tradeoffs that must be taken into consideration for proper evaluation and use of the methods.
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Affiliation(s)
- Angela R Dixon
- Biomedical Engineering Department, College of Engineering, University of Michigan, Ann Arbor, MI 48109, USA
- Cell and Developmental Biology Department, Medical School, University of Michigan, Ann Arbor, MI 48109, USA
| | - Cédric Bathany
- Biomedical Engineering Department, College of Engineering, University of Michigan, Ann Arbor, MI 48109, USA
- Department of Biomedical Engineering, School of Life Sciences, Ulsan National Institute of Science and Technology (UNIST), 100 Banyeon-ri, Eonyang-eup, Ulju-gun, Ulsan 689-798, Republic of Korea
| | - Michael Tsuei
- Biomedical Engineering Department, College of Engineering, University of Michigan, Ann Arbor, MI 48109, USA
| | - Joshua White
- Biomedical Engineering Department, College of Engineering, University of Michigan, Ann Arbor, MI 48109, USA
| | - Kate F Barald
- Biomedical Engineering Department, College of Engineering, University of Michigan, Ann Arbor, MI 48109, USA
- Cell and Developmental Biology Department, Medical School, University of Michigan, Ann Arbor, MI 48109, USA
| | - Shuichi Takayama
- Biomedical Engineering Department, College of Engineering, University of Michigan, Ann Arbor, MI 48109, USA
- Department of Macromolecular Science and Engineering, College of Engineering, University of Michigan, Ann Arbor, Michigan 48109, USA
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Frampton JP, Tsuei M, White JB, Abraham AT, Takayama S. Aqueous two-phase system-mediated antibody micropatterning enables multiplexed immunostaining of cell monolayers and tissues. Biotechnol J 2014; 10:121-5. [PMID: 25046484 DOI: 10.1002/biot.201400271] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2014] [Revised: 06/05/2014] [Accepted: 07/18/2014] [Indexed: 11/06/2022]
Abstract
Conventional immunostaining methods consume large quantities of expensive antibodies and are limited in terms of the number of antigens that can be detected from a single sample. In order to achieve multiplexed immunostaining, we micropatterned antibodies using aqueous two-phase systems (ATPS) formed from polyethylene glycol (PEG) and dextran. Multiple antigens can be detected on a single fixed sample by incorporating antibodies within dextran solutions, which are then patterned by micropipetting at specific sites on the sample in a solution of PEG. The antibodies are retained within the dextran phase due to biomolecular partitioning, allowing multiple protein markers to be visualized simultaneously by way of chromogenic, chemiluminescent, or immunofluorescent detection. This aqueous two-phase system-mediated antibody micropatterning approach allows antibody dilutions to be easily optimized, reduces the consumption of expensive primary antibodies and can prevent antibody cross-reactions, since the antibodies are retained at separate sites within the dextran microdroplets.
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Affiliation(s)
- John P Frampton
- Department of Biomedical Engineering, University of Michigan, Ann Arbor, MI, USA
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Frampton JP, White JB, Simon AB, Tsuei M, Paczesny S, Takayama S. Aqueous two-phase system patterning of detection antibody solutions for cross-reaction-free multiplex ELISA. Sci Rep 2014; 4:4878. [PMID: 24786974 PMCID: PMC4007081 DOI: 10.1038/srep04878] [Citation(s) in RCA: 42] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2014] [Accepted: 04/16/2014] [Indexed: 12/22/2022] Open
Abstract
Accurate disease diagnosis, patient stratification and biomarker validation require the analysis of multiple biomarkers. This paper describes cross-reactivity-free multiplexing of enzyme-linked immunosorbent assays (ELISAs) using aqueous two-phase systems (ATPSs) to confine detection antibodies at specific locations in fully aqueous environments. Antibody cross-reactions are eliminated because the detection antibody solutions are co-localized only to corresponding surface-immobilized capture antibody spots. This multiplexing technique is validated using plasma samples from allogeneic bone marrow recipients. Patients with acute graft versus host disease (GVHD), a common and serious condition associated with allogeneic bone marrow transplantation, display higher mean concentrations for four multiplexed biomarkers (HGF, elafin, ST2 and TNFR1) relative to healthy donors and transplant patients without GVHD. The antibody co-localization capability of this technology is particularly useful when using inherently cross-reactive reagents such as polyclonal antibodies, although monoclonal antibody cross-reactivity can also be reduced. Because ATPS-ELISA adapts readily available antibody reagents, plate materials and detection instruments, it should be easily transferable into other research and clinical settings.
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Affiliation(s)
- John P Frampton
- Department of Biomedical Engineering, University of Michigan
| | - Joshua B White
- Department of Biomedical Engineering, University of Michigan
| | - Arlyne B Simon
- Department of Macromolecular Science and Engineering, University of Michigan
| | - Michael Tsuei
- Department of Biomedical Engineering, University of Michigan
| | - Sophie Paczesny
- Department of Pediatrics, Indiana University School of Medicine
| | - Shuichi Takayama
- 1] Department of Biomedical Engineering, University of Michigan [2] Department of Macromolecular Science and Engineering, University of Michigan
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Petrak D, Atefi E, Yin L, Chilian W, Tavana H. Automated, spatio-temporally controlled cell microprinting with polymeric aqueous biphasic system. Biotechnol Bioeng 2013; 111:404-12. [DOI: 10.1002/bit.25100] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2013] [Revised: 08/15/2013] [Accepted: 08/16/2013] [Indexed: 02/02/2023]
Affiliation(s)
- David Petrak
- Department of Biomedical Engineering; The University of Akron; Akron Ohio 44325
| | - Ehsan Atefi
- Department of Biomedical Engineering; The University of Akron; Akron Ohio 44325
| | - Liya Yin
- Department of Integrative Medical Sciences, College of Medicine; Northeast Ohio Medical University; Rootstown Ohio
| | - William Chilian
- Department of Integrative Medical Sciences, College of Medicine; Northeast Ohio Medical University; Rootstown Ohio
| | - Hossein Tavana
- Department of Biomedical Engineering; The University of Akron; Akron Ohio 44325
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Bathany C, Park J, Cho YK, Takayama S. Dehydrated aqueous two-phase system micro-domains retain their shape upon rehydration to allow patterned reagent delivery to cells. J Mater Chem B 2013; 1:6020-6026. [DOI: 10.1039/c3tb21004a] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
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