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Seidel F, Cherianidou A, Kappenberg F, Marta M, Dreser N, Blum J, Waldmann T, Blüthgen N, Meisig J, Madjar K, Henry M, Rotshteyn T, Scholtz-Illigens A, Marchan R, Edlund K, Leist M, Rahnenführer J, Sachinidis A, Hengstler JG. High Accuracy Classification of Developmental Toxicants by In Vitro Tests of Human Neuroepithelial and Cardiomyoblast Differentiation. Cells 2022; 11:3404. [PMID: 36359802 PMCID: PMC9653768 DOI: 10.3390/cells11213404] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2022] [Revised: 10/20/2022] [Accepted: 10/24/2022] [Indexed: 11/29/2022] Open
Abstract
Human-relevant tests to predict developmental toxicity are urgently needed. A currently intensively studied approach makes use of differentiating human stem cells to measure chemically-induced deviations of the normal developmental program, as in a recent study based on cardiac differentiation (UKK2). Here, we (i) tested the performance of an assay modeling neuroepithelial differentiation (UKN1), and (ii) explored the benefit of combining assays (UKN1 and UKK2) that model different germ layers. Substance-induced cytotoxicity and genome-wide expression profiles of 23 teratogens and 16 non-teratogens at human-relevant concentrations were generated and used for statistical classification, resulting in accuracies of the UKN1 assay of 87-90%. A comparison to the UKK2 assay (accuracies of 90-92%) showed, in general, a high congruence in compound classification that may be explained by the fact that there was a high overlap of signaling pathways. Finally, the combination of both assays improved the prediction compared to each test alone, and reached accuracies of 92-95%. Although some compounds were misclassified by the individual tests, we conclude that UKN1 and UKK2 can be used for a reliable detection of teratogens in vitro, and that a combined analysis of tests that differentiate hiPSCs into different germ layers and cell types can even further improve the prediction of developmental toxicants.
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Affiliation(s)
- Florian Seidel
- Leibniz Research Centre for Working Environment and Human Factors (IfADo), Technical University of Dortmund, Ardeystrasse 67, 44139 Dortmund, Germany
| | - Anna Cherianidou
- Working Group Sachinidis, Center for Physiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Robert-Koch-Str. 39, 50931 Cologne, Germany
| | - Franziska Kappenberg
- Department of Statistics, TU Dortmund University, Vogelpothsweg 87, 44227 Dortmund, Germany
| | - Miriam Marta
- Leibniz Research Centre for Working Environment and Human Factors (IfADo), Technical University of Dortmund, Ardeystrasse 67, 44139 Dortmund, Germany
| | - Nadine Dreser
- In Vitro Toxicology and Biomedicine, Department of Biology, University of Konstanz, Universitätsstr. 10, 78454 Konstanz, Germany
| | - Jonathan Blum
- In Vitro Toxicology and Biomedicine, Department of Biology, University of Konstanz, Universitätsstr. 10, 78454 Konstanz, Germany
| | - Tanja Waldmann
- Department of Advanced Cell Systems, trenzyme GmbH, Byk-Gulden-Str. 2, 78467 Konstanz, Germany
| | - Nils Blüthgen
- Institute of Pathology, Charité-Universitätsmedizin Berlin, Chariteplatz 1, 10117 Berlin, Germany
- IRI Life Sciences, Humboldt Universität zu Berlin, Philippstraße 13, Haus 18, 10115 Berlin, Germany
| | - Johannes Meisig
- Institute of Pathology, Charité-Universitätsmedizin Berlin, Chariteplatz 1, 10117 Berlin, Germany
- IRI Life Sciences, Humboldt Universität zu Berlin, Philippstraße 13, Haus 18, 10115 Berlin, Germany
| | - Katrin Madjar
- Department of Statistics, TU Dortmund University, Vogelpothsweg 87, 44227 Dortmund, Germany
| | - Margit Henry
- Working Group Sachinidis, Center for Physiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Robert-Koch-Str. 39, 50931 Cologne, Germany
- Center for Molecular Medicine Cologne (CMMC), University of Cologne, 50931 Cologne, Germany
| | - Tamara Rotshteyn
- Working Group Sachinidis, Center for Physiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Robert-Koch-Str. 39, 50931 Cologne, Germany
- Center for Molecular Medicine Cologne (CMMC), University of Cologne, 50931 Cologne, Germany
| | - Andreas Scholtz-Illigens
- Leibniz Research Centre for Working Environment and Human Factors (IfADo), Technical University of Dortmund, Ardeystrasse 67, 44139 Dortmund, Germany
| | - Rosemarie Marchan
- Leibniz Research Centre for Working Environment and Human Factors (IfADo), Technical University of Dortmund, Ardeystrasse 67, 44139 Dortmund, Germany
| | - Karolina Edlund
- Leibniz Research Centre for Working Environment and Human Factors (IfADo), Technical University of Dortmund, Ardeystrasse 67, 44139 Dortmund, Germany
| | - Marcel Leist
- In Vitro Toxicology and Biomedicine, Department of Biology, University of Konstanz, Universitätsstr. 10, 78454 Konstanz, Germany
| | - Jörg Rahnenführer
- Department of Statistics, TU Dortmund University, Vogelpothsweg 87, 44227 Dortmund, Germany
| | - Agapios Sachinidis
- Working Group Sachinidis, Center for Physiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Robert-Koch-Str. 39, 50931 Cologne, Germany
- Center for Molecular Medicine Cologne (CMMC), University of Cologne, 50931 Cologne, Germany
| | - Jan Georg Hengstler
- Leibniz Research Centre for Working Environment and Human Factors (IfADo), Technical University of Dortmund, Ardeystrasse 67, 44139 Dortmund, Germany
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Acharya A, Nemade H, Papadopoulos S, Hescheler J, Neumaier F, Schneider T, Rajendra Prasad K, Khan K, Hemmersbach R, Gusmao EG, Mizi A, Papantonis A, Sachinidis A. Microgravity-induced stress mechanisms in human stem cell-derived cardiomyocytes. iScience 2022; 25:104577. [PMID: 35789849 PMCID: PMC9249673 DOI: 10.1016/j.isci.2022.104577] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2021] [Revised: 03/25/2022] [Accepted: 06/07/2022] [Indexed: 11/17/2022] Open
Abstract
Exposure to outer space microgravity poses a risk for the development of various pathologies including cardiovascular disease. To study this, we derived cardiomyocytes (CMs) from human-induced pluripotent stem cells and exposed them to simulated microgravity (SMG). We combined different “omics” and chromosome conformation capture technologies with live-cell imaging of various transgenic lines to discover that SMG impacts on the contractile velocity and function of CMs via the induction of senescence processes. This is linked to SMG-induced changes of reactive oxygen species (ROS) generation and energy metabolism by mitochondria. Taken together, we uncover a microgravity-controlled axis causing contractile dysfunctions to CMs. Our findings can contribute to the design of preventive and therapeutic strategies against senescence-associated disease. Simulated microgravity (SMG) causes ROS production in human cardiomyocytes (CMs) SMG inhibits mitochondria function and energy metabolism and induces senescence of CMs SMG attenuates contractile velocity, beating frequency and Ca2+ influx in CMs SMG induces chromosomal changes and modifies the chromosomal architecture in CMs
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Cherianidou A, Seidel F, Kappenberg F, Dreser N, Blum J, Waldmann T, Blüthgen N, Meisig J, Madjar K, Henry M, Rotshteyn T, Marchan R, Edlund K, Leist M, Rahnenführer J, Sachinidis A, Hengstler JG. Classification of Developmental Toxicants in a Human iPSC Transcriptomics-Based Test. Chem Res Toxicol 2022; 35:760-773. [PMID: 35416653 PMCID: PMC9377669 DOI: 10.1021/acs.chemrestox.1c00392] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Despite the progress made in developmental toxicology, there is a great need for in vitro tests that identify developmental toxicants in relation to human oral doses and blood concentrations. In the present study, we established the hiPSC-based UKK2 in vitro test and analyzed genome-wide expression profiles of 23 known teratogens and 16 non-teratogens. Compounds were analyzed at the maximal plasma concentration (Cmax) and at 20-fold Cmax for a 24 h incubation period in three independent experiments. Based on the 1000 probe sets with the highest variance and including information on cytotoxicity, penalized logistic regression with leave-one-out cross-validation was used to classify the compounds as test-positive or test-negative, reaching an area under the curve (AUC), accuracy, sensitivity, and specificity of 0.96, 0.92, 0.96, and 0.88, respectively. Omitting the cytotoxicity information reduced the test performance to an AUC of 0.94, an accuracy of 0.79, and a sensitivity of 0.74. A second method, which used the number of significantly deregulated probe sets to classify the compounds, resulted in a specificity of 1; however, the AUC (0.90), accuracy (0.90), and sensitivity (0.83) were inferior compared to those of the logistic regression-based procedure. Finally, no increased performance was achieved when the high test concentrations (20-fold Cmax) were used, in comparison to testing within the realistic clinical range (1-fold Cmax). In conclusion, although further optimization is required, for example, by including additional readouts and cell systems that model different developmental processes, the UKK2-test in its present form can support the early discovery-phase detection of human developmental toxicants.
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Affiliation(s)
- Anna Cherianidou
- Faculty
of Medicine and University Hospital Cologne, Center for Physiology,
Working Group Sachinidis, University of
Cologne, Robert-Koch-Str.
39, 50931 Cologne, Germany
| | - Florian Seidel
- Leibniz
Research Centre for Working Environment and Human Factors at the Technical
University of Dortmund (IfADo), Ardeystrasse 67, 44139 Dortmund, Germany
| | - Franziska Kappenberg
- Department
of Statistics, TU Dortmund University, Vogelpothsweg 87, 44227 Dortmund, Germany
| | - Nadine Dreser
- In
Vitro Toxicology and Biomedicine, Department of Biology, University of Konstanz, Universitätsstr. 10, P.O.
Box M657, 78457 Konstanz, Germany
| | - Jonathan Blum
- In
Vitro Toxicology and Biomedicine, Department of Biology, University of Konstanz, Universitätsstr. 10, P.O.
Box M657, 78457 Konstanz, Germany
| | - Tanja Waldmann
- Department
of Advanced Cell Systems, trenzyme GmbH, Byk-Gulden-Str. 2, 78467 Konstanz, Germany
| | - Nils Blüthgen
- Institute
of Pathology, Charité-Universitätsmedizin
Berlin, Chariteplatz
1, 10117 Berlin, Germany
- IRI
Life Sciences, Humboldt Universität zu Berlin, Philippstraße 13, Haus 18, 10115 Berlin, Germany
| | - Johannes Meisig
- Institute
of Pathology, Charité-Universitätsmedizin
Berlin, Chariteplatz
1, 10117 Berlin, Germany
- IRI
Life Sciences, Humboldt Universität zu Berlin, Philippstraße 13, Haus 18, 10115 Berlin, Germany
| | - Katrin Madjar
- Department
of Statistics, TU Dortmund University, Vogelpothsweg 87, 44227 Dortmund, Germany
| | - Margit Henry
- Faculty
of Medicine and University Hospital Cologne, Center for Physiology,
Working Group Sachinidis, University of
Cologne, Robert-Koch-Str.
39, 50931 Cologne, Germany
- Center
for Molecular Medicine Cologne (CMMC), University
of Cologne, 50931 Cologne, Germany
| | - Tamara Rotshteyn
- Faculty
of Medicine and University Hospital Cologne, Center for Physiology,
Working Group Sachinidis, University of
Cologne, Robert-Koch-Str.
39, 50931 Cologne, Germany
- Center
for Molecular Medicine Cologne (CMMC), University
of Cologne, 50931 Cologne, Germany
| | - Rosemarie Marchan
- Leibniz
Research Centre for Working Environment and Human Factors at the Technical
University of Dortmund (IfADo), Ardeystrasse 67, 44139 Dortmund, Germany
| | - Karolina Edlund
- Leibniz
Research Centre for Working Environment and Human Factors at the Technical
University of Dortmund (IfADo), Ardeystrasse 67, 44139 Dortmund, Germany
| | - Marcel Leist
- In
Vitro Toxicology and Biomedicine, Department of Biology, University of Konstanz, Universitätsstr. 10, P.O.
Box M657, 78457 Konstanz, Germany
| | - Jörg Rahnenführer
- Department
of Statistics, TU Dortmund University, Vogelpothsweg 87, 44227 Dortmund, Germany
| | - Agapios Sachinidis
- Faculty
of Medicine and University Hospital Cologne, Center for Physiology,
Working Group Sachinidis, University of
Cologne, Robert-Koch-Str.
39, 50931 Cologne, Germany
- Center
for Molecular Medicine Cologne (CMMC), University
of Cologne, 50931 Cologne, Germany
| | - Jan G. Hengstler
- Leibniz
Research Centre for Working Environment and Human Factors at the Technical
University of Dortmund (IfADo), Ardeystrasse 67, 44139 Dortmund, Germany
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Acharya A, Nemade H, Rajendra Prasad K, Khan K, Hescheler J, Blackburn N, Hemmersbach R, Papadopoulos S, Sachinidis A. Live-Cell Imaging of the Contractile Velocity and Transient Intracellular Ca 2+ Fluctuations in Human Stem Cell-Derived Cardiomyocytes. Cells 2022; 11:1280. [PMID: 35455960 PMCID: PMC9031802 DOI: 10.3390/cells11081280] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2022] [Revised: 03/25/2022] [Accepted: 04/06/2022] [Indexed: 02/01/2023] Open
Abstract
Live-cell imaging techniques are essential for acquiring vital physiological and pathophysiological knowledge to understand and treat heart disease. For live-cell imaging of transient alterations of [Ca2+]i in human cardiomyocytes, we engineered human-induced pluripotent stem cells carrying a genetically-encoded Ca2+-indicator (GECI). To monitor sarcomere shortening and relaxation in cardiomyocytes in real-time, we generated a α-cardiac actinin (ACTN2)-copepod (cop) green fluorescent protein (GFP+)-human-induced pluripotent stem cell line by using the CRISPR-Cas9 and a homology directed recombination approach. The engineered human-induced pluripotent stem cells were differentiated in transgenic GECI-enhanced GFP+-cardiomyocytes and ACTN2-copGFP+-cardiomyocytes, allowing real-time imaging of [Ca2+]i transients and live recordings of the sarcomere shortening velocity of ACTN2-copGFP+-cardiomyocytes. We developed a video analysis software tool to quantify various parameters of sarcoplasmic Ca2+ fluctuations recorded during contraction of cardiomyocytes and to calculate the contraction velocity of cardiomyocytes in the presence and absence of different drugs affecting cardiac function. Our cellular and software tool not only proved the positive and negative inotropic and lusitropic effects of the tested cardioactive drugs but also quantified the expected effects precisely. Our platform will offer a human-relevant in vitro alternative for high-throughput drug screenings, as well as a model to explore the underlying mechanisms of cardiac diseases.
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Affiliation(s)
- Aviseka Acharya
- Working Group Sachinidis, Center for Physiology, Faculty of Medicine and University Hospital Cologne, The University of Cologne, 50931 Cologne, Germany; (A.A.); (H.N.); (K.R.P.); (K.K.); (J.H.); (S.P.)
| | - Harshal Nemade
- Working Group Sachinidis, Center for Physiology, Faculty of Medicine and University Hospital Cologne, The University of Cologne, 50931 Cologne, Germany; (A.A.); (H.N.); (K.R.P.); (K.K.); (J.H.); (S.P.)
| | - Krishna Rajendra Prasad
- Working Group Sachinidis, Center for Physiology, Faculty of Medicine and University Hospital Cologne, The University of Cologne, 50931 Cologne, Germany; (A.A.); (H.N.); (K.R.P.); (K.K.); (J.H.); (S.P.)
| | - Khadija Khan
- Working Group Sachinidis, Center for Physiology, Faculty of Medicine and University Hospital Cologne, The University of Cologne, 50931 Cologne, Germany; (A.A.); (H.N.); (K.R.P.); (K.K.); (J.H.); (S.P.)
| | - Jürgen Hescheler
- Working Group Sachinidis, Center for Physiology, Faculty of Medicine and University Hospital Cologne, The University of Cologne, 50931 Cologne, Germany; (A.A.); (H.N.); (K.R.P.); (K.K.); (J.H.); (S.P.)
| | - Nick Blackburn
- Bioras Company, Kaarsbergsvej 2, 8400 Ebeltoft, Denmark;
| | - Ruth Hemmersbach
- German Aerospace Center, Institute of Aerospace Medicine, Gravitational Biology, Linder Hoehe, 51147 Cologne, Germany;
| | - Symeon Papadopoulos
- Working Group Sachinidis, Center for Physiology, Faculty of Medicine and University Hospital Cologne, The University of Cologne, 50931 Cologne, Germany; (A.A.); (H.N.); (K.R.P.); (K.K.); (J.H.); (S.P.)
| | - Agapios Sachinidis
- Working Group Sachinidis, Center for Physiology, Faculty of Medicine and University Hospital Cologne, The University of Cologne, 50931 Cologne, Germany; (A.A.); (H.N.); (K.R.P.); (K.K.); (J.H.); (S.P.)
- Center for Molecular Medicine Cologne (CMMC), University of Cologne, 50931 Cologne, Germany
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Application of the Pluripotent Stem Cells and Genomics in Cardiovascular Research-What We Have Learnt and Not Learnt until Now. Cells 2021; 10:cells10113112. [PMID: 34831333 PMCID: PMC8623147 DOI: 10.3390/cells10113112] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2021] [Revised: 11/06/2021] [Accepted: 11/07/2021] [Indexed: 12/16/2022] Open
Abstract
Personalized regenerative medicine and biomedical research have been galvanized and revolutionized by human pluripotent stem cells in combination with recent advances in genomics, artificial intelligence, and genome engineering. More recently, we have witnessed the unprecedented breakthrough life-saving translation of mRNA-based vaccines for COVID-19 to contain the global pandemic and the investment in billions of US dollars in space exploration projects and the blooming space-tourism industry fueled by the latest reusable space vessels. Now, it is time to examine where the translation of pluripotent stem cell research stands currently, which has been touted for more than the last two decades to cure and treat millions of patients with severe debilitating degenerative diseases and tissue injuries. This review attempts to highlight the accomplishments of pluripotent stem cell research together with cutting-edge genomics and genome editing tools and, also, the promises that have still not been transformed into clinical applications, with cardiovascular research as a case example. This review also brings to our attention the scientific and socioeconomic challenges that need to be effectively addressed to see the full potential of pluripotent stem cells at the clinical bedside.
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Papazoglou P, Peng L, Sachinidis A. Epigenetic Mechanisms Involved in the Cardiovascular Toxicity of Anticancer Drugs. Front Cardiovasc Med 2021; 8:658900. [PMID: 33987212 PMCID: PMC8110725 DOI: 10.3389/fcvm.2021.658900] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2021] [Accepted: 03/30/2021] [Indexed: 12/15/2022] Open
Abstract
The cardiovascular toxicity of anticancer drugs promotes the development of cardiovascular diseases. Therefore, cardiovascular toxicity is an important safety issue that must be considered when developing medications and therapeutic applications to treat cancer. Among anticancer drugs, members of the anthracycline family, such as doxorubicin, daunorubicin and mitoxantrone, are known to cause cardiotoxicity and even heart failure. Using human-induced pluripotent stem cell-derived cardiomyocytes in combination with "Omic" technologies, we identified several cardiotoxicity mechanisms and signal transduction pathways. Moreover, these drugs acted as cardiovascular toxicants through a syndrome of mechanisms, including epigenetic ones. Herein, we discuss the main cardiovascular toxicity mechanisms, with an emphasis on those associated with reactive oxygen species and mitochondria that contribute to cardiotoxic epigenetic modifications. We also discuss how to mitigate the cardiotoxic effects of anticancer drugs using available pharmaceutical "weapons."
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Affiliation(s)
| | - Luying Peng
- Heart Health Center, Shanghai East Hospital, School of Medicine, Tongji University, Shanghai, China
- Institute of Medical Genetics, Tongji University, Shanghai, China
| | - Agapios Sachinidis
- Faculty of Medicine, Institute of Neurophysiology, University of Cologne, Cologne, Germany
- Center for Molecular Medicine Cologne, University of Cologne, Cologne, Germany
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Lam CK, Wu JC. Clinical Trial in a Dish: Using Patient-Derived Induced Pluripotent Stem Cells to Identify Risks of Drug-Induced Cardiotoxicity. Arterioscler Thromb Vasc Biol 2021; 41:1019-1031. [PMID: 33472401 PMCID: PMC11006431 DOI: 10.1161/atvbaha.120.314695] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Drug-induced cardiotoxicity is a significant clinical issue, with many drugs in the market being labeled with warnings on cardiovascular adverse effects. Treatments are often prematurely halted when cardiotoxicity is observed, which limits their therapeutic potential. Moreover, cardiotoxicity is a major reason for abandonment during drug development, reducing available treatment options for diseases and creating a significant financial burden and disincentive for drug developers. Thus, it is important to minimize the cardiotoxic effects of medications that are in use or in development. To this end, identifying patients at a higher risk of developing cardiovascular adverse effects for the drug of interest may be an effective strategy. The discovery of human induced pluripotent stem cells has enabled researchers to generate relevant cell types that retain a patient's own genome and examine patient-specific disease mechanisms, paving the way for precision medicine. Combined with the rapid development of pharmacogenomic analysis, the ability of induced pluripotent stem cell-derivatives to recapitulate patient-specific drug responses provides a powerful platform to identify subsets of patients who are particularly vulnerable to drug-induced cardiotoxicity. In this review, we will discuss the current use of patient-specific induced pluripotent stem cells in identifying populations who are at risk to drug-induced cardiotoxicity and their potential applications in future precision medicine practice. Graphic Abstract: A graphic abstract is available for this article.
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Affiliation(s)
- Chi Keung Lam
- Stanford Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University School of Medicine, Stanford, CA
- Department of Biological Sciences, University of Delaware, Newark, DE
| | - Joseph C. Wu
- Stanford Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University School of Medicine, Stanford, CA
- Department of Radiology, Stanford University School of Medicine, Stanford, CA
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Correction: Nemade, H.; et al. Cyclooxygenases Inhibitors Efficiently Induce Cardiomyogenesis in Human Pluripotent Stem Cells. Cells 2020, 9, 554. Cells 2020; 9:cells9102165. [PMID: 32987940 PMCID: PMC7599753 DOI: 10.3390/cells9102165] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2020] [Accepted: 09/09/2020] [Indexed: 12/14/2022] Open
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