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Kim H, Choi S, Heo H, Cho SH, Lee Y, Kim D, Jung KO, Rhee S. Applications of Single-Cell Omics Technologies for Induced Pluripotent Stem Cell-Based Cardiovascular Research. Int J Stem Cells 2025; 18:37-48. [PMID: 39129179 PMCID: PMC11867907 DOI: 10.15283/ijsc23183] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2023] [Revised: 04/30/2024] [Accepted: 04/30/2024] [Indexed: 08/13/2024] Open
Abstract
Single-cell omics technologies have transformed our investigation of genomic, transcriptomic, and proteomic landscapes at the individual cell level. In particular, the application of single-cell RNA sequencing has unveiled the complex transcriptional variations inherent in cardiac cells, offering valuable perspectives into their dynamics. This review focuses on the integration of single-cell omics with induced pluripotent stem cells (iPSCs) in the context of cardiovascular research, offering a unique avenue to deepen our understanding of cardiac biology. By synthesizing insights from various single-cell technologies, we aim to elucidate the molecular intricacies of heart health and diseases. Beyond current methodologies, we explore the potential of emerging paradigms such as single-cell/spatial omics, delving into their capacity to reveal the spatial organization of cellular components within cardiac tissues. Furthermore, we anticipate their transformative role in shaping the future of cardiovascular research. This review aims to contribute to the advancement of knowledge in the field, offering a comprehensive perspective on the synergistic potential of transcriptomic analyses, iPSC applications, and the evolving frontier of spatial omics.
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Affiliation(s)
- Hyunjoon Kim
- Department of Molecular and Cell Biology, University of California, Berkeley, CA, USA
- K-BioX, Palo Alto, CA, USA
| | - Sohee Choi
- K-BioX, Palo Alto, CA, USA
- Department of Biological Sciences, Sookmyung Women’s University, Seoul, Korea
| | - HyoJung Heo
- Department of Molecular and Cell Biology, University of California, Berkeley, CA, USA
- K-BioX, Palo Alto, CA, USA
| | - Su Han Cho
- K-BioX, Palo Alto, CA, USA
- Department of Biology, Kyung Hee University, Seoul, Korea
| | - Yuna Lee
- K-BioX, Palo Alto, CA, USA
- Department of Systems Biotechnology, Konkuk University, Seoul, Korea
| | - Dohyup Kim
- K-BioX, Palo Alto, CA, USA
- Asthma Research Division, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, USA
| | - Kyung Oh Jung
- K-BioX, Palo Alto, CA, USA
- Department of Anatomy, College of Medicine, Chung-Ang University, Seoul, Korea
| | - Siyeon Rhee
- K-BioX, Palo Alto, CA, USA
- Stanford Cardiovascular Institute, Stanford University School of Medicine, Stanford University, Palo Alto, CA, USA
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Wei X, Wang M, Yu S, Han Z, Li C, Zhong Y, Zhang M, Yang T. Mapping the knowledge of omics in myocardial infarction: A scientometric analysis in R Studio, VOSviewer, Citespace, and SciMAT. Medicine (Baltimore) 2025; 104:e41368. [PMID: 39960900 PMCID: PMC11835070 DOI: 10.1097/md.0000000000041368] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/20/2023] [Accepted: 01/09/2025] [Indexed: 02/20/2025] Open
Abstract
Many researchers nowadays choose multi-omics techniques for myocardial infarction studies. However, there's yet to be a review article integrating myocardial infarction multi-omics. Hence, this study adopts the popular bibliometrics. Based on its principles, we use software like R Studio, Vosviewer, Citespace, and SciMAT to analyze literature data of myocardial infarction omics research (1991-2022) from Web of Science. By extracting key information and calculating weights, we conduct analyses from 4 aspects: Collaboration Network Analysis, Co-word Analysis, Citing and Cited Journal Analysis, and Co-citation and Clustering Analysis, aiming to understand the field's cooperation, research topic evolution, and knowledge flow. The results show that myocardial infarction omics research is still in its early stage with limited international cooperation. In terms of knowledge flow, there's no significant difference within the discipline, but non-biomedical disciplines have joined, indicating an interdisciplinary integration trend. In the overall research field, genomics remains the main topic with many breakthroughs identifying susceptibility sites. Meanwhile, other omics fields like lipidomics and proteomics are also progressing, clarifying the pathogenesis. The cooperation details in this article enable researchers to connect with others, facilitating their research. The evolution trend of subject terms helps them set goals and directions, quickly grasp the development context, and read relevant literature. Journal analysis offers submission suggestions, and the analysis of research base and frontier provides references for the research's future development.
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Affiliation(s)
- Xuan Wei
- Key Laboratory of Evidence Science, China University of Political Science and Law, Ministry of Education, Beijing, China
- Institute of Evidence Law and Forensic Science, China University of Political Science and Law, Beijing, China
| | - Min Wang
- Key Laboratory of Evidence Science, China University of Political Science and Law, Ministry of Education, Beijing, China
- Institute of Evidence Law and Forensic Science, China University of Political Science and Law, Beijing, China
| | - Shengnan Yu
- Key Laboratory of Evidence Science, China University of Political Science and Law, Ministry of Education, Beijing, China
- Institute of Evidence Law and Forensic Science, China University of Political Science and Law, Beijing, China
| | - Zhengqi Han
- Institute for Digital Technology and Law (IDTL), China University of Political Science and Law, Beijing, China
- CUPL Scientometrics and Evaluation Center of Rule of Law, China University of Political Science and Law, Beijing, China
| | - Chang Li
- Key Laboratory of Evidence Science, China University of Political Science and Law, Ministry of Education, Beijing, China
- Institute of Evidence Law and Forensic Science, China University of Political Science and Law, Beijing, China
| | - Yue Zhong
- Key Laboratory of Evidence Science, China University of Political Science and Law, Ministry of Education, Beijing, China
- Institute of Evidence Law and Forensic Science, China University of Political Science and Law, Beijing, China
| | - Mengzhou Zhang
- Key Laboratory of Evidence Science, China University of Political Science and Law, Ministry of Education, Beijing, China
- Institute of Evidence Law and Forensic Science, China University of Political Science and Law, Beijing, China
| | - Tiantong Yang
- Key Laboratory of Evidence Science, China University of Political Science and Law, Ministry of Education, Beijing, China
- Institute of Evidence Law and Forensic Science, China University of Political Science and Law, Beijing, China
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Stiefbold M, Zhang H, Wan LQ. Engineered platforms for mimicking cardiac development and drug screening. Cell Mol Life Sci 2024; 81:197. [PMID: 38664263 PMCID: PMC11045633 DOI: 10.1007/s00018-024-05231-1] [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: 11/14/2023] [Revised: 03/29/2024] [Accepted: 04/07/2024] [Indexed: 04/28/2024]
Abstract
Congenital heart defects are associated with significant health challenges, demanding a deep understanding of the underlying biological mechanisms and, thus, better devices or platforms that can recapitulate human cardiac development. The discovery of human pluripotent stem cells has substantially reduced the dependence on animal models. Recent advances in stem cell biology, genetic editing, omics, microfluidics, and sensor technologies have further enabled remarkable progress in the development of in vitro platforms with increased fidelity and efficiency. In this review, we provide an overview of advancements in in vitro cardiac development platforms, with a particular focus on technological innovation. We categorize these platforms into four areas: two-dimensional solid substrate cultures, engineered substrate architectures that enhance cellular functions, cardiac organoids, and embryos/explants-on-chip models. We conclude by addressing current limitations and presenting future perspectives.
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Affiliation(s)
- Madison Stiefbold
- Department of Biomedical Engineering, Rensselaer Polytechnic Institute, Biotech 2147, 110 8t Street, Troy, NY, 12180, USA
| | - Haokang Zhang
- Department of Biomedical Engineering, Rensselaer Polytechnic Institute, Biotech 2147, 110 8t Street, Troy, NY, 12180, USA
| | - Leo Q Wan
- Department of Biomedical Engineering, Rensselaer Polytechnic Institute, Biotech 2147, 110 8t Street, Troy, NY, 12180, USA.
- Center for Biotechnology and Interdisciplinary Studies, Rensselaer Polytechnic Institute, Troy, NY, 12180, USA.
- Department of Biological Sciences, Rensselaer Polytechnic Institute, Troy, NY, 12180, USA.
- Center for Modeling, Simulation, and Imaging in Medicine, Rensselaer Polytechnic Institute, Troy, NY, 12180, USA.
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Sant P, Rippe K, Mallm JP. Approaches for single-cell RNA sequencing across tissues and cell types. Transcription 2023; 14:127-145. [PMID: 37062951 PMCID: PMC10807473 DOI: 10.1080/21541264.2023.2200721] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2022] [Accepted: 03/30/2023] [Indexed: 04/18/2023] Open
Abstract
Single-cell sequencing of RNA (scRNA-seq) has advanced our understanding of cellular heterogeneity and signaling in developmental biology and disease. A large number of complementary assays have been developed to profile transcriptomes of individual cells, also in combination with other readouts, such as chromatin accessibility or antibody-based analysis of protein surface markers. As scRNA-seq technologies are advancing fast, it is challenging to establish robust workflows and up-to-date protocols that are best suited to address the large range of research questions. Here, we review scRNA-seq techniques from mRNA end-counting to total RNA in relation to their specific features and outline the necessary sample preparation steps and quality control measures. Based on our experience in dealing with the continuously growing portfolio from the perspective of a central single-cell facility, we aim to provide guidance on how workflows can be best automatized and share our experience in coping with the continuous expansion of scRNA-seq techniques.
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Affiliation(s)
- Pooja Sant
- Single-cell Open Lab, German Cancer Research Center (DKFZ) and Bioquant, Heidelberg, Germany
| | - Karsten Rippe
- Division Chromatin Networks, German Cancer Research Center (DKFZ) and Bioquant, Heidelberg, Germany
| | - Jan-Philipp Mallm
- Single-cell Open Lab, German Cancer Research Center (DKFZ) and Bioquant, Heidelberg, Germany
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Wu X, Li W, Luo Z, Chen Y. The molecular mechanism of Ligusticum wallichii for improving idiopathic pulmonary fibrosis: A network pharmacology and molecular docking study. Medicine (Baltimore) 2022; 101:e28787. [PMID: 35147109 PMCID: PMC8830865 DOI: 10.1097/md.0000000000028787] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/27/2021] [Accepted: 01/21/2022] [Indexed: 02/07/2023] Open
Abstract
BACKGROUND At present, there was no evidence that any drugs other than lung transplantation can effectively treat Idiopathic Pulmonary Fibrosis (IPF). Ligusticum wallichii, or Chinese name Chuan xiong has been widely used in different fibrosis fields. Our aim is to use network pharmacology and molecular docking to explore the pharmacological mechanism of the Traditional Chinese medicine (TCM) Ligusticum wallichii to improve IPF. MATERIALS AND METHODS The main chemical components and targets of Ligusticum wallichii were obtained from TCMSP, Swiss Target Prediction and Phammapper databases, and the targets were uniformly regulated in the Uniprot protein database after the combination. The main targets of IPF were obtained through Gencards, OMIM, TTD and DRUGBANK databases, and protein interaction analysis was carried out by using String to build PPI network. Metascape platform was used to analyze its involved biological processes and pathways, and Cytoscape3.8.2 software was used to construct "component-IPF target-pathway" network. And molecular docking verification was conducted through Auto Dock software. RESULTS The active ingredients of Ligusticum wallichii were Myricanone, Wallichilide, Perlolyrine, Senkyunone, Mandenol, Sitosterol and FA. The core targets for it to improve IPF were MAPK1, MAPK14, SRC, BCL2L1, MDM2, PTGS2, TGFB2, F2, MMP2, MMP9, and so on. The molecular docking verification showed that the molecular docking affinity of the core active compounds in Ligusticum wallichii (Myricanone, wallichilide, Perlolyrine) was <0 with MAPK1, MAPK14, and SRC. Perlolyrine has the strongest molecular docking ability, and its docking ability with SRC (-6.59 kJ/mol) is particularly prominent. Its biological pathway to improve IPF was mainly acted on the pathways in cancer, proteoglycans in cancer, and endocrine resistance, etc. CONCLUSIONS This study preliminarily identified the various molecular targets and multiple pathways of Ligusticum wallichii to improve IPF.
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