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Wang J, Liu C, Chen Y, Wang W. Taiji-reprogram: a framework to uncover cell-type specific regulators and predict cellular reprogramming cocktails. NAR Genom Bioinform 2021; 3:lqab100. [PMID: 34761218 PMCID: PMC8573821 DOI: 10.1093/nargab/lqab100] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2021] [Revised: 09/29/2021] [Accepted: 10/05/2021] [Indexed: 12/21/2022] Open
Abstract
Cellular reprogramming is a promising technology to develop disease models and cell-based therapies. Identification of the key regulators defining the cell type specificity is pivotal to devising reprogramming cocktails for successful cell conversion but remains a great challenge. Here, we present a systems biology approach called Taiji-reprogram to efficiently uncover transcription factor (TF) combinations for conversion between 154 diverse cell types or tissues. This method integrates the transcriptomic and epigenomic data to construct cell-type specific genetic networks and assess the global importance of TFs in the network. Comparative analysis across cell types revealed TFs that are specifically important in a particular cell type and often tightly associated with cell-type specific functions. A systematic search of TFs with differential importance in the source and target cell types uncovered TF combinations for desired cell conversion. We have shown that Taiji-reprogram outperformed the existing methods to better recover the TFs in the experimentally validated reprogramming cocktails. This work not only provides a comprehensive catalog of TFs defining cell specialization but also suggests TF combinations for direct cell conversion.
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Affiliation(s)
- Jun Wang
- Department of Chemistry and Biochemistry, University of California, San Diego, La Jolla, CA 92093-0359, USA
| | - Cong Liu
- Department of Chemistry and Biochemistry, University of California, San Diego, La Jolla, CA 92093-0359, USA
| | - Yue Chen
- Department of Chemistry and Biochemistry, University of California, San Diego, La Jolla, CA 92093-0359, USA
| | - Wei Wang
- Department of Chemistry and Biochemistry, University of California, San Diego, La Jolla, CA 92093-0359, USA
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2
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Jiang X, Li T, Li B, Wei W, Li F, Chen S, Xu R, Sun K. SOX7 suppresses endothelial-to-mesenchymal transitions by enhancing VE-cadherin expression during outflow tract development. Clin Sci (Lond) 2021; 135:829-846. [PMID: 33720353 DOI: 10.1042/cs20201496] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2020] [Revised: 03/06/2021] [Accepted: 03/15/2021] [Indexed: 02/07/2023]
Abstract
The endothelial-to-mesenchymal transition (EndMT) is a critical process that occurs during the development of the outflow tract (OFT). Malformations of the OFT can lead to the occurrence of conotruncal defect (CTD). SOX7 duplication has been reported in patients with congenital CTD, but its specific role in OFT development remains poorly understood. To decipher this, histological analysis showed that SRY-related HMG-box 7 (SOX7) was regionally expressed in the endocardial endothelial cells and in the mesenchymal cells of the OFT, where EndMT occurs. Experiments, using in vitro collagen gel culture system, revealed that SOX7 was a negative regulator of EndMT that inhibited endocardial cell (EC) migration and resulted in decreased number of mesenchymal cells. Forced expression of SOX7 in endothelial cells blocked further migration and improved the expression of the adhesion protein vascular endothelial (VE)-cadherin (VE-cadherin). Moreover, a VE-cadherin knockdown could partly reverse the SOX7-mediated repression of cell migration. Luciferase and electrophoretic mobility shift assay (EMSA) demonstrated that SOX7 up-regulated VE-cadherin by directly binding to the gene's promoter in endothelial cells. The coding exons and splicing regions of the SOX7 gene were also scanned in the 536 sporadic CTD patients and in 300 unaffected controls, which revealed four heterozygous SOX7 mutations. Luciferase assays revealed that two SOX7 variants weakened the transactivation of the VE-cadherin promoter. In conclusion, SOX7 inhibited EndMT during OFT development by directly up-regulating the endothelial-specific adhesion molecule VE-cadherin. SOX7 mutations can lead to impaired EndMT by regulating VE-cadherin, which may give rise to the molecular mechanisms associated with SOX7 in CTD pathogenesis.
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Affiliation(s)
- Xuechao Jiang
- Scientific Research Center, Xinhua Hospital, Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai 200092, China
| | - Tingting Li
- Department of Pediatric Cardiology, Xinhua Hospital, Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai 200092, China
| | - Bojian Li
- Department of Pediatric Cardiology, Xinhua Hospital, Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai 200092, China
| | - Wei Wei
- Department of Pediatric Cardiology, Xinhua Hospital, Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai 200092, China
| | - Fen Li
- Department of Pediatric Cardiology, Shanghai Children's Medical Center, Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai 200127, China
| | - Sun Chen
- Department of Pediatric Cardiology, Xinhua Hospital, Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai 200092, China
| | - Rang Xu
- Scientific Research Center, Xinhua Hospital, Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai 200092, China
| | - Kun Sun
- Department of Pediatric Cardiology, Xinhua Hospital, Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai 200092, China
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3
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Arghir A, Papuc SM, Tutulan‐Cunita A, Erbescu A, Loddo S, Genovese S, Ciocca L, Goldoni M, Piscopo C, Bernardini L, Novelli A, Budisteanu M. Autism and severe clinical phenotype in a patient with 8p21.2p11.21 deletion: Case report and literature review. Clin Case Rep 2021; 9:314-321. [PMID: 33505690 PMCID: PMC7813129 DOI: 10.1002/ccr3.3523] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2020] [Revised: 07/20/2020] [Accepted: 10/20/2020] [Indexed: 02/02/2023] Open
Abstract
Interstitial 8p deletions were previously described, in literature and databases, in approximately 30 patients with neurodevelopmental disorders. We report on a novel patient with a 8p21.2p11.21 deletion presenting a clinical phenotype that includes severe intellectual disability, microcephaly, epilepsy, and autism, the latter having been rarely associated with this genetic defect.
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Affiliation(s)
- Aurora Arghir
- Victor Babes National Institute of PathologyBucharestRomania
| | | | | | - Alina Erbescu
- Victor Babes National Institute of PathologyBucharestRomania
| | - Sara Loddo
- Bambino Gesù Children's HospitalIRCCSRomeItaly
| | | | | | - Marina Goldoni
- IRCCS Casa Sollievo della Sofferenza FoundationSan Giovanni RotondoItaly
| | | | - Laura Bernardini
- IRCCS Casa Sollievo della Sofferenza FoundationSan Giovanni RotondoItaly
| | | | - Magdalena Budisteanu
- Victor Babes National Institute of PathologyBucharestRomania
- Prof. Dr. Alex. Obregia Clinical Hospital of PsychiatryBucharestRomania
- Titu Maiorescu UniversityBucharestRomania
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4
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Witman N, Zhou C, Grote Beverborg N, Sahara M, Chien KR. Cardiac progenitors and paracrine mediators in cardiogenesis and heart regeneration. Semin Cell Dev Biol 2019; 100:29-51. [PMID: 31862220 DOI: 10.1016/j.semcdb.2019.10.011] [Citation(s) in RCA: 29] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2019] [Revised: 10/13/2019] [Accepted: 10/21/2019] [Indexed: 12/17/2022]
Abstract
The mammalian hearts have the least regenerative capabilities among tissues and organs. As such, heart regeneration has been and continues to be the ultimate goal in the treatment against acquired and congenital heart diseases. Uncovering such a long-awaited therapy is still extremely challenging in the current settings. On the other hand, this desperate need for effective heart regeneration has developed various forms of modern biotechnologies in recent years. These involve the transplantation of pluripotent stem cell-derived cardiac progenitors or cardiomyocytes generated in vitro and novel biochemical molecules along with tissue engineering platforms. Such newly generated technologies and approaches have been shown to effectively proliferate cardiomyocytes and promote heart repair in the diseased settings, albeit mainly preclinically. These novel tools and medicines give somehow credence to breaking down the barriers associated with re-building heart muscle. However, in order to maximize efficacy and achieve better clinical outcomes through these cell-based and/or cell-free therapies, it is crucial to understand more deeply the developmental cellular hierarchies/paths and molecular mechanisms in normal or pathological cardiogenesis. Indeed, the morphogenetic process of mammalian cardiac development is highly complex and spatiotemporally regulated by various types of cardiac progenitors and their paracrine mediators. Here we discuss the most recent knowledge and findings in cardiac progenitor cell biology and the major cardiogenic paracrine mediators in the settings of cardiogenesis, congenital heart disease, and heart regeneration.
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Affiliation(s)
- Nevin Witman
- Department of Cell and Molecular Biology, Karolinska Institutet, SE-171 77 Stockholm, Sweden; Department of Medicine, Karolinska Institutet, SE-171 77 Stockholm, Sweden
| | - Chikai Zhou
- Department of Cell and Molecular Biology, Karolinska Institutet, SE-171 77 Stockholm, Sweden
| | - Niels Grote Beverborg
- Department of Cell and Molecular Biology, Karolinska Institutet, SE-171 77 Stockholm, Sweden; Department of Cardiology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Makoto Sahara
- Department of Cell and Molecular Biology, Karolinska Institutet, SE-171 77 Stockholm, Sweden; Department of Medicine, Karolinska Institutet, SE-171 77 Stockholm, Sweden; Department of Surgery, Yale University School of Medicine, CT, USA.
| | - Kenneth R Chien
- Department of Cell and Molecular Biology, Karolinska Institutet, SE-171 77 Stockholm, Sweden; Department of Medicine, Karolinska Institutet, SE-171 77 Stockholm, Sweden.
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5
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Zhang K, Wang M, Zhao Y, Wang W. Taiji: System-level identification of key transcription factors reveals transcriptional waves in mouse embryonic development. SCIENCE ADVANCES 2019; 5:eaav3262. [PMID: 30944857 PMCID: PMC6436936 DOI: 10.1126/sciadv.aav3262] [Citation(s) in RCA: 40] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/05/2018] [Accepted: 01/30/2019] [Indexed: 05/20/2023]
Abstract
Transcriptional regulation is pivotal to the specification of distinct cell types during embryonic development. However, it still lacks a systematic way to identify key transcription factors (TFs) orchestrating the temporal and tissue specificity of gene expression. Here, we integrated epigenomic and transcriptomic data to reveal key regulators from two cells to postnatal day 0 in mouse embryogenesis. We predicted three-dimensional chromatin interactions in 12 tissues across eight developmental stages, which facilitates linking TFs to their target genes for constructing transcriptional regulatory networks. To identify driver TFs, we developed a new algorithm, dubbed Taiji, to assess the global influence of each TF and systematically uncovered TFs critical for lineage-specific and stage-dependent tissue specification. We have also identified TF combinations that function in spatiotemporal order to form transcriptional waves regulating developmental progress. Furthermore, lacking stage-specific TF combinations suggests a distributed timing strategy to orchestrate the coordination between tissues during embryonic development.
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Affiliation(s)
- Kai Zhang
- Department of Chemistry and Biochemistry, University of California, San Diego, La Jolla, CA, USA
| | - Mengchi Wang
- Bioinformatics and Systems Biology Graduate Program, University of California, San Diego, La Jolla, CA, USA
| | - Ying Zhao
- Department of Chemistry and Biochemistry, University of California, San Diego, La Jolla, CA, USA
| | - Wei Wang
- Department of Chemistry and Biochemistry, University of California, San Diego, La Jolla, CA, USA
- Bioinformatics and Systems Biology Graduate Program, University of California, San Diego, La Jolla, CA, USA
- Department of Cellular and Molecular Medicine, University of California, San Diego, La Jolla, CA, USA
- Corresponding author.
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Thomford NE, Dzobo K, Yao NA, Chimusa E, Evans J, Okai E, Kruszka P, Muenke M, Awandare G, Wonkam A, Dandara C. Genomics and Epigenomics of Congenital Heart Defects: Expert Review and Lessons Learned in Africa. OMICS : A JOURNAL OF INTEGRATIVE BIOLOGY 2018; 22:301-321. [PMID: 29762087 PMCID: PMC6016577 DOI: 10.1089/omi.2018.0033] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
Congenital heart defects (CHD) are structural malformations found at birth with a prevalence of 1%. The clinical trajectory of CHD is highly variable and thus in need of robust diagnostics and therapeutics. Major surgical interventions are often required for most CHDs. In Africa, despite advances in life sciences infrastructure and improving education of medical scholars, the limited clinical data suggest that CHD detection and correction are still not at par with the rest of the world. But the toll and genetics of CHDs in Africa has seldom been systematically investigated. We present an expert review on CHD with lessons learned on Africa. We found variable CHD phenotype prevalence in Africa across countries and populations. There are important gaps and paucity in genomic studies of CHD in African populations. Among the available genomic studies, the key findings in Africa were variants in GATA4 (P193H), MTHFR 677TT, and MTHFR 1298CC that were associated with atrial septal defect, ventricular septal defect (VSD), Tetralogy of Fallot (TOF), and patent ductus arteriosus phenotypes and 22q.11 deletion, which is associated with TOF. There were no data on epigenomic association of CHD in Africa, however, other studies have shown an altered expression of miR-421 and miR-1233-3p to be associated with TOF and hypermethylation of CpG islands in the promoter of SCO2 gene also been associated with TOF and VSD in children with non-syndromic CHD. These findings signal the urgent need to develop and implement genetic and genomic research on CHD to identify the hereditary and genome-environment interactions contributing to CHD. These projected studies would also offer comparisons on CHD pathophysiology between African and other populations worldwide. Genomic research on CHD in Africa should be developed in parallel with next generation technology policy research and responsible innovation frameworks that examine the social and political factors that shape the emergence and societal embedding of new technologies.
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Affiliation(s)
- Nicholas Ekow Thomford
- 1 Division of Human Genetics, Department of Pathology, Faculty of Health Sciences, Institute for Infectious Disease and Molecular Medicine, University of Cape Town , Cape Town, South Africa
- 2 School of Medical Sciences, University of Cape Coast , Cape Coast, Ghana
| | - Kevin Dzobo
- 3 ICGEB, Cape Town Component, University of Cape Town , Cape Town, South Africa
- 4 Division of Medical Biochemistry, IIDMM, Department of IBM, Faculty of Health Sciences, University of Cape Town , Cape Town, South Africa
| | - Nana Akyaa Yao
- 5 National Cardiothoracic Centre, Korle Bu Teaching Hospital , Accra, Ghana
- 6 University of Ghana Medical School, University of Ghana , Accra, Ghana
| | - Emile Chimusa
- 1 Division of Human Genetics, Department of Pathology, Faculty of Health Sciences, Institute for Infectious Disease and Molecular Medicine, University of Cape Town , Cape Town, South Africa
| | - Jonathan Evans
- 1 Division of Human Genetics, Department of Pathology, Faculty of Health Sciences, Institute for Infectious Disease and Molecular Medicine, University of Cape Town , Cape Town, South Africa
| | - Emmanuel Okai
- 2 School of Medical Sciences, University of Cape Coast , Cape Coast, Ghana
- 7 Cape Coast Teaching Hospital , Cape Coast, Ghana
| | - Paul Kruszka
- 8 National Human Genome Research Institute, Medical Genetics Branch, National Institutes of Health , Bethesda, Maryland, USA
| | - Maximilian Muenke
- 8 National Human Genome Research Institute, Medical Genetics Branch, National Institutes of Health , Bethesda, Maryland, USA
| | - Gordon Awandare
- 9 Department of Biochemistry, WACCBIP, University of Ghana , Legon, Accra, Ghana
| | - Ambroise Wonkam
- 1 Division of Human Genetics, Department of Pathology, Faculty of Health Sciences, Institute for Infectious Disease and Molecular Medicine, University of Cape Town , Cape Town, South Africa
| | - Collet Dandara
- 1 Division of Human Genetics, Department of Pathology, Faculty of Health Sciences, Institute for Infectious Disease and Molecular Medicine, University of Cape Town , Cape Town, South Africa
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