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Chen L, van der Veer BK, Chen Q, Champeris Tsaniras S, Brangers W, Kwak HHM, Khoueiry R, Lei Y, Cabrera R, Gross SS, Finnell RH, Koh KP. The DNA demethylase TET1 modifies the impact of maternal folic acid status on embryonic brain development. EMBO Rep 2025; 26:175-199. [PMID: 39578553 PMCID: PMC11724065 DOI: 10.1038/s44319-024-00316-1] [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: 05/15/2024] [Revised: 10/28/2024] [Accepted: 10/30/2024] [Indexed: 11/24/2024] Open
Abstract
Folic acid (FA) is well known to prevent neural tube defects (NTDs), but we do not know why many human NTD cases still remain refractory to FA supplementation. Here, we investigate how the DNA demethylase TET1 interacts with maternal FA status to regulate mouse embryonic brain development. We determined that cranial NTDs display higher penetrance in non-inbred than in inbred Tet1-/- embryos and are resistant to FA supplementation across strains. Maternal diets that are either too rich or deficient in FA are linked to an increased incidence of cranial deformities in wild type and Tet1+/- offspring and to altered DNA hypermethylation in Tet1-/- embryos, primarily at neurodevelopmental loci. Excess FA in Tet1-/- embryos results in phospholipid metabolite loss and reduced expression of multiple membrane solute carriers, including a FA transporter gene that exhibits increased promoter DNA methylation and thereby mimics FA deficiency. Moreover, FA deficiency reveals that Tet1 haploinsufficiency can contribute to DNA hypermethylation and susceptibility to NTDs. Overall, our study suggests that epigenetic dysregulation may underlie NTD development despite FA supplementation.
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Affiliation(s)
- Lehua Chen
- Department of Development and Regeneration, Stem Cell and Developmental Biology, KU Leuven, Leuven, 3000, Belgium
| | - Bernard K van der Veer
- Department of Development and Regeneration, Stem Cell and Developmental Biology, KU Leuven, Leuven, 3000, Belgium
| | - Qiuying Chen
- Department of Pharmacology, Weill Cornell Medical College, New York, NY, 10065, USA
| | - Spyridon Champeris Tsaniras
- Department of Development and Regeneration, Stem Cell and Developmental Biology, KU Leuven, Leuven, 3000, Belgium
| | - Wannes Brangers
- Department of Development and Regeneration, Stem Cell and Developmental Biology, KU Leuven, Leuven, 3000, Belgium
| | - Harm H M Kwak
- Department of Development and Regeneration, Stem Cell and Developmental Biology, KU Leuven, Leuven, 3000, Belgium
| | - Rita Khoueiry
- Department of Development and Regeneration, Stem Cell and Developmental Biology, KU Leuven, Leuven, 3000, Belgium
| | - Yunping Lei
- Department of Molecular and Cellular Biology, Center for Precision Environmental Health, Baylor College of Medicine, Houston, TX, USA
| | - Robert Cabrera
- Department of Molecular and Cellular Biology, Center for Precision Environmental Health, Baylor College of Medicine, Houston, TX, USA
| | - Steven S Gross
- Department of Pharmacology, Weill Cornell Medical College, New York, NY, 10065, USA
| | - Richard H Finnell
- Department of Molecular and Cellular Biology, Center for Precision Environmental Health, Baylor College of Medicine, Houston, TX, USA
- Department of Molecular and Human Genetics, Department of Medicine, Baylor College of Medicine, Houston, TX, USA
| | - Kian Peng Koh
- Department of Development and Regeneration, Stem Cell and Developmental Biology, KU Leuven, Leuven, 3000, Belgium.
- Department of Molecular and Cellular Biology, Center for Precision Environmental Health, Baylor College of Medicine, Houston, TX, USA.
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2
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Fonteles CSR, Enterria-Rosales J, Lin Y, Steele JW, Villarreal-Leal RA, Xiao J, Idowu DI, Burgelin B, Wlodarczyk BJ, Finnell RH, Corradetti B. Amniotic fluid-derived stem cells: potential factories of natural and mimetic strategies for congenital malformations. Stem Cell Res Ther 2024; 15:466. [PMID: 39639397 PMCID: PMC11622670 DOI: 10.1186/s13287-024-04082-8] [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: 05/06/2024] [Accepted: 11/27/2024] [Indexed: 12/07/2024] Open
Abstract
BACKGROUND Mesenchymal stem cells (MSCs) derived from gestational tissues offer a promising avenue for prenatal intervention in congenital malformations although their application is hampered by concerns related to cellular plasticity and the need for invasive, high-risk surgical procedures. Here, we present naturally occurring exosomes (EXOs) isolated from amniotic fluid-derived MSCs (AF-MSCs) and their mimetic analogs (MIMs) as viable, reproducible, and stable alternatives. These nanovesicles present a minimally invasive therapeutic option, addressing the limitations of MSC-based treatments while retaining therapeutic efficacy. METHODS MIMs were generated from AF-MSCs by combining sequential filtration steps through filter membranes with different porosity and size exclusion chromatography columns. A physicochemical, structural, and molecular comparison was conducted with exosomes (EXOs) released from the same batch of cells. Additionally, their distribution patterns in female mice were evaluated following in vivo administration, along with an assessment of their safety profile throughout gestation in a mouse strain predisposed to neural tube defects (NTDs). The possibility to exploit both formulations as mRNA-therapeutics was explored by evaluating cell uptake in two different cell types(fibroblasts, and macrophages) and mRNA functionality overtime in an in vitro experimental setting as well as in an ex vivo, whole embryo culture using pregnant C57BL6 dams. RESULTS Molecular and physiochemical characterization showed no differences between EXOs and MIMs, with MIMs determining a threefold greater yield. Biodistribution patterns following intraperitoneal administration were comparable between the two particle types, with the uterus being among targeted organs. No toxic effects were observed in the dams during gestation, nor were there any malformations or significant differences in the number of viable versus dead fetuses detected. MIMs delivered a more intense and prolonged expression of mRNA encoding for green fluorescent protein in macrophages and fibroblasts. An ex-vivo whole embryo culture demonstrated that MIMs mainly accumulate at the level of the yolk sac, while EXOs reach the embryo. CONCLUSIONS The present data confirms the potential application of EXOs and MIMs as suitable tools for prevention and treatment of NTDs and proposes MIMs as prospective vehicles to prevent congenital malformations caused by in utero exposure to drugs.
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Affiliation(s)
- Cristiane S R Fonteles
- Departamento de Clínica Odontológica. Faculdade de Farmácia, Odontologia E Enfermagem, Universidade Federal Do Ceara. Rua Monsenhor Furtado, S/N-Rodolfo Teófilo, Fortaleza, Brazil
| | - Julia Enterria-Rosales
- Center for Precision Environmental Health, Baylor College of Medicine, One Baylor Plaza, Houston, TX, USA
| | - Ying Lin
- Center for Precision Environmental Health, Baylor College of Medicine, One Baylor Plaza, Houston, TX, USA
| | - John W Steele
- Center for Precision Environmental Health, Baylor College of Medicine, One Baylor Plaza, Houston, TX, USA
| | - Ramiro A Villarreal-Leal
- Department of Nanomedicine, Houston Methodist Research Institute, Houston, TX, USA
- Escuela de Medicina y Ciencias de La Salud, Tecnologico de Monterrey, Monterrey, Mexico
| | - Jing Xiao
- Center for Precision Environmental Health, Baylor College of Medicine, One Baylor Plaza, Houston, TX, USA
| | - Daniel I Idowu
- Center for Precision Environmental Health, Baylor College of Medicine, One Baylor Plaza, Houston, TX, USA
| | - Beck Burgelin
- Center for Precision Environmental Health, Baylor College of Medicine, One Baylor Plaza, Houston, TX, USA
| | - Bogdan J Wlodarczyk
- Center for Precision Environmental Health, Baylor College of Medicine, One Baylor Plaza, Houston, TX, USA
| | - Richard H Finnell
- Center for Precision Environmental Health, Baylor College of Medicine, One Baylor Plaza, Houston, TX, USA
- Departments of Molecular and Human Genetics Molecular & Cellular Biology and Medicine, Baylor College of Medicine, One Baylor Plaza, Houston, TX, USA
| | - Bruna Corradetti
- Center for Precision Environmental Health, Baylor College of Medicine, One Baylor Plaza, Houston, TX, USA.
- Department of Medicine, Section Oncology/Hematology, Baylor College of Medicine, One Baylor Plaza, Houston, TX, USA.
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van der Veer BK, Chen L, Tsaniras SC, Brangers W, Chen Q, Schroiff M, Custers C, Kwak HH, Khoueiry R, Cabrera R, Gross SS, Finnell RH, Lei Y, Koh KP. Epigenetic regulation by TET1 in gene-environmental interactions influencing susceptibility to congenital malformations. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.02.21.581196. [PMID: 39026762 PMCID: PMC11257484 DOI: 10.1101/2024.02.21.581196] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/20/2024]
Abstract
The etiology of neural tube defects (NTDs) involves complex gene-environmental interactions. Folic acid (FA) prevents NTDs, but the mechanisms remain poorly understood and at least 30% of human NTDs resist the beneficial effects of FA supplementation. Here, we identify the DNA demethylase TET1 as a nexus of folate-dependent one-carbon metabolism and genetic risk factors post-neural tube closure. We determine that cranial NTDs in Tet1 -/- embryos occur at two to three times higher penetrance in genetically heterogeneous than in homogeneous genetic backgrounds, suggesting a strong impact of genetic modifiers on phenotypic expression. Quantitative trait locus mapping identified a strong NTD risk locus in the 129S6 strain, which harbors missense and modifier variants at genes implicated in intracellular endocytic trafficking and developmental signaling. NTDs across Tet1 -/- strains are resistant to FA supplementation. However, both excess and depleted maternal FA diets modify the impact of Tet1 loss on offspring DNA methylation primarily at neurodevelopmental loci. FA deficiency reveals susceptibility to NTD and other structural brain defects due to haploinsufficiency of Tet1. In contrast, excess FA in Tet1 -/- embryos drives promoter DNA hypermethylation and reduced expression of multiple membrane solute transporters, including a FA transporter, accompanied by loss of phospholipid metabolites. Overall, our study unravels interactions between modified maternal FA status, Tet1 gene dosage and genetic backgrounds that impact neurotransmitter functions, cellular methylation and individual susceptibilities to congenital malformations, further implicating that epigenetic dysregulation may underlie NTDs resistant to FA supplementation.
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Affiliation(s)
- Bernard K. van der Veer
- Department of Development and Regeneration, Laboratory of Stem Cell and Developmental Epigenetics, KU Leuven, Leuven 3000, Belgium
| | - Lehua Chen
- Department of Development and Regeneration, Laboratory of Stem Cell and Developmental Epigenetics, KU Leuven, Leuven 3000, Belgium
| | - Spyridon Champeris Tsaniras
- Department of Development and Regeneration, Laboratory of Stem Cell and Developmental Epigenetics, KU Leuven, Leuven 3000, Belgium
| | - Wannes Brangers
- Department of Development and Regeneration, Laboratory of Stem Cell and Developmental Epigenetics, KU Leuven, Leuven 3000, Belgium
| | - Qiuying Chen
- Department of Pharmacology, Weill Cornell Medical College, New York, NY 10065, USA
| | - Mariana Schroiff
- Department of Development and Regeneration, Laboratory of Stem Cell and Developmental Epigenetics, KU Leuven, Leuven 3000, Belgium
| | - Colin Custers
- Department of Development and Regeneration, Laboratory of Stem Cell and Developmental Epigenetics, KU Leuven, Leuven 3000, Belgium
| | - Harm H.M. Kwak
- Department of Development and Regeneration, Laboratory of Stem Cell and Developmental Epigenetics, KU Leuven, Leuven 3000, Belgium
| | - Rita Khoueiry
- Department of Development and Regeneration, Laboratory of Stem Cell and Developmental Epigenetics, KU Leuven, Leuven 3000, Belgium
| | - Robert Cabrera
- Department of Molecular and Cellular Biology, Center for Precision Environmental Health, Baylor College of Medicine, Houston, Texas, USA
| | - Steven S. Gross
- Department of Pharmacology, Weill Cornell Medical College, New York, NY 10065, USA
| | - Richard H. Finnell
- Department of Molecular and Cellular Biology, Center for Precision Environmental Health, Baylor College of Medicine, Houston, Texas, USA
- Department of Molecular and Human Genetics, Department of Medicine, Baylor College of Medicine, Houston, Texas, USA
| | - Yunping Lei
- Department of Molecular and Cellular Biology, Center for Precision Environmental Health, Baylor College of Medicine, Houston, Texas, USA
| | - Kian Peng Koh
- Department of Development and Regeneration, Laboratory of Stem Cell and Developmental Epigenetics, KU Leuven, Leuven 3000, Belgium
- Department of Molecular and Cellular Biology, Center for Precision Environmental Health, Baylor College of Medicine, Houston, Texas, USA
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4
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Liang Y, Wang Y, Zhang X, Jin S, Guo Y, Yu Z, Xu X, Shuai Q, Feng Z, Chen B, Liang T, Ao R, Li J, Zhang J, Cao R, Zhao H, Chen Z, Liu Z, Xie J. Melatonin alleviates valproic acid-induced neural tube defects by modulating Src/PI3K/ERK signaling and oxidative stress. Acta Biochim Biophys Sin (Shanghai) 2024; 56:23-33. [PMID: 38062774 PMCID: PMC10875364 DOI: 10.3724/abbs.2023234] [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: 05/23/2023] [Accepted: 07/27/2023] [Indexed: 01/26/2024] Open
Abstract
Neural tube defects (NTDs) represent a developmental disorder of the nervous system that can lead to significant disability in children and impose substantial social burdens. Valproic acid (VPA), a widely prescribed first-line antiepileptic drug for epilepsy and various neurological conditions, has been associated with a 4-fold increase in the risk of NTDs when used during pregnancy. Consequently, urgent efforts are required to identify innovative prevention and treatment approaches for VPA-induced NTDs. Studies have demonstrated that the disruption in the delicate balance between cell proliferation and apoptosis is a crucial factor contributing to NTDs induced by VPA. Encouragingly, our current data reveal that melatonin (MT) significantly inhibits apoptosis while promoting the restoration of neuroepithelial cell proliferation impaired by VPA. Moreover, further investigations demonstrate that MT substantially reduces the incidence of neural tube malformations resulted from VPA exposure, primarily by suppressing apoptosis through the modulation of intracellular reactive oxygen species levels. In addition, the Src/PI3K/ERK signaling pathway appears to play a pivotal role in VPA-induced NTDs, with significant inhibition observed in the affected samples. Notably, MT treatment successfully reinstates Src/PI3K/ERK signaling, thereby offering a potential underlying mechanism for the protective effects of MT against VPA-induced NTDs. In summary, our current study substantiates the considerable protective potential of MT in mitigating VPA-triggered NTDs, thereby offering valuable strategies for the clinical management of VPA-related birth defects.
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Affiliation(s)
- Yuxiang Liang
- Department of Biochemistry and Molecular BiologyShanxi Key Laboratory of Birth Defect and Cell RegenerationMOE Key Laboratory of Coal Environmental Pathogenicity and PreventionShanxi Medical UniversityTaiyuan030001China
- Experimental Animal Center of Shanxi Medical UniversityShanxi Key Laboratory of Human Disease and Animal ModelsTaiyuan030001China
| | - Ying Wang
- Department of Biochemistry and Molecular BiologyShanxi Key Laboratory of Birth Defect and Cell RegenerationMOE Key Laboratory of Coal Environmental Pathogenicity and PreventionShanxi Medical UniversityTaiyuan030001China
| | - Xiao Zhang
- Department of Biochemistry and Molecular BiologyShanxi Key Laboratory of Birth Defect and Cell RegenerationMOE Key Laboratory of Coal Environmental Pathogenicity and PreventionShanxi Medical UniversityTaiyuan030001China
- School of PharmacyShanxi Medical UniversityTaiyuan030001China
| | - Shanshan Jin
- Department of Biochemistry and Molecular BiologyShanxi Key Laboratory of Birth Defect and Cell RegenerationMOE Key Laboratory of Coal Environmental Pathogenicity and PreventionShanxi Medical UniversityTaiyuan030001China
| | - Yuqian Guo
- Department of Biochemistry and Molecular BiologyShanxi Key Laboratory of Birth Defect and Cell RegenerationMOE Key Laboratory of Coal Environmental Pathogenicity and PreventionShanxi Medical UniversityTaiyuan030001China
| | - Zhaowei Yu
- Department of Biochemistry and Molecular BiologyShanxi Key Laboratory of Birth Defect and Cell RegenerationMOE Key Laboratory of Coal Environmental Pathogenicity and PreventionShanxi Medical UniversityTaiyuan030001China
- School of PharmacyShanxi Medical UniversityTaiyuan030001China
| | - Xinrui Xu
- Department of Biochemistry and Molecular BiologyShanxi Key Laboratory of Birth Defect and Cell RegenerationMOE Key Laboratory of Coal Environmental Pathogenicity and PreventionShanxi Medical UniversityTaiyuan030001China
| | - Qizhi Shuai
- Department of Biochemistry and Molecular BiologyShanxi Key Laboratory of Birth Defect and Cell RegenerationMOE Key Laboratory of Coal Environmental Pathogenicity and PreventionShanxi Medical UniversityTaiyuan030001China
| | - Zihan Feng
- Department of Biochemistry and Molecular BiologyShanxi Key Laboratory of Birth Defect and Cell RegenerationMOE Key Laboratory of Coal Environmental Pathogenicity and PreventionShanxi Medical UniversityTaiyuan030001China
| | - Binghong Chen
- Department of Biochemistry and Molecular BiologyShanxi Key Laboratory of Birth Defect and Cell RegenerationMOE Key Laboratory of Coal Environmental Pathogenicity and PreventionShanxi Medical UniversityTaiyuan030001China
| | - Ting Liang
- Department of Biochemistry and Molecular BiologyShanxi Key Laboratory of Birth Defect and Cell RegenerationMOE Key Laboratory of Coal Environmental Pathogenicity and PreventionShanxi Medical UniversityTaiyuan030001China
| | - Ruifang Ao
- Department of Biochemistry and Molecular BiologyShanxi Key Laboratory of Birth Defect and Cell RegenerationMOE Key Laboratory of Coal Environmental Pathogenicity and PreventionShanxi Medical UniversityTaiyuan030001China
| | - Jianting Li
- Department of Biochemistry and Molecular BiologyShanxi Key Laboratory of Birth Defect and Cell RegenerationMOE Key Laboratory of Coal Environmental Pathogenicity and PreventionShanxi Medical UniversityTaiyuan030001China
| | - Juan Zhang
- Department of Biochemistry and Molecular BiologyShanxi Key Laboratory of Birth Defect and Cell RegenerationMOE Key Laboratory of Coal Environmental Pathogenicity and PreventionShanxi Medical UniversityTaiyuan030001China
| | - Rui Cao
- Department of Biochemistry and Molecular BiologyShanxi Key Laboratory of Birth Defect and Cell RegenerationMOE Key Laboratory of Coal Environmental Pathogenicity and PreventionShanxi Medical UniversityTaiyuan030001China
| | - Hong Zhao
- Department of Biochemistry and Molecular BiologyShanxi Key Laboratory of Birth Defect and Cell RegenerationMOE Key Laboratory of Coal Environmental Pathogenicity and PreventionShanxi Medical UniversityTaiyuan030001China
| | - Zhaoyang Chen
- Experimental Animal Center of Shanxi Medical UniversityShanxi Key Laboratory of Human Disease and Animal ModelsTaiyuan030001China
| | - Zhizhen Liu
- Department of Biochemistry and Molecular BiologyShanxi Key Laboratory of Birth Defect and Cell RegenerationMOE Key Laboratory of Coal Environmental Pathogenicity and PreventionShanxi Medical UniversityTaiyuan030001China
| | - Jun Xie
- Department of Biochemistry and Molecular BiologyShanxi Key Laboratory of Birth Defect and Cell RegenerationMOE Key Laboratory of Coal Environmental Pathogenicity and PreventionShanxi Medical UniversityTaiyuan030001China
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Caiaffa CD, Fonteles CSR, Yunping L, Finnell RH. Gene-environment interactions underlying the etiology of neural tube defects. Curr Top Dev Biol 2022; 152:193-220. [PMID: 36707212 DOI: 10.1016/bs.ctdb.2022.10.007] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
Neural tube defects (NTDs) consist of severe structural malformations of the brain and spinal cord and are the second most common structural birth defect in humans, accounting for approximately 2700 affected pregnancies every year in the United States. These numbers are highly significant, considering that birth defects remain a leading cause of infant mortality in the United States, affecting approximately 120,000 babies born annually. Survivors of these congenital malformations face long-term disability and lifelong challenges imposed by severe physical burdens compromising the afflicted individual's overall quality of life. Clearly, birth defects, and especially NTDs remain a global public health challenge, and the source of significant financial repercussions for healthcare systems worldwide. In order to better understand the role gene-environment interactions play in the etiology of NTDs, this chapter provides an overview of NTD phenotypes and their embryonic origins, discusses the genetic landscape of NTDs as it is currently understood, with a focus on experimental models that best illustrate how environmental factors modulate individual susceptibility to these birth defects. As folic acid interventions have proven to be effective in reducing the prevalence of NTDs, the chapter ends with a discussion on the impact that maternal dietary status has on NTD prevalence from a population perspective.
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Affiliation(s)
- Carlo Donato Caiaffa
- Center for Precision Environmental Health, Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, TX, United States
| | - Cristiane Sá Roriz Fonteles
- Postgraduate Program in Dentistry, Faculty of Pharmacy, Dentistry and Nursing, Federal University of Ceara, Fortaleza, Brazil
| | - Lei Yunping
- Center for Precision Environmental Health, Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, TX, United States
| | - Richard H Finnell
- Center for Precision Environmental Health, Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, TX, United States; Departments of Molecular and Cellular Biology, Molecular and Human Genetics, and Medicine, Baylor College of Medicine, Houston, TX, United States.
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6
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Guan Z, Liang Y, Wang X, Zhu Z, Yang A, Li S, Yu J, Niu B, Wang J. Unraveling the Mechanisms of Clinical Drugs-Induced Neural Tube Defects Based on Network Pharmacology and Molecular Docking Analysis. Neurochem Res 2022; 47:3709-3722. [PMID: 35960485 DOI: 10.1007/s11064-022-03717-7] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2022] [Revised: 07/23/2022] [Accepted: 07/31/2022] [Indexed: 11/30/2022]
Abstract
Chemotherapeutic agents such as methotrexate (MTX), raltitrexed (RTX), 5-fluorouracil (5-FU), hydroxyurea (HU), and retinoic acid (RA), and valproic acid (VPA), an antiepileptic drug, all can cause malformations in the developing central nervous system (CNS), such as neural tube defects (NTDs). However, the common pathogenic mechanisms remain unclear. This study aimed to explore the mechanisms of NTDs caused by MTX, RTX, 5-FU, HU, RA, and VPA (MRFHRV), based on network pharmacology and molecular biology experiments. The MRFHRV targets were integrated with disease targets, to find the potential molecules related to MRFHRV-induced NTDs. Protein-protein interaction analysis and molecular docking were performed to analyze these common targets. Utilizing the kyoto encyclopedia of genes and genomes (KEGG) signaling pathways, we analyzed and searched the possible causative pathogenic mechanisms by crucial targets and the signaling pathway. Results showed that MRFHRV induced NTDs through several key targets (including TP53, MAPK1, HSP90AA1, ESR1, GRB2, HDAC1, EGFR, PIK3CA, RXRA, and FYN) and multiple signaling pathways such as PI3K/Akt pathway, suggesting that abnormal proliferation and differentiation could be critical pathogenic contributors in NTDs induced by MRFHRV. These results were further validated by CCK8 assay in mouse embryonic stem cells and GFAP staining in embryonic brain tissue. This study indicated that chemotherapeutic and antiepileptic agents induced NTDs might through predicted targets TP53, MAPK1, GRB2, HDAC1, EGFR, PIK3CA, RXRA, and FYN and multiple signaling pathways. More caution was required for the clinical administration for women with childbearing potential and pregnant.
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Affiliation(s)
- Zhen Guan
- Beijing Municipal Key Laboratory of Child Development and Nutriomics, Translational Medicine Laboratory, Capital Institute of Pediatrics, Beijing, 100020, China
| | - Yingchao Liang
- Beijing Municipal Key Laboratory of Child Development and Nutriomics, Translational Medicine Laboratory, Capital Institute of Pediatrics, Beijing, 100020, China
| | - Xiuwei Wang
- Beijing Municipal Key Laboratory of Child Development and Nutriomics, Translational Medicine Laboratory, Capital Institute of Pediatrics, Beijing, 100020, China
| | - Zhiqiang Zhu
- Beijing Municipal Key Laboratory of Child Development and Nutriomics, Translational Medicine Laboratory, Capital Institute of Pediatrics, Beijing, 100020, China
| | - Aiyun Yang
- Beijing Municipal Key Laboratory of Child Development and Nutriomics, Translational Medicine Laboratory, Capital Institute of Pediatrics, Beijing, 100020, China
| | - Shen Li
- Beijing Municipal Key Laboratory of Child Development and Nutriomics, Translational Medicine Laboratory, Capital Institute of Pediatrics, Beijing, 100020, China
| | - Jialu Yu
- Beijing Municipal Key Laboratory of Child Development and Nutriomics, Translational Medicine Laboratory, Capital Institute of Pediatrics, Beijing, 100020, China
| | - Bo Niu
- Beijing Municipal Key Laboratory of Child Development and Nutriomics, Translational Medicine Laboratory, Capital Institute of Pediatrics, Beijing, 100020, China.
| | - Jianhua Wang
- Beijing Municipal Key Laboratory of Child Development and Nutriomics, Translational Medicine Laboratory, Capital Institute of Pediatrics, Beijing, 100020, China.
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7
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Karthik KV, Rajalingam A, Shivashankar M, Ganjiwale A. Recursive Feature Elimination-based Biomarker Identification for Open Neural Tube Defects. Curr Genomics 2022; 23:195-206. [PMID: 36777008 PMCID: PMC9878829 DOI: 10.2174/1389202923666220511162038] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2022] [Revised: 03/20/2022] [Accepted: 03/25/2022] [Indexed: 11/22/2022] Open
Abstract
Background: Open spina bifida (myelomeningocele) is the result of the failure of spinal cord closing completely and is the second most common and severe birth defect. Open neural tube defects are multifactorial, and the exact molecular mechanism of the pathogenesis is not clear due to disease complexity for which prenatal treatment options remain limited worldwide. Artificial intelligence techniques like machine learning tools have been increasingly used in precision diagnosis. Objective: The primary objective of this study is to identify key genes for open neural tube defects using a machine learning approach that provides additional information about myelomeningocele in order to obtain a more accurate diagnosis. Materials and Methods: Our study reports differential gene expression analysis from multiple datasets (GSE4182 and GSE101141) of amniotic fluid samples with open neural tube defects. The sample outliers in the datasets were detected using principal component analysis (PCA). We report a combination of the differential gene expression analysis with recursive feature elimination (RFE), a machine learning approach to get 4 key genes for open neural tube defects. The features selected were validated using five binary classifiers for diseased and healthy samples: Logistic Regression (LR), Decision tree classifier (DT), Support Vector Machine (SVM), Random Forest classifier (RF), and K-nearest neighbour (KNN) with 5-fold cross-validation. Results: Growth Associated Protein 43 (GAP43), Glial fibrillary acidic protein (GFAP), Repetin (RPTN), and CD44 are the important genes identified in the study. These genes are known to be involved in axon growth, astrocyte differentiation in the central nervous system, post-traumatic brain repair, neuroinflammation, and inflammation-linked neuronal injuries. These key genes represent a promising tool for further studies in the diagnosis and early detection of open neural tube defects. Conclusion: These key biomarkers help in the diagnosis and early detection of open neural tube defects, thus evaluating the progress and seriousness in diseases condition. This study strengthens previous literature sources of confirming these biomarkers linked with open NTD's. Thus, among other prenatal treatment options present until now, these biomarkers help in the early detection of open neural tube defects, which provides success in both treatment and prevention of these defects in the advanced stage.
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Affiliation(s)
| | - Aruna Rajalingam
- Department of Life Science, Bangalore University, Bangalore, India
| | | | - Anjali Ganjiwale
- Department of Life Science, Bangalore University, Bangalore, India
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