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Wilhelmi P, Haake V, Zickgraf FM, Giri V, Ternes P, Driemert P, Nöth J, Scholz S, Barenys M, Flick B, Birk B, Kamp H, Landsiedel R, Funk-Weyer D. Molecular signatures of angiogenesis inhibitors: a single-embryo untargeted metabolomics approach in zebrafish. Arch Toxicol 2024; 98:943-956. [PMID: 38285066 PMCID: PMC10861732 DOI: 10.1007/s00204-023-03655-5] [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: 10/20/2023] [Accepted: 11/29/2023] [Indexed: 01/30/2024]
Abstract
Angiogenesis is a key process in embryonic development, a disruption of this process can lead to severe developmental defects, such as limb malformations. The identification of molecular perturbations representative of antiangiogenesis in zebrafish embryo (ZFE) may guide the assessment of developmental toxicity from an endpoint- to a mechanism-based approach, thereby improving the extrapolation of findings to humans. Thus, the aim of the study was to discover molecular changes characteristic of antiangiogenesis and developmental toxicity. We exposed ZFEs to two antiangiogenic drugs (SU4312, sorafenib) and two developmental toxicants (methotrexate, rotenone) with putative antiangiogenic action. Molecular changes were measured by performing untargeted metabolomics in single embryos. The metabolome response was accompanied by the occurrence of morphological alterations. Two distinct metabolic effect patterns were observed. The first pattern comprised common effects of two specific angiogenesis inhibitors and the known teratogen methotrexate, strongly suggesting a shared mode of action of antiangiogenesis and developmental toxicity. The second pattern involved joint effects of methotrexate and rotenone, likely related to disturbances in energy metabolism. The metabolites of the first pattern, such as phosphatidylserines, pterines, retinol, or coenzyme Q precursors, represented potential links to antiangiogenesis and related developmental toxicity. The metabolic effect pattern can contribute to biomarker identification for a mechanism-based toxicological testing.
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Affiliation(s)
- Pia Wilhelmi
- BASF SE, Experimental Toxicology and Ecology, Carl-Bosch-Strasse 38, 67056, Ludwigshafen Am Rhein, Germany.
- University of Barcelona, Research Group in Toxicology-GRET, 08028, Barcelona, Spain.
| | - Volker Haake
- BASF Metabolome Solutions, 10589, Berlin, Germany
| | - Franziska M Zickgraf
- BASF SE, Experimental Toxicology and Ecology, Carl-Bosch-Strasse 38, 67056, Ludwigshafen Am Rhein, Germany.
| | - Varun Giri
- BASF SE, Experimental Toxicology and Ecology, Carl-Bosch-Strasse 38, 67056, Ludwigshafen Am Rhein, Germany
| | | | | | - Julia Nöth
- Department of Bioanalytical Ecotoxicology, Helmholtz Centre for Environmental Research-UFZ, 04318, Leipzig, Germany
| | - Stefan Scholz
- Department of Bioanalytical Ecotoxicology, Helmholtz Centre for Environmental Research-UFZ, 04318, Leipzig, Germany
| | - Marta Barenys
- University of Barcelona, Research Group in Toxicology-GRET, 08028, Barcelona, Spain
- German Centre for the Protection of Laboratory Animals (Bf3R), German Federal Institute for Risk Assessment (BfR), 10589, Berlin, Germany
| | - Burkhard Flick
- BASF SE, Experimental Toxicology and Ecology, Carl-Bosch-Strasse 38, 67056, Ludwigshafen Am Rhein, Germany
- Preclinical Compound Profiling, Toxicology, NUVISAN ICB GmbH, 13353, Berlin, Germany
| | - Barbara Birk
- BASF SE, Experimental Toxicology and Ecology, Carl-Bosch-Strasse 38, 67056, Ludwigshafen Am Rhein, Germany
| | | | - Robert Landsiedel
- BASF SE, Experimental Toxicology and Ecology, Carl-Bosch-Strasse 38, 67056, Ludwigshafen Am Rhein, Germany
- Institute of Pharmacy, Pharmacology and Toxicology, Free University of Berlin, 14195, Berlin, Germany
| | - Dorothee Funk-Weyer
- BASF SE, Experimental Toxicology and Ecology, Carl-Bosch-Strasse 38, 67056, Ludwigshafen Am Rhein, Germany
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Profiling the Influence of Gene Variants Related to Folate-Mediated One-Carbon Metabolism on the Outcome of In Vitro Fertilization (IVF) with Donor Oocytes in Recipients Receiving Folic Acid Fortification. Int J Mol Sci 2022; 23:ijms231911298. [PMID: 36232598 PMCID: PMC9569987 DOI: 10.3390/ijms231911298] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2022] [Revised: 09/20/2022] [Accepted: 09/21/2022] [Indexed: 11/23/2022] Open
Abstract
Nutritional status and gene polymorphisms of one-carbon metabolism confer a well-known interaction that in pregnant women may affect embryo viability and the health of the newborn. Folate metabolism directly impacts nucleotide synthesis and methylation, which is of increasing interest in the reproductive medicine field. Studies assessing the genetic influence of folate metabolism on IVF treatments have currently been performed in women using their own oocytes. Most of these patients seeking to have a child or undergoing IVF treatments are advised to preventively intake folate supplies that restore known metabolic imbalances, but the treatments could lead to the promotion of specific enzymes in specific women, depending on their genetic variance. In the present study, we assess the influence of candidate gene variants related to folate metabolism, such as Serine Hydroxymethyltransferase 1 SHMT1 (rs1979276 and rs1979277), Betaine-Homocysteine S-Methyltransferase BHMT (rs3733890), Methionine synthase reductase MTRR (rs1801394), Methylenetetrahydrofolate reductase MTHFR (rs1801131 and rs1801133), methionine synthase MTR (rs12749581), ATP Binding Cassette Subfamily B Member 1 ABCB1 (rs1045642) and folate receptor alpha FOLR1 (rs2071010) on the success of IVF treatment performed in women being recipients of donated oocytes. The implication of such gene variants seems to have no direct impact on pregnancy consecution after IVF; however, several gene variants could influence pregnancy loss events or pregnancy maintenance, as consequence of folic acid fortification.
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Aguiar-Pulido V, Wolujewicz P, Martinez-Fundichely A, Elhaik E, Thareja G, Abdel Aleem A, Chalhoub N, Cuykendall T, Al-Zamer J, Lei Y, El-Bashir H, Musser JM, Al-Kaabi A, Shaw GM, Khurana E, Suhre K, Mason CE, Elemento O, Finnell RH, Ross ME. Systems biology analysis of human genomes points to key pathways conferring spina bifida risk. Proc Natl Acad Sci U S A 2021; 118:e2106844118. [PMID: 34916285 PMCID: PMC8713748 DOI: 10.1073/pnas.2106844118] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/20/2021] [Indexed: 12/15/2022] Open
Abstract
Spina bifida (SB) is a debilitating birth defect caused by multiple gene and environment interactions. Though SB shows non-Mendelian inheritance, genetic factors contribute to an estimated 70% of cases. Nevertheless, identifying human mutations conferring SB risk is challenging due to its relative rarity, genetic heterogeneity, incomplete penetrance, and environmental influences that hamper genome-wide association studies approaches to untargeted discovery. Thus, SB genetic studies may suffer from population substructure and/or selection bias introduced by typical candidate gene searches. We report a population based, ancestry-matched whole-genome sequence analysis of SB genetic predisposition using a systems biology strategy to interrogate 298 case-control subject genomes (149 pairs). Genes that were enriched in likely gene disrupting (LGD), rare protein-coding variants were subjected to machine learning analysis to identify genes in which LGD variants occur with a different frequency in cases versus controls and so discriminate between these groups. Those genes with high discriminatory potential for SB significantly enriched pathways pertaining to carbon metabolism, inflammation, innate immunity, cytoskeletal regulation, and essential transcriptional regulation consistent with their having impact on the pathogenesis of human SB. Additionally, an interrogation of conserved noncoding sequences identified robust variant enrichment in regulatory regions of several transcription factors critical to embryonic development. This genome-wide perspective offers an effective approach to the interrogation of coding and noncoding sequence variant contributions to rare complex genetic disorders.
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Affiliation(s)
- Vanessa Aguiar-Pulido
- Center for Neurogenetics, Feil Family Brain and Mind Research Institute, Weill Cornell Medicine, New York, NY 10021
| | - Paul Wolujewicz
- Center for Neurogenetics, Feil Family Brain and Mind Research Institute, Weill Cornell Medicine, New York, NY 10021
| | - Alexander Martinez-Fundichely
- Department of Physiology and Biophysics, Weill Cornell Medicine, New York, NY 10065
- His Royal Highness Prince Alwaleed Bin Talal Bin Abdulaziz Al-Saud Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY 10065
| | - Eran Elhaik
- Department of Biology, Lund University SE-221 00 Lund, Sweden
| | - Gaurav Thareja
- Department of Physiology and Biophysics, Weill Cornell Medicine-Qatar, Doha, Qatar
| | | | - Nader Chalhoub
- Department of Neurology, Weill Cornell Medicine-Qatar, Doha, Qatar
| | - Tawny Cuykendall
- Department of Physiology and Biophysics, Weill Cornell Medicine, New York, NY 10065
- His Royal Highness Prince Alwaleed Bin Talal Bin Abdulaziz Al-Saud Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY 10065
| | - Jamel Al-Zamer
- Rehabilitation Medicine, Hamad Medical Corporation, Doha, Qatar
| | - Yunping Lei
- Department of Molecular and Cellular Biology, Center for Precision Environmental Health, Baylor College of Medicine, Houston, TX 77030
| | | | - James M Musser
- Department of Pathology and Genomic Medicine, Houston Methodist Research Institute, Houston, TX 77030
- Department of Pathology and Laboratory Medicine, Weill Cornell Medicine, New York, NY 10065
| | - Abdulla Al-Kaabi
- Sidra Medical and Research Center, Weill Cornell Medicine-Qatar, Doha, Qatar
| | - Gary M Shaw
- Department of Pediatrics, Stanford University School of Medicine, Stanford, CA 94305
| | - Ekta Khurana
- Department of Physiology and Biophysics, Weill Cornell Medicine, New York, NY 10065
- His Royal Highness Prince Alwaleed Bin Talal Bin Abdulaziz Al-Saud Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY 10065
| | - Karsten Suhre
- Department of Physiology and Biophysics, Weill Cornell Medicine-Qatar, Doha, Qatar
| | - Christopher E Mason
- Center for Neurogenetics, Feil Family Brain and Mind Research Institute, Weill Cornell Medicine, New York, NY 10021
- Department of Physiology and Biophysics, Weill Cornell Medicine, New York, NY 10065
- His Royal Highness Prince Alwaleed Bin Talal Bin Abdulaziz Al-Saud Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY 10065
| | - Olivier Elemento
- Center for Neurogenetics, Feil Family Brain and Mind Research Institute, Weill Cornell Medicine, New York, NY 10021
- Department of Physiology and Biophysics, Weill Cornell Medicine, New York, NY 10065
- His Royal Highness Prince Alwaleed Bin Talal Bin Abdulaziz Al-Saud Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY 10065
- Caryl and Israel Englander Institute for Precision Medicine, Weill Cornell Medicine, New York, NY 10021
| | - Richard H Finnell
- Department of Molecular and Cellular Biology, Center for Precision Environmental Health, Baylor College of Medicine, Houston, TX 77030
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX 77030
- Department of Medicine, Baylor College of Medicine, Houston, TX 77030
| | - M Elizabeth Ross
- Center for Neurogenetics, Feil Family Brain and Mind Research Institute, Weill Cornell Medicine, New York, NY 10021;
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Wolujewicz P, Steele JW, Kaltschmidt JA, Finnell RH, Ross ME. Unraveling the complex genetics of neural tube defects: From biological models to human genomics and back. Genesis 2021; 59:e23459. [PMID: 34713546 DOI: 10.1002/dvg.23459] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2021] [Revised: 09/08/2021] [Accepted: 09/17/2021] [Indexed: 12/11/2022]
Abstract
Neural tube defects (NTDs) are a classic example of preventable birth defects for which there is a proven-effective intervention, folic acid (FA); however, further methods of prevention remain unrealized. In the decades following implementation of FA nutritional fortification programs throughout at least 87 nations, it has become apparent that not all NTDs can be prevented by FA. In the United States, FA fortification only reduced NTD rates by 28-35% (Williams et al., 2015). As such, it is imperative that further work is performed to understand the risk factors associated with NTDs and their underlying mechanisms so that alternative prevention strategies can be developed. However, this is complicated by the sheer number of genes associated with neural tube development, the heterogeneity of observable phenotypes in human cases, the rareness of the disease, and the myriad of environmental factors associated with NTD risk. Given the complex genetic architecture underlying NTD pathology and the way in which that architecture interacts dynamically with environmental factors, further prevention initiatives will undoubtedly require precision medicine strategies that utilize the power of human genomics and modern tools for assessing genetic risk factors. Herein, we review recent advances in genomic strategies for discovering genetic variants associated with these defects, and new ways in which biological models, such as mice and cell culture-derived organoids, are leveraged to assess mechanistic functionality, the way these variants interact with other genetic or environmental factors, and their ultimate contribution to human NTD risk.
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Affiliation(s)
- Paul Wolujewicz
- Center for Neurogenetics, Feil Family Brain & Mind Research Institute, Weill Cornell Medicine, New York, New York, USA
| | - John W Steele
- Center for Precision Environmental Health, Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, Texas, USA
| | - Julia A Kaltschmidt
- Department of Neurosurgery, Stanford University School of Medicine, Stanford, California, USA
| | - Richard H Finnell
- Center for Precision Environmental Health, Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, Texas, USA.,Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, Texas, USA.,Department of Medicine, Baylor College of Medicine, Houston, Texas, USA
| | - Margaret Elizabeth Ross
- Center for Neurogenetics, Feil Family Brain & Mind Research Institute, Weill Cornell Medicine, New York, New York, USA
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Maldonado E, Martínez-Sanz E, Partearroyo T, Varela-Moreiras G, Pérez-Miguelsanz J. Maternal Folic Acid Deficiency Is Associated to Developing Nasal and Palate Malformations in Mice. Nutrients 2021; 13:251. [PMID: 33467180 PMCID: PMC7830789 DOI: 10.3390/nu13010251] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2020] [Revised: 12/25/2020] [Accepted: 01/14/2021] [Indexed: 11/25/2022] Open
Abstract
Craniofacial development requires extremely fine-tuned developmental coordination of multiple specialized tissues. It has been evidenced that a folate deficiency (vitamin B9), or its synthetic form, folic acid (FA), in maternal diet could trigger multiple craniofacial malformations as oral clefts, tongue, or mandible abnormalities. In this study, a folic acid-deficient (FAD) diet was administered to eight-week-old C57/BL/6J female mouse for 2-16 weeks. The head symmetry, palate and nasal region were studied in 24 control and 260 experimental fetuses. Our results showed a significant reduction in the mean number of fetuses per litter according to maternal weeks on FAD diet (p < 0.01). Fetuses were affected by cleft palate (3.8%) as well as other severe congenital abnormalities, for the first time related to maternal FAD diet, as head asymmetries (4.6%), high arched palate (3.5%), nasal septum malformed (7.3%), nasopharynx duct shape (15%), and cilia and epithelium abnormalities (11.2% and 5.8%). Dysmorphologies of the nasal region were the most frequent, appearing at just four weeks following a maternal FAD diet. This is the first time that nasal region development is experimentally related to this vitamin deficiency. In conclusion, our report offers novel discoveries about the importance of maternal folate intake on midface craniofacial development of the embryos. Moreover, the longer the deficit lasts, the more serious the consequent effects appear to be.
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Affiliation(s)
- Estela Maldonado
- Departamento de Anatomía y Embriología, Facultad de Medicina, Universidad Complutense de Madrid, 28040 Madrid, Spain; (E.M.-S.); (J.P.-M.)
- Grupo UCM de Investigación nº 920202 “Investigación en Desarrollo del Paladar y Fisura Palatina. Desarrollo Craneofacial”, Facultad de Odontología, Plaza de Ramón y Cajal, 3, 28040 Madrid, Spain
| | - Elena Martínez-Sanz
- Departamento de Anatomía y Embriología, Facultad de Medicina, Universidad Complutense de Madrid, 28040 Madrid, Spain; (E.M.-S.); (J.P.-M.)
- Grupo UCM de Investigación nº 920202 “Investigación en Desarrollo del Paladar y Fisura Palatina. Desarrollo Craneofacial”, Facultad de Odontología, Plaza de Ramón y Cajal, 3, 28040 Madrid, Spain
| | - Teresa Partearroyo
- Departamento de Ciencias Farmacéuticas y de la Salud, Facultad de Farmacia, Universidad San Pablo-CEU, CEU Universities, Urbanización Montepríncipe, Alcorcón, 28925 Madrid, Spain; (T.P.); (G.V.-M.)
- Grupo USP-CEU de Excelencia “Nutrición para la vida (Nutrition for life)”, ref: E02/0720, Alcorcón, 28925 Madrid, Spain
| | - Gregorio Varela-Moreiras
- Departamento de Ciencias Farmacéuticas y de la Salud, Facultad de Farmacia, Universidad San Pablo-CEU, CEU Universities, Urbanización Montepríncipe, Alcorcón, 28925 Madrid, Spain; (T.P.); (G.V.-M.)
- Grupo USP-CEU de Excelencia “Nutrición para la vida (Nutrition for life)”, ref: E02/0720, Alcorcón, 28925 Madrid, Spain
| | - Juliana Pérez-Miguelsanz
- Departamento de Anatomía y Embriología, Facultad de Medicina, Universidad Complutense de Madrid, 28040 Madrid, Spain; (E.M.-S.); (J.P.-M.)
- Grupo UCM de Investigación nº 911308 “Mecanismos Moleculares Cronobiológicos”, Plaza de Ramón y Cajal, s/n, 28040 Madrid, Spain
- Instituto de Investigación Sanitaria del Hospital Clínico San Carlos (IdISSC), C/ del Prof. Martín Lagos, s/n, 28040 Madrid, Spain
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Shao Y, Tan B, Shi J, Zhou Q. Methotrexate induces astrocyte apoptosis by disrupting folate metabolism in the mouse juvenile central nervous system. Toxicol Lett 2019; 301:146-156. [DOI: 10.1016/j.toxlet.2018.11.016] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2018] [Revised: 11/22/2018] [Accepted: 11/26/2018] [Indexed: 01/23/2023]
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Maldonado E, López Y, Herrera M, Martínez-Sanz E, Martínez-Álvarez C, Pérez-Miguelsanz J. Craniofacial structure alterations of foetuses from folic acid deficient pregnant mice. Ann Anat 2018; 218:59-68. [DOI: 10.1016/j.aanat.2018.02.010] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2017] [Revised: 01/17/2018] [Accepted: 02/06/2018] [Indexed: 12/18/2022]
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Zhang J, Dai XL, Liu GC, Wang J, Ren XY, Jin MH, Mi NN, Wang SQ. An Inframe Trinucleotide Deletion in MTRR Exon 1 is Associated with the Risk of Spina Bifida. Neuromolecular Med 2017; 19:387-394. [PMID: 28712006 DOI: 10.1007/s12017-017-8452-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2017] [Accepted: 07/10/2017] [Indexed: 11/26/2022]
Abstract
Maternal genetic variants of enzymes in folate-homocysteine metabolic network are significantly correlative with the risk of spina bifida. To survey the genetic causality, the genotypes of three women having spina bifida fetuses from two unrelated Chinese families were screened in candidate alleles. Polymerase chain reaction, capillary electrophoresis and Sanger sequencing were employed to recognize the allelic variation. A trinucleotide deletion (c.4_6delAGG) was identified in the first exon of MTRR. All the three women showed the novel clinical variation including one heterozygous and two homozygous. The siblings who had healthy babies from the same families did not harbor the variation. In the unaffected control individuals, the variant was also not observed. Eukaryotic expression and bioinformatics techniques were utilized to explore the molecular pathogenesis of the potential genetic risk of developing spina bifida. Exceptionally, the functional examination revealed that the Arg2del variant kept subcellular localization unaltered with catalytic activity intact, but failed to efficiently activate MTR compared with the wild type. Genetic disorder of folate and homocysteine metabolism during pregnancy is believed to be associated with folate-sensitive neural tube defects. The report highlights that the inframe deletion in MTRR exon 1 could be a high risk factor susceptibility to spina bifida.
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Affiliation(s)
- Jun Zhang
- Institute of Molecular Medicine and Oncology, Chongqing Medical University, Yuzhong District, Chongqing City, 400016, China.
| | - Xiao-Lu Dai
- Institute of Molecular Medicine and Oncology, Chongqing Medical University, Yuzhong District, Chongqing City, 400016, China
| | - Gui-Cen Liu
- Institute of Molecular Medicine and Oncology, Chongqing Medical University, Yuzhong District, Chongqing City, 400016, China
| | - Juan Wang
- Institute of Molecular Medicine and Oncology, Chongqing Medical University, Yuzhong District, Chongqing City, 400016, China
| | - Xue-Yi Ren
- Genetics Department, Chongqing Institute for Food and Drug Control, Chongqing, 400121, China
| | - Mu-Hua Jin
- Institute of Molecular Medicine and Oncology, Chongqing Medical University, Yuzhong District, Chongqing City, 400016, China
| | - Nan-Nan Mi
- Institute of Molecular Medicine and Oncology, Chongqing Medical University, Yuzhong District, Chongqing City, 400016, China
| | - Shu-Qin Wang
- Institute of Molecular Medicine and Oncology, Chongqing Medical University, Yuzhong District, Chongqing City, 400016, China
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Guo W, Shang DM, Cao JH, Feng K, He YC, Jiang Y, Wang S, Gao YF. Identifying and Analyzing Novel Epilepsy-Related Genes Using Random Walk with Restart Algorithm. BIOMED RESEARCH INTERNATIONAL 2017; 2017:6132436. [PMID: 28255556 PMCID: PMC5309434 DOI: 10.1155/2017/6132436] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/23/2016] [Accepted: 01/15/2017] [Indexed: 02/07/2023]
Abstract
As a pathological condition, epilepsy is caused by abnormal neuronal discharge in brain which will temporarily disrupt the cerebral functions. Epilepsy is a chronic disease which occurs in all ages and would seriously affect patients' personal lives. Thus, it is highly required to develop effective medicines or instruments to treat the disease. Identifying epilepsy-related genes is essential in order to understand and treat the disease because the corresponding proteins encoded by the epilepsy-related genes are candidates of the potential drug targets. In this study, a pioneering computational workflow was proposed to predict novel epilepsy-related genes using the random walk with restart (RWR) algorithm. As reported in the literature RWR algorithm often produces a number of false positive genes, and in this study a permutation test and functional association tests were implemented to filter the genes identified by RWR algorithm, which greatly reduce the number of suspected genes and result in only thirty-three novel epilepsy genes. Finally, these novel genes were analyzed based upon some recently published literatures. Our findings implicate that all novel genes were closely related to epilepsy. It is believed that the proposed workflow can also be applied to identify genes related to other diseases and deepen our understanding of the mechanisms of these diseases.
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Affiliation(s)
- Wei Guo
- Department of Outpatient, China-Japan Union Hospital of Jilin University, Changchun 130033, China
| | - Dong-Mei Shang
- Department of Outpatient, China-Japan Union Hospital of Jilin University, Changchun 130033, China
| | - Jing-Hui Cao
- Department of Neurosurgery, China-Japan Union Hospital of Jilin University, Changchun 130033, China
| | - Kaiyan Feng
- Department of Computer Science, Guangdong AIB Polytechnic, Guangzhou 510507, China
| | - Yi-Chun He
- Department of Neurosurgery, China-Japan Union Hospital of Jilin University, Changchun 130033, China
| | - Yang Jiang
- Department of Surgery, China-Japan Union Hospital of Jilin University, Changchun 130033, China
| | - ShaoPeng Wang
- School of Life Sciences, Shanghai University, Shanghai 200444, China
| | - Yu-Fei Gao
- Department of Neurosurgery, China-Japan Union Hospital of Jilin University, Changchun 130033, China
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Wu J, Bao Y, Lu X, Wu L, Zhang T, Guo J, Yang J. Polymorphisms in MTHFD1 Gene and Susceptibility to Neural Tube Defects: A Case-Control Study in a Chinese Han Population with Relatively Low Folate Levels. Med Sci Monit 2015; 21:2630-7. [PMID: 26343515 PMCID: PMC4566945 DOI: 10.12659/msm.895155] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
Abstract
Background The polymorphism of methylenetetrahydrofolate dehydrogenase (MTHFD1) has been reported as a risk factor for neural tube defects (NTDs). In the present study, we aimed to investigate whether the single-nucleotide polymorphisms (SNPs) of MTHFD1 gene are associated with NTDs in a Chinese population and to determine their mechanism of action. Material/Methods MTHFD1 gene was scanned in a total of 270 NTDs cases and 192 healthy controls by using next-generation sequencing (NGS) method. After quality control procedures, 208 selected SNP sites in MTHFD1 gene were enrolled for follow-up statistical association analyses. Functional analyses were also performed for significant SNPs through bioinformatics analysis. Folic acid levels of brain tissue in available NTDs cases and healthy controls (113 and 123, respectively) were measured. Statistical and bioinformatics analyses were performed to investigate the relationship between SNPs in MTHFD1 and susceptibility to NTDs. Results Statistical analysis showed that 2 independent SNPs, rs1956545 and rs56811449, confer the risk of NTDs (P value=0.0195, OR (odds ratio)=1.41, 95% CI (confidence interval)=1.06–1.88; P value=0.0107, OR=0.56, 95% CI=0.36–0.87). The haplotype GGGG, which consists of 4 SNPs (rs2236225, rs2236224, rs1256146, and rs6573559), is also associated with risk of NTDs (P value=0.0438, OR=0.7180, 95% CI=0.5214–0.9888). The risk allele C of rs1956545 is also associated with decreased folic acid levels in the brain (P value=0.0222, standard beta=−0.2238, 95% CI=−0.4128 – −0.0349) according to analysis in the subset of NTDs cases and healthy controls. Bioinformatics analysis indicates that rs1956545 and rs56811449 are within ENCODE regulatory regions, the open chromatin regions of blastula Trophoblast cell line, and histone-marked region of brain astrocyte cell line. Conclusions The polymorphism of SNP loci rs1956545 and rs56811449 as well as a haplotype in MTHFD1 gene could serve as an indicator for the occurrence of NTDs in Chinese population and some specific genotypes of the loci may have lower risk of developing NTDs.
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Affiliation(s)
- Jian Wu
- Section of Physiology and Biochemistry of Exercise, The Capital Institute of Physical Education of China, Beijing, China (mainland)
| | - Yihua Bao
- Beijing Municipal Key Laboratory of Child Development and Nutriomics, Capital Institute of Pediatrics, Beijing, China (mainland)
| | - Xiaolin Lu
- Beijing Municipal Key Laboratory of Child Development and Nutriomics, Capital Institute of Pediatrics, Beijing, China (mainland)
| | - Lihua Wu
- Beijing Municipal Key Laboratory of Child Development and Nutriomics, Capital Institute of Pediatrics, Beijing, China (mainland)
| | - Ting Zhang
- Beijing Municipal Key Laboratory of Child Development and Nutriomics, Capital Institute of Pediatrics, Beijing, China (mainland)
| | - Jin Guo
- Beijing Municipal Key Laboratory of Child Development and Nutriomics, Capital Institute of Pediatrics, Beijing, China (mainland)
| | - Jian Yang
- Department of Neurology, Capital Institute of Pediatrics, Beijing, China (mainland)
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Dubchak I, Balasubramanian S, Wang S, Meyden C, Sulakhe D, Poliakov A, Börnigen D, Xie B, Taylor A, Ma J, Paciorkowski AR, Mirzaa GM, Dave P, Agam G, Xu J, Al-Gazali L, Mason CE, Ross ME, Maltsev N, Gilliam TC. An integrative computational approach for prioritization of genomic variants. PLoS One 2014; 9:e114903. [PMID: 25506935 PMCID: PMC4266634 DOI: 10.1371/journal.pone.0114903] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2014] [Accepted: 11/15/2014] [Indexed: 12/27/2022] Open
Abstract
An essential step in the discovery of molecular mechanisms contributing to disease phenotypes and efficient experimental planning is the development of weighted hypotheses that estimate the functional effects of sequence variants discovered by high-throughput genomics. With the increasing specialization of the bioinformatics resources, creating analytical workflows that seamlessly integrate data and bioinformatics tools developed by multiple groups becomes inevitable. Here we present a case study of a use of the distributed analytical environment integrating four complementary specialized resources, namely the Lynx platform, VISTA RViewer, the Developmental Brain Disorders Database (DBDB), and the RaptorX server, for the identification of high-confidence candidate genes contributing to pathogenesis of spina bifida. The analysis resulted in prediction and validation of deleterious mutations in the SLC19A placental transporter in mothers of the affected children that causes narrowing of the outlet channel and therefore leads to the reduced folate permeation rate. The described approach also enabled correct identification of several genes, previously shown to contribute to pathogenesis of spina bifida, and suggestion of additional genes for experimental validations. The study demonstrates that the seamless integration of bioinformatics resources enables fast and efficient prioritization and characterization of genomic factors and molecular networks contributing to the phenotypes of interest.
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Affiliation(s)
- Inna Dubchak
- Genomics Division, Lawrence Berkeley National Laboratory, Berkeley, California, United States of America
- Department of Energy Joint Genome Institute, Walnut Creek, California, United States of America
- * E-mail: (ID); (NM)
| | - Sandhya Balasubramanian
- Department of Human Genetics, University of Chicago, Chicago, Illinois, United States of America
| | - Sheng Wang
- Toyota Technological Institute at Chicago, Chicago, Illinois, United States of America
| | - Cem Meyden
- Department of Physiology and Biophysics, Weill Cornell Medical College, New York, New York, United States of America
- The HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Weill Cornell Medical College, New York, New York, United States of America
- Feil Family Brain and Mind Research Institute, Weill Cornell Medical College, New York, New York, United States of America
| | - Dinanath Sulakhe
- Department of Human Genetics, University of Chicago, Chicago, Illinois, United States of America
- Computation Institute, University of Chicago/Argonne National Laboratory, Chicago, Illinois, United States of America
| | - Alexander Poliakov
- Department of Energy Joint Genome Institute, Walnut Creek, California, United States of America
| | - Daniela Börnigen
- Department of Human Genetics, University of Chicago, Chicago, Illinois, United States of America
- Toyota Technological Institute at Chicago, Chicago, Illinois, United States of America
| | - Bingqing Xie
- Department of Human Genetics, University of Chicago, Chicago, Illinois, United States of America
- Department of Computer Science, Illinois Institute of Technology, Chicago, Illinois, United States of America
| | - Andrew Taylor
- Department of Human Genetics, University of Chicago, Chicago, Illinois, United States of America
| | - Jianzhu Ma
- Toyota Technological Institute at Chicago, Chicago, Illinois, United States of America
| | - Alex R. Paciorkowski
- Departments of Neurology, Pediatrics, and Biomedical Genetics and Center for Neural Development and Disease, University of Rochester Medical Center, Rochester, New York, United States of America
| | - Ghayda M. Mirzaa
- Seattle Children's Research Institute and Department of Pediatrics, University of Washington, Seattle, Washington, United States of America
| | - Paul Dave
- Computation Institute, University of Chicago/Argonne National Laboratory, Chicago, Illinois, United States of America
| | - Gady Agam
- Department of Computer Science, Illinois Institute of Technology, Chicago, Illinois, United States of America
| | - Jinbo Xu
- Toyota Technological Institute at Chicago, Chicago, Illinois, United States of America
| | - Lihadh Al-Gazali
- Department of Pediatrics, Faculty of Medicine and Health Sciences, United Arab Emirates University, Al-Ain, UAE
| | - Christopher E. Mason
- Department of Physiology and Biophysics, Weill Cornell Medical College, New York, New York, United States of America
- The HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Weill Cornell Medical College, New York, New York, United States of America
- Feil Family Brain and Mind Research Institute, Weill Cornell Medical College, New York, New York, United States of America
| | - M. Elizabeth Ross
- Laboratory of Neurogenetics and Development, Weill Cornell Medical College, New York, New York, United States of America
| | - Natalia Maltsev
- Department of Human Genetics, University of Chicago, Chicago, Illinois, United States of America
- Computation Institute, University of Chicago/Argonne National Laboratory, Chicago, Illinois, United States of America
- * E-mail: (ID); (NM)
| | - T. Conrad Gilliam
- Department of Human Genetics, University of Chicago, Chicago, Illinois, United States of America
- Computation Institute, University of Chicago/Argonne National Laboratory, Chicago, Illinois, United States of America
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12
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The application of a chemical determination of N-homocysteinylation levels in developing mouse embryos: implication for folate responsive birth defects. J Nutr Biochem 2014; 26:312-8. [PMID: 25620692 DOI: 10.1016/j.jnutbio.2014.10.004] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2014] [Revised: 09/24/2014] [Accepted: 10/07/2014] [Indexed: 12/19/2022]
Abstract
Elevated homocysteine levels have long been associated with various disease states, including cardiovascular disease and birth defects, including neural tube defects (NTDs). One hypothesis regarding the strong correlation between these various disorders and high levels of homocysteine is that a reactive form of this small molecule can attach to mammalian proteins in a phenomenon known as homocysteinylation. These posttranslational modifications may become antigenic or may even directly disrupt certain protein function. It remains to be determined whether dietary influences that can cause globally increased levels of circulating homocysteine confer negative effects maternally, or may otherwise negatively and materially impact the metabolic balance in developing embryos. Herein we present the application of a chemical method of determination of N-homocysteinylation to a set of neural tube closure stage mouse embryos and their mothers. We explore the uses of this newly described technique to investigate levels of maternal and embryonic N-homocysteinylation using dietary manipulations of one-carbon metabolism with two known folate-responsive NTD mouse models. The data presented reveal that although diet appeared to have significant effects on the maternal metabolic status, those effects did not directly correlate to the embryonic folate or N-homocysteinylation status. Our studies indicate that maternal diet and embryonic genotype most significantly affected the embryonic developmental outcome.
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Hansler A, Chen Q, Gray JD, Ross ME, Finnell RH, Gross SS. Untargeted metabolite profiling of murine embryos to reveal metabolic perturbations associated with neural tube closure defects. ACTA ACUST UNITED AC 2014; 100:623-32. [PMID: 25115437 DOI: 10.1002/bdra.23272] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2014] [Revised: 05/28/2014] [Accepted: 06/02/2014] [Indexed: 11/08/2022]
Abstract
BACKGROUND Neural tube closure defects (NTDs) are among the most common congenital malformation in human, typically presenting in liveborns as spina bifida. At least 240 gene mutations in mouse are known to increase the risk of NTD. There is a growing appreciation that environmental factors significantly contribute to NTD expression, and that NTDs likely arise from complex gene-environment interactions. Because maternal folic acid supplementation reduces human NTD risk in some populations by 60 to 70%, it is likely that NTD predisposition is often associated with a defect in folate-dependent one-carbon metabolism. A comprehensive, untargeted metabolic survey of NTD-associated changes in embryo metabolism would provide a valuable test of this assumption. We sought to establish a metabolic profiling platform that is capable of broadly assessing metabolic aberrations associated with NTD-promoting gene mutations in early-stage mouse embryos. METHODS A liquid chromatography/mass spectrometry-based untargeted metabolite profiling platform was used to broadly identify significant differences in small molecule levels (50-1000 Da) in NTD-affected embryonic day (E) 9.5 mouse embryos (Lrp6(-) (/) (-) ) versus unaffected (Lrp6(+/+) ) control embryos. RESULTS Results provide proof-of-principal feasibility for the broad survey of the metabolome of individual E9.5 mouse embryos and identification of metabolic changes associated with NTDs and gene mutations. Levels of 30 different metabolites were altered in association with Lrp6 gene deletion. Some metabolites link to folate-dependent one-carbon transfer reactions, as anticipated, while others await structure elucidation and pathway integration. CONCLUSION Whole-embryo metabolomics offers the potential to identify metabolic changes in genetically determined NTD-prone embryos.
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Affiliation(s)
- Alex Hansler
- Department of Pharmacology, Weill Cornell Medical College, New York, New York; Program in Pharmacology, Weill Cornell Medical College, New York, New York
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14
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Momb J, Appling DR. Mitochondrial one-carbon metabolism and neural tube defects. ACTA ACUST UNITED AC 2014; 100:576-83. [PMID: 24985542 DOI: 10.1002/bdra.23268] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2014] [Revised: 05/02/2014] [Accepted: 05/19/2014] [Indexed: 11/08/2022]
Abstract
BACKGROUND Neural tube defects (NTDs) are one of the most common birth defects in humans. Maternal intake of folic acid was linked to prevention of NTDs in the 1970s. This realization led to the establishment of mandatory and/or voluntary food folic acid fortification programs in many countries that have reduced the incidence of NTDs by up to 70% in humans. Despite 40 years of intensive research, the biochemical mechanisms underlying the protective effects of folic acid remain unknown. RESULTS Recent research reveals a role for mitochondrial folate-dependent one-carbon metabolism in neural tube closure. CONCLUSION In this article, we review the evidence linking NTDs to aberrant mitochondrial one-carbon metabolism in humans and mouse models. The potential of formate, a product of mitochondrial one-carbon metabolism, to prevent NTDs is also discussed.
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Affiliation(s)
- Jessica Momb
- Department of Molecular Biosciences, The University of Texas at Austin, Austin, Texas
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15
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High-Throughput Translational Medicine: Challenges and Solutions. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2014; 799:39-67. [DOI: 10.1007/978-1-4614-8778-4_3] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
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Liu J, Qi J, Yu X, Zhu J, Zhang L, Ning Q, Luo X. Investigations of single nucleotide polymorphisms in folate pathway genes in Chinese families with neural tube defects. J Neurol Sci 2013; 337:61-6. [PMID: 24326202 DOI: 10.1016/j.jns.2013.11.017] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2013] [Revised: 11/10/2013] [Accepted: 11/13/2013] [Indexed: 11/26/2022]
Abstract
AIMS We investigated the hypothesis that there are interactions between SNPs in folate metabolism pathway genes and environmental risk factors to the etiology of neural tube defects (NTDs). METHOD In 602 Chinese families, 609 aborted fetus tissues or blood samples were collected from NTD individuals, and 1106 parental blood samples were detected as controls. We analyzed 28 SNPs in 12 folate pathway genes. Folate supplementation, gestational diabetes mellitus (GDM) and medicine administration before and during pregnancy were investigated. Case-parental control study and transmission/disequilibrium tests were performed according to environmental cofactor stratification. RESULTS Association between 5,10-methylenetetrahydrofolate reductase (MTHFR) 677C>T and NTDs was significant in all stratifications (all P<.05), and synergistic effects of no folate supplementation and GDM were shown on NTD occurrence. 5-Methyltetrahydrofolate-homocysteine methyltransferase (MTHM) 501A>G in case of GDM, and betaine-homocysteine methyltransferase (BHMT) 716G>A in case of no folate supplementation significantly associated with NTDs (both P<.05), whereas the two genotypes alone did not significantly associate with NTDs (both P>.05). CONCLUSIONS MTHFR 677C>T genotype, especially in case of no folate supplementation and GDM, promotes NTD occurrence. MTHM 501A>G only in case of GDM, and BHMT 716G>A only in case of no folate supplementation contribute to the etiology of NTDs.
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Affiliation(s)
- Jian Liu
- Department of Pediatrics, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China; Department of Pediatrics, Xiangyang Central Hospital, Xiangyang, China.
| | - Jing Qi
- Department of Neurology, Xiangyang Central Hospital, Xiangyang, China.
| | - Xiao Yu
- Department of Pediatrics, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
| | - Jie Zhu
- Department of Pediatrics, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
| | - Lixia Zhang
- Department of Pediatrics, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
| | - Qin Ning
- Department of Infectious Disease, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
| | - Xiaoping Luo
- Department of Pediatrics, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
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Deletion of Mthfd1l causes embryonic lethality and neural tube and craniofacial defects in mice. Proc Natl Acad Sci U S A 2012; 110:549-54. [PMID: 23267094 DOI: 10.1073/pnas.1211199110] [Citation(s) in RCA: 114] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Maternal supplementation with folic acid is known to reduce the incidence of neural tube defects (NTDs) by as much as 70%. Despite the strong clinical link between folate and NTDs, the biochemical mechanisms through which folic acid acts during neural tube development remain undefined. The Mthfd1l gene encodes a mitochondrial monofunctional 10-formyl-tetrahydrofolate synthetase, termed MTHFD1L. This gene is expressed in adults and at all stages of mammalian embryogenesis with localized regions of higher expression along the neural tube, developing brain, craniofacial structures, limb buds, and tail bud. In both embryos and adults, MTHFD1L catalyzes the last step in the flow of one-carbon units from mitochondria to cytoplasm, producing formate from 10-formyl-THF. To investigate the role of mitochondrial formate production during embryonic development, we have analyzed Mthfd1l knockout mice. All embryos lacking Mthfd1l exhibit aberrant neural tube closure including craniorachischisis and exencephaly and/or a wavy neural tube. This fully penetrant folate-pathway mouse model does not require feeding a folate-deficient diet to cause this phenotype. Maternal supplementation with sodium formate decreases the incidence of NTDs and partially rescues the growth defect in embryos lacking Mthfd1l. These results reveal the critical role of mitochondrially derived formate in mammalian development, providing a mechanistic link between folic acid and NTDs. In light of previous studies linking a common splice variant in the human MTHFD1L gene with increased risk for NTDs, this mouse model provides a powerful system to help elucidate the specific metabolic mechanisms that underlie folate-associated birth defects, including NTDs.
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18
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Ichi S, Nakazaki H, Boshnjaku V, Singh RM, Mania-Farnell B, Xi G, McLone DG, Tomita T, Mayanil CSK. Fetal Neural Tube Stem Cells from Pax3 Mutant Mice Proliferate, Differentiate, and Form Synaptic Connections When Stimulated with Folic Acid. Stem Cells Dev 2012; 21:321-30. [DOI: 10.1089/scd.2011.0100] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Affiliation(s)
- Shunsuke Ichi
- Developmental Biology Program, Division of Pediatric Neurosurgery, Children's Memorial Hospital and Research Center, Feinberg School of Medicine, Northwestern University, Chicago, Illinois
- Department of Neurosurgery, University of Tokyo, Tokyo, Japan
| | - Hiromichi Nakazaki
- Developmental Biology Program, Division of Pediatric Neurosurgery, Children's Memorial Hospital and Research Center, Feinberg School of Medicine, Northwestern University, Chicago, Illinois
| | - Vanda Boshnjaku
- Developmental Biology Program, Division of Pediatric Neurosurgery, Children's Memorial Hospital and Research Center, Feinberg School of Medicine, Northwestern University, Chicago, Illinois
| | - Ravneet Monny Singh
- Developmental Biology Program, Division of Pediatric Neurosurgery, Children's Memorial Hospital and Research Center, Feinberg School of Medicine, Northwestern University, Chicago, Illinois
| | | | - Guifa Xi
- Developmental Biology Program, Division of Pediatric Neurosurgery, Children's Memorial Hospital and Research Center, Feinberg School of Medicine, Northwestern University, Chicago, Illinois
| | - David G. McLone
- Developmental Biology Program, Division of Pediatric Neurosurgery, Children's Memorial Hospital and Research Center, Feinberg School of Medicine, Northwestern University, Chicago, Illinois
| | - Tadanori Tomita
- Developmental Biology Program, Division of Pediatric Neurosurgery, Children's Memorial Hospital and Research Center, Feinberg School of Medicine, Northwestern University, Chicago, Illinois
| | - Chandra Shekhar K. Mayanil
- Developmental Biology Program, Division of Pediatric Neurosurgery, Children's Memorial Hospital and Research Center, Feinberg School of Medicine, Northwestern University, Chicago, Illinois
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19
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Marini NJ, Hoffmann TJ, Lammer EJ, Hardin J, Lazaruk K, Stein JB, Gilbert DA, Wright C, Lipzen A, Pennacchio LA, Carmichael SL, Witte JS, Shaw GM, Rine J. A genetic signature of spina bifida risk from pathway-informed comprehensive gene-variant analysis. PLoS One 2011; 6:e28408. [PMID: 22140583 PMCID: PMC3227667 DOI: 10.1371/journal.pone.0028408] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2011] [Accepted: 11/07/2011] [Indexed: 12/16/2022] Open
Abstract
Despite compelling epidemiological evidence that folic acid supplements reduce the frequency of neural tube defects (NTDs) in newborns, common variant association studies with folate metabolism genes have failed to explain the majority of NTD risk. The contribution of rare alleles as well as genetic interactions within the folate pathway have not been extensively studied in the context of NTDs. Thus, we sequenced the exons in 31 folate-related genes in a 480-member NTD case-control population to identify the full spectrum of allelic variation and determine whether rare alleles or obvious genetic interactions within this pathway affect NTD risk. We constructed a pathway model, predetermined independent of the data, which grouped genes into coherent sets reflecting the distinct metabolic compartments in the folate/one-carbon pathway (purine synthesis, pyrimidine synthesis, and homocysteine recycling to methionine). By integrating multiple variants based on these groupings, we uncovered two provocative, complex genetic risk signatures. Interestingly, these signatures differed by race/ethnicity: a Hispanic risk profile pointed to alterations in purine biosynthesis, whereas that in non-Hispanic whites implicated homocysteine metabolism. In contrast, parallel analyses that focused on individual alleles, or individual genes, as the units by which to assign risk revealed no compelling associations. These results suggest that the ability to layer pathway relationships onto clinical variant data can be uniquely informative for identifying genetic risk as well as for generating mechanistic hypotheses. Furthermore, the identification of ethnic-specific risk signatures for spina bifida resonated with epidemiological data suggesting that the underlying pathogenesis may differ between Hispanic and non-Hispanic groups.
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Affiliation(s)
- Nicholas J. Marini
- Department of Molecular and Cellular Biology, California Institute for Quantitative Biosciences, University of California, Berkeley, California, United States of America
- * E-mail: (NJM); (JR)
| | - Thomas J. Hoffmann
- Department of Epidemiology and Biostatistics and Institute of Human Genetics, University of California San Francisco, San Francisco, California, United States of America
| | - Edward J. Lammer
- Children's Hospital Oakland Research Institute, Oakland, California, United States of America
| | - Jill Hardin
- VitaPath Genetics, Inc., Foster City, California, United States of America
| | - Katherine Lazaruk
- VitaPath Genetics, Inc., Foster City, California, United States of America
| | - Jason B. Stein
- VitaPath Genetics, Inc., Foster City, California, United States of America
| | - Dennis A. Gilbert
- VitaPath Genetics, Inc., Foster City, California, United States of America
| | - Crystal Wright
- Department of Energy, Joint Genome Institute, Walnut Creek, California, United States of America
| | - Anna Lipzen
- Department of Energy, Joint Genome Institute, Walnut Creek, California, United States of America
| | - Len A. Pennacchio
- Department of Energy, Joint Genome Institute, Walnut Creek, California, United States of America
| | - Suzan L. Carmichael
- Department of Pediatrics, Stanford University School of Medicine, Stanford, California, United States of America
| | - John S. Witte
- Department of Epidemiology and Biostatistics and Institute of Human Genetics, University of California San Francisco, San Francisco, California, United States of America
| | - Gary M. Shaw
- Department of Pediatrics, Stanford University School of Medicine, Stanford, California, United States of America
| | - Jasper Rine
- Department of Molecular and Cellular Biology, California Institute for Quantitative Biosciences, University of California, Berkeley, California, United States of America
- * E-mail: (NJM); (JR)
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Abstract
Genetic mouse models are an important tool in the study of mammalian neural tube closure (Gray & Ross, 2009; Ross, 2010). However, the study of mouse embryos in utero is limited by our inability to directly pharmacologically manipulate the embryos in isolation from the effects of maternal metabolism on the reagent of interest. Whether using a small molecule, recombinant protein, or siRNA, delivery of these substances to the mother, through the diet or by injection will subject these unstable compounds to a variety of bodily defenses that could prevent them from reaching the embryo. Investigations in cultures of whole embryos can be used to separate maternal from intrinsic fetal effects on development. Here, we present a method for culturing mouse embryos using highly enriched media in a roller incubator apparatus that allows for normal neural tube closure after dissection (Crockett, 1990). Once in culture, embryos can be manipulated using conventional in vitro techniques that would not otherwise be possible if the embryos were still in utero. Embryo siblings can be collected at various time points to study different aspects of neurulation, occurring from E7-7.5 (neural plate formation, just prior to the initiation of neurulation) to E9.5-10 (at the conclusion of cranial fold and caudal neuropore closure, Kaufman, 1992). In this protocol, we demonstrate our method for dissecting embryos at timepoints that are optimal for the study of cranial neurulation. Embryos will be dissected at E8.5 (approx. 10-12 somities), after the initiation of neural tube closure but prior to embryo turning and cranial neural fold closure, and maintained in culture till E10 (26-28 somities), when cranial neurulation should be complete.
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Affiliation(s)
- Jason Gray
- Department of Neurology/Neuroscience, Weill Cornell Medical College
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21
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Wijesekara N. Dihydrofolate reductase mutations-associated megaloblastic anemia and cerebral folate deficiency. Clin Genet 2011; 79:507-8. [DOI: 10.1111/j.1399-0004.2011.01662.x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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22
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Gray JD, Nakouzi G, Slowinska-Castaldo B, Dazard JE, Rao JS, Nadeau JH, Ross ME. Functional interactions between the LRP6 WNT co-receptor and folate supplementation. Hum Mol Genet 2010; 19:4560-72. [PMID: 20843827 DOI: 10.1093/hmg/ddq384] [Citation(s) in RCA: 37] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
Crooked tail (Cd) mice bear a gain-of-function mutation in Lrp6, a co-receptor for canonical WNT signaling, and are a model of neural tube defects (NTDs), preventable with dietary folic acid (FA) supplementation. Whether the FA response reflects a direct influence of FA on LRP6 function was tested with prenatal supplementation in LRP6-deficient embryos. The enriched FA (10 ppm) diet reduced the occurrence of birth defects among all litters compared with the control (2 ppm FA) diet, but did so by increasing early lethality of Lrp6(-/-) embryos while actually increasing NTDs among nulls alive at embryonic days 10-13 (E10-13). Proliferation in cranial neural folds was reduced in homozygous Lrp6(-/-) mutants versus wild-type embryos at E10, and FA supplementation increased proliferation in wild-type but not mutant neuroepithelia. Canonical WNT activity was reduced in LRP6-deficient midbrain-hindbrain at E9.5, demonstrated in vivo by a TCF/LEF-reporter transgene. FA levels in media modulated the canonical WNT response in NIH3T3 cells, suggesting that although FA was required for optimal WNT signaling, even modest FA elevations attenuated LRP5/6-dependent canonical WNT responses. Gene expression analysis in embryos and adults showed striking interactions between targeted Lrp6 deficiency and FA supplementation, especially for mitochondrial function, folate and methionine metabolism, WNT signaling and cytoskeletal regulation that together implicate relevant signaling and metabolic pathways supporting cell proliferation, morphology and differentiation. We propose that FA supplementation rescues Lrp6(Cd/Cd) fetuses by normalizing hyperactive WNT activity, whereas in LRP6-deficient embryos, added FA further attenuates reduced WNT activity, thereby compromising development.
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Affiliation(s)
- Jason D Gray
- Laboratory of Neurogenetics and Development, Graduate Program in Neuroscience, Weill Medical College of Cornell University, 1300 York Avenue, New York, NY 10021, USA
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