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Lee JM, Jung H, Tang Q, An W, Lee SK, Lee JW, Park Y, Kwon HJE. Mll4 regulates tooth enamel development. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.08.20.608898. [PMID: 39411159 PMCID: PMC11475867 DOI: 10.1101/2024.08.20.608898] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 10/25/2024]
Abstract
Amelogenesis, or enamel development, is a highly regulated process that leads to the formation of tooth enamel, which is critical for protecting teeth from decay and wear. Disruptions in the amelogenesis process can result in amelogenesis imperfecta, a group of genetic conditions characterized by inadequately formed enamel. This condition can include enamel hypoplasia, marked by thinning or underdevelopment of the enamel layer. Mutations in the MLL4 (KMT2D) gene, which encodes a histone H3-lysine 4-methyltransferase, are associated with Kabuki syndrome, a developmental disorder that can involve dental anomalies such as enamel hypoplasia. However, the specific role of MLL4 in amelogenesis and its underlying mechanisms remain poorly understood. To investigate the role of Mll4 in amelogenesis, we generated a conditional knockout mouse line with an ectoderm-specific deletion of Mll4 (Krt14-Cre;Mll4 fl/fl , or Mll4-cKO) and examined the gross, radiographic, histological, cellular, and molecular features in these mice. Micro-computed tomography and scanning electron microscopy analyses revealed that adult Mll4-cKO mice exhibited 100% penetrant amelogenesis imperfecta, characterized by hypoplastic and hypomineralized enamel, partially phenocopying human Kabuki syndrome. Additionally, Mll4-cKO neonates developed molar tooth germs with minor cusp shape alterations and mild delays in ameloblast differentiation at birth. RNA-seq analysis of the first molar tooth germ at birth revealed that approximately 33.7% of known amelogenesis-related genes were significantly downregulated in the Mll4-cKO teeth. Intersection with Mll4 CUT&RUN-seq results identified 8 overlapping genes directly targeted by Mll4. Re-analysis of a single-cell RNA-seq dataset in the developing mouse incisor teeth revealed distinct roles for these genes in Mll4-regulated differentiation across various cell subtypes within the dental epithelium. Among these genes, Satb1 and Sp6 are likely directly targeted by Mll4 during the differentiation of pre-ameloblasts into ameloblasts. Taken together, we propose that Mll4 plays a crucial role in amelogenesis by directly activating key genes involved in ameloblast differentiation.
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Affiliation(s)
- Jung-Mi Lee
- Department of Oral Biology, School of Dental Medicine, University at Buffalo, The State University of New York, Buffalo, NY 14214, U.S.A
| | - Hunmin Jung
- Department of Oral Biology, School of Dental Medicine, University at Buffalo, The State University of New York, Buffalo, NY 14214, U.S.A
| | - Qinghuang Tang
- Department of Oral Biology, School of Dental Medicine, University at Buffalo, The State University of New York, Buffalo, NY 14214, U.S.A
| | - Woojung An
- Department of Oral Biology, School of Dental Medicine, University at Buffalo, The State University of New York, Buffalo, NY 14214, U.S.A
| | - Soo-Kyung Lee
- Department of Biological Sciences, College of Arts and Sciences, FOXG1 Research Center, University at Buffalo, The State University of New York, Buffalo, NY 14260, U.S.A
| | - Jae W. Lee
- Department of Biological Sciences, College of Arts and Sciences, FOXG1 Research Center, University at Buffalo, The State University of New York, Buffalo, NY 14260, U.S.A
| | - Yungki Park
- Institute for Myelin and Glia Exploration, Department of Biochemistry, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, The State University of New York, Buffalo, NY 14203, U.S.A
| | - Hyuk-Jae Edward Kwon
- Department of Oral Biology, School of Dental Medicine, University at Buffalo, The State University of New York, Buffalo, NY 14214, U.S.A
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Lee JM, Jung H, de Paula Machado Pasqua B, Park Y, Jeon S, Lee SK, Lee JW, Kwon HJE. Mll4 regulates postnatal palate growth and midpalatal suture development. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.07.16.603832. [PMID: 39372750 PMCID: PMC11451598 DOI: 10.1101/2024.07.16.603832] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/08/2024]
Abstract
MLL4, also known as KMT2D, is a histone methyltransferase that acts as an important epigenetic regulator during various organogenesis programs. Mutations in the MLL4 gene are the major cause for Kabuki syndrome, a human developmental disorder that involves craniofacial birth defects, including anomalies in the palate. The purpose of this study was to investigate the role of Mll4 and the underlying mechanisms in the development and growth of the palate. We generated a novel conditional knockout (cKO) mouse model with tissue-specific deletion of Mll4 in the palatal mesenchyme. By using micro-computed tomography (CT), histology, cell mechanism assays, and gene expression analysis approaches, we examined the development and growth of the palate in the Mll4-cKO mice. Gross intra-oral examination at adult stages showed that Mll4-cKO mice had defects along the midline of the palate, which included disrupted rugae pattern and widened midpalatal suture. Micro-CT-based skeletal analysis in the adult mice revealed that the overall palate width was decreased in the Mll4-cKO mice. By using whole-mount and histological staining approaches at perinatal stages, we identified that the midline defects started to appear as early as 1 day prior to birth, manifesting initially as a widened midpalatal suture, accompanied by increased cell apoptosis in the suture mesenchyme cells. Genome-wide analysis of mRNA expression in the midpalatal suture tissue showed that Mll4 is essential for timely expression of major genes for cartilage development, such as Col2a1 and Acan, at birth. These results were validated through immunofluorescence staining, confirming that the expression of chondrogenic markers Sox9 and Col2a1 were markedly decreased, whereas that of the osteogenic marker Runx2 remained unchanged, in the midpalatal suture of the Mll4-cKO mice. Indeed, time-course histological analysis during postnatal palate growth revealed retardation in the development of the suture cartilage in the Mll4-cKO mice. In parallel, time-course micro-CT analysis during postnatal palatogenesis confirmed a transverse growth deficit in the palate of the Mll4-cKO mice. Taken together, our results show that Mll4 is essential for timely occurrence of key cellular and molecular events that lead to proper midpalatal suture development and palate growth.
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Affiliation(s)
- Jung-Mi Lee
- Department of Oral Biology, School of Dental Medicine, University at Buffalo, The State University of New York, Buffalo, NY 14214, U.S.A
| | - Hunmin Jung
- Department of Oral Biology, School of Dental Medicine, University at Buffalo, The State University of New York, Buffalo, NY 14214, U.S.A
| | - Bruno de Paula Machado Pasqua
- Department of Oral Biology, School of Dental Medicine, University at Buffalo, The State University of New York, Buffalo, NY 14214, U.S.A
| | - Yungki Park
- Department of Biochemistry, Jacobs School of Medicine and Biomedical Sciences, Institute for Myelin and Glia Exploration, University at Buffalo, The State University of New York, Buffalo, NY 14203, U.S.A
| | - Shin Jeon
- Department of Biological Sciences, College of Arts and Sciences, FOXG1 Research Center, University at Buffalo, The State University of New York, Buffalo, NY 14260, U.S.A
- Department of Systems Pharmacology & Translational Therapeutics, Institute for Immunology, University of Pennsylvania, PA 19104, U.S.A
| | - Soo-Kyung Lee
- Department of Systems Pharmacology & Translational Therapeutics, Institute for Immunology, University of Pennsylvania, PA 19104, U.S.A
| | - Jae W. Lee
- Department of Systems Pharmacology & Translational Therapeutics, Institute for Immunology, University of Pennsylvania, PA 19104, U.S.A
| | - Hyuk-Jae Edward Kwon
- Department of Oral Biology, School of Dental Medicine, University at Buffalo, The State University of New York, Buffalo, NY 14214, U.S.A
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Harris JR, Gao CW, Britton JF, Applegate CD, Bjornsson HT, Fahrner JA. Five years of experience in the Epigenetics and Chromatin Clinic: what have we learned and where do we go from here? Hum Genet 2024; 143:607-624. [PMID: 36952035 PMCID: PMC10034257 DOI: 10.1007/s00439-023-02537-1] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2022] [Accepted: 02/20/2023] [Indexed: 03/24/2023]
Abstract
The multidisciplinary Epigenetics and Chromatin Clinic at Johns Hopkins provides comprehensive medical care for individuals with rare disorders that involve disrupted epigenetics. Initially centered on classical imprinting disorders, the focus shifted to the rapidly emerging group of genetic disorders resulting from pathogenic germline variants in epigenetic machinery genes. These are collectively called the Mendelian disorders of the epigenetic machinery (MDEMs), or more broadly, Chromatinopathies. In five years, 741 clinic visits have been completed for 432 individual patients, with 153 having confirmed epigenetic diagnoses. Of these, 115 individuals have one of 26 MDEMs with every single one exhibiting global developmental delay and/or intellectual disability. This supports prior observations that intellectual disability is the most common phenotypic feature of MDEMs. Additional common phenotypes in our clinic include growth abnormalities and neurodevelopmental issues, particularly hypotonia, attention-deficit/hyperactivity disorder (ADHD), and anxiety, with seizures and autism being less common. Overall, our patient population is representative of the broader group of MDEMs and includes mostly autosomal dominant disorders impacting writers more so than erasers, readers, and remodelers of chromatin marks. There is an increased representation of dual function components with a reader and an enzymatic domain. As expected, diagnoses were made mostly by sequencing but were aided in some cases by DNA methylation profiling. Our clinic has helped to facilitate the discovery of two new disorders, and our providers are actively developing and implementing novel therapeutic strategies for MDEMs. These data and our high follow-up rate of over 60% suggest that we are achieving our mission to diagnose, learn from, and provide optimal care for our patients with disrupted epigenetics.
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Affiliation(s)
- Jacqueline R Harris
- Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Department of Pediatrics, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Kennedy Krieger Institute, Baltimore, MD, USA
| | - Christine W Gao
- Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Department of Molecular Biology and Genetics, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Johns Hopkins Medical Scientist Training Program, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Jacquelyn F Britton
- Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Carolyn D Applegate
- Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Hans T Bjornsson
- Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Department of Pediatrics, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
- Landspitali University Hospital, Reykjavik, Iceland
| | - Jill A Fahrner
- Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA.
- Department of Pediatrics, Johns Hopkins University School of Medicine, Baltimore, MD, USA.
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Van HT, Xie G, Dong P, Liu Z, Ge K. KMT2 Family of H3K4 Methyltransferases: Enzymatic Activity-dependent and -independent Functions. J Mol Biol 2024; 436:168453. [PMID: 38266981 PMCID: PMC10957308 DOI: 10.1016/j.jmb.2024.168453] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2023] [Revised: 01/11/2024] [Accepted: 01/17/2024] [Indexed: 01/26/2024]
Abstract
Histone-lysine N-methyltransferase 2 (KMT2) methyltransferases are critical for gene regulation, cell differentiation, animal development, and human diseases. KMT2 biological roles are often attributed to their methyltransferase activities on lysine 4 of histone H3 (H3K4). However, recent data indicate that KMT2 proteins also possess non-enzymatic functions. In this review, we discuss the current understanding of KMT2 family, with a focus on their enzymatic activity-dependent and -independent functions. Six mammalian KMT2 proteins of three subgroups, KMT2A/B (MLL1/2), KMT2C/D (MLL3/4), and KMT2F/G (SETD1A/B or SET1A/B), have shared and distinct protein domains, catalytic substrates, genomic localizations, and associated complex subunits. Recent studies have revealed the importance of KMT2C/D in enhancer regulation, differentiation, development, tumor suppression and highlighted KMT2C/D enzymatic activity-dependent and -independent roles in mouse embryonic development and cell differentiation. Catalytic dependent and independent functions for KMT2A/B and KMT2F/G in gene regulation, differentiation, and development are less understood. Finally, we provide our perspectives and lay out future research directions that may help advance the investigation on enzymatic activity-dependent and -independent biological roles and working mechanisms of KMT2 methyltransferases.
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Affiliation(s)
- Hieu T Van
- Adipocyte Biology and Gene Regulation Section, National Institute of Diabetes and Digestive and Kidney Diseases, National Institutes of Health, Building 50, Room 4149, 50 South Dr, Bethesda, MD 20892, USA.
| | - Guojia Xie
- Adipocyte Biology and Gene Regulation Section, National Institute of Diabetes and Digestive and Kidney Diseases, National Institutes of Health, Building 50, Room 4149, 50 South Dr, Bethesda, MD 20892, USA.
| | - Peng Dong
- Janelia Research Campus, Howard Hughes Medical Institute, 19700 Helix Drive, Ashburn, VA 20147, USA.
| | - Zhe Liu
- Janelia Research Campus, Howard Hughes Medical Institute, 19700 Helix Drive, Ashburn, VA 20147, USA.
| | - Kai Ge
- Adipocyte Biology and Gene Regulation Section, National Institute of Diabetes and Digestive and Kidney Diseases, National Institutes of Health, Building 50, Room 4149, 50 South Dr, Bethesda, MD 20892, USA.
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Shangguan H, Huang X, Lin J, Chen R. Knockdown of Kmt2d leads to growth impairment by activating the Akt/β-catenin signaling pathway. G3 (BETHESDA, MD.) 2024; 14:jkad298. [PMID: 38263533 PMCID: PMC10917512 DOI: 10.1093/g3journal/jkad298] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/14/2023] [Accepted: 12/20/2023] [Indexed: 01/25/2024]
Abstract
The KMT2D variant-caused Kabuki syndrome (KS) is characterized by short stature as a prominent clinical characteristic. The initiation and progression of body growth are fundamentally influenced by chondrocyte proliferation. Uncertainty persists regarding the possibility that KMT2D deficiency affects growth by impairing chondrocyte proliferation. In this study, we used the CRISPR/Cas13d technique to knockdown kmt2d in zebrafish embryos and lentivirus to create a stable Kmt2d gene knockdown cell line in chondrocytes (ATDC5 cells). We also used CCK8 and flow cytometric studies, respectively, to determine proliferation and cell cycle state. The relative concentrations of phosphorylated Akt (ser473), phosphorylated β-catenin (ser552), and cyclin D1 proteins in chondrocytes and zebrafish embryos were determined by using western blots. In addition, Akt inhibition was used to rescue the phenotypes caused by kmt2d deficiency in chondrocytes, as well as a zebrafish model that was generated. The results showed that a knockdown of kmt2d significantly decreased body length and resulted in aberrant cartilage development in zebrafish embryos. Furthermore, the knockdown of Kmt2d in ATDC5 cells markedly increased proliferation and accelerated the G1/S transition. In addition, the knockdown of Kmt2d resulted in the activation of the Akt/β-catenin signaling pathway in ATDC5 cells. Finally, Akt inhibition could partly rescue body length and chondrocyte development in the zebrafish model. Our study demonstrated that KMT2D modulates bone growth conceivably via regulation of the Akt/β-catenin pathway.
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Affiliation(s)
- Huakun Shangguan
- Department of Endocrinology, Genetics and Metabolism, Fuzhou Children’s Hospital of Fujian Medical University, Fuzhou 350000, China
| | - Xiaozhen Huang
- Department of Endocrinology, Genetics and Metabolism, Fuzhou Children’s Hospital of Fujian Medical University, Fuzhou 350000, China
| | - Jinduan Lin
- Department of Endocrinology, Genetics and Metabolism, Fuzhou Children’s Hospital of Fujian Medical University, Fuzhou 350000, China
| | - Ruimin Chen
- Department of Endocrinology, Genetics and Metabolism, Fuzhou Children’s Hospital of Fujian Medical University, Fuzhou 350000, China
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Ma K, Yin K, Li J, Ma L, Zhou Q, Lu X, Li B, Li J, Wei G, Zhang G. The Hypothalamic Epigenetic Landscape in Dietary Obesity. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2024; 11:e2306379. [PMID: 38115764 PMCID: PMC10916675 DOI: 10.1002/advs.202306379] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/05/2023] [Revised: 11/20/2023] [Indexed: 12/21/2023]
Abstract
The hypothalamus in the brain plays a pivotal role in controlling energy balance in vertebrates. Nutritional excess through high-fat diet (HFD) feeding can dysregulate hypothalamic signaling at multiple levels. Yet, it remains largely unknown in what magnitude HFD feeding may impact epigenetics in this brain region. Here, it is shown that HFD feeding can significantly alter hypothalamic epigenetic events, including posttranslational histone modifications, DNA methylation, and chromatin accessibility. The authors comprehensively analyze the chromatin immunoprecipitation-sequencing (ChIP-seq), methylated DNA immunoprecipitation-sequencing (MeDIP-seq), single nucleus assay for transposase-accessible chromatin using sequencing (snATAC-seq), and RNA-seq data of the hypothalamus of C57 BL/6 mice fed with a chow or HFD for 1 to 6 months. The chromatins are categorized into 6 states using the obtained ChIP-seq data for H3K4me3, H3K27ac, H3K9me3, H3K27me3, and H3K36me3. A 1-month HFD feeding dysregulates histone modifications and DNA methylation more pronouncedly than that of 3- or 6-month. Besides, HFD feeding differentially impacts chromatin accessibility in hypothalamic cells. Thus, the epigenetic landscape is dysregulated in the hypothalamus of dietary obesity mice.
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Affiliation(s)
- Kai Ma
- Department of Hepatobiliary and Pancreatic Surgery and Zhejiang Provincial Key Laboratory of Pancreatic DiseaseThe First Affiliated HospitalZhejiang University School of MedicineHangzhouZhejiang310003China
| | - Kaili Yin
- Key Laboratory of Environmental HealthMinistry of EducationDepartment of ToxicologySchool of Public HealthTongji Medical CollegeHuazhong University of Science and TechnologyWuhanHubei430030China
- Institute for Brain ResearchCollaborative Innovation Center for Brain ScienceHuazhong University of Science and TechnologyWuhanHubei430030China
| | - Jiong Li
- Key Laboratory of Environmental HealthMinistry of EducationDepartment of ToxicologySchool of Public HealthTongji Medical CollegeHuazhong University of Science and TechnologyWuhanHubei430030China
- Institute for Brain ResearchCollaborative Innovation Center for Brain ScienceHuazhong University of Science and TechnologyWuhanHubei430030China
| | - Li Ma
- CAS Key Laboratory of Computational BiologyShanghai Institute of Nutrition and HealthShanghai Institutes for Biological SciencesUniversity of Chinese Academy of Sciences (CAS)CASShanghai200031China
| | - Qun Zhou
- Key Laboratory of Environmental HealthMinistry of EducationDepartment of ToxicologySchool of Public HealthTongji Medical CollegeHuazhong University of Science and TechnologyWuhanHubei430030China
- Institute for Brain ResearchCollaborative Innovation Center for Brain ScienceHuazhong University of Science and TechnologyWuhanHubei430030China
| | - Xiyuan Lu
- State Key Laboratory of Reproductive MedicineNanjing Medical UniversityNanjingJiangsu211166China
| | - Bo Li
- Department of EndocrinologyXinhua HospitalShanghai Jiao Tong University School of MedicineShanghai200092China
| | - Juxue Li
- State Key Laboratory of Reproductive MedicineNanjing Medical UniversityNanjingJiangsu211166China
| | - Gang Wei
- CAS Key Laboratory of Computational BiologyShanghai Institute of Nutrition and HealthShanghai Institutes for Biological SciencesUniversity of Chinese Academy of Sciences (CAS)CASShanghai200031China
| | - Guo Zhang
- Key Laboratory of Environmental HealthMinistry of EducationDepartment of ToxicologySchool of Public HealthTongji Medical CollegeHuazhong University of Science and TechnologyWuhanHubei430030China
- Institute for Brain ResearchCollaborative Innovation Center for Brain ScienceHuazhong University of Science and TechnologyWuhanHubei430030China
- Department of Pathophysiology, School of Basic Medical SciencesHenan UniversityKaifengHenan475004China
- Institute of Metabolism and HealthHenan UniversityKaifengHenanChina
- Zhongzhou LaboratoryZhengzhouHenan450046China
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Liu K, Li W, Xiao Y, Lei M, Zhang M, Min J. Molecular mechanism of specific DNA sequence recognition by NRF1. Nucleic Acids Res 2024; 52:953-966. [PMID: 38055835 PMCID: PMC10810270 DOI: 10.1093/nar/gkad1162] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2023] [Revised: 11/09/2023] [Accepted: 11/17/2023] [Indexed: 12/08/2023] Open
Abstract
Nuclear respiratory factor 1 (NRF1) regulates the expression of genes that are vital for mitochondrial biogenesis, respiration, and various other cellular processes. While NRF1 has been reported to bind specifically to GC-rich promoters as a homodimer, the precise molecular mechanism governing its recognition of target gene promoters has remained elusive. To unravel the recognition mechanism, we have determined the crystal structure of the NRF1 homodimer bound to an ATGCGCATGCGCAT dsDNA. In this complex, NRF1 utilizes a flexible linker to connect its dimerization domain (DD) and DNA binding domain (DBD). This configuration allows one NRF1 monomer to adopt a U-turn conformation, facilitating the homodimer to specifically bind to the two TGCGC motifs in the GCGCATGCGC consensus sequence from opposite directions. Strikingly, while the NRF1 DBD alone could also bind to the half-site (TGCGC) DNA of the consensus sequence, the cooperativity between DD and DBD is essential for the binding of the intact GCGCATGCGC sequence and the transcriptional activity of NRF1. Taken together, our results elucidate the molecular mechanism by which NRF1 recognizes specific DNA sequences in the promoters to regulate gene expression.
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Affiliation(s)
- Ke Liu
- Hubei Key Laboratory of Genetic Regulation and Integrative Biology, School of Life Sciences, Central China Normal University, Wuhan 430079, PR China
| | - Weifang Li
- Hubei Key Laboratory of Genetic Regulation and Integrative Biology, School of Life Sciences, Central China Normal University, Wuhan 430079, PR China
| | - Yuqing Xiao
- Hubei Key Laboratory of Genetic Regulation and Integrative Biology, School of Life Sciences, Central China Normal University, Wuhan 430079, PR China
| | - Ming Lei
- Hubei Key Laboratory of Genetic Regulation and Integrative Biology, School of Life Sciences, Central China Normal University, Wuhan 430079, PR China
| | - Ming Zhang
- Hubei Key Laboratory of Genetic Regulation and Integrative Biology, School of Life Sciences, Central China Normal University, Wuhan 430079, PR China
| | - Jinrong Min
- Hubei Key Laboratory of Genetic Regulation and Integrative Biology, School of Life Sciences, Central China Normal University, Wuhan 430079, PR China
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Li M, Guo H, Carey M, Huang C. Transcriptional and epigenetic dysregulation impairs generation of proliferative neural stem and progenitor cells during brain aging. NATURE AGING 2024; 4:62-79. [PMID: 38177329 PMCID: PMC10947366 DOI: 10.1038/s43587-023-00549-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/21/2023] [Accepted: 11/29/2023] [Indexed: 01/06/2024]
Abstract
The decline in stem cell function during aging may affect the regenerative capacity of mammalian organisms; however, the gene regulatory mechanism underlying this decline remains unclear. Here we show that the aging of neural stem and progenitor cells (NSPCs) in the male mouse brain is characterized by a decrease in the generation efficacy of proliferative NSPCs rather than the changes in lineage specificity of NSPCs. We reveal that the downregulation of age-dependent genes in NSPCs drives cell aging by decreasing the population of actively proliferating NSPCs while increasing the expression of quiescence markers. We found that epigenetic deregulation of the MLL complex at promoters leads to transcriptional inactivation of age-dependent genes, highlighting the importance of the dynamic interaction between histone modifiers and gene regulatory elements in regulating transcriptional program of aging cells. Our study sheds light on the key intrinsic mechanisms driving stem cell aging through epigenetic regulators and identifies potential rejuvenation targets that could restore the function of aging stem cells.
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Affiliation(s)
- Meiyang Li
- Center for Neurobiology, Shantou University Medical College, Shantou, China
| | - Hongzhi Guo
- Center for Neurobiology, Shantou University Medical College, Shantou, China
| | - Michael Carey
- Department of Biological Chemistry, David Geffen School of Medicine at University of California, Los Angeles, Los Angeles, CA, USA.
| | - Chengyang Huang
- Center for Neurobiology, Shantou University Medical College, Shantou, China.
- Department of Biological Chemistry, David Geffen School of Medicine at University of California, Los Angeles, Los Angeles, CA, USA.
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Golden CS, Williams S, Serrano MA. Molecular insights of KMT2D and clinical aspects of Kabuki syndrome type 1. Birth Defects Res 2023; 115:1809-1824. [PMID: 37158694 PMCID: PMC10845236 DOI: 10.1002/bdr2.2183] [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: 01/25/2023] [Revised: 04/03/2023] [Accepted: 04/14/2023] [Indexed: 05/10/2023]
Abstract
BACKGROUND Kabuki syndrome type 1 (KS1), a rare multisystem congenital disorder, presents with characteristic facial features, intellectual disability, persistent fetal fingertip pads, skeletal abnormalities, and postnatal growth delays. KS1 results from pathogenic variants in the KMT2D gene, which encodes a histone methyltransferase protein involved in chromatin remodeling, promoter and enhancer regulation, and scaffold formation during early development. KMT2D also mediates cell signaling pathways, responding to external stimuli and organizing effector protein assembly. Research on KMT2D's molecular mechanisms in KS1 has primarily focused on its histone methyltransferase activity, leaving a gap in understanding the methyltransferase-independent roles in KS1 clinical manifestations. METHODS This scoping review examines KMT2D's role in gene expression regulation across various species, cell types, and contexts. We analyzed human pathogenic KMT2D variants using publicly available databases and compared them to research organism models of KS1. We also conducted a systematic search of healthcare and governmental databases for clinical trials, studies, and therapeutic approaches. RESULTS Our review highlights KMT2D's critical roles beyond methyltransferase activity in diverse cellular contexts and conditions. We identified six distinct groups of KMT2D as a cell signaling mediator, including evidence of methyltransferase-dependent and -independent activity. A comprehensive search of the literature, clinical databases, and public registries emphasizes the need for basic research on KMT2D's functional complexity and longitudinal studies of KS1 patients to establish objective outcome measurements for therapeutic development. CONCLUSION We discuss how KMT2D's role in translating external cellular communication can partly explain the clinical heterogeneity observed in KS1 patients. Additionally, we summarize the current molecular diagnostic approaches and clinical trials targeting KS1. This review is a resource for patient advocacy groups, researchers, and physicians to support KS1 diagnosis and therapeutic development.
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Affiliation(s)
- Carly S Golden
- Center for Regenerative Medicine, Section of Vascular Biology, Department of Medicine, Boston University, Boston, Massachusetts, USA
| | - Saylor Williams
- Center for Regenerative Medicine, Section of Vascular Biology, Department of Medicine, Boston University, Boston, Massachusetts, USA
| | - Maria A Serrano
- Center for Regenerative Medicine, Section of Vascular Biology, Department of Medicine, Boston University, Boston, Massachusetts, USA
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Yuan L, Wang Y, Chen Y, Chen X, Li S, Liu X. Shikonin inhibits immune checkpoint PD-L1 expression on macrophage in sepsis by modulating PKM2. Int Immunopharmacol 2023; 121:110401. [PMID: 37302371 DOI: 10.1016/j.intimp.2023.110401] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2023] [Revised: 05/22/2023] [Accepted: 05/25/2023] [Indexed: 06/13/2023]
Abstract
Sepsis, a life-threatening condition whereby immune dysregulation develops, is one of the major causes of death worldwide. To date, there is still no clinically effective therapeutic method for sepsis. As a natural product from traditional Chinese medicine, Shikonin has been demonstrated to have pleiotropic medical effects, including anti-tumor, anti-inflammation, and relieving sepsis. PD-L1, as the receptor of PD-1, was also involved in exacerbating sepsis by inducing immunosuppression, but the relationship between them is still unclear. In this study, we aimed to evaluate the effect of Shikonin on modulating PD-L1 expression and its contact with PKM2. The results showed that Shikonin significantly decreased the levels of sepsis mice serum inflammatory cytokines tumor necrosis factor-α (TNF-α), interleukin-6 (IL-6), interferon-γ (IFN-γ), interleukin-1β (IL-1β) and maintain the percentage of T cells from the spleen and significantly reduce the apoptosis of splenocytes in LPS-induced sepsis mice. Our data also demonstrated that Shikonin significantly decreased PD-L1 expression on macrophages, not PD-1 expression on T cells in vivo and in vitro. Additionally, we revealed that Shikonin attenuated PD-L1 expression on macrophages and was associated with downregulating phosphorylation and nuclear import of PKM2, which could bind to the HRE-1 and HRE-4 sites of the PD-L1 promoter. As the present research was conducted in sepsis mice model and macrophage cell line, further study is required to evaluate Shikonin to regulate PD-L1 by targeting PKM2 in clinical samples.
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Affiliation(s)
- Lijia Yuan
- Department of Critical Care Medicine, Shenzhen People's Hospital, First Affiliated Hospital of Southern University of Science and Technology, Second Clinical Medicine College of Jinan University, Shenzhen 518020, China; Department of Traditional Chinese Medicine, Integrated Chinese and Western Medicine Postdoctoral Research Station, Jinan University, 601 Huangpu Road, Guangzhou 510632, China
| | - Yong Wang
- Majory Biotechnology Company Limited, Shenzhen 518110, China
| | - Youlian Chen
- Department of Critical Care Medicine, Shenzhen People's Hospital, First Affiliated Hospital of Southern University of Science and Technology, Second Clinical Medicine College of Jinan University, Shenzhen 518020, China
| | - Xiaoyin Chen
- Department of Traditional Chinese Medicine, Integrated Chinese and Western Medicine Postdoctoral Research Station, Jinan University, 601 Huangpu Road, Guangzhou 510632, China.
| | - Shun Li
- Majory Biotechnology Company Limited, Shenzhen 518110, China
| | - Xueyan Liu
- Department of Critical Care Medicine, Shenzhen People's Hospital, First Affiliated Hospital of Southern University of Science and Technology, Second Clinical Medicine College of Jinan University, Shenzhen 518020, China.
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11
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Fu MP, Merrill SM, Sharma M, Gibson WT, Turvey SE, Kobor MS. Rare diseases of epigenetic origin: Challenges and opportunities. Front Genet 2023; 14:1113086. [PMID: 36814905 PMCID: PMC9939656 DOI: 10.3389/fgene.2023.1113086] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2022] [Accepted: 01/24/2023] [Indexed: 02/09/2023] Open
Abstract
Rare diseases (RDs), more than 80% of which have a genetic origin, collectively affect approximately 350 million people worldwide. Progress in next-generation sequencing technology has both greatly accelerated the pace of discovery of novel RDs and provided more accurate means for their diagnosis. RDs that are driven by altered epigenetic regulation with an underlying genetic basis are referred to as rare diseases of epigenetic origin (RDEOs). These diseases pose unique challenges in research, as they often show complex genetic and clinical heterogeneity arising from unknown gene-disease mechanisms. Furthermore, multiple other factors, including cell type and developmental time point, can confound attempts to deconvolute the pathophysiology of these disorders. These challenges are further exacerbated by factors that contribute to epigenetic variability and the difficulty of collecting sufficient participant numbers in human studies. However, new molecular and bioinformatics techniques will provide insight into how these disorders manifest over time. This review highlights recent studies addressing these challenges with innovative solutions. Further research will elucidate the mechanisms of action underlying unique RDEOs and facilitate the discovery of treatments and diagnostic biomarkers for screening, thereby improving health trajectories and clinical outcomes of affected patients.
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Affiliation(s)
- Maggie P. Fu
- Department of Medical Genetics, Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada,Centre for Molecular Medicine and Therapeutics, University of British Columbia, Vancouver, BC, Canada,BC Children’s Hospital Research Institute, Vancouver, BC, Canada
| | - Sarah M. Merrill
- Department of Medical Genetics, Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada,Centre for Molecular Medicine and Therapeutics, University of British Columbia, Vancouver, BC, Canada,BC Children’s Hospital Research Institute, Vancouver, BC, Canada
| | - Mehul Sharma
- BC Children’s Hospital Research Institute, Vancouver, BC, Canada,Department of Pediatrics, Faculty of Medicine, BC Children’s Hospital, University of British Columbia, Vancouver, BC, Canada
| | - William T. Gibson
- Department of Medical Genetics, Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada,BC Children’s Hospital Research Institute, Vancouver, BC, Canada
| | - Stuart E. Turvey
- BC Children’s Hospital Research Institute, Vancouver, BC, Canada,Department of Pediatrics, Faculty of Medicine, BC Children’s Hospital, University of British Columbia, Vancouver, BC, Canada
| | - Michael S. Kobor
- Department of Medical Genetics, Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada,Centre for Molecular Medicine and Therapeutics, University of British Columbia, Vancouver, BC, Canada,BC Children’s Hospital Research Institute, Vancouver, BC, Canada,*Correspondence: Michael S. Kobor,
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12
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Benevento M, Hökfelt T, Harkany T. Ontogenetic rules for the molecular diversification of hypothalamic neurons. Nat Rev Neurosci 2022; 23:611-627. [PMID: 35906427 DOI: 10.1038/s41583-022-00615-3] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/14/2022] [Indexed: 11/09/2022]
Abstract
The hypothalamus is an evolutionarily conserved endocrine interface that, among other roles, links central homeostatic control to adaptive bodily responses by releasing hormones and neuropeptides from its many neuronal subtypes. In its preoptic, anterior, tuberal and mammillary subdivisions, a kaleidoscope of magnocellular and parvocellular neuroendocrine command neurons, local-circuit neurons, and neurons that project to extrahypothalamic areas are intermingled in partially overlapping patches of nuclei. Molecular fingerprinting has produced data of unprecedented mass and depth to distinguish and even to predict the synaptic and endocrine competences, connectivity and stimulus selectivity of many neuronal modalities. These new insights support eminent studies from the past century but challenge others on the molecular rules that shape the developmental segregation of hypothalamic neuronal subtypes and their use of morphogenic cues for terminal differentiation. Here, we integrate single-cell RNA sequencing studies with those of mouse genetics and endocrinology to describe key stages of hypothalamus development, including local neurogenesis, the direct terminal differentiation of glutamatergic neurons, transition cascades for GABAergic and GABAergic cell-derived dopamine cells, waves of local neuronal migration, and sequential enrichment in neuropeptides and hormones. We particularly emphasize how transcription factors determine neuronal identity and, consequently, circuit architecture, and whether their deviations triggered by environmental factors and hormones provoke neuroendocrine illnesses.
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Affiliation(s)
- Marco Benevento
- Department of Molecular Neurosciences, Center for Brain Research, Medical University of Vienna, Vienna, Austria
| | - Tomas Hökfelt
- Department of Neuroscience, Biomedicum 7D, Karolinska Institutet, Solna, Sweden
| | - Tibor Harkany
- Department of Molecular Neurosciences, Center for Brain Research, Medical University of Vienna, Vienna, Austria. .,Department of Neuroscience, Biomedicum 7D, Karolinska Institutet, Solna, Sweden.
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13
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Nurbaiti L, Taslim NA, Bukhari A, Hatta M. Serum Concentration and mRNA Expression of Transforming Growth Factor-Beta 1 (TGF-β1) in Stunted Stunting and Non- Stunted Toddlers. Clin Nutr ESPEN 2022; 49:208-216. [PMID: 35623815 DOI: 10.1016/j.clnesp.2022.04.021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2021] [Revised: 04/17/2022] [Accepted: 04/20/2022] [Indexed: 10/18/2022]
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14
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Huisman C, Norgard MA, Levasseur PR, Krasnow SM, van der Wijst MGP, Olson B, Marks DL. Critical changes in hypothalamic gene networks in response to pancreatic cancer as found by single-cell RNA sequencing. Mol Metab 2022; 58:101441. [PMID: 35031523 PMCID: PMC8851272 DOI: 10.1016/j.molmet.2022.101441] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/22/2021] [Revised: 01/06/2022] [Accepted: 01/08/2022] [Indexed: 02/05/2023] Open
Abstract
OBJECTIVE Cancer cachexia is a devastating chronic condition characterized by involuntary weight loss, muscle wasting, abnormal fat metabolism, anorexia, and fatigue. However, the molecular mechanisms underlying this syndrome remain poorly understood. In particular, the hypothalamus may play a central role in cachexia, given that it has direct access to peripheral signals because of its anatomical location and attenuated blood-brain barrier. Furthermore, this region has a critical role in regulating appetite and metabolism. METHODS To provide a detailed analysis of the hypothalamic response to cachexia, we performed single-cell RNA-seq combined with RNA-seq of the medial basal hypothalamus (MBH) in a mouse model for pancreatic cancer. RESULTS We found many cell type-specific changes, such as inflamed endothelial cells, stressed oligodendrocyes and both inflammatory and moderating microglia. Lcn2, a newly discovered hunger suppressing hormone, was the highest induced gene. Interestingly, cerebral treatment with LCN2 not only induced many of the observed molecular changes in cachexia but also affected gene expression in food-intake decreasing POMC neurons. In addition, we found that many of the cachexia-induced molecular changes found in the hypothalamus mimic those at the primary tumor site. CONCLUSION Our data reveal that multiple cell types in the MBH are affected by tumor-derived factors or host factors that are induced by tumor growth, leading to a marked change in the microenvironment of neurons critical for behavioral, metabolic, and neuroendocrine outputs dysregulated during cachexia. The mechanistic insights provided in this study explain many of the clinical features of cachexia and will be useful for future therapeutic development.
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Affiliation(s)
- Christian Huisman
- Papé Family Pediatric Research Institute, Oregon Health & Science University, Portland, United States; Knight Cancer Institute, Oregon Health & Science University, Portland, United States.
| | - Mason A Norgard
- Papé Family Pediatric Research Institute, Oregon Health & Science University, Portland, United States
| | - Peter R Levasseur
- Papé Family Pediatric Research Institute, Oregon Health & Science University, Portland, United States
| | - Stephanie M Krasnow
- Papé Family Pediatric Research Institute, Oregon Health & Science University, Portland, United States
| | - Monique G P van der Wijst
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Brennan Olson
- Papé Family Pediatric Research Institute, Oregon Health & Science University, Portland, United States; Medical Scientist Training Program, Oregon Health & Science University, Portland, United States
| | - Daniel L Marks
- Papé Family Pediatric Research Institute, Oregon Health & Science University, Portland, United States; Knight Cancer Institute, Oregon Health & Science University, Portland, United States; Brenden-Colson Center for Pancreatic Care, Oregon Health & Science University, Portland, United States.
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15
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Yaghmaeian Salmani B, Balderson B, Bauer S, Ekman H, Starkenberg A, Perlmann T, Piper M, Bodén M, Thor S. Selective requirement for polycomb repressor complex 2 in the generation of specific hypothalamic neuronal subtypes. Development 2022; 149:274592. [PMID: 35245348 PMCID: PMC8959139 DOI: 10.1242/dev.200076] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2021] [Accepted: 01/18/2022] [Indexed: 11/20/2022]
Abstract
The hypothalamus displays staggering cellular diversity, chiefly established during embryogenesis by the interplay of several signalling pathways and a battery of transcription factors. However, the contribution of epigenetic cues to hypothalamus development remains unclear. We mutated the polycomb repressor complex 2 gene Eed in the developing mouse hypothalamus, which resulted in the loss of H3K27me3, a fundamental epigenetic repressor mark. This triggered ectopic expression of posteriorly expressed regulators (e.g. Hox homeotic genes), upregulation of cell cycle inhibitors and reduced proliferation. Surprisingly, despite these effects, single cell transcriptomic analysis revealed that most neuronal subtypes were still generated in Eed mutants. However, we observed an increase in glutamatergic/GABAergic double-positive cells, as well as loss/reduction of dopamine, hypocretin and Tac2-Pax6 neurons. These findings indicate that many aspects of the hypothalamic gene regulatory flow can proceed without the key H3K27me3 epigenetic repressor mark, but points to a unique sensitivity of particular neuronal subtypes to a disrupted epigenomic landscape. Summary: Polycomb repressor complex 2 inactivation results in selective effects on mouse hypothalamic development, increasing glutamatergic/GABA cells, while reducing dopamine, Hcrt and Tac2-Pax6 cells.
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Affiliation(s)
- Behzad Yaghmaeian Salmani
- Department of Clinical and Experimental Medicine, Linkoping University, SE-58185 Linkoping, Sweden
- Department of Cell and Molecular Biology, Karolinska Institute, SE-17177 Stockholm, Sweden
| | - Brad Balderson
- School of Chemistry and Molecular Biosciences, University of Queensland, St Lucia, QLD 4072, Australia
| | - Susanne Bauer
- Department of Clinical and Experimental Medicine, Linkoping University, SE-58185 Linkoping, Sweden
| | - Helen Ekman
- Department of Clinical and Experimental Medicine, Linkoping University, SE-58185 Linkoping, Sweden
| | - Annika Starkenberg
- Department of Clinical and Experimental Medicine, Linkoping University, SE-58185 Linkoping, Sweden
| | - Thomas Perlmann
- Department of Cell and Molecular Biology, Karolinska Institute, SE-17177 Stockholm, Sweden
| | - Michael Piper
- School of Biomedical Sciences, University of Queensland, St Lucia, QLD 4072, Australia
| | - Mikael Bodén
- School of Chemistry and Molecular Biosciences, University of Queensland, St Lucia, QLD 4072, Australia
| | - Stefan Thor
- Department of Clinical and Experimental Medicine, Linkoping University, SE-58185 Linkoping, Sweden
- School of Biomedical Sciences, University of Queensland, St Lucia, QLD 4072, Australia
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16
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Abstract
Protein degradation is a fundamental feature of cellular life, and malfunction of this process is implicated in human disease. Ubiquitin tagging is the best characterized mechanism of targeting a protein for degradation; however, there are a growing number of distinct mechanisms which have also been identified that carry out this essential function. For example, covalent tagging of proteins with sequestosome-1 targets them for selective autophagy. Degradation signals are not exclusively polypeptides such as ubiquitin, NEDD8, and sequestosome-1. Phosphorylation, acetylation, and methylation are small covalent additions that can also direct protein degradation. The diversity of substrate sequences and overlap with other pleotrophic functions for these smaller signaling moieties has made their characterization more challenging. However, these small signals might be responsible for orchestrating a large portion of the protein degradation activity in the cell. As such, there has been increasing interest in lysine methylation and associated lysine methyltransferases (KMTs), beyond canonical histone protein modification, in mediating protein degradation in a variety of contexts. This review focuses on the current evidence for lysine methylation as a protein degradation signal with a detailed discussion of the class of enzymes responsible for this phenomenon.
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17
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Han L, Du M, Ren F, Mao X. Milk Polar Lipids Supplementation to Obese Rats During Pregnancy and Lactation Benefited Skeletal Outcomes of Male Offspring. Mol Nutr Food Res 2021; 65:e2001208. [PMID: 34008920 DOI: 10.1002/mnfr.202001208] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2020] [Revised: 04/17/2021] [Indexed: 01/14/2023]
Abstract
SCOPE Dietary intervention to obese dams during pregnancy and lactation period provides avenues for improving metabolic profiles of the offspring. In the current study, the effects of polar lipids-enriched milk fat globule membrane (MFGM-PL) supplementation to obese dams during pregnancy and lactation on the skeletal outcomes of male offspring are investigated. METHODS AND RESULTS MFGM-PL is supplemented to obese rats induced by high-fat diet during pregnancy and lactation at a dose of 400 mg kg-1 body weight. Results show that maternal MFGM-PL supplementation significantly ameliorates the stunted skeletal growth of male offspring at weaning. In adulthood offspring, maternal MFGM-PL supplementation protects against high-fat diet (HFD)-induced bone microstructure degeneration and bone marrow adipocyte accumulation. Further investigation shows that maternal supplementation of MFGM-PL significantly ameliorates insulin resistance and increases the mRNA expression of growth hormone releasing hormone (GHRH) in the hypothalamus of HFD offspring. The growth hormone (GH)/insulin-like growth factor-1 (IGF-1) axis is subsequently enhanced in MFGM-PL + HFD offspring, contributing to the beneficial skeletal outcomes. CONCLUSION The findings suggest that maternal MFGM-PL supplementation of HFD dam during pregnancy and lactation shows desirable effects on fetal skeletal development, with lasting beneficial programming impacts on skeletal outcomes of offspring.
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Affiliation(s)
- Lihua Han
- Key Laboratory of Precision, Nutrition and Food Quality, Key Laboratory of Functional Dairy, Ministry of Education, College of Food Science and Nutritional Engineering, China Agricultural University, Beijing, 100083, China
| | - Min Du
- Department of Animal Sciences, Washington State University, Pullman, WA, 99164, USA
| | - Fazheng Ren
- Key Laboratory of Precision, Nutrition and Food Quality, Key Laboratory of Functional Dairy, Ministry of Education, College of Food Science and Nutritional Engineering, China Agricultural University, Beijing, 100083, China
| | - Xueying Mao
- Key Laboratory of Precision, Nutrition and Food Quality, Key Laboratory of Functional Dairy, Ministry of Education, College of Food Science and Nutritional Engineering, China Agricultural University, Beijing, 100083, China
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