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Wang J, Yuan W, Liu F, Liu G, Geng X, Li C, Zhang C, Li N, Li X. Epigenetic basis for the establishment of ruminal tissue-specific functions in bovine fetuses and adults. J Genet Genomics 2024:S1673-8527(24)00282-0. [PMID: 39510407 DOI: 10.1016/j.jgg.2024.10.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2024] [Revised: 10/24/2024] [Accepted: 10/27/2024] [Indexed: 11/15/2024]
Abstract
Epigenetic regulation in the rumen, a unique ruminant organ, remains largely unexplored compared with other tissues studied in model species. In this study, we perform an in-depth analysis of the epigenetic and transcriptional landscapes across fetal and adult bovine tissues as well as pluripotent stem cells. Among the extensive methylation differences across various stages and tissues, we identify tissue-specific differentially methylated regions (tsDMRs) unique to the rumen, which are crucial for regulating epithelial development and energy metabolism. These tsDMRs cluster within super-enhancer regions that overlap with transcription factor (TF) binding sites. Regression models indicate that DNA methylation, along with H3K27me3 and H3K27ac, can be used to predict enhancer activity. Key upstream TFs, including SOX2, FOSL1/2, and SMAD2/3, primarily maintain an inhibitory state through bivalent modifications during fetal development. Downstream functional genes are maintained mainly in a stable repressive state via DNA methylation until differentiation is complete. Our study underscores the critical role of tsDMRs in regulating distal components of rumen morphology and function, providing key insights into the epigenetic regulatory mechanisms that may influence bovine production traits.
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Affiliation(s)
- Jing Wang
- State Key Laboratory of Reproductive Regulation & Breeding of Grassland Livestock, Research Center for Laboratory Animal Science, Inner Mongolia University, Hohhot, Inner Mongolia 010070, China; College of Chemistry and Chemical Engineering, Engineering Research Center of Dairy Quality and Safety Control Technology, Ministry of Education, Inner Mongolia University, Hohhot, Inner Mongolia 010070, China
| | - Wen Yuan
- State Key Laboratory of Reproductive Regulation & Breeding of Grassland Livestock, Research Center for Laboratory Animal Science, Inner Mongolia University, Hohhot, Inner Mongolia 010070, China
| | - Fang Liu
- State Key Laboratory of Reproductive Regulation & Breeding of Grassland Livestock, Research Center for Laboratory Animal Science, Inner Mongolia University, Hohhot, Inner Mongolia 010070, China
| | - Guangbo Liu
- State Key Laboratory of Reproductive Regulation & Breeding of Grassland Livestock, Research Center for Laboratory Animal Science, Inner Mongolia University, Hohhot, Inner Mongolia 010070, China
| | - Xiaoxiong Geng
- State Key Laboratory of Reproductive Regulation & Breeding of Grassland Livestock, Research Center for Laboratory Animal Science, Inner Mongolia University, Hohhot, Inner Mongolia 010070, China
| | - Chen Li
- State Key Laboratory of Reproductive Regulation & Breeding of Grassland Livestock, Research Center for Laboratory Animal Science, Inner Mongolia University, Hohhot, Inner Mongolia 010070, China
| | - Chenchen Zhang
- State Key Laboratory of Reproductive Regulation & Breeding of Grassland Livestock, Research Center for Laboratory Animal Science, Inner Mongolia University, Hohhot, Inner Mongolia 010070, China
| | - Nan Li
- State Key Laboratory of Reproductive Regulation & Breeding of Grassland Livestock, Research Center for Laboratory Animal Science, Inner Mongolia University, Hohhot, Inner Mongolia 010070, China
| | - Xueling Li
- State Key Laboratory of Reproductive Regulation & Breeding of Grassland Livestock, Research Center for Laboratory Animal Science, Inner Mongolia University, Hohhot, Inner Mongolia 010070, China.
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Yao S, Prates K, Freydenzon A, Assante G, McRae AF, Morris MJ, Youngson NA. Liver-specific deletion of de novo DNA methyltransferases protects against glucose intolerance in high-fat diet-fed male mice. FASEB J 2024; 38:e23690. [PMID: 38795327 DOI: 10.1096/fj.202301546rr] [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: 08/03/2023] [Revised: 04/25/2024] [Accepted: 05/10/2024] [Indexed: 05/27/2024]
Abstract
Alterations to gene transcription and DNA methylation are a feature of many liver diseases including fatty liver disease and liver cancer. However, it is unclear whether the DNA methylation changes are a cause or a consequence of the transcriptional changes. It is even possible that the methylation changes are not required for the transcriptional changes. If DNA methylation is just a minor player in, or a consequence of liver transcriptional change, then future studies in this area should focus on other systems such as histone tail modifications. To interrogate the importance of de novo DNA methylation, we generated mice that are homozygous mutants for both Dnmt3a and Dnmt3b in post-natal liver. These mice are viable and fertile with normal sized livers. Males, but not females, showed increased adipose depots, yet paradoxically, improved glucose tolerance on both control diet and high-fat diets (HFD). Comparison of the transcriptome and methylome with RNA sequencing and whole-genome bisulfite sequencing in adult hepatocytes revealed that widespread loss of methylation in CpG-rich regions in the mutant did not induce loss of homeostatic transcriptional regulation. Similarly, extensive transcriptional changes induced by HFD did not require de novo DNA methylation. The improved metabolic phenotype of the Dnmt3a/3b mutant mice may be mediated through the dysregulation of a subset of glucose and fat metabolism genes which increase both glucose uptake and lipid export by the liver. However, further work is needed to confirm this.
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Affiliation(s)
- S Yao
- Department of Pharmacology, School of Biomedical Sciences, UNSW Sydney, Sydney, New South Wales, Australia
| | - K Prates
- Department of Pharmacology, School of Biomedical Sciences, UNSW Sydney, Sydney, New South Wales, Australia
- Department of Biotechnology, Genetics, and Cellular Biology, State University of Maringá, Maringá, Brazil
| | - A Freydenzon
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, Queensland, Australia
| | - G Assante
- Roger Williams Institute of Hepatology, Foundation for Liver Research, London, UK
- Faculty of Life Sciences and Medicine, King's College London, London, UK
| | - A F McRae
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, Queensland, Australia
| | - M J Morris
- Department of Pharmacology, School of Biomedical Sciences, UNSW Sydney, Sydney, New South Wales, Australia
| | - N A Youngson
- Department of Pharmacology, School of Biomedical Sciences, UNSW Sydney, Sydney, New South Wales, Australia
- Roger Williams Institute of Hepatology, Foundation for Liver Research, London, UK
- Faculty of Life Sciences and Medicine, King's College London, London, UK
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Krumpolec P, Kodada D, Hadžega D, Petrovič O, Babišová K, Dosedla E, Turcsányiová Z, Minárik G. Changes in DNA methylation associated with a specific mode of delivery: a pilot study. Front Med (Lausanne) 2024; 11:1291429. [PMID: 38314203 PMCID: PMC10835804 DOI: 10.3389/fmed.2024.1291429] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2023] [Accepted: 01/05/2024] [Indexed: 02/06/2024] Open
Abstract
Background The mode of delivery represents an epigenetic factor with potential to affect further development of the individual by multiple mechanisms. DNA methylation may be one of them, representing a major epigenetic mechanism involving direct chemical modification of the individual's DNA. This pilot study aims to examine whether a specific mode of delivery induces changes of DNA methylation by comparing the umbilical cord blood and peripheral blood of the newborns. Methods Blood samples from infants born by vaginal delivery and caesarean section were analysed to prepare the Methylseq library according to NEBNext enzymatic Methyl-seq Methylation Library Preparation Kit with further generation of target-enriched DNA libraries using the Twist Human Methylome Panel. DNA methylation status was determined using Illumina next-generation sequencing (NGS). Results We identified 168 differentially methylated regions in umbilical cord blood samples and 157 regions in peripheral blood samples. These were associated with 59 common biological, metabolic and signalling pathways for umbilical cord and peripheral blood samples. Conclusion Caesarean section is likely to represent an important epigenetic factor with the potential to induce changes in the genome that could play an important role in development of a broad spectrum of disorders. Our results could contribute to the elucidation of how epigenetic factors, such as a specific mode of delivery, could have adverse impact on health of an individual later in their life.
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Affiliation(s)
| | - Dominik Kodada
- Medirex Group Academy n.o., Nitra, Slovakia
- Department of Clinical Biology, Genetics and Clinical Genetics, Faculty of Medicine, Comenius University in Bratislava, Bratislava, Slovakia
| | | | | | | | - Erik Dosedla
- Department of Gynaecology and Obstetrics, Faculty of Medicine, Pavol Jozef Šafárik University in Košice, Košice, Slovakia
| | - Zuzana Turcsányiová
- Department of Gynaecology and Obstetrics, Faculty of Medicine, Pavol Jozef Šafárik University in Košice, Košice, Slovakia
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Ma J, Zhang L, Huang Y, Shen F, Wu H, Yang Z, Hou R, Song Z, Yue B, Zhang X. Epigenomic profiling indicates a role for DNA methylation in the postnatal liver and pancreas development of giant pandas. Genomics 2022; 114:110342. [PMID: 35306168 DOI: 10.1016/j.ygeno.2022.110342] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2021] [Revised: 02/14/2022] [Accepted: 03/13/2022] [Indexed: 01/14/2023]
Abstract
Giant pandas are unique within Carnivora with a strict bamboo diet. Here, the epigenomic profiles of giant panda liver and pancreas tissues collected from three important feeding stages were investigated using BS-seq. Few differences in DNA methylation profiles were exhibited between no feeding and suckling groups in both tissues. However, we observed a tendency toward a global loss of DNA methylation in the gene-body and promoter region of metabolism-related genes from newborn to adult. Correlation analysis revealed a significant negative correlation between the changes in methylation levels within gene promoters and gene expression. The majority of genes related to nutrition metabolism had lost DNA methylation with increased mRNA expression in adult giant pandas. The few galactose metabolism and unsaturated fatty acid metabolism related genes that were hypomethylated and highly-expressed at early stages of giant panda development may meet the nutritional requirement of this species' highly altricial neonates.
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Affiliation(s)
- Jinnan Ma
- Key Laboratory of Bio-resources and Eco-environment, Ministry of Education, College of Life Sciences, Sichuan University, No.24 South Section 1, Yihuan Road, Chengdu, Sichuan 610065, China
| | - Liang Zhang
- The Sichuan Key Laboratory for Conservation Biology of Endangered Wildlife, Chengdu Research Base of Giant Panda Breeding, 1375 Panda Road, Northern Suburb, Chengdu, Sichuan 610081, China
| | - Yan Huang
- China Conservation and Research Center for the Giant Panda, 98 Tongjiang Road, Dujiangyan, Chengdu, Sichuan 611800, China
| | - Fujun Shen
- The Sichuan Key Laboratory for Conservation Biology of Endangered Wildlife, Chengdu Research Base of Giant Panda Breeding, 1375 Panda Road, Northern Suburb, Chengdu, Sichuan 610081, China
| | - Honglin Wu
- China Conservation and Research Center for the Giant Panda, 98 Tongjiang Road, Dujiangyan, Chengdu, Sichuan 611800, China
| | - Zhisong Yang
- Sichuan Academy of Giant Panda, 1375 Panda Road, Northern Suburb, Chengdu, Sichuan 610081, China
| | - Rong Hou
- The Sichuan Key Laboratory for Conservation Biology of Endangered Wildlife, Chengdu Research Base of Giant Panda Breeding, 1375 Panda Road, Northern Suburb, Chengdu, Sichuan 610081, China
| | - Zhaobin Song
- Key Laboratory of Bio-resources and Eco-environment, Ministry of Education, College of Life Sciences, Sichuan University, No.24 South Section 1, Yihuan Road, Chengdu, Sichuan 610065, China
| | - Bisong Yue
- Key Laboratory of Bio-resources and Eco-environment, Ministry of Education, College of Life Sciences, Sichuan University, No.24 South Section 1, Yihuan Road, Chengdu, Sichuan 610065, China
| | - Xiuyue Zhang
- Key Laboratory of Bio-resources and Eco-environment, Ministry of Education, College of Life Sciences, Sichuan University, No.24 South Section 1, Yihuan Road, Chengdu, Sichuan 610065, China.
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Pantasis S, Friemel J, Brütsch SM, Hu Z, Krautbauer S, Liebisch G, Dengjel J, Weber A, Werner S, Bordoli MR. Vertebrate lonesome kinase modulates the hepatocyte secretome to prevent perivascular liver fibrosis and inflammation. J Cell Sci 2022; 135:275016. [PMID: 35293576 PMCID: PMC9016620 DOI: 10.1242/jcs.259243] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2021] [Accepted: 03/08/2022] [Indexed: 11/20/2022] Open
Abstract
Vertebrate lonesome kinase (VLK) is the only known extracellular tyrosine kinase, but its physiological functions are largely unknown. We show that VLK is highly expressed in hepatocytes of neonatal mice, but downregulated during adulthood. To determine the role of VLK in liver homeostasis and regeneration, we generated mice with a hepatocyte-specific knockout of the VLK gene (Pkdcc). Cultured progenitor cells established from primary hepatocytes of Pkdcc knockout mice produced a secretome, which promoted their own proliferation in 3D spheroids and proliferation of cultured fibroblasts. In vivo, Pkdcc knockout mice developed liver steatosis with signs of inflammation and perivascular fibrosis upon aging, combined with expansion of liver progenitor cells. In response to chronic CCl4-induced liver injury, the pattern of deposited collagen was significantly altered in these mice. The liver injury marker alpha-fetoprotein (AFP) was increased in the secretome of VLK-deficient cultured progenitor cells and in liver tissues of aged or CCl4-treated knockout mice. These results support a key role for VLK and extracellular protein phosphorylation in liver homeostasis and repair through paracrine control of liver cell function and regulation of appropriate collagen deposition. This article has an associated First Person interview with the first author of the paper. Summary: The secreted protein kinase VLK is released from hepatocytes and protects the liver from perivascular fibrosis and inflammation.
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Affiliation(s)
- Sophia Pantasis
- Institute of Molecular Health Sciences, Swiss Federal Institute of Technology ETH, Otto-Stern Weg 7, CH-8093, Zurich, Switzerland
| | - Juliane Friemel
- Department of Pathology and Molecular Pathology, University of Zurich and University Hospital Zurich, Zurich, Switzerland
| | - Salome Mirjam Brütsch
- Institute of Molecular Health Sciences, Swiss Federal Institute of Technology ETH, Otto-Stern Weg 7, CH-8093, Zurich, Switzerland
| | - Zehan Hu
- Department of Biology, Université de Fribourg, Chemin du Musée 10, CH-1700, Fribourg, Switzerland
| | - Sabrina Krautbauer
- Institute of Clinical Chemistry and Laboratory Medicine, University of Regensburg, Regensburg, Germany
| | - Gerhard Liebisch
- Institute of Clinical Chemistry and Laboratory Medicine, University of Regensburg, Regensburg, Germany
| | - Joern Dengjel
- Department of Biology, Université de Fribourg, Chemin du Musée 10, CH-1700, Fribourg, Switzerland
| | - Achim Weber
- Department of Pathology and Molecular Pathology, University of Zurich and University Hospital Zurich, Zurich, Switzerland
| | - Sabine Werner
- Institute of Molecular Health Sciences, Swiss Federal Institute of Technology ETH, Otto-Stern Weg 7, CH-8093, Zurich, Switzerland
| | - Mattia Renato Bordoli
- Institute of Molecular Health Sciences, Swiss Federal Institute of Technology ETH, Otto-Stern Weg 7, CH-8093, Zurich, Switzerland
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Yang H, Chen N, Fan L, Lin X, Liu J, You Y, Zhong Y, Chen Y, Li J, Xiao X. Pre-Weaning Exposure to Maternal High-Fat Diet Is a Critical Developmental Window for Programming the Metabolic System of Offspring in Mice. Front Endocrinol (Lausanne) 2022; 13:816107. [PMID: 35222275 PMCID: PMC8867064 DOI: 10.3389/fendo.2022.816107] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/16/2021] [Accepted: 01/05/2022] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND Maternal high-fat diet (HFD) during pregnancy and lactation exerts long-term effects on the health of offspring. However, the critical developmental window for metabolic programming of maternal exposure to HFD on pathogenesis of obesity in offspring needs further clarification. MATERIALS & METHODS Female ICR mice were fed low-fat diet (LFD) or HFD for 8 weeks until delivery. During lactation, half of LFD dams received HFD while the other half of LFD dams and HFD dams maintained the previous diet. Male offspring were weaned at postnatal day 21 (P21) and fed LFD or HFD for 7 weeks. Metabolic parameters, biochemical, and histological indicators of thermogenesis, rectal temperature, and sympathetic nerve tone were detected at P21 and 10 weeks old. RESULTS At P21, LH (maternal LFD before delivery but HFD during lactation) and HH (maternal HFD before delivery and during lactation) offspring gained more body weight and showed higher serum glucose and triglyceride levels as compared with LL (maternal LFD before delivery and during lactation), and the metabolic characters were maintained until 10 weeks age when fed with LFD after weaning. However, LH offspring exhibited a greater degree of metabolic abnormalities compared to HH offspring, with increased body weight, as well as lower norepinephrine (NE)-stimulated rectal temperature rise when fed with HFD after weaning. The lower UCP1 levels and HSL phosphorylation in LH offspring further suggested that brown adipose tissue (BAT) thermogenic function was impaired. CONCLUSION Exposure to maternal HFD feeding during pre-weaning period alone showed similar detrimental effects on programming metabolic system of offspring as those of both prenatal and early postnatal HFD feeding. Early postnatal stage is a critical time window for metabolic programming and has profound and long-lasting effects on BAT development and function through sympathetic nerve-mediated thermogenesis.
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Affiliation(s)
- Hong Yang
- Department of Endocrinology, the First Affiliated Hospital of Chongqing Medical University, Chongqing, China
- The Chongqing Key Laboratory of Translational Medicine in Major Metabolic Diseases, the First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Nan Chen
- Department of Endocrinology, the First Affiliated Hospital of Chongqing Medical University, Chongqing, China
- The Chongqing Key Laboratory of Translational Medicine in Major Metabolic Diseases, the First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Lei Fan
- The Chongqing Key Laboratory of Translational Medicine in Major Metabolic Diseases, the First Affiliated Hospital of Chongqing Medical University, Chongqing, China
- Department of Pharmacology, College of Pharmacy, Chongqing Medical University, Chongqing, China
| | - Xiaojing Lin
- Department of Endocrinology, the First Affiliated Hospital of Chongqing Medical University, Chongqing, China
- The Chongqing Key Laboratory of Translational Medicine in Major Metabolic Diseases, the First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Juncheng Liu
- Department of Endocrinology, the First Affiliated Hospital of Chongqing Medical University, Chongqing, China
- The Chongqing Key Laboratory of Translational Medicine in Major Metabolic Diseases, the First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Yuehua You
- Department of Endocrinology, the First Affiliated Hospital of Chongqing Medical University, Chongqing, China
- The Chongqing Key Laboratory of Translational Medicine in Major Metabolic Diseases, the First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Ying Zhong
- The Chongqing Key Laboratory of Translational Medicine in Major Metabolic Diseases, the First Affiliated Hospital of Chongqing Medical University, Chongqing, China
- Department of Nutrition and Food Hygiene, School of Public Health and Management, Chongqing Medical University, Chongqing, China
| | - Yan Chen
- The Chongqing Key Laboratory of Translational Medicine in Major Metabolic Diseases, the First Affiliated Hospital of Chongqing Medical University, Chongqing, China
- Department of Endocrinology and Nephrology, Chongqing Emergency Medical Center, Chongqing University Central Hospital, Chongqing, China
| | - Jibin Li
- Department of Nutrition and Food Hygiene, School of Public Health and Management, Chongqing Medical University, Chongqing, China
| | - Xiaoqiu Xiao
- Department of Endocrinology, the First Affiliated Hospital of Chongqing Medical University, Chongqing, China
- The Chongqing Key Laboratory of Translational Medicine in Major Metabolic Diseases, the First Affiliated Hospital of Chongqing Medical University, Chongqing, China
- Department of Pharmacology, College of Pharmacy, Chongqing Medical University, Chongqing, China
- *Correspondence: Xiaoqiu Xiao,
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Pérez-Iturralde A, Carte B, Aldabe R. Consequences of Mammalian Target of Rapamycin Inhibition on Adeno-Associated Virus Hepatic Transduction Efficacy. Hum Gene Ther 2021; 32:1242-1250. [PMID: 34555962 DOI: 10.1089/hum.2021.171] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
The efficiency of recombinant adeno-associated virus (AAV) vectors transducing host cells is very low, limiting their therapeutic potential in patients. There are several cellular pathways interacting and interfering with the journey of the AAV from the cell surface to the nucleus, opening the possibility to enhance AAV transduction by modifying these interactions. In this study, we explored the results of AAV hepatic transduction when different mammalian target of rapamycin (mTOR) inhibitors, rapamycin, MLN0128, RapaLink-1, were used in preconditioned juvenile and adult mice. We confirmed rapamycin as an AAV hepatic transduction enhancer in juvenile and adult mice; however, RapaLink-1, a stronger mTOR inhibitor and a clear hepatic autophagy inducer, had no positive effect. Moreover, MLN0128 reduced AAV hepatic transduction. Therefore, our results show a complex interaction between the mTOR pathway and AAV-mediated hepatic transduction and indicate that mTOR inhibition is not a straightforward strategy for improving AAV transduction. More studies are necessary to elucidate the molecular mechanisms involved in the positive and negative effects of mTOR inhibitors on AAV transduction efficiency.
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Affiliation(s)
- Andrea Pérez-Iturralde
- Gene Therapy Area, Foundation for Applied Medical Research, University of Navarra, IdisNA, Pamplona, Spain
| | - Beatriz Carte
- Gene Therapy Area, Foundation for Applied Medical Research, University of Navarra, IdisNA, Pamplona, Spain
| | - Rafael Aldabe
- Gene Therapy Area, Foundation for Applied Medical Research, University of Navarra, IdisNA, Pamplona, Spain
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Fonseca TL, Garcia T, Fernandes GW, Nair TM, Bianco AC. Neonatal thyroxine activation modifies epigenetic programming of the liver. Nat Commun 2021; 12:4446. [PMID: 34290257 PMCID: PMC8295303 DOI: 10.1038/s41467-021-24748-8] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2020] [Accepted: 06/24/2021] [Indexed: 12/28/2022] Open
Abstract
The type 2 deiodinase (D2) in the neonatal liver accelerates local thyroid hormone triiodothyronine (T3) production and expression of T3-responsive genes. Here we show that this surge in T3 permanently modifies hepatic gene expression. Liver-specific Dio2 inactivation (Alb-D2KO) transiently increases H3K9me3 levels during post-natal days 1-5 (P1-P5), and results in methylation of 1,508 DNA sites (H-sites) in the adult mouse liver. These sites are associated with 1,551 areas of reduced chromatin accessibility (RCA) within core promoters and 2,426 within intergenic regions, with reduction in the expression of 1,363 genes. There is strong spatial correlation between density of H-sites and RCA sites. Chromosome conformation capture (Hi-C) data reveals a set of 81 repressed genes with a promoter RCA in contact with an intergenic RCA ~300 Kbp apart, within the same topologically associating domain (χ2 = 777; p < 0.00001). These data explain how the systemic hormone T3 acts locally during development to define future expression of hepatic genes.
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Affiliation(s)
- Tatiana L Fonseca
- Section of Adult and Pediatric Endocrinology, Diabetes & Metabolism, University of Chicago, Chicago, IL, USA
| | - Tzintzuni Garcia
- Center for Translational Data Science, University of Chicago, Chicago, IL, USA
| | - Gustavo W Fernandes
- Section of Adult and Pediatric Endocrinology, Diabetes & Metabolism, University of Chicago, Chicago, IL, USA
| | - T Murlidharan Nair
- Department of Biological Sciences and CS/Informatics, Indiana University South Bend, South Bend, IN, USA
| | - Antonio C Bianco
- Section of Adult and Pediatric Endocrinology, Diabetes & Metabolism, University of Chicago, Chicago, IL, USA.
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STAT5 Regulation of Sex-Dependent Hepatic CpG Methylation at Distal Regulatory Elements Mapping to Sex-Biased Genes. Mol Cell Biol 2021; 41:MCB.00166-20. [PMID: 33199496 DOI: 10.1128/mcb.00166-20] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2020] [Accepted: 11/05/2020] [Indexed: 12/19/2022] Open
Abstract
Growth hormone-activated STAT5b is an essential regulator of sex-differential gene expression in mouse liver; however, its impact on hepatic gene expression and epigenetic responses is poorly understood. Here, we found a substantial, albeit incomplete loss of liver sex bias in hepatocyte-specific STAT5a/STAT5b (collectively, STAT5)-deficient mouse liver. In male liver, many male-biased genes were downregulated in direct association with the loss of STAT5 binding; many female-biased genes, which show low STAT5 binding, were derepressed, indicating an indirect mechanism for repression by STAT5. Extensive changes in CpG methylation were seen in STAT5-deficient liver, where sex differences were abolished at 88% of ∼1,500 sex-differentially methylated regions, largely due to increased DNA methylation upon STAT5 loss. STAT5-dependent CpG hypomethylation was rarely found at proximal promoters of STAT5-dependent genes. Rather, STAT5 primarily regulated the methylation of distal enhancers, where STAT5 deficiency induced widespread hypermethylation at genomic regions enriched for accessible chromatin, enhancer histone marks (histone H3 lysine 4 monomethylation [H3K4me1] and histone H3 lysine 27 acetylation [H3K27ac]), STAT5 binding, and DNA motifs for STAT5 and other transcription factors implicated in liver sex differences. Thus, the sex-dependent binding of STAT5 to liver chromatin is closely linked to the sex-dependent demethylation of distal regulatory elements linked to STAT5-dependent genes important for liver sex bias.
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10
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Rodríguez-Aguilera JR, Ecsedi S, Goldsmith C, Cros MP, Domínguez-López M, Guerrero-Celis N, Pérez-Cabeza de Vaca R, Chemin I, Recillas-Targa F, Chagoya de Sánchez V, Hernández-Vargas H. Genome-wide 5-hydroxymethylcytosine (5hmC) emerges at early stage of in vitro differentiation of a putative hepatocyte progenitor. Sci Rep 2020; 10:7822. [PMID: 32385352 PMCID: PMC7210258 DOI: 10.1038/s41598-020-64700-2] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2019] [Accepted: 04/15/2020] [Indexed: 12/23/2022] Open
Abstract
A basic question linked to differential patterns of gene expression is how cells reach different fates despite using the same DNA template. Since 5-hydroxymethylcytosine (5hmC) emerged as an intermediate metabolite in active DNA demethylation, there have been increasing efforts to elucidate its function as a stable modification of the genome, including a role in establishing such tissue-specific patterns of expression. Recently we described TET1-mediated enrichment of 5hmC on the promoter region of the master regulator of hepatocyte identity, HNF4A, which precedes differentiation of liver adult progenitor cells in vitro. Here, we studied the genome-wide distribution of 5hmC at early in vitro differentiation of human hepatocyte-like cells. We found a global increase in 5hmC as well as a drop in 5-methylcytosine after one week of in vitro differentiation from bipotent progenitors, at a time when the liver transcript program is already established. 5hmC was overall higher at the bodies of overexpressed genes. Furthermore, by modifying the metabolic environment, an adenosine derivative prevents 5hmC enrichment and impairs the acquisition of hepatic identity markers. These results suggest that 5hmC could be a marker of cell identity, as well as a useful biomarker in conditions associated with cell de-differentiation such as liver malignancies.
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Affiliation(s)
- Jesús Rafael Rodríguez-Aguilera
- Department of Cellular Biology and Development, Instituto de Fisiología Celular, Universidad Nacional Autónoma de México (UNAM), Circuito Exterior s/n, Ciudad Universitaria, Coyoacán, 04510, Cd. Mx., Mexico
| | - Szilvia Ecsedi
- Institute of Biology Valrose (iBV), The National Center for Scientific Research (CNRS) - National Institute of Health and Medical Research (Inserm), Université Côte d'Azur, Nice, France
| | - Chloe Goldsmith
- Department of Immunity, Virus and Inflammation. Cancer Research Centre of Lyon (CRCL), Inserm U 1052, CNRS UMR 5286, Université de Lyon, Centre Léon Bérard, 28 rue Laennec, 69373, Lyon, CEDEX 08, France
| | - Marie-Pierre Cros
- Molecular Mechanisms and Biomarkers Group, International Agency for Research on Cancer (IARC), 150 Cours Albert Thomas, 69008, Lyon, France
| | - Mariana Domínguez-López
- Department of Cellular Biology and Development, Instituto de Fisiología Celular, Universidad Nacional Autónoma de México (UNAM), Circuito Exterior s/n, Ciudad Universitaria, Coyoacán, 04510, Cd. Mx., Mexico
| | - Nuria Guerrero-Celis
- Department of Cellular Biology and Development, Instituto de Fisiología Celular, Universidad Nacional Autónoma de México (UNAM), Circuito Exterior s/n, Ciudad Universitaria, Coyoacán, 04510, Cd. Mx., Mexico
| | - Rebeca Pérez-Cabeza de Vaca
- Department of Cellular Biology and Development, Instituto de Fisiología Celular, Universidad Nacional Autónoma de México (UNAM), Circuito Exterior s/n, Ciudad Universitaria, Coyoacán, 04510, Cd. Mx., Mexico
- Division of Biomedical Research, Centro Médico Nacional "20 de noviembre", ISSSTE, San Lorenzo 502, Benito Juárez, 03100, Cd. Mx., Mexico
| | - Isabelle Chemin
- INSERM U1052, CNRS UMR5286, Centre de Recherche en Cancérologie de Lyon Université Claude Bernard, Lyon, France
| | - Félix Recillas-Targa
- Department of Molecular Genetics, Instituto de Fisiología Celular, Universidad Nacional Autónoma de México (UNAM), Circuito Exterior s/n, Ciudad Universitaria, Coyoacán, 04510, Cd. Mx., Mexico
| | - Victoria Chagoya de Sánchez
- Department of Cellular Biology and Development, Instituto de Fisiología Celular, Universidad Nacional Autónoma de México (UNAM), Circuito Exterior s/n, Ciudad Universitaria, Coyoacán, 04510, Cd. Mx., Mexico.
| | - Héctor Hernández-Vargas
- Department of Immunity, Virus and Inflammation. Cancer Research Centre of Lyon (CRCL), Inserm U 1052, CNRS UMR 5286, Université de Lyon, Centre Léon Bérard, 28 rue Laennec, 69373, Lyon, CEDEX 08, France.
- Department of Translational Research and Innovation. Centre Léon Bérard, 28 rue Laennec, 69373, Lyon, CEDEX 08, France.
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11
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Marousez L, Lesage J, Eberlé D. Epigenetics: Linking Early Postnatal Nutrition to Obesity Programming? Nutrients 2019; 11:E2966. [PMID: 31817318 PMCID: PMC6950532 DOI: 10.3390/nu11122966] [Citation(s) in RCA: 49] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2019] [Accepted: 11/16/2019] [Indexed: 12/22/2022] Open
Abstract
Despite constant research and public policy efforts, the obesity epidemic continues to be a major public health threat, and new approaches are urgently needed. It has been shown that nutrient imbalance in early life, from conception to infancy, influences later obesity risk, suggesting that obesity could result from "developmental programming". In this review, we evaluate the possibility that early postnatal nutrition programs obesity risk via epigenetic mechanisms, especially DNA methylation, focusing on four main topics: (1) the dynamics of epigenetic processes in key metabolic organs during the early postnatal period; (2) the epigenetic effects of alterations in early postnatal nutrition in animal models or breastfeeding in humans; (3) current limitations and remaining outstanding questions in the field of epigenetic programming; (4) candidate pathways by which early postnatal nutrition could epigenetically program adult body weight set point. A particular focus will be given to the potential roles of breast milk fatty acids, neonatal metabolic and hormonal milieu, and gut microbiota. Understanding the mechanisms by which early postnatal nutrition can promote lifelong metabolic modifications is essential to design adequate recommendations and interventions to "de-program" the obesity epidemic.
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Affiliation(s)
| | | | - Delphine Eberlé
- University Lille, EA4489 Environnement Périnatal et Santé, Équipe Malnutrition Maternelle et Programmation des Maladies Métaboliques, F-59000 Lille, France
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12
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Thompson MJ, Chwiałkowska K, Rubbi L, Lusis AJ, Davis RC, Srivastava A, Korstanje R, Churchill GA, Horvath S, Pellegrini M. A multi-tissue full lifespan epigenetic clock for mice. Aging (Albany NY) 2019; 10:2832-2854. [PMID: 30348905 PMCID: PMC6224226 DOI: 10.18632/aging.101590] [Citation(s) in RCA: 112] [Impact Index Per Article: 22.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2018] [Accepted: 10/05/2018] [Indexed: 12/11/2022]
Abstract
Human DNA-methylation data have been used to develop highly accurate biomarkers of aging ("epigenetic clocks"). Recent studies demonstrate that similar epigenetic clocks for mice (Mus Musculus) can be slowed by gold standard anti-aging interventions such as calorie restriction and growth hormone receptor knock-outs. Using DNA methylation data from previous publications with data collected in house for a total 1189 samples spanning 193,651 CpG sites, we developed 4 novel epigenetic clocks by choosing different regression models (elastic net- versus ridge regression) and by considering different sets of CpGs (all CpGs vs highly conserved CpGs). We demonstrate that accurate age estimators can be built on the basis of highly conserved CpGs. However, the most accurate clock results from applying elastic net regression to all CpGs. While the anti-aging effect of calorie restriction could be detected with all types of epigenetic clocks, only ridge regression based clocks replicated the finding of slow epigenetic aging effects in dwarf mice. Overall, this study demonstrates that there are trade-offs when it comes to epigenetic clocks in mice. Highly accurate clocks might not be optimal for detecting the beneficial effects of anti-aging interventions.
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Affiliation(s)
- Michael J Thompson
- Molecular, Cell and Developmental Biology, University of California Los Angeles, Los Angeles, CA 90095, USA
| | - Karolina Chwiałkowska
- Centre for Bioinformatics and Data Analysis, Medical University of Bialystok, Bialystok, Poland
| | - Liudmilla Rubbi
- Molecular, Cell and Developmental Biology, University of California Los Angeles, Los Angeles, CA 90095, USA
| | - Aldons J Lusis
- Department of Microbiology, Immunology and Molecular Genetics, Department of Medicine, and Department of Human Genetics, University of California Los Angeles, Los Angeles, CA 90095, USA
| | - Richard C Davis
- Department of Microbiology, Immunology and Molecular Genetics, Department of Medicine, and Department of Human Genetics, University of California Los Angeles, Los Angeles, CA 90095, USA
| | | | - Ron Korstanje
- The Jackson Laboratory, Bar Harbor, Maine 04609, USA
| | | | - Steve Horvath
- Department of Human Genetics and Biostatistics, University of California Los Angeles, Los Angeles, CA 90095, USA
| | - Matteo Pellegrini
- Molecular, Cell and Developmental Biology, University of California Los Angeles, Los Angeles, CA 90095, USA
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13
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Ren J, Shen F, Zhang L, Sun J, Yang M, Yang M, Hou R, Yue B, Zhang X. Single-base-resolution methylome of giant panda's brain, liver and pancreatic tissue. PeerJ 2019; 7:e7847. [PMID: 31637123 PMCID: PMC6800980 DOI: 10.7717/peerj.7847] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2019] [Accepted: 09/08/2019] [Indexed: 11/20/2022] Open
Abstract
The giant panda (Ailuropoda melanoleuca) is one of the most endangered mammals, and its conservation has significant ecosystem and cultural service value. Cytosine DNA methylation (5mC) is a stable epigenetic modification to the genome and has multiple functions such as gene regulation. However, DNA methylome of giant panda and its function have not been reported as of yet. Bisulfite sequencing was performed on a 4-day-old male giant panda's brain, liver and pancreatic tissues. We found that the whole genome methylation level was about 0.05% based on reads normalization and mitochondrial DNA was not methylated. Three tissues showed similar methylation tendency in the protein-coding genes of their genomes, but the brain genome had a higher count of methylated genes. We obtained 467 and 1,013 different methylation regions (DMR) genes in brain vs. pancreas and liver, while only 260 DMR genes were obtained in liver vs pancreas. Some lncRNA were also DMR genes, indicating that methylation may affect biological processes by regulating other epigenetic factors. Gene ontology and Kyoto Encyclopedia of Genes and Genomes analysis indicated that low methylated promoter, high methylated promoter and DMR genes were enriched at some important and tissue-specific items and pathways, like neurogenesis, metabolism and immunity. DNA methylation may drive or maintain tissue specificity and organic functions and it could be a crucial regulating factor for the development of newborn cubs. Our study offers the first insight into giant panda's DNA methylome, laying a foundation for further exploration of the giant panda's epigenetics.
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Affiliation(s)
- Jianying Ren
- Key Laboratory of Bio-resources and Eco-environment (Ministry of Education), College of Life Sciences, Sichuan University, Chengdu, China
| | - Fujun Shen
- Sichuan Key Laboratory of Conservation Biology for Endangered Wildlife, Chengdu Research Base of Giant Panda Breeding, Chengdu, China
| | - Liang Zhang
- Sichuan Key Laboratory of Conservation Biology for Endangered Wildlife, Chengdu Research Base of Giant Panda Breeding, Chengdu, China
| | - Jie Sun
- Key Laboratory of Bio-resources and Eco-environment (Ministry of Education), College of Life Sciences, Sichuan University, Chengdu, China
| | - Miao Yang
- Key Laboratory of Bio-resources and Eco-environment (Ministry of Education), College of Life Sciences, Sichuan University, Chengdu, China
| | - Mingyu Yang
- Key Laboratory of Bio-resources and Eco-environment (Ministry of Education), College of Life Sciences, Sichuan University, Chengdu, China
| | - Rong Hou
- Sichuan Key Laboratory of Conservation Biology for Endangered Wildlife, Chengdu Research Base of Giant Panda Breeding, Chengdu, China
| | - Bisong Yue
- Key Laboratory of Bio-resources and Eco-environment (Ministry of Education), College of Life Sciences, Sichuan University, Chengdu, China
| | - Xiuyue Zhang
- Key Laboratory of Bio-resources and Eco-environment (Ministry of Education), College of Life Sciences, Sichuan University, Chengdu, China
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14
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Schoeler K, Aufschnaiter A, Messner S, Derudder E, Herzog S, Villunger A, Rajewsky K, Labi V. TET enzymes control antibody production and shape the mutational landscape in germinal centre B cells. FEBS J 2019; 286:3566-3581. [PMID: 31120187 PMCID: PMC6851767 DOI: 10.1111/febs.14934] [Citation(s) in RCA: 35] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2019] [Revised: 05/09/2019] [Accepted: 05/21/2019] [Indexed: 12/12/2022]
Abstract
Upon activation by antigen, B cells form germinal centres where they clonally expand and introduce affinity-enhancing mutations into their B-cell receptor genes. Somatic mutagenesis and class switch recombination (CSR) in germinal centre B cells are initiated by the activation-induced cytidine deaminase (AID). Upon germinal centre exit, B cells differentiate into antibody-secreting plasma cells. Germinal centre maintenance and terminal fate choice require transcriptional reprogramming that associates with a substantial reconfiguration of DNA methylation patterns. Here we examine the role of ten-eleven-translocation (TET) proteins, enzymes that facilitate DNA demethylation and promote a permissive chromatin state by oxidizing 5-methylcytosine, in antibody-mediated immunity. Using a conditional gene ablation strategy, we show that TET2 and TET3 guide the transition of germinal centre B cells to antibody-secreting plasma cells. Optimal AID expression requires TET function, and TET2 and TET3 double-deficient germinal centre B cells show defects in CSR. However, TET2/TET3 double-deficiency does not prevent the generation and selection of high-affinity germinal centre B cells. Rather, combined TET2 and TET3 loss-of-function in germinal centre B cells favours C-to-T and G-to-A transition mutagenesis, a finding that may be of significance for understanding the aetiology of B-cell lymphomas evolving in conditions of reduced TET function.
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Affiliation(s)
- Katia Schoeler
- Division of Developmental Immunology, Biocenter, Medical University of Innsbruck, Austria
| | - Andreas Aufschnaiter
- Division of Developmental Immunology, Biocenter, Medical University of Innsbruck, Austria
| | - Simon Messner
- Division of Developmental Immunology, Biocenter, Medical University of Innsbruck, Austria
| | - Emmanuel Derudder
- Institute for Biomedical Aging Research, University of Innsbruck, Austria
| | - Sebastian Herzog
- Division of Developmental Immunology, Biocenter, Medical University of Innsbruck, Austria
| | - Andreas Villunger
- Division of Developmental Immunology, Biocenter, Medical University of Innsbruck, Austria.,CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria.,Ludwig Boltzmann Institute for Rare and Undiagnosed Diseases, Vienna, Austria
| | - Klaus Rajewsky
- Max Delbrück Center for Molecular Medicine in the Helmholtz Association, Berlin-Buch, Germany
| | - Verena Labi
- Division of Developmental Immunology, Biocenter, Medical University of Innsbruck, Austria
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15
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Dor Y, Cedar H. Principles of DNA methylation and their implications for biology and medicine. Lancet 2018; 392:777-786. [PMID: 30100054 DOI: 10.1016/s0140-6736(18)31268-6] [Citation(s) in RCA: 354] [Impact Index Per Article: 59.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/24/2017] [Revised: 03/18/2018] [Accepted: 05/29/2018] [Indexed: 12/13/2022]
Abstract
DNA methylation represents an annotation system for marking the genetic text, thus providing instruction as to how and when to read the information and control transcription. Unlike sequence information, which is inherited, methylation patterns are established in a programmed process that continues throughout development, thus setting up stable gene expression profiles. This DNA methylation paradigm is a key player in medicine. Some changes in methylation closely correlate with age providing a marker for biological ageing, and these same sites could also play a part in cancer. The genome continues to undergo programmed variation in methylation after birth in response to environmental inputs, serving as a memory device that could affect ageing and predisposition to various metabolic, autoimmune, and neurological diseases. Taking advantage of tissue-specific differences, methylation can be used to detect cell death and thereby monitor many common diseases with a simple cell-free circulating-DNA blood test.
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Affiliation(s)
- Yuval Dor
- Department of Developmental Biology and Cancer Research, Hebrew University of Jerusalem, Faculty of Medicine, Jerusalem, Israel
| | - Howard Cedar
- Department of Developmental Biology and Cancer Research, Hebrew University of Jerusalem, Faculty of Medicine, Jerusalem, Israel.
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16
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Reizel Y, Sabag O, Skversky Y, Spiro A, Steinberg B, Bernstein D, Wang A, Kieckhaefer J, Li C, Pikarsky E, Levin-Klein R, Goren A, Rajewsky K, Kaestner KH, Cedar H. Postnatal DNA demethylation and its role in tissue maturation. Nat Commun 2018; 9:2040. [PMID: 29795194 PMCID: PMC5966414 DOI: 10.1038/s41467-018-04456-6] [Citation(s) in RCA: 48] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2018] [Accepted: 05/01/2018] [Indexed: 12/31/2022] Open
Abstract
Development in mammals is accompanied by specific de novo and demethylation events that are thought to stabilize differentiated cell phenotypes. We demonstrate that a large percentage of the tissue-specific methylation pattern is generated postnatally. Demethylation in the liver is observed in thousands of enhancer-like sequences associated with genes that undergo activation during the first few weeks of life. Using. conditional gene ablation strategy we show that the removal of these methyl groups is stable and necessary for assuring proper hepatocyte gene expression and function through its effect on chromatin accessibility. These postnatal changes in methylation come about through exposure to hormone signaling. These results define the molecular rules of 5-methyl-cytosine regulation as an epigenetic mechanism underlying cellular responses to. changing environment.
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Affiliation(s)
- Yitzhak Reizel
- Department of Developmental Biology and Cancer Research, Hebrew University Medical School, P.O.B. 12272, , Jerusalem, 91120, Israel
- Department of Genetics and Institute for Diabetes Obesity and Metabolism, Perelman School of Medicine, University of Pennsylvania, 12-126 Translational Research Center, 3400 Civic Center Boulevard Building 421, Philadelphia, PA, 19104-5156, USA
| | - Ofra Sabag
- Department of Developmental Biology and Cancer Research, Hebrew University Medical School, P.O.B. 12272, , Jerusalem, 91120, Israel
| | - Yael Skversky
- Department of Developmental Biology and Cancer Research, Hebrew University Medical School, P.O.B. 12272, , Jerusalem, 91120, Israel
| | - Adam Spiro
- Department of Developmental Biology and Cancer Research, Hebrew University Medical School, P.O.B. 12272, , Jerusalem, 91120, Israel
| | - Benjamin Steinberg
- Department of Developmental Biology and Cancer Research, Hebrew University Medical School, P.O.B. 12272, , Jerusalem, 91120, Israel
| | - Diana Bernstein
- Department of Genetics and Institute for Diabetes Obesity and Metabolism, Perelman School of Medicine, University of Pennsylvania, 12-126 Translational Research Center, 3400 Civic Center Boulevard Building 421, Philadelphia, PA, 19104-5156, USA
| | - Amber Wang
- Department of Genetics and Institute for Diabetes Obesity and Metabolism, Perelman School of Medicine, University of Pennsylvania, 12-126 Translational Research Center, 3400 Civic Center Boulevard Building 421, Philadelphia, PA, 19104-5156, USA
| | - Julia Kieckhaefer
- Department of Genetics and Institute for Diabetes Obesity and Metabolism, Perelman School of Medicine, University of Pennsylvania, 12-126 Translational Research Center, 3400 Civic Center Boulevard Building 421, Philadelphia, PA, 19104-5156, USA
| | - Catherine Li
- Broad Technology Labs (BTL), The Broad Institute of Harvard and MIT, Cambridge, MA, 02142, USA
| | - Eli Pikarsky
- Department of Developmental Biology and Cancer Research, Hebrew University Medical School, P.O.B. 12272, , Jerusalem, 91120, Israel
| | - Rena Levin-Klein
- Department of Biochemistry, Molecular Biology and Biophysics, University of Minnesota, Minneapolis, MN, 55455, USA
| | - Alon Goren
- Broad Technology Labs (BTL), The Broad Institute of Harvard and MIT, Cambridge, MA, 02142, USA
- Department of Medicine, University of California San Diego, La Jolla, CA, 92093, USA
| | - Klaus Rajewsky
- Immune Regulation and Cancer Max-Delbrück-Centrum für, Molekulare Medizin (MDC), Robert-Rössle-Strasse 10, Berlin, 13092, Germany
| | - Klaus H Kaestner
- Department of Genetics and Institute for Diabetes Obesity and Metabolism, Perelman School of Medicine, University of Pennsylvania, 12-126 Translational Research Center, 3400 Civic Center Boulevard Building 421, Philadelphia, PA, 19104-5156, USA
| | - Howard Cedar
- Department of Developmental Biology and Cancer Research, Hebrew University Medical School, P.O.B. 12272, , Jerusalem, 91120, Israel.
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