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Thambyrajah R, Maqueda M, Fadlullah MZ, Proffitt M, Neo WH, Guillén Y, Casado-Pelaez M, Herrero-Molinero P, Brujas C, Castelluccio N, González J, Iglesias A, Marruecos L, Ruiz-Herguido C, Esteller M, Mereu E, Lacaud G, Espinosa L, Bigas A. IκBα controls dormancy in hematopoietic stem cells via retinoic acid during embryonic development. Nat Commun 2024; 15:4673. [PMID: 38824124 PMCID: PMC11144194 DOI: 10.1038/s41467-024-48854-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2022] [Accepted: 05/14/2024] [Indexed: 06/03/2024] Open
Abstract
Recent findings suggest that Hematopoietic Stem Cells (HSC) and progenitors arise simultaneously and independently of each other already in the embryonic aorta-gonad mesonephros region, but it is still unknown how their different features are established. Here, we uncover IκBα (Nfkbia, the inhibitor of NF-κB) as a critical regulator of HSC proliferation throughout development. IκBα balances retinoic acid signaling levels together with the epigenetic silencer, PRC2, specifically in HSCs. Loss of IκBα decreases proliferation of HSC and induces a dormancy related gene expression signature instead. Also, IκBα deficient HSCs respond with superior activation to in vitro culture and in serial transplantation. At the molecular level, chromatin regions harboring binding motifs for retinoic acid signaling are hypo-methylated for the PRC2 dependent H3K27me3 mark in IκBα deficient HSCs. Overall, we show that the proliferation index in the developing HSCs is regulated by a IκBα-PRC2 axis, which controls retinoic acid signaling.
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Grants
- PID2022-137945OB-I00 Ministry of Economy and Competitiveness | Agencia Estatal de Investigación (Spanish Agencia Estatal de Investigación)
- PID2019-104695RB-I00 Ministry of Economy and Competitiveness | Agencia Estatal de Investigación (Spanish Agencia Estatal de Investigación)
- 2021SGR00039 Departament d'Innovació, Universitats i Empresa, Generalitat de Catalunya (Department of Innovation, Education and Enterprise, Government of Catalonia)
- BP2016(00021) Departament d'Innovació, Universitats i Empresa, Generalitat de Catalunya (Department of Innovation, Education and Enterprise, Government of Catalonia)
- BP2018(00034) Departament d'Innovació, Universitats i Empresa, Generalitat de Catalunya (Department of Innovation, Education and Enterprise, Government of Catalonia)
- CA22/00011 Ministry of Economy and Competitiveness | Instituto de Salud Carlos III (Institute of Health Carlos III)
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Affiliation(s)
- Roshana Thambyrajah
- Program in Cancer Research, Hospital del Mar Research Institute, Barcelona, Spain.
- Josep Carreras Leukemia Research Institute, Barcelona, Spain.
| | - Maria Maqueda
- Program in Cancer Research, Hospital del Mar Research Institute, Barcelona, Spain
- Josep Carreras Leukemia Research Institute, Barcelona, Spain
- Centro de Investigacion Biomedica en Red Cancer (CIBERONC), Madrid, Spain
| | - Muhammad Zaki Fadlullah
- Cancer Research UK Stem Cell Biology Group, Cancer Research UK Manchester Institute, The University of Manchester, Manchester, UK
| | - Martin Proffitt
- Program in Cancer Research, Hospital del Mar Research Institute, Barcelona, Spain
| | - Wen Hao Neo
- Cancer Research UK Stem Cell Biology Group, Cancer Research UK Manchester Institute, The University of Manchester, Manchester, UK
| | - Yolanda Guillén
- Program in Cancer Research, Hospital del Mar Research Institute, Barcelona, Spain
| | | | | | - Carla Brujas
- Program in Cancer Research, Hospital del Mar Research Institute, Barcelona, Spain
| | - Noemi Castelluccio
- Program in Cancer Research, Hospital del Mar Research Institute, Barcelona, Spain
- Ghent University Hospital, Ghent, Belgium
| | - Jessica González
- Program in Cancer Research, Hospital del Mar Research Institute, Barcelona, Spain
- Josep Carreras Leukemia Research Institute, Barcelona, Spain
- Centro de Investigacion Biomedica en Red Cancer (CIBERONC), Madrid, Spain
| | - Arnau Iglesias
- Program in Cancer Research, Hospital del Mar Research Institute, Barcelona, Spain
- Josep Carreras Leukemia Research Institute, Barcelona, Spain
- Centro de Investigacion Biomedica en Red Cancer (CIBERONC), Madrid, Spain
| | - Laura Marruecos
- Program in Cancer Research, Hospital del Mar Research Institute, Barcelona, Spain
| | | | - Manel Esteller
- Josep Carreras Leukemia Research Institute, Barcelona, Spain
- Centro de Investigacion Biomedica en Red Cancer (CIBERONC), Madrid, Spain
- Institucio Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Catalonia, Spain
- Physiological Sciences Department, School of Medicine and Health Sciences, University of Barcelona (UB), Barcelona, Catalonia, Spain
| | | | - Georges Lacaud
- Cancer Research UK Stem Cell Biology Group, Cancer Research UK Manchester Institute, The University of Manchester, Manchester, UK
| | - Lluis Espinosa
- Program in Cancer Research, Hospital del Mar Research Institute, Barcelona, Spain
- Centro de Investigacion Biomedica en Red Cancer (CIBERONC), Madrid, Spain
| | - Anna Bigas
- Program in Cancer Research, Hospital del Mar Research Institute, Barcelona, Spain.
- Josep Carreras Leukemia Research Institute, Barcelona, Spain.
- Centro de Investigacion Biomedica en Red Cancer (CIBERONC), Madrid, Spain.
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2
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Bredel M, Espinosa L, Kim H, Scholtens DM, McElroy JP, Rajbhandari R, Meng W, Kollmeyer TM, Malta TM, Quezada MA, Harsh GR, Lobo-Jarne T, Solé L, Merati A, Nagaraja S, Nair S, White JJ, Thudi NK, Fleming JL, Webb A, Natsume A, Ogawa S, Weber RG, Bertran J, Haque SJ, Hentschel B, Miller CR, Furnari FB, Chan TA, Grosu AL, Weller M, Barnholtz-Sloan JS, Monje M, Noushmehr H, Jenkins RB, Rogers CL, MacDonald DR, Pugh SL, Chakravarti A. Haploinsufficiency of NFKBIA reshapes the epigenome antipodal to the IDH mutation and imparts disease fate in diffuse gliomas. Cell Rep Med 2023; 4:101082. [PMID: 37343523 PMCID: PMC10314122 DOI: 10.1016/j.xcrm.2023.101082] [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: 04/22/2022] [Revised: 11/18/2022] [Accepted: 05/18/2023] [Indexed: 06/23/2023]
Abstract
Genetic alterations help predict the clinical behavior of diffuse gliomas, but some variability remains uncorrelated. Here, we demonstrate that haploinsufficient deletions of chromatin-bound tumor suppressor NFKB inhibitor alpha (NFKBIA) display distinct patterns of occurrence in relation to other genetic markers and are disproportionately present at recurrence. NFKBIA haploinsufficiency is associated with unfavorable patient outcomes, independent of genetic and clinicopathologic predictors. NFKBIA deletions reshape the DNA and histone methylome antipodal to the IDH mutation and induce a transcriptome landscape partly reminiscent of H3K27M mutant pediatric gliomas. In IDH mutant gliomas, NFKBIA deletions are common in tumors with a clinical course similar to that of IDH wild-type tumors. An externally validated nomogram model for estimating individual patient survival in IDH mutant gliomas confirms that NFKBIA deletions predict comparatively brief survival. Thus, NFKBIA haploinsufficiency aligns with distinct epigenome changes, portends a poor prognosis, and should be incorporated into models predicting the disease fate of diffuse gliomas.
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Affiliation(s)
- Markus Bredel
- Department of Radiation Oncology, O'Neal Comprehensive Cancer Center, The University of Alabama at Birmingham Heersink School of Medicine, Birmingham, AL 35294, USA.
| | - Lluís Espinosa
- Cancer Research Program, Centro de Investigación Biomédica en Red Cáncer (CIBERONC), Institut Mar d'Investigacions Mèdiques, Hospital del Mar, 08003 Barcelona, Spain
| | - Hyunsoo Kim
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Denise M Scholtens
- Division of Biostatistics-Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL 60611, USA
| | - Joseph P McElroy
- Center for Biostatistics-Department of Biomedical Informatics, James Cancer Hospital and Solove Research Institute, The Ohio State University College of Medicine, Columbus, OH 43210, USA
| | - Rajani Rajbhandari
- Department of Radiation Oncology, O'Neal Comprehensive Cancer Center, The University of Alabama at Birmingham Heersink School of Medicine, Birmingham, AL 35294, USA
| | - Wei Meng
- Department of Radiation Oncology, James Cancer Hospital and Solove Research Institute, The Ohio State University College of Medicine, Columbus, OH 43210, USA
| | - Thomas M Kollmeyer
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN 55905, USA
| | - Tathiane M Malta
- Department of Neurosurgery, Hermelin Brain Tumor Center, Henry Ford Health System, Detroit, MI 48202, USA
| | - Michael A Quezada
- Department of Neurology & Neurological Sciences and Howard Hughes Medical Institute, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Griffith R Harsh
- Department of Neurological Surgery, University of California at Davis School of Medicine, Sacramento, CA 95817, USA
| | - Teresa Lobo-Jarne
- Cancer Research Program, Centro de Investigación Biomédica en Red Cáncer (CIBERONC), Institut Mar d'Investigacions Mèdiques, Hospital del Mar, 08003 Barcelona, Spain
| | - Laura Solé
- Cancer Research Program, Centro de Investigación Biomédica en Red Cáncer (CIBERONC), Institut Mar d'Investigacions Mèdiques, Hospital del Mar, 08003 Barcelona, Spain
| | - Aran Merati
- Department of Radiation Oncology, O'Neal Comprehensive Cancer Center, The University of Alabama at Birmingham Heersink School of Medicine, Birmingham, AL 35294, USA
| | - Surya Nagaraja
- Department of Neurology & Neurological Sciences and Howard Hughes Medical Institute, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Sindhu Nair
- Department of Radiation Oncology, O'Neal Comprehensive Cancer Center, The University of Alabama at Birmingham Heersink School of Medicine, Birmingham, AL 35294, USA
| | - Jaclyn J White
- Department of Neurosurgery, Wake Forest University School of Medicine, Winston-Salem, NC 27103, USA
| | - Nanda K Thudi
- Department of Radiation Oncology, O'Neal Comprehensive Cancer Center, The University of Alabama at Birmingham Heersink School of Medicine, Birmingham, AL 35294, USA
| | - Jessica L Fleming
- Department of Radiation Oncology, James Cancer Hospital and Solove Research Institute, The Ohio State University College of Medicine, Columbus, OH 43210, USA
| | - Amy Webb
- Center for Biostatistics-Department of Biomedical Informatics, James Cancer Hospital and Solove Research Institute, The Ohio State University College of Medicine, Columbus, OH 43210, USA
| | - Atsushi Natsume
- Department of Neurosurgery, Nagoya University School of Medicine, Nagoya 464-8601, Japan
| | - Seishi Ogawa
- Department of Pathology and Tumor Biology, Kyoto University, Kyoto 606-8501, Japan
| | - Ruthild G Weber
- Institute for Human Genetics, Hannover Medical School, 30625 Hannover, Germany
| | - Joan Bertran
- Biosciences Department, Faculty of Sciences, Technology, and Engineering. University of Vic-Central University of Catalonia, 08500 Vic, Spain
| | - S Jaharul Haque
- Department of Radiation Oncology, James Cancer Hospital and Solove Research Institute, The Ohio State University College of Medicine, Columbus, OH 43210, USA
| | - Bettina Hentschel
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, 04107 Leipzig, Germany
| | - C Ryan Miller
- Division of Neuropathology-Department of Pathology, O'Neal Comprehensive Cancer Center, The University of Alabama at Birmingham Heersink School of Medicine, Birmingham, AL 35294, USA
| | - Frank B Furnari
- Laboratory of Tumor Biology, Division of Regenerative Medicine-Department of Medicine, University of California at San Diego, La Jolla, CA 92093, USA
| | - Timothy A Chan
- Center for Immunotherapy and Precision Immuno-Oncology, Lerner Research Institute, Cleveland Clinic, Cleveland, OH 44195, USA
| | - Anca-Ligia Grosu
- Department of Radiation Oncology, Comprehensive Cancer Center, University of Freiburg, 79106 Freiburg, Germany
| | - Michael Weller
- Department of Neurology, University Hospital and University of Zurich, 8091 Zurich, Switzerland
| | - Jill S Barnholtz-Sloan
- Division of Cancer Epidemiology and Genetics-National Cancer Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | - Michelle Monje
- Department of Neurology & Neurological Sciences and Howard Hughes Medical Institute, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Houtan Noushmehr
- Department of Neurosurgery, Hermelin Brain Tumor Center, Henry Ford Health System, Detroit, MI 48202, USA
| | - Robert B Jenkins
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN 55905, USA
| | | | - David R MacDonald
- London Regional Cancer Program, Western University, London, ON N6A 5W9, Canada
| | - Stephanie L Pugh
- NRG Oncology Statistics and Data Management Center, Philadelphia, PA 19103, USA
| | - Arnab Chakravarti
- Department of Radiation Oncology, James Cancer Hospital and Solove Research Institute, The Ohio State University College of Medicine, Columbus, OH 43210, USA
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3
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Wang J, Liu X, Li P, Wang J, Shu Y, Zhong X, Gao Z, Yang J, Jiang Y, Zhou X, Yang G. Long noncoding RNA HOTAIR regulates the stemness of breast cancer cells via activation of the NF-κB signaling pathway. J Biol Chem 2022; 298:102630. [PMID: 36273585 PMCID: PMC9691943 DOI: 10.1016/j.jbc.2022.102630] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2022] [Revised: 10/08/2022] [Accepted: 10/12/2022] [Indexed: 11/07/2022] Open
Abstract
Breast cancer is the most prevalent cancer among women, and it is characterized by a high rate of tumor development and heterogeneity. Breast cancer stem cells (CSCs) may well contribute to these pathological properties, but the mechanisms underlying their self-renewal and maintenance are still elusive. Here, we found that the long noncoding RNA HOTAIR is highly expressed in breast CSCs. HOTAIR is required for breast CSC self-renewal and tumor propagation. Mechanistically, we demonstrate that HOTAIR recruits the PRC2 protein complex to the promoter of IκBα to inhibit its expression, leading to activation of the NF-κB signaling pathway. The activated NF-κB signaling promotes downstream c-Myc and Cyclin D1 expression. Furthermore, our analysis of clinical samples from the GEPIA database indicated that the IκBα level, as well as the survival rate of patients, with high HOTAIR expression was significantly lower than that of patients with relatively low HOTAIR expression. Our data suggest that HOTAIR-mediated NF-κB signaling primes breast CSC self-renewal and tumor propagation. In sum, we have identified HOTAIR-based NF-κB signaling regulatory circuit that promotes tumorigenic activity in breast CSCs, further indicating that HOTAIR could be a promising target for clinical treatment of breast cancers.
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Affiliation(s)
- Jiajia Wang
- Department of Clinical Medicine & Key Laboratory of Novel Targets and Drug Study for Neural Repair of Zhejiang Province, School of Medicine, Zhejiang University City College, Hangzhou, China,Core Facilities, School of Medicine, Zhejiang University, Hangzhou, China
| | - Xingzhu Liu
- Department of Clinical Medicine & Key Laboratory of Novel Targets and Drug Study for Neural Repair of Zhejiang Province, School of Medicine, Zhejiang University City College, Hangzhou, China,School of Bioengineering, Hangzhou Medical College, Hangzhou, China
| | - Ping Li
- School of Bioengineering, Hangzhou Medical College, Hangzhou, China
| | - Junrong Wang
- Department of Clinical Medicine & Key Laboratory of Novel Targets and Drug Study for Neural Repair of Zhejiang Province, School of Medicine, Zhejiang University City College, Hangzhou, China
| | - Yu Shu
- School of Bioengineering, Hangzhou Medical College, Hangzhou, China
| | - Xinyu Zhong
- Department of Clinical Medicine & Key Laboratory of Novel Targets and Drug Study for Neural Repair of Zhejiang Province, School of Medicine, Zhejiang University City College, Hangzhou, China,College of Pharmacy, Zhejiang University of Technology, Hangzhou, China
| | - Zhen Gao
- Department of Clinical Medicine & Key Laboratory of Novel Targets and Drug Study for Neural Repair of Zhejiang Province, School of Medicine, Zhejiang University City College, Hangzhou, China
| | - Jingyi Yang
- Department of Clinical Medicine & Key Laboratory of Novel Targets and Drug Study for Neural Repair of Zhejiang Province, School of Medicine, Zhejiang University City College, Hangzhou, China
| | - Yashuang Jiang
- Department of Clinical Medicine & Key Laboratory of Novel Targets and Drug Study for Neural Repair of Zhejiang Province, School of Medicine, Zhejiang University City College, Hangzhou, China
| | - Xile Zhou
- Department of Clinical Medicine & Key Laboratory of Novel Targets and Drug Study for Neural Repair of Zhejiang Province, School of Medicine, Zhejiang University City College, Hangzhou, China,Department of Colorectal Surgery, The First Affiliated Hospital, Zhejiang University, Hangzhou, China
| | - Geng Yang
- Department of Clinical Medicine & Key Laboratory of Novel Targets and Drug Study for Neural Repair of Zhejiang Province, School of Medicine, Zhejiang University City College, Hangzhou, China,For correspondence: Geng Yang
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4
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Espinosa L, Marruecos L. NF-κB-Dependent and -Independent (Moonlighting) IκBα Functions in Differentiation and Cancer. Biomedicines 2021; 9:1278. [PMID: 34572464 PMCID: PMC8468488 DOI: 10.3390/biomedicines9091278] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2021] [Revised: 09/14/2021] [Accepted: 09/17/2021] [Indexed: 12/23/2022] Open
Abstract
IκBα is considered to play an almost exclusive role as inhibitor of the NF-κB signaling pathway. However, previous results have demonstrated that SUMOylation imposes a distinct subcellular distribution, regulation, NF-κB-binding affinity and function to the IκBα protein. In this review we discuss the main alterations of IκBα found in cancer and whether they are (most likely) associated with NF-κB-dependent or NF-κB-independent (moonlighting) activities of the protein.
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Affiliation(s)
- Lluís Espinosa
- Cancer Research Program, Institut Mar d’Investigacions Mèdiques, CIBERONC, Hospital del Mar, Doctor Aiguader 88, 08003 Barcelona, Spain;
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5
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Kaltschmidt C, Greiner JFW, Kaltschmidt B. The Transcription Factor NF-κB in Stem Cells and Development. Cells 2021; 10:2042. [PMID: 34440811 PMCID: PMC8391683 DOI: 10.3390/cells10082042] [Citation(s) in RCA: 49] [Impact Index Per Article: 16.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2021] [Revised: 08/04/2021] [Accepted: 08/06/2021] [Indexed: 12/26/2022] Open
Abstract
NF-κB (nuclear factor kappa B) belongs to a family of transcription factors known to regulate a broad range of processes such as immune cell function, proliferation and cancer, neuroprotection, and long-term memory. Upcoming fields of NF-κB research include its role in stem cells and developmental processes. In the present review, we discuss one role of NF-κB in development in Drosophila, Xenopus, mice, and humans in accordance with the concept of evo-devo (evolutionary developmental biology). REL domain-containing proteins of the NF-κB family are evolutionarily conserved among these species. In addition, we summarize cellular phenotypes such as defective B- and T-cell compartments related to genetic NF-κB defects detected among different species. While NF-κB proteins are present in nearly all differentiated cell types, mouse and human embryonic stem cells do not contain NF-κB proteins, potentially due to miRNA-dependent inhibition. However, the mesodermal and neuroectodermal differentiation of mouse and human embryonic stem cells is hampered upon the repression of NF-κB. We further discuss NF-κB as a crucial regulator of differentiation in adult stem cells such as neural crest-derived and mesenchymal stem cells. In particular, c-REL seems to be important for neuronal differentiation and the neuroprotection of human adult stem cells, while RELA plays a crucial role in osteogenic and mesodermal differentiation.
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Affiliation(s)
- Christian Kaltschmidt
- Department of Cell Biology, Bielefeld University, Universitätsstrasse 25, 33615 Bielefeld, Germany; (C.K.); (J.F.W.G.)
| | - Johannes F. W. Greiner
- Department of Cell Biology, Bielefeld University, Universitätsstrasse 25, 33615 Bielefeld, Germany; (C.K.); (J.F.W.G.)
| | - Barbara Kaltschmidt
- Department of Cell Biology, Bielefeld University, Universitätsstrasse 25, 33615 Bielefeld, Germany; (C.K.); (J.F.W.G.)
- Molecular Neurobiology, Bielefeld University, Universitätsstrasse 25, 33615 Bielefeld, Germany
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6
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Marruecos L, Bertran J, Álvarez-Villanueva D, Mulero MC, Guillén Y, Palma LG, Floor M, Vert A, Arce-Gallego S, Pecharroman I, Batlle L, Villà-Freixa J, Ghosh G, Bigas A, Espinosa L. Dynamic chromatin association of IκBα is regulated by acetylation and cleavage of histone H4. EMBO Rep 2021; 22:e52649. [PMID: 34224210 DOI: 10.15252/embr.202152649] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2021] [Revised: 05/27/2021] [Accepted: 06/09/2021] [Indexed: 12/11/2022] Open
Abstract
IκBs exert principal functions as cytoplasmic inhibitors of NF-kB transcription factors. Additional roles for IκB homologues have been described, including chromatin association and transcriptional regulation. Phosphorylated and SUMOylated IκBα (pS-IκBα) binds to histones H2A and H4 in the stem cell and progenitor cell compartment of skin and intestine, but the mechanisms controlling its recruitment to chromatin are largely unknown. Here, we show that serine 32-36 phosphorylation of IκBα favors its binding to nucleosomes and demonstrate that p-IκBα association with H4 depends on the acetylation of specific H4 lysine residues. The N-terminal tail of H4 is removed during intestinal cell differentiation by proteolytic cleavage by trypsin or chymotrypsin at residues 17-19, which reduces p-IκBα binding. Inhibition of trypsin and chymotrypsin activity in HT29 cells increases p-IκBα chromatin binding but, paradoxically, impaired goblet cell differentiation, comparable to IκBα deletion. Taken together, our results indicate that dynamic binding of IκBα to chromatin is a requirement for intestinal cell differentiation and provide a molecular basis for the understanding of the restricted nuclear distribution of p-IκBα in specific stem cell compartments.
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Affiliation(s)
- Laura Marruecos
- Cancer Research Program, Institut Mar d'Investigacions Mèdiques, CIBERONC, Hospital del Mar, Barcelona, Spain
| | - Joan Bertran
- Faculty of Science and Technology, Bioinformatics and Medical Statistics Group, University of Vic - Central University of Catalonia, Barcelona, Spain
| | - Daniel Álvarez-Villanueva
- Cancer Research Program, Institut Mar d'Investigacions Mèdiques, CIBERONC, Hospital del Mar, Barcelona, Spain
| | - María Carmen Mulero
- Cancer Research Program, Institut Mar d'Investigacions Mèdiques, CIBERONC, Hospital del Mar, Barcelona, Spain.,Department of Chemistry & Biochemistry, University of California San Diego, La Jolla, CA, USA
| | - Yolanda Guillén
- Cancer Research Program, Institut Mar d'Investigacions Mèdiques, CIBERONC, Hospital del Mar, Barcelona, Spain
| | - Luis G Palma
- Cancer Research Program, Institut Mar d'Investigacions Mèdiques, CIBERONC, Hospital del Mar, Barcelona, Spain
| | - Martin Floor
- Faculty of Science and Technology, Bioinformatics and Medical Statistics Group, University of Vic - Central University of Catalonia, Barcelona, Spain.,Faculty of Medicine and Health Sciences, Universitat Internacional de Catalunya, Sant Cugat del Vallès, Spain
| | - Anna Vert
- Cancer Research Program, Institut Mar d'Investigacions Mèdiques, CIBERONC, Hospital del Mar, Barcelona, Spain
| | - Sara Arce-Gallego
- Cancer Research Program, Institut Mar d'Investigacions Mèdiques, CIBERONC, Hospital del Mar, Barcelona, Spain
| | - Irene Pecharroman
- Cancer Research Program, Institut Mar d'Investigacions Mèdiques, CIBERONC, Hospital del Mar, Barcelona, Spain
| | - Laura Batlle
- Tissue Engineering Unit. Center for Genomic Regulation (CRG), Barcelona, Spain
| | - Jordi Villà-Freixa
- Faculty of Science and Technology, Bioinformatics and Medical Statistics Group, University of Vic - Central University of Catalonia, Barcelona, Spain.,Faculty of Medicine and Health Sciences, Universitat Internacional de Catalunya, Sant Cugat del Vallès, Spain
| | - Gourisankar Ghosh
- Department of Chemistry & Biochemistry, University of California San Diego, La Jolla, CA, USA
| | - Anna Bigas
- Cancer Research Program, Institut Mar d'Investigacions Mèdiques, CIBERONC, Hospital del Mar, Barcelona, Spain
| | - Lluís Espinosa
- Cancer Research Program, Institut Mar d'Investigacions Mèdiques, CIBERONC, Hospital del Mar, Barcelona, Spain
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