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Saßmannshausen Z, Blank L, Solé-Boldo L, Lyko F, Raddatz G. estiMAge: development of a DNA methylation clock to estimate the methylation age of single cells. BIOINFORMATICS ADVANCES 2025; 5:vbaf005. [PMID: 39867532 PMCID: PMC11769677 DOI: 10.1093/bioadv/vbaf005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/16/2024] [Revised: 12/18/2024] [Accepted: 01/14/2025] [Indexed: 01/28/2025]
Abstract
Motivation Since their introduction about 10 years ago, methylation clocks have provided broad insights into the biological age of different species, tissues, and in the context of several diseases or aging. However, their application to single-cell methylation data remains a major challenge, because of the inherent sparsity of such data, as many CpG sites are not covered. A methylation clock applicable on single-cell level could help to further disentangle the processes that drive the ticking of epigenetic clocks. Results We have developed estiMAge ("estimation of Methylation Age"), a framework that exploits redundancy in methylation data to substitute missing CpGs of trained methylation clocks in single cells. Using Euclidean distance as a measure of similarity, we determine which CpGs covary with the required CpG sites of an epigenetic clock and can be used as surrogates for clock CpGs not covered in single-cell experiments. estiMAge is thus a tool that can be applied to standard epigenetic clocks built on elastic net regression, to achieve bulk and single-cell resolution. We show that estiMAge can accurately predict the ages of young and old hepatocytes and can be used to generate single-cell versions of publicly available epigenetic clocks. Availability and implementation The source code and instructions for usage of estiMAge are available at https://github.com/DivEpigenetics/estiMAge.
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Affiliation(s)
- Zoe Saßmannshausen
- Division of Epigenetics, DKFZ-ZMBH Alliance, German Cancer Research Center, D-69120 Heidelberg, Germany
| | - Lisa Blank
- Division of Epigenetics, DKFZ-ZMBH Alliance, German Cancer Research Center, D-69120 Heidelberg, Germany
| | - Llorenç Solé-Boldo
- Division of Epigenetics, DKFZ-ZMBH Alliance, German Cancer Research Center, D-69120 Heidelberg, Germany
| | - Frank Lyko
- Division of Epigenetics, DKFZ-ZMBH Alliance, German Cancer Research Center, D-69120 Heidelberg, Germany
| | - Günter Raddatz
- Division of Epigenetics, DKFZ-ZMBH Alliance, German Cancer Research Center, D-69120 Heidelberg, Germany
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2
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Levra Levron C, Elettrico L, Duval C, Piacenti G, Proserpio V, Donati G. Bridging tissue repair and epithelial carcinogenesis: epigenetic memory and field cancerization. Cell Death Differ 2025; 32:78-89. [PMID: 38228801 PMCID: PMC11742435 DOI: 10.1038/s41418-023-01254-6] [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: 09/13/2023] [Revised: 12/18/2023] [Accepted: 12/21/2023] [Indexed: 01/18/2024] Open
Abstract
The epigenome coordinates spatial-temporal specific gene expression during development and in adulthood, for the maintenance of homeostasis and upon tissue repair. The upheaval of the epigenetic landscape is a key event in the onset of many pathologies including tumours, where epigenetic changes cooperate with genetic aberrations to establish the neoplastic phenotype and to drive cell plasticity during its evolution. DNA methylation, histone modifiers and readers or other chromatin components are indeed often altered in cancers, such as carcinomas that develop in epithelia. Lining the surfaces and the cavities of our body and acting as a barrier from the environment, epithelia are frequently subjected to acute or chronic tissue damages, such as mechanical injuries or inflammatory episodes. These events can activate plasticity mechanisms, with a deep impact on cells' epigenome. Despite being very effective, tissue repair mechanisms are closely associated with tumour onset. Here we review the similarities between tissue repair and carcinogenesis, with a special focus on the epigenetic mechanisms activated by cells during repair and opted by carcinoma cells in multiple epithelia. Moreover, we discuss the recent findings on inflammatory and wound memory in epithelia and describe the epigenetic modifications that characterise them. Finally, as wound memory in epithelial cells promotes carcinogenesis, we highlight how it represents an early step for the establishment of field cancerization.
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Affiliation(s)
- Chiara Levra Levron
- Department of Life Sciences and Systems Biology, University of Turin, Torino, Italy
- Molecular Biotechnology Center "Guido Tarone", University of Turin, Torino, Italy
| | - Luca Elettrico
- Department of Life Sciences and Systems Biology, University of Turin, Torino, Italy
- Molecular Biotechnology Center "Guido Tarone", University of Turin, Torino, Italy
| | - Carlotta Duval
- Department of Life Sciences and Systems Biology, University of Turin, Torino, Italy
- Molecular Biotechnology Center "Guido Tarone", University of Turin, Torino, Italy
| | - Gabriele Piacenti
- Department of Life Sciences and Systems Biology, University of Turin, Torino, Italy
- Molecular Biotechnology Center "Guido Tarone", University of Turin, Torino, Italy
| | - Valentina Proserpio
- Department of Life Sciences and Systems Biology, University of Turin, Torino, Italy
- Molecular Biotechnology Center "Guido Tarone", University of Turin, Torino, Italy
- Italian Institute for Genomic Medicine, Candiolo (TO), Italy
| | - Giacomo Donati
- Department of Life Sciences and Systems Biology, University of Turin, Torino, Italy.
- Molecular Biotechnology Center "Guido Tarone", University of Turin, Torino, Italy.
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3
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Arbore R, Barbosa S, Brejcha J, Ogawa Y, Liu Y, Nicolaï MPJ, Pereira P, Sabatino SJ, Cloutier A, Poon ESK, Marques CI, Andrade P, Debruyn G, Afonso S, Afonso R, Roy SG, Abdu U, Lopes RJ, Mojzeš P, Maršík P, Sin SYW, White MA, Araújo PM, Corbo JC, Carneiro M. A molecular mechanism for bright color variation in parrots. Science 2024; 386:eadp7710. [PMID: 39480920 PMCID: PMC7617403 DOI: 10.1126/science.adp7710] [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: 04/12/2024] [Accepted: 09/05/2024] [Indexed: 11/02/2024]
Abstract
Parrots produce stunning plumage colors through unique pigments called psittacofulvins. However, the mechanism underlying their ability to generate a spectrum of vibrant yellows, reds, and greens remains enigmatic. We uncover a unifying chemical basis for a wide range of parrot plumage colors, which result from the selective deposition of red aldehyde- and yellow carboxyl-containing psittacofulvin molecules in developing feathers. Through genetic mapping, biochemical assays, and single-cell genomics, we identified a critical player in this process, the aldehyde dehydrogenase ALDH3A2, which oxidizes aldehyde psittacofulvins into carboxyl forms in late-differentiating keratinocytes during feather development. The simplicity of the underlying molecular mechanism, in which a single enzyme influences the balance of red and yellow pigments, offers an explanation for the exceptional evolutionary lability of parrot coloration.
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Affiliation(s)
- Roberto Arbore
- CIBIO, Centro de Investigação em Biodiversidade e Recursos Genéticos, InBIO Laboratório Associado, Universidade do Porto, Vairão, Portugal
- BIOPOLIS Program in Genomics, Biodiversity and Land Planning, CIBIO, Vairão, Portugal
- Department of Pathology and Immunology, Washington University School of Medicine, St. Louis, MO, USA
| | - Soraia Barbosa
- CIBIO, Centro de Investigação em Biodiversidade e Recursos Genéticos, InBIO Laboratório Associado, Universidade do Porto, Vairão, Portugal
- BIOPOLIS Program in Genomics, Biodiversity and Land Planning, CIBIO, Vairão, Portugal
| | - Jindřich Brejcha
- Department of Philosophy and History of Science, Faculty of Science, Charles University in Prague, Praha, Czech Republic
| | - Yohey Ogawa
- Department of Pathology and Immunology, Washington University School of Medicine, St. Louis, MO, USA
| | - Yu Liu
- Department of Pathology and Immunology, Washington University School of Medicine, St. Louis, MO, USA
| | - Michaël P. J. Nicolaï
- Evolution and Optics of Nanostructures Group, Biology Department, Ghent University, Ghent, Belgium
| | - Paulo Pereira
- CIBIO, Centro de Investigação em Biodiversidade e Recursos Genéticos, InBIO Laboratório Associado, Universidade do Porto, Vairão, Portugal
- BIOPOLIS Program in Genomics, Biodiversity and Land Planning, CIBIO, Vairão, Portugal
- Departamento de Biologia, Faculdade de Ciências da Universidade do Porto, Porto, Portugal
| | - Stephen J. Sabatino
- CIBIO, Centro de Investigação em Biodiversidade e Recursos Genéticos, InBIO Laboratório Associado, Universidade do Porto, Vairão, Portugal
- BIOPOLIS Program in Genomics, Biodiversity and Land Planning, CIBIO, Vairão, Portugal
| | - Alison Cloutier
- School of Biological Sciences, The University of Hong Kong, Hong Kong
| | | | - Cristiana I. Marques
- CIBIO, Centro de Investigação em Biodiversidade e Recursos Genéticos, InBIO Laboratório Associado, Universidade do Porto, Vairão, Portugal
- BIOPOLIS Program in Genomics, Biodiversity and Land Planning, CIBIO, Vairão, Portugal
- Departamento de Biologia, Faculdade de Ciências da Universidade do Porto, Porto, Portugal
| | - Pedro Andrade
- CIBIO, Centro de Investigação em Biodiversidade e Recursos Genéticos, InBIO Laboratório Associado, Universidade do Porto, Vairão, Portugal
- BIOPOLIS Program in Genomics, Biodiversity and Land Planning, CIBIO, Vairão, Portugal
| | - Gerben Debruyn
- Evolution and Optics of Nanostructures Group, Biology Department, Ghent University, Ghent, Belgium
| | - Sandra Afonso
- CIBIO, Centro de Investigação em Biodiversidade e Recursos Genéticos, InBIO Laboratório Associado, Universidade do Porto, Vairão, Portugal
- BIOPOLIS Program in Genomics, Biodiversity and Land Planning, CIBIO, Vairão, Portugal
| | - Rita Afonso
- CIBIO, Centro de Investigação em Biodiversidade e Recursos Genéticos, InBIO Laboratório Associado, Universidade do Porto, Vairão, Portugal
- BIOPOLIS Program in Genomics, Biodiversity and Land Planning, CIBIO, Vairão, Portugal
- Departamento de Biologia, Faculdade de Ciências da Universidade do Porto, Porto, Portugal
| | - Shatadru Ghosh Roy
- Department of Life Sciences, Ben-Gurion University of the Negev, Beer Sheva84105, Israel
| | - Uri Abdu
- Department of Life Sciences, Ben-Gurion University of the Negev, Beer Sheva84105, Israel
| | - Ricardo J. Lopes
- CIBIO, Centro de Investigação em Biodiversidade e Recursos Genéticos, InBIO Laboratório Associado, Universidade do Porto, Vairão, Portugal
- BIOPOLIS Program in Genomics, Biodiversity and Land Planning, CIBIO, Vairão, Portugal
- MHNC-UP, Natural History and Science Museum of the University of Porto, Porto, Portugal
- cE3c – Center for Ecology, Evolution and Environmental Change & CHANGE, Departamento de Biologia Animal, Faculdade de Ciências, Universidade de Lisboa, Lisboa, Portugal
| | - Peter Mojzeš
- Institute of Physics, Faculty of Mathematics and Physics, Charles University, Prague, Czech Republic
| | - Petr Maršík
- Department of Food Science, Faculty of Agrobiology, Food and Natural Resources, Czech University of Life Sciences Prague, Prague, Czech Republic
| | - Simon Yung Wa Sin
- School of Biological Sciences, The University of Hong Kong, Hong Kong
| | - Michael A. White
- Edison Family Center for Systems Biology and Genome Sciences, Washington University School of Medicine, St. Louis, MO, USA
- Department of Genetics, Washington University School of Medicine, St. Louis, MO, USA
| | - Pedro M. Araújo
- CIBIO, Centro de Investigação em Biodiversidade e Recursos Genéticos, InBIO Laboratório Associado, Universidade do Porto, Vairão, Portugal
- BIOPOLIS Program in Genomics, Biodiversity and Land Planning, CIBIO, Vairão, Portugal
- University of Coimbra, MARE – Marine and Environmental Sciences Centre, Department of Life Sciences, Coimbra, Portugal
| | - Joseph C. Corbo
- Department of Pathology and Immunology, Washington University School of Medicine, St. Louis, MO, USA
| | - Miguel Carneiro
- CIBIO, Centro de Investigação em Biodiversidade e Recursos Genéticos, InBIO Laboratório Associado, Universidade do Porto, Vairão, Portugal
- BIOPOLIS Program in Genomics, Biodiversity and Land Planning, CIBIO, Vairão, Portugal
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Thrane K, Winge MCG, Wang H, Chen L, Guo MG, Andersson A, Abalo XM, Yang X, Kim DS, Longo SK, Soong BY, Meyers JM, Reynolds DL, McGeever A, Demircioglu D, Hasson D, Mirzazadeh R, Rubin AJ, Bae GH, Karkanias J, Rieger K, Lundeberg J, Ji AL. Single-Cell and Spatial Transcriptomic Analysis of Human Skin Delineates Intercellular Communication and Pathogenic Cells. J Invest Dermatol 2023; 143:2177-2192.e13. [PMID: 37142187 PMCID: PMC10592679 DOI: 10.1016/j.jid.2023.02.040] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2022] [Revised: 01/26/2023] [Accepted: 02/16/2023] [Indexed: 05/06/2023]
Abstract
Epidermal homeostasis is governed by a balance between keratinocyte proliferation and differentiation with contributions from cell-cell interactions, but conserved or divergent mechanisms governing this equilibrium across species and how an imbalance contributes to skin disease are largely undefined. To address these questions, human skin single-cell RNA sequencing and spatial transcriptomics data were integrated and compared with mouse skin data. Human skin cell-type annotation was improved using matched spatial transcriptomics data, highlighting the importance of spatial context in cell-type identity, and spatial transcriptomics refined cellular communication inference. In cross-species analyses, we identified a human spinous keratinocyte subpopulation that exhibited proliferative capacity and a heavy metal processing signature, which was absent in mouse and may account for species differences in epidermal thickness. This human subpopulation was expanded in psoriasis and zinc-deficiency dermatitis, attesting to disease relevance and suggesting a paradigm of subpopulation dysfunction as a hallmark of the disease. To assess additional potential subpopulation drivers of skin diseases, we performed cell-of-origin enrichment analysis within genodermatoses, nominating pathogenic cell subpopulations and their communication pathways, which highlighted multiple potential therapeutic targets. This integrated dataset is encompassed in a publicly available web resource to aid mechanistic and translational studies of normal and diseased skin.
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Affiliation(s)
- Kim Thrane
- Science for Life Laboratory, Department of Gene Technology, KTH Royal Institute of Technology, Solna, Sweden
| | - Mårten C G Winge
- Program in Epithelial Biology, Department of Dermatology, Stanford University School of Medicine, Stanford, California, USA
| | - Hongyu Wang
- Department of Dermatology, Icahn School of Medicine at Mount Sinai, New York, New York, USA; Black Family Stem Institute, Icahn School of Medicine at Mount Sinai, New York, New York, USA; School of Computer Science and Engineering, Northwestern Polytechnical University, Xi'an, China
| | - Larry Chen
- Department of Dermatology, Icahn School of Medicine at Mount Sinai, New York, New York, USA; Black Family Stem Institute, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Margaret G Guo
- Program in Epithelial Biology, Department of Dermatology, Stanford University School of Medicine, Stanford, California, USA; Biomedical Informatics Program, Department of Biomedical Data Science, Stanford University School of Medicine, Stanford, California, USA
| | - Alma Andersson
- Science for Life Laboratory, Department of Gene Technology, KTH Royal Institute of Technology, Solna, Sweden
| | - Xesús M Abalo
- Science for Life Laboratory, Department of Gene Technology, KTH Royal Institute of Technology, Solna, Sweden
| | - Xue Yang
- Program in Epithelial Biology, Department of Dermatology, Stanford University School of Medicine, Stanford, California, USA
| | - Daniel S Kim
- Program in Epithelial Biology, Department of Dermatology, Stanford University School of Medicine, Stanford, California, USA; Biomedical Informatics Program, Department of Biomedical Data Science, Stanford University School of Medicine, Stanford, California, USA
| | - Sophia K Longo
- Program in Epithelial Biology, Department of Dermatology, Stanford University School of Medicine, Stanford, California, USA
| | - Brian Y Soong
- Department of Dermatology, Icahn School of Medicine at Mount Sinai, New York, New York, USA; Black Family Stem Institute, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Jordan M Meyers
- Program in Epithelial Biology, Department of Dermatology, Stanford University School of Medicine, Stanford, California, USA
| | - David L Reynolds
- Program in Epithelial Biology, Department of Dermatology, Stanford University School of Medicine, Stanford, California, USA
| | - Aaron McGeever
- Chan Zuckerberg Biohub San Francisco, San Francisco, California, USA
| | - Deniz Demircioglu
- Bioinformatics for Next Generation Sequencing Core, The Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Dan Hasson
- Bioinformatics for Next Generation Sequencing Core, The Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, New York, USA; Graduate School of Biomedical Sciences, Icahn School of Medicine at Mount Sinai, New York, New York, USA; Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, New York, USA; The Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Reza Mirzazadeh
- Science for Life Laboratory, Department of Gene Technology, KTH Royal Institute of Technology, Solna, Sweden
| | - Adam J Rubin
- Program in Epithelial Biology, Department of Dermatology, Stanford University School of Medicine, Stanford, California, USA
| | - Gordon H Bae
- Program in Epithelial Biology, Department of Dermatology, Stanford University School of Medicine, Stanford, California, USA
| | - Jim Karkanias
- Chan Zuckerberg Biohub San Francisco, San Francisco, California, USA
| | - Kerri Rieger
- Program in Epithelial Biology, Department of Dermatology, Stanford University School of Medicine, Stanford, California, USA
| | - Joakim Lundeberg
- Science for Life Laboratory, Department of Gene Technology, KTH Royal Institute of Technology, Solna, Sweden
| | - Andrew L Ji
- Department of Dermatology, Icahn School of Medicine at Mount Sinai, New York, New York, USA; Black Family Stem Institute, Icahn School of Medicine at Mount Sinai, New York, New York, USA; Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, New York, USA; The Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, New York, USA.
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5
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Schäfer M, Schneider M, Müller T, Franz N, Braspenning-Wesch I, Stephan S, Schmidt G, Krijgsveld J, Helm D, Rösl F, Hasche D. Spatial tissue proteomics reveals distinct landscapes of heterogeneity in cutaneous papillomavirus-induced keratinocyte carcinomas. J Med Virol 2023; 95:e28850. [PMID: 37322807 DOI: 10.1002/jmv.28850] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2023] [Revised: 05/24/2023] [Accepted: 05/26/2023] [Indexed: 06/17/2023]
Abstract
Infection with certain cutaneous human papillomaviruses (HPV), in conjunction with chronic ultraviolet (UV) exposure, are the major cofactors of non-melanoma skin cancer (NMSC), the most frequent cancer type worldwide. Cutaneous squamous cell carcinomas (SCCs) as well as tumors in general represent three-dimensional entities determined by both temporal and spatial constraints. Whole tissue proteomics is a straightforward approach to understand tumorigenesis in better detail, but studies focusing on different progression states toward a dedifferentiated SCC phenotype on a spatial level are rare. Here, we applied an innovative proteomic workflow on formalin-fixed, paraffin-embedded (FFPE) epithelial tumors derived from the preclinical animal model Mastomys coucha. This rodent is naturally infected with its genuine cutaneous papillomavirus and closely mimics skin carcinogenesis in the context of cutaneous HPV infections in humans. We deciphered cellular networks by comparing diverse epithelial tissues with respect to their differentiation level and infection status. Our study reveals novel regulatory proteins and pathways associated with virus-induced tumor initiation and progression of SCCs. This approach provides the basis to better comprehend the multistep process of skin carcinogenesis.
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Affiliation(s)
- Miriam Schäfer
- Division of Viral Transformation Mechanisms, Research Program "Infection, Inflammation and Cancer", German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Martin Schneider
- Proteomics Core Facility, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Torsten Müller
- Division Proteomics of Stem Cells and Cancer, Research Program "Functional and Structural Genomics", German Cancer Research Center (DKFZ), Heidelberg, Germany
- Heidelberg University, Medical Faculty, Heidelberg, Germany
| | - Natascha Franz
- Division of Viral Transformation Mechanisms, Research Program "Infection, Inflammation and Cancer", German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Ilona Braspenning-Wesch
- Division of Viral Transformation Mechanisms, Research Program "Infection, Inflammation and Cancer", German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Sonja Stephan
- Division of Viral Transformation Mechanisms, Research Program "Infection, Inflammation and Cancer", German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Gabriele Schmidt
- Core Facility Unit Light Microscopy, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Jeroen Krijgsveld
- Division Proteomics of Stem Cells and Cancer, Research Program "Functional and Structural Genomics", German Cancer Research Center (DKFZ), Heidelberg, Germany
- Heidelberg University, Medical Faculty, Heidelberg, Germany
| | - Dominic Helm
- Proteomics Core Facility, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Frank Rösl
- Division of Viral Transformation Mechanisms, Research Program "Infection, Inflammation and Cancer", German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Daniel Hasche
- Division of Viral Transformation Mechanisms, Research Program "Infection, Inflammation and Cancer", German Cancer Research Center (DKFZ), Heidelberg, Germany
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6
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Liu L, Ju M, Hu Y, Luan C, Zhang J, Chen K. Genome-wide DNA methylation and transcription analysis in psoriatic epidermis. Epigenomics 2023; 15:209-226. [PMID: 37158398 DOI: 10.2217/epi-2022-0458] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/10/2023] Open
Abstract
Aim: To identify DNA methylation and transcription biomarkers in the psoriatic epidermis. Materials & methods: Gene transcription and DNA methylation datasets of psoriatic epidermal tissue were obtained from the Gene Expression Omnibus. Machine learning algorithm analysis and weighted gene coexpression network analysis were carried out to screen hub genes. Results: Differentially methylated and expressed genes were identified in the psoriatic epidermis. Six hub genes were selected - GZMB, CRIP1, S100A12, ISG15, CRABP2 and VNN1 - whose transcript levels showed a significant correlation with Psoriasis Area and Severity Index scores and immune infiltration. Conclusion: Psoriatic epidermis is primarily in a hypermethylated status. Epidermis-specific hub differentially methylated and expressed genes are potential biomarkers to help judge the condition of psoriasis.
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Affiliation(s)
- Lingxi Liu
- Institute of Dermatology, Chinese Academy of Medical Sciences & Peking Union Medical College, Nanjing, Jiangsu, 210042, China
| | - Mei Ju
- Institute of Dermatology, Chinese Academy of Medical Sciences & Peking Union Medical College, Nanjing, Jiangsu, 210042, China
| | - Yu Hu
- Institute of Dermatology, Chinese Academy of Medical Sciences & Peking Union Medical College, Nanjing, Jiangsu, 210042, China
| | - Chao Luan
- Institute of Dermatology, Chinese Academy of Medical Sciences & Peking Union Medical College, Nanjing, Jiangsu, 210042, China
| | - Jiaan Zhang
- Institute of Dermatology, Chinese Academy of Medical Sciences & Peking Union Medical College, Nanjing, Jiangsu, 210042, China
| | - Kun Chen
- Institute of Dermatology, Chinese Academy of Medical Sciences & Peking Union Medical College, Nanjing, Jiangsu, 210042, China
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7
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Levra Levron C, Watanabe M, Proserpio V, Piacenti G, Lauria A, Kaltenbach S, Tamburrini A, Nohara T, Anselmi F, Duval C, Elettrico L, Donna D, Conti L, Baev D, Natsuga K, Hagai T, Oliviero S, Donati G. Tissue memory relies on stem cell priming in distal undamaged areas. Nat Cell Biol 2023; 25:740-753. [PMID: 37081165 DOI: 10.1038/s41556-023-01120-0] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2022] [Accepted: 02/28/2023] [Indexed: 04/22/2023]
Abstract
Epithelial cells that participated in wound repair elicit a more efficient response to future injuries, which is believed to be locally restricted. Here we show that cell adaptation resulting from a localized tissue damage has a wide spatial impact at a scale not previously appreciated. We demonstrate that a specific stem cell population, distant from the original injury, originates long-lasting wound memory progenitors residing in their own niche. Notably, these distal memory cells have not taken part in the first healing but become intrinsically pre-activated through priming. This cell state, maintained at the chromatin and transcriptional level, leads to an enhanced wound repair that is partially recapitulated through epigenetic perturbation. Importantly wound memory has long-term harmful consequences, exacerbating tumourigenesis. Overall, we show that sub-organ-scale adaptation to injury relies on spatially organized memory-dedicated progenitors, characterized by an actionable cell state that establishes an epigenetic field cancerization and predisposes to tumour onset.
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Affiliation(s)
- Chiara Levra Levron
- Department of Life Sciences and Systems Biology, University of Turin, Torino, Italy
- Molecular Biotechnology Center 'Guido Tarone', University of Turin, Torino, Italy
| | - Mika Watanabe
- Department of Life Sciences and Systems Biology, University of Turin, Torino, Italy
- Molecular Biotechnology Center 'Guido Tarone', University of Turin, Torino, Italy
| | - Valentina Proserpio
- Department of Life Sciences and Systems Biology, University of Turin, Torino, Italy
- Molecular Biotechnology Center 'Guido Tarone', University of Turin, Torino, Italy
- Italian Institute for Genomic Medicine, Candiolo (TO), Italy
| | - Gabriele Piacenti
- Department of Life Sciences and Systems Biology, University of Turin, Torino, Italy
- Molecular Biotechnology Center 'Guido Tarone', University of Turin, Torino, Italy
| | - Andrea Lauria
- Department of Life Sciences and Systems Biology, University of Turin, Torino, Italy
- Molecular Biotechnology Center 'Guido Tarone', University of Turin, Torino, Italy
- Italian Institute for Genomic Medicine, Candiolo (TO), Italy
| | - Stefan Kaltenbach
- Shmunis School of Biomedicine and Cancer Research, George S Wise Faculty of Life Sciences, Tel Aviv University, Tel Aviv, Israel
| | - Annalaura Tamburrini
- Department of Life Sciences and Systems Biology, University of Turin, Torino, Italy
- Molecular Biotechnology Center 'Guido Tarone', University of Turin, Torino, Italy
- Italian Institute for Genomic Medicine, Candiolo (TO), Italy
| | - Takuma Nohara
- Department of Dermatology, Faculty of Medicine and Graduate School of Medicine, Hokkaido University, Sapporo, Japan
| | - Francesca Anselmi
- Department of Life Sciences and Systems Biology, University of Turin, Torino, Italy
- Molecular Biotechnology Center 'Guido Tarone', University of Turin, Torino, Italy
| | - Carlotta Duval
- Department of Life Sciences and Systems Biology, University of Turin, Torino, Italy
- Molecular Biotechnology Center 'Guido Tarone', University of Turin, Torino, Italy
| | - Luca Elettrico
- Department of Life Sciences and Systems Biology, University of Turin, Torino, Italy
- Molecular Biotechnology Center 'Guido Tarone', University of Turin, Torino, Italy
| | - Daniela Donna
- Department of Life Sciences and Systems Biology, University of Turin, Torino, Italy
- Molecular Biotechnology Center 'Guido Tarone', University of Turin, Torino, Italy
| | - Laura Conti
- Molecular Biotechnology Center 'Guido Tarone', University of Turin, Torino, Italy
- Department of Molecular Biotechnology and Health Sciences, University of Turin, Torino, Italy
| | - Denis Baev
- Italian Institute for Genomic Medicine, Candiolo (TO), Italy
| | - Ken Natsuga
- Department of Dermatology, Faculty of Medicine and Graduate School of Medicine, Hokkaido University, Sapporo, Japan
| | - Tzachi Hagai
- Shmunis School of Biomedicine and Cancer Research, George S Wise Faculty of Life Sciences, Tel Aviv University, Tel Aviv, Israel
| | - Salvatore Oliviero
- Department of Life Sciences and Systems Biology, University of Turin, Torino, Italy
- Molecular Biotechnology Center 'Guido Tarone', University of Turin, Torino, Italy
- Italian Institute for Genomic Medicine, Candiolo (TO), Italy
| | - Giacomo Donati
- Department of Life Sciences and Systems Biology, University of Turin, Torino, Italy.
- Molecular Biotechnology Center 'Guido Tarone', University of Turin, Torino, Italy.
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