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Michelatti D, Beyes S, Bernardis C, Negri ML, Morelli L, Bediaga NG, Poli V, Fagnocchi L, Lago S, D'Annunzio S, Cona N, Gaspardo I, Bianchi A, Jovetic J, Gianesello M, Turdo A, D'Accardo C, Gaggianesi M, Dori M, Forcato M, Crispatzu G, Rada-Iglesias A, Sosa MS, Timmers HTM, Bicciato S, Todaro M, Tiberi L, Zippo A. Oncogenic enhancers prime quiescent metastatic cells to escape NK immune surveillance by eliciting transcriptional memory. Nat Commun 2024; 15:2198. [PMID: 38503727 PMCID: PMC10951355 DOI: 10.1038/s41467-024-46524-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2024] [Accepted: 02/29/2024] [Indexed: 03/21/2024] Open
Abstract
Metastasis arises from disseminated tumour cells (DTCs) that are characterized by intrinsic phenotypic plasticity and the capability of seeding to secondary organs. DTCs can remain latent for years before giving rise to symptomatic overt metastasis. In this context, DTCs fluctuate between a quiescent and proliferative state in response to systemic and microenvironmental signals including immune-mediated surveillance. Despite its relevance, how intrinsic mechanisms sustain DTCs plasticity has not been addressed. By interrogating the epigenetic state of metastatic cells, we find that tumour progression is coupled with the activation of oncogenic enhancers that are organized in variable interconnected chromatin domains. This spatial chromatin context leads to the activation of a robust transcriptional response upon repeated exposure to retinoic acid (RA). We show that this adaptive mechanism sustains the quiescence of DTCs through the activation of the master regulator SOX9. Finally, we determine that RA-stimulated transcriptional memory increases the fitness of metastatic cells by supporting the escape of quiescent DTCs from NK-mediated immune surveillance. Overall, these findings highlight the contribution of oncogenic enhancers in establishing transcriptional memories as an adaptive mechanism to reinforce cancer dormancy and immune escape, thus amenable for therapeutic intervention.
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Affiliation(s)
- Daniela Michelatti
- Department of Cellular, Computational and Integrative Biology (CIBIO), University of Trento, 38123, Trento, Italy
| | - Sven Beyes
- Department of Cellular, Computational and Integrative Biology (CIBIO), University of Trento, 38123, Trento, Italy
| | - Chiara Bernardis
- Department of Cellular, Computational and Integrative Biology (CIBIO), University of Trento, 38123, Trento, Italy
| | - Maria Luce Negri
- Department of Cellular, Computational and Integrative Biology (CIBIO), University of Trento, 38123, Trento, Italy
| | - Leonardo Morelli
- Department of Cellular, Computational and Integrative Biology (CIBIO), University of Trento, 38123, Trento, Italy
| | - Naiara Garcia Bediaga
- Department of Cellular, Computational and Integrative Biology (CIBIO), University of Trento, 38123, Trento, Italy
- The South Australian Immunogenomics Cancer Institute, Faculty of Medicine Nursing and Medical Sciences, The University of Adelaide, Adelaide, Australia
| | - Vittoria Poli
- Department of Cellular, Computational and Integrative Biology (CIBIO), University of Trento, 38123, Trento, Italy
- Istituto Italiano di Tecnologia IIT, Milan, Italy
| | - Luca Fagnocchi
- Department of Cellular, Computational and Integrative Biology (CIBIO), University of Trento, 38123, Trento, Italy
- Department of Epigenetics Van Andel Institute, Grand Rapids, MI, USA
| | - Sara Lago
- Department of Cellular, Computational and Integrative Biology (CIBIO), University of Trento, 38123, Trento, Italy
| | - Sarah D'Annunzio
- Department of Cellular, Computational and Integrative Biology (CIBIO), University of Trento, 38123, Trento, Italy
| | - Nicole Cona
- Department of Cellular, Computational and Integrative Biology (CIBIO), University of Trento, 38123, Trento, Italy
| | - Ilaria Gaspardo
- Department of Cellular, Computational and Integrative Biology (CIBIO), University of Trento, 38123, Trento, Italy
| | - Aurora Bianchi
- Department of Cellular, Computational and Integrative Biology (CIBIO), University of Trento, 38123, Trento, Italy
| | - Jovana Jovetic
- Department of Cellular, Computational and Integrative Biology (CIBIO), University of Trento, 38123, Trento, Italy
| | - Matteo Gianesello
- Department of Cellular, Computational and Integrative Biology (CIBIO), University of Trento, 38123, Trento, Italy
| | - Alice Turdo
- Department of Health Promotion, Mother and Child Care, Internal Medicine and Medical Specialties (PROMISE), University of Palermo, Palermo, Italy
| | - Caterina D'Accardo
- Department of Health Promotion, Mother and Child Care, Internal Medicine and Medical Specialties (PROMISE), University of Palermo, Palermo, Italy
| | - Miriam Gaggianesi
- Department of Surgical, Oncological and Stomatological Sciences (DICHIRONS), University of Palermo, Palermo, Italy
| | - Martina Dori
- Department of Life Sciences, University of Modena and Reggio Emilia, Modena, Italy
| | - Mattia Forcato
- Department of Life Sciences, University of Modena and Reggio Emilia, Modena, Italy
| | - Giuliano Crispatzu
- Center for Molecular Medicine Cologne (CMMC), University of Cologne, Cologne, Germany
| | - Alvaro Rada-Iglesias
- Institute of Biomedicine and Biotechnology of Cantabria (IBBTEC), CSIC/Universidad de Cantabria, Santander, Spain
| | - Maria Soledad Sosa
- Department of Pharmacological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - H T Marc Timmers
- Department of Urology, Medical Center-University of Freiburg, Freiburg, Germany
- German Cancer Consortium (DKTK) partner site Freiburg, German Cancer Research Center (DKFZ), 69120, Heidelberg, Germany
| | - Silvio Bicciato
- Department of Life Sciences, University of Modena and Reggio Emilia, Modena, Italy
| | - Matilde Todaro
- Department of Health Promotion, Mother and Child Care, Internal Medicine and Medical Specialties (PROMISE), University of Palermo, Palermo, Italy
| | - Luca Tiberi
- Department of Cellular, Computational and Integrative Biology (CIBIO), University of Trento, 38123, Trento, Italy
| | - Alessio Zippo
- Department of Cellular, Computational and Integrative Biology (CIBIO), University of Trento, 38123, Trento, Italy.
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2
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Doffini A, Forcato C, Mangano C, Lattuada D, Aversa R, Maranta C, Giovannone ED, Buson G, Bolognesi C, Maiocchi R, Dori M, Jamal L, Ahmad RB, Yeo GSH, Yeo TW, Saragozza S, Silipigni R, Serafini M, Biondi A, Perego S, Vergani P, Ferrazzi E, Ricciardi-Castagnoli P, Musci TJ, Grati FR. Isolation of single circulating trophoblasts from maternal circulation for noninvasive fetal copy number variant profiling. Prenat Diagn 2023; 43:14-27. [PMID: 36443901 PMCID: PMC10107339 DOI: 10.1002/pd.6275] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2022] [Revised: 11/22/2022] [Accepted: 11/25/2022] [Indexed: 11/30/2022]
Abstract
OBJECTIVE To develop a multi-step workflow for the isolation of circulating extravillous trophoblasts (cEVTs) by describing the key steps enabling a semi-automated process, including a proprietary algorithm for fetal cell origin genetic confirmation and copy number variant (CNV) detection. METHODS Determination of the limit of detection (LoD) for submicroscopic CNV was performed by serial experiments with genomic DNA and single cells from Coriell cell line biobank with known imbalances of different sizes. A pregnancy population of 372 women was prospectively enrolled and blindly analyzed to evaluate the current workflow. RESULTS An LoD of 800 Kb was demonstrated with Coriell cell lines. This level of resolution was confirmed in the clinical cohort with the identification of a pathogenic CNV of 800 Kb, also detected by chromosomal microarray. The mean number of recovered cEVTs was 3.5 cells per sample with a significant reverse linear trend between gestational age and cEVT recovery rate and number of recovered cEVTs. In twin pregnanices, evaluation of zygosity, fetal sex and copy number profiling was performed in each individual cell. CONCLUSION Our semi-automated methodology for the isolation and single-cell analysis of cEVTS supports the feasibility of a cell-based noninvasive prenatal test for fetal genomic profiling.
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Affiliation(s)
- Anna Doffini
- A. Menarini Biomarkers Singapore Pte Ltd, R&D department, Singapore, Singapore
| | - Claudio Forcato
- A. Menarini Biomarkers Singapore Pte Ltd, R&D department, Singapore, Singapore
| | - Chiara Mangano
- A. Menarini Biomarkers Singapore Pte Ltd, R&D department, Singapore, Singapore
| | - Debora Lattuada
- Department of Woman Child and Neonate, Obstetrics Unit, Fondazione IRCCS, Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy
| | - Roberta Aversa
- A. Menarini Biomarkers Singapore Pte Ltd, R&D department, Singapore, Singapore
| | - Chiara Maranta
- A. Menarini Biomarkers Singapore Pte Ltd, R&D department, Singapore, Singapore
| | - Emilia D Giovannone
- A. Menarini Biomarkers Singapore Pte Ltd, R&D department, Singapore, Singapore
| | - Genny Buson
- A. Menarini Biomarkers Singapore Pte Ltd, R&D department, Singapore, Singapore
| | - Chiara Bolognesi
- A. Menarini Biomarkers Singapore Pte Ltd, R&D department, Singapore, Singapore
| | - Rebecca Maiocchi
- A. Menarini Biomarkers Singapore Pte Ltd, R&D department, Singapore, Singapore
| | - Martina Dori
- A. Menarini Biomarkers Singapore Pte Ltd, R&D department, Singapore, Singapore
| | - Liyana Jamal
- A. Menarini Biomarkers Singapore Pte Ltd, R&D department, Singapore, Singapore
| | - Raidah B Ahmad
- A. Menarini Biomarkers Singapore Pte Ltd, R&D department, Singapore, Singapore
| | - George S H Yeo
- Department of Maternal Fetal Medicine, KK Women's and Children's Hospital, Singapore, Singapore
| | - Tai Wai Yeo
- Department of Maternal Fetal Medicine, KK Women's and Children's Hospital, Singapore, Singapore
| | - Silvia Saragozza
- Research and Development, Cytogenetics and Molecular Genetics, TOMA Advanced Biomedical Assays S.p.A., Impact Lab, Busto Arsizio, Italy
| | - Rosamaria Silipigni
- Laboratory of Medical Genetics, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy
| | - Marta Serafini
- Centro Ricerca M. Tettamanti, Department of Pediatrics, University of Milano-Bicocca, Monza, Italy
| | - Andrea Biondi
- Centro Ricerca M. Tettamanti, Department of Pediatrics, University of Milano-Bicocca, Monza, Italy
| | - Sofia Perego
- Department of Obstetrics and Gynecology, MBBM Foundation Onlus at San Gerardo Hospital, Monza, Italy
| | - Patrizia Vergani
- Department of Obstetrics and Gynecology, MBBM Foundation Onlus at San Gerardo Hospital, Monza, Italy
| | - Enrico Ferrazzi
- Department of Woman Child and Neonate, Obstetrics Unit, Fondazione IRCCS, Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy
| | | | - Thomas J Musci
- A. Menarini Biomarkers Singapore Pte Ltd, R&D department, Singapore, Singapore
| | - Francesca Romana Grati
- A. Menarini Biomarkers Singapore Pte Ltd, R&D department, Singapore, Singapore.,Research and Development, Cytogenetics and Molecular Genetics, TOMA Advanced Biomedical Assays S.p.A., Impact Lab, Busto Arsizio, Italy
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3
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Dori M, Caroli J, Forcato M. Circr, a Computational Tool to Identify miRNA:circRNA Associations. Front Bioinform 2022; 2:852834. [PMID: 36304313 PMCID: PMC9580875 DOI: 10.3389/fbinf.2022.852834] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2022] [Accepted: 02/21/2022] [Indexed: 08/21/2023] Open
Abstract
Circular RNAs (circRNAs) are known to act as important regulators of the microRNA (miRNA) activity. Yet, computational resources to identify miRNA:circRNA interactions are mostly limited to already annotated circRNAs or affected by high rates of false positive predictions. To overcome these limitations, we developed Circr, a computational tool for the prediction of associations between circRNAs and miRNAs. Circr combines three publicly available algorithms for de novo prediction of miRNA binding sites on target sequences (miRanda, RNAhybrid, and TargetScan) and annotates each identified miRNA:target pairs with experimentally validated miRNA:RNA interactions and binding sites for Argonaute proteins derived from either ChIPseq or CLIPseq data. The combination of multiple tools for the identification of a single miRNA recognition site with experimental data allows to efficiently prioritize candidate miRNA:circRNA interactions for functional studies in different organisms. Circr can use its internal annotation database or custom annotation tables to enhance the identification of novel and not previously annotated miRNA:circRNA sites in virtually any species. Circr is written in Python 3.6 and is released under the GNU GPL3.0 License at https://github.com/bicciatolab/Circr.
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Affiliation(s)
- Martina Dori
- Department of Life Sciences, University of Modena and Reggio Emilia, Modena,Italy
| | - Jimmy Caroli
- Department of Life Sciences, University of Modena and Reggio Emilia, Modena,Italy
- Department of Drug Design and Pharmacology, University of Copenhagen, Copenhagen, Denmark
| | - Mattia Forcato
- Department of Life Sciences, University of Modena and Reggio Emilia, Modena,Italy
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4
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Forcato C, Mangano C, Lattuada D, Aversa R, Maranta C, Giovannone E, Buson G, Bolognesi C, Maiocchi R, Dori M, Jamal L, Ahmad R, Yeo GS, Yeo TW, Saragozza S, Serafini M, Biondi A, Perego S, Vergani P, Ferrazzi E, Grati FR, Ricciardi-Castagnoli P. OP049: Automated isolation and genetic characterization of single circulating fetal trophoblasts in pregnant women. Genet Med 2022. [DOI: 10.1016/j.gim.2022.01.595] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
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5
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Zangrossi M, Romani P, Chakravarty P, Ratcliffe CD, Hooper S, Dori M, Forcato M, Bicciato S, Dupont S, Sahai E, Montagner M. EphB6 Regulates TFEB-Lysosomal Pathway and Survival of Disseminated Indolent Breast Cancer Cells. Cancers (Basel) 2021; 13:1079. [PMID: 33802447 PMCID: PMC7959459 DOI: 10.3390/cancers13051079] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2021] [Revised: 02/20/2021] [Accepted: 02/24/2021] [Indexed: 12/20/2022] Open
Abstract
Late relapse of disseminated cancer cells is a common feature of breast and prostate tumors. Several intrinsic and extrinsic factors have been shown to affect quiescence and reawakening of disseminated dormant cancer cells (DDCCs); however, the signals and processes sustaining the survival of DDCCs in a foreign environment are still poorly understood. We have recently shown that crosstalk with lung epithelial cells promotes survival of DDCCs of estrogen receptor-positive (ER+) breast tumors. By using a lung organotypic system and in vivo dissemination assays, here we show that the TFEB-lysosomal axis is activated in DDCCs and that it is modulated by the pro-survival ephrin receptor EphB6. TFEB lysosomal direct targets are enriched in DDCCs in vivo and correlate with relapse in ER+ breast cancer patients. Direct coculture of DDCCs with alveolar type I-like lung epithelial cells and dissemination in the lung drive lysosomal accumulation and EphB6 induction. EphB6 contributes to survival, TFEB transcriptional activity, and lysosome formation in DDCCs in vitro and in vivo. Furthermore, signaling from EphB6 promotes the proliferation of surrounding lung parenchymal cells in vivo. Our data provide evidence that EphB6 is a key factor in the crosstalk between disseminated dormant cancer cells and the lung parenchyma and that the TFEB-lysosomal pathway plays an important role in the persistence of DDCCs.
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Affiliation(s)
- Manuela Zangrossi
- Department of Molecular Medicine, University of Padua, Viale G. Colombo, 3, 35126 Padua, Italy; (M.Z.); (P.R.); (S.D.)
| | - Patrizia Romani
- Department of Molecular Medicine, University of Padua, Viale G. Colombo, 3, 35126 Padua, Italy; (M.Z.); (P.R.); (S.D.)
| | - Probir Chakravarty
- Bioinformatics Platform, Francis Crick Institute, 1 Midland Road, London NW1 1AT, UK;
| | - Colin D.H. Ratcliffe
- Tumor Cell Biology Lab, Francis Crick Institute, 1 Midland Road, London NW1 1AT, UK; (C.D.H.R.); (S.H.)
| | - Steven Hooper
- Tumor Cell Biology Lab, Francis Crick Institute, 1 Midland Road, London NW1 1AT, UK; (C.D.H.R.); (S.H.)
| | - Martina Dori
- Department of Life Sciences, University of Modena and Reggio Emilia, Via Giuseppe Campi, 287, 41125 Modena, Italy; (M.D.); (M.F.); (S.B.)
| | - Mattia Forcato
- Department of Life Sciences, University of Modena and Reggio Emilia, Via Giuseppe Campi, 287, 41125 Modena, Italy; (M.D.); (M.F.); (S.B.)
| | - Silvio Bicciato
- Department of Life Sciences, University of Modena and Reggio Emilia, Via Giuseppe Campi, 287, 41125 Modena, Italy; (M.D.); (M.F.); (S.B.)
| | - Sirio Dupont
- Department of Molecular Medicine, University of Padua, Viale G. Colombo, 3, 35126 Padua, Italy; (M.Z.); (P.R.); (S.D.)
| | - Erik Sahai
- Tumor Cell Biology Lab, Francis Crick Institute, 1 Midland Road, London NW1 1AT, UK; (C.D.H.R.); (S.H.)
| | - Marco Montagner
- Department of Molecular Medicine, University of Padua, Viale G. Colombo, 3, 35126 Padua, Italy; (M.Z.); (P.R.); (S.D.)
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Fernández V, Martínez-Martínez MÁ, Prieto-Colomina A, Cárdenas A, Soler R, Dori M, Tomasello U, Nomura Y, López-Atalaya JP, Calegari F, Borrell V. Repression of Irs2 by let-7 miRNAs is essential for homeostasis of the telencephalic neuroepithelium. EMBO J 2020; 39:e105479. [PMID: 32985705 PMCID: PMC7604626 DOI: 10.15252/embj.2020105479] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2020] [Revised: 08/21/2020] [Accepted: 08/28/2020] [Indexed: 01/01/2023] Open
Abstract
Structural integrity and cellular homeostasis of the embryonic stem cell niche are critical for normal tissue development. In the telencephalic neuroepithelium, this is controlled in part by cell adhesion molecules and regulators of progenitor cell lineage, but the specific orchestration of these processes remains unknown. Here, we studied the role of microRNAs in the embryonic telencephalon as key regulators of gene expression. By using the early recombiner Rx-Cre mouse, we identify novel and critical roles of miRNAs in early brain development, demonstrating they are essential to preserve the cellular homeostasis and structural integrity of the telencephalic neuroepithelium. We show that Rx-Cre;DicerF/F mouse embryos have a severe disruption of the telencephalic apical junction belt, followed by invagination of the ventricular surface and formation of hyperproliferative rosettes. Transcriptome analyses and functional experiments in vivo show that these defects result from upregulation of Irs2 upon loss of let-7 miRNAs in an apoptosis-independent manner. Our results reveal an unprecedented relevance of miRNAs in early forebrain development, with potential mechanistic implications in pediatric brain cancer.
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Affiliation(s)
- Virginia Fernández
- Instituto de Neurociencias, Consejo Superior de Investigaciones Científicas & Universidad Miguel Hernández, Sant Joan d'Alacant, Spain
| | - Maria Ángeles Martínez-Martínez
- Instituto de Neurociencias, Consejo Superior de Investigaciones Científicas & Universidad Miguel Hernández, Sant Joan d'Alacant, Spain
| | - Anna Prieto-Colomina
- Instituto de Neurociencias, Consejo Superior de Investigaciones Científicas & Universidad Miguel Hernández, Sant Joan d'Alacant, Spain
| | - Adrián Cárdenas
- Instituto de Neurociencias, Consejo Superior de Investigaciones Científicas & Universidad Miguel Hernández, Sant Joan d'Alacant, Spain
| | - Rafael Soler
- Instituto de Neurociencias, Consejo Superior de Investigaciones Científicas & Universidad Miguel Hernández, Sant Joan d'Alacant, Spain
| | - Martina Dori
- CRTD-Center for Regenerative Therapies, School of Medicine, Technische Universität Dresden, Dresden, Germany
| | - Ugo Tomasello
- Instituto de Neurociencias, Consejo Superior de Investigaciones Científicas & Universidad Miguel Hernández, Sant Joan d'Alacant, Spain
| | - Yuki Nomura
- Instituto de Neurociencias, Consejo Superior de Investigaciones Científicas & Universidad Miguel Hernández, Sant Joan d'Alacant, Spain
| | - José P López-Atalaya
- Instituto de Neurociencias, Consejo Superior de Investigaciones Científicas & Universidad Miguel Hernández, Sant Joan d'Alacant, Spain
| | - Federico Calegari
- CRTD-Center for Regenerative Therapies, School of Medicine, Technische Universität Dresden, Dresden, Germany
| | - Víctor Borrell
- Instituto de Neurociencias, Consejo Superior de Investigaciones Científicas & Universidad Miguel Hernández, Sant Joan d'Alacant, Spain
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7
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Dori M, Cavalli D, Lesche M, Massalini S, Alieh LHA, de Toledo BC, Khudayberdiev S, Schratt G, Dahl A, Calegari F. MicroRNA profiling of mouse cortical progenitors and neurons reveals miR-486-5p as a regulator of neurogenesis. Development 2020; 147:dev.190520. [PMID: 32273274 DOI: 10.1242/dev.190520] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2020] [Accepted: 03/26/2020] [Indexed: 12/12/2022]
Abstract
MicroRNAs (miRNAs) are short (∼22 nt) single-stranded non-coding RNAs that regulate gene expression at the post-transcriptional level. Over recent years, many studies have extensively characterized the involvement of miRNA-mediated regulation in neurogenesis and brain development. However, a comprehensive catalog of cortical miRNAs expressed in a cell-specific manner in progenitor types of the developing mammalian cortex is still missing. Overcoming this limitation, here we exploited a double reporter mouse line previously validated by our group to allow the identification of the transcriptional signature of neurogenic commitment and provide the field with the complete atlas of miRNA expression in proliferating neural stem cells, neurogenic progenitors and newborn neurons during corticogenesis. By extending the currently known list of miRNAs expressed in the mouse brain by over twofold, our study highlights the power of cell type-specific analyses for the detection of transcripts that would otherwise be diluted out when studying bulk tissues. We further exploited our data by predicting putative miRNAs and validated the power of our approach by providing evidence for the involvement of miR-486 in brain development.
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Affiliation(s)
- Martina Dori
- CRTD - Center for Regenerative Therapies Dresden, School of Medicine, TU Dresden, Fetcherstrasse 105, 01307 Dresden, Germany
| | - Daniel Cavalli
- CRTD - Center for Regenerative Therapies Dresden, School of Medicine, TU Dresden, Fetcherstrasse 105, 01307 Dresden, Germany
| | - Mathias Lesche
- DRESDEN-concept Genome Center c/o Center for Molecular and Cellular Bioengineering (CMCB), Technische Universität Dresden, Fetcherstrasse 105, 01307 Dresden, Germany
| | - Simone Massalini
- CRTD - Center for Regenerative Therapies Dresden, School of Medicine, TU Dresden, Fetcherstrasse 105, 01307 Dresden, Germany
| | - Leila Haj Abdullah Alieh
- CRTD - Center for Regenerative Therapies Dresden, School of Medicine, TU Dresden, Fetcherstrasse 105, 01307 Dresden, Germany
| | - Beatriz Cardoso de Toledo
- CRTD - Center for Regenerative Therapies Dresden, School of Medicine, TU Dresden, Fetcherstrasse 105, 01307 Dresden, Germany
| | - Sharof Khudayberdiev
- Institute for Physiological Chemistry, Biochemical-Pharmacological Center Marburg, Philipps-University of Marburg, Karl-von-Frisch-Strasse 2, 35043 Marburg, Germany
| | - Gerhard Schratt
- Institute for Physiological Chemistry, Biochemical-Pharmacological Center Marburg, Philipps-University of Marburg, Karl-von-Frisch-Strasse 2, 35043 Marburg, Germany
| | - Andreas Dahl
- DRESDEN-concept Genome Center c/o Center for Molecular and Cellular Bioengineering (CMCB), Technische Universität Dresden, Fetcherstrasse 105, 01307 Dresden, Germany
| | - Federico Calegari
- CRTD - Center for Regenerative Therapies Dresden, School of Medicine, TU Dresden, Fetcherstrasse 105, 01307 Dresden, Germany
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8
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Caroli J, Dori M, Bicciato S. Computational Methods for the Integrative Analysis of Genomics and Pharmacological Data. Front Oncol 2020; 10:185. [PMID: 32175273 PMCID: PMC7056894 DOI: 10.3389/fonc.2020.00185] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2019] [Accepted: 02/03/2020] [Indexed: 01/22/2023] Open
Abstract
Since the pioneering NCI-60 panel of the late'80's, several major screenings of genetic profiling and drug testing in cancer cell lines have been conducted to investigate how genetic backgrounds and transcriptional patterns shape cancer's response to therapy and to identify disease-specific genes associated with drug response. Historically, pharmacogenomics screenings have been largely heterogeneous in terms of investigated cell lines, assay technologies, number of compounds, type and quality of genomic data, and methods for their computational analysis. The analysis of this enormous and heterogeneous amount of data required the development of computational methods for the integration of genomic profiles with drug responses across multiple screenings. Here, we will review the computational tools that have been developed to integrate cancer cell lines' genomic profiles and sensitivity to small molecule perturbations obtained from different screenings.
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Affiliation(s)
- Jimmy Caroli
- Department of Life Sciences, University of Modena and Reggio Emilia, Modena, Italy
| | - Martina Dori
- Department of Life Sciences, University of Modena and Reggio Emilia, Modena, Italy
| | - Silvio Bicciato
- Department of Life Sciences, University of Modena and Reggio Emilia, Modena, Italy
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9
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Dori M, Bicciato S. Integration of Bioinformatic Predictions and Experimental Data to Identify circRNA-miRNA Associations. Genes (Basel) 2019; 10:genes10090642. [PMID: 31450634 PMCID: PMC6769881 DOI: 10.3390/genes10090642] [Citation(s) in RCA: 50] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2019] [Revised: 08/20/2019] [Accepted: 08/21/2019] [Indexed: 12/20/2022] Open
Abstract
Circular RNAs (circRNAs) have recently emerged as a novel class of transcripts, characterized by covalently linked 3'-5' ends that result in the so-called backsplice junction. During the last few years, thousands of circRNAs have been identified in different organisms. Yet, despite their role as disease biomarker started to emerge, depicting their function remains challenging. Different studies have shown that certain circRNAs act as miRNA sponges, but any attempt to generalize from the single case to the "circ-ome" has failed so far. In this review, we explore the potential to define miRNA "sponging" as a more general function of circRNAs and describe the different approaches to predict miRNA response elements (MREs) in known or novel circRNA sequences. Moreover, we discuss how experiments based on Ago2-IP and experimentally validated miRNA:target duplexes can be used to either prioritize or validate putative miRNA-circRNA associations.
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Affiliation(s)
- Martina Dori
- Center for Genome Research, Department of Life Sciences, University of Modena and Reggio Emilia, Via G. Campi, 287, 41100 Modena, Italy.
| | - Silvio Bicciato
- Center for Genome Research, Department of Life Sciences, University of Modena and Reggio Emilia, Via G. Campi, 287, 41100 Modena, Italy.
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Dori M, Haj Abdullah Alieh L, Cavalli D, Massalini S, Lesche M, Dahl A, Calegari F. Sequence and expression levels of circular RNAs in progenitor cell types during mouse corticogenesis. Life Sci Alliance 2019; 2:2/2/e201900354. [PMID: 30926618 PMCID: PMC6441494 DOI: 10.26508/lsa.201900354] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2019] [Revised: 03/22/2019] [Accepted: 03/22/2019] [Indexed: 12/15/2022] Open
Abstract
Circular (circ) RNAs have recently emerged as a novel class of transcripts whose identification and function remain elusive. Among many tissues and species, the mammalian brain is the organ in which circRNAs are more abundant and first evidence of their functional significance started to emerge. Yet, even within this well-studied organ, annotation of circRNAs remains fragmentary, their sequence is unknown, and their expression in specific cell types was never investigated. Overcoming these limitations, here we provide the first comprehensive identification of circRNAs and assessment of their expression patterns in proliferating neural stem cells, neurogenic progenitors, and newborn neurons of the developing mouse cortex. Extending the current knowledge about the diversity of this class of transcripts by the identification of nearly 4,000 new circRNAs, our study is the first to provide the full sequence information and expression patterns of circRNAs in cell types representing the lineage of neurogenic commitment. We further exploited our data by evaluating the coding potential, evolutionary conservation, and biogenesis of circRNAs that we found to arise from a specific subclass of linear mRNAs. Our study provides the arising field of circRNA biology with a powerful new resource to address the complexity and potential biological significance of this new class of transcripts.
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Affiliation(s)
- Martina Dori
- CRTD-Center for Regenerative Therapies Dresden, School of Medicine, Technische Universität Dresden, Dresden, Germany
| | - Leila Haj Abdullah Alieh
- CRTD-Center for Regenerative Therapies Dresden, School of Medicine, Technische Universität Dresden, Dresden, Germany
| | - Daniel Cavalli
- CRTD-Center for Regenerative Therapies Dresden, School of Medicine, Technische Universität Dresden, Dresden, Germany
| | - Simone Massalini
- CRTD-Center for Regenerative Therapies Dresden, School of Medicine, Technische Universität Dresden, Dresden, Germany
| | - Mathias Lesche
- DRESDEN-concept Genome Center c/o Center for Molecular and Cellular Bioengineering, Technische Universität Dresden, Dresden, Germany
| | - Andreas Dahl
- DRESDEN-concept Genome Center c/o Center for Molecular and Cellular Bioengineering, Technische Universität Dresden, Dresden, Germany
| | - Federico Calegari
- CRTD-Center for Regenerative Therapies Dresden, School of Medicine, Technische Universität Dresden, Dresden, Germany
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Fratelli M, Bolis M, Kurosaki M, Dori M, Guarnaccia V, Spinelli O, Alberti M, Valoti E, Pileggi S, Noris M, Remuzzi G, Rambaldi A, Terao M, Garattini E. Association of CFHR1 homozygous deletion with acute myelogenous leukemia in the European population. Leuk Lymphoma 2016; 57:1234-7. [PMID: 26317246 DOI: 10.3109/10428194.2015.1082180] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Affiliation(s)
- Maddalena Fratelli
- a Laboratory of Molecular Biology , IRCCS-Istituto di Ricerche Farmacologiche "Mario Negri", via La Masa 19, 20156 , Milano , Italy
| | - Marco Bolis
- a Laboratory of Molecular Biology , IRCCS-Istituto di Ricerche Farmacologiche "Mario Negri", via La Masa 19, 20156 , Milano , Italy
| | - Mami Kurosaki
- a Laboratory of Molecular Biology , IRCCS-Istituto di Ricerche Farmacologiche "Mario Negri", via La Masa 19, 20156 , Milano , Italy
| | - Martina Dori
- a Laboratory of Molecular Biology , IRCCS-Istituto di Ricerche Farmacologiche "Mario Negri", via La Masa 19, 20156 , Milano , Italy
| | - Valeria Guarnaccia
- a Laboratory of Molecular Biology , IRCCS-Istituto di Ricerche Farmacologiche "Mario Negri", via La Masa 19, 20156 , Milano , Italy
| | - Orietta Spinelli
- b Division of Hematology , Azienda Ospedaliera Papa Giovanni XXIII , Bergamo , Italy
| | - Marta Alberti
- c Immunology and Genetics of Rare Diseases and Organ Transplantation, Clinical Research Center for Rare Diseases "Aldo & Cele Daccò" , IRCCS-Istituto di Ricerche Farmacologiche "Mario Negri" , Ranica (BG) , Italy
| | - Elisabetta Valoti
- c Immunology and Genetics of Rare Diseases and Organ Transplantation, Clinical Research Center for Rare Diseases "Aldo & Cele Daccò" , IRCCS-Istituto di Ricerche Farmacologiche "Mario Negri" , Ranica (BG) , Italy
| | - Silvana Pileggi
- d Laboratory of Clinical Drug Evaluation , IRCCS-Istituto di Ricerche Farmacologiche "Mario Negri" , Milano , Italy
| | - Marina Noris
- c Immunology and Genetics of Rare Diseases and Organ Transplantation, Clinical Research Center for Rare Diseases "Aldo & Cele Daccò" , IRCCS-Istituto di Ricerche Farmacologiche "Mario Negri" , Ranica (BG) , Italy
| | - Giuseppe Remuzzi
- e Clinical Research Center for Rare Diseases "Aldo & Cele Daccò" , Ranica (BG) , Italy ;,f Centro Anna Maria Astori , Science and Technology Park Kilometro Rosso , Bergamo , Italy ; and.,g IRCCS-Istituto di Ricerche Farmacologiche "Mario Negri" and Unit of Nephrology , Azienda Ospedaliera Papa Giovanni XXIII , Bergamo , Italy
| | - Alessandro Rambaldi
- b Division of Hematology , Azienda Ospedaliera Papa Giovanni XXIII , Bergamo , Italy
| | - Mineko Terao
- a Laboratory of Molecular Biology , IRCCS-Istituto di Ricerche Farmacologiche "Mario Negri", via La Masa 19, 20156 , Milano , Italy
| | - Enrico Garattini
- a Laboratory of Molecular Biology , IRCCS-Istituto di Ricerche Farmacologiche "Mario Negri", via La Masa 19, 20156 , Milano , Italy
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Ghosh T, Aprea J, Nardelli J, Engel H, Selinger C, Mombereau C, Lemonnier T, Moutkine I, Schwendimann L, Dori M, Irinopoulou T, Henrion-Caude A, Benecke A, Arnold S, Gressens P, Calegari F, Groszer M. MicroRNAs Establish Robustness and Adaptability of a Critical Gene Network to Regulate Progenitor Fate Decisions during Cortical Neurogenesis. Cell Rep 2014; 7:1779-88. [DOI: 10.1016/j.celrep.2014.05.029] [Citation(s) in RCA: 32] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2013] [Revised: 02/18/2014] [Accepted: 05/14/2014] [Indexed: 01/02/2023] Open
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Aprea J, Prenninger S, Dori M, Ghosh T, Monasor LS, Wessendorf E, Zocher S, Massalini S, Alexopoulou D, Lesche M, Dahl A, Groszer M, Hiller M, Calegari F. Transcriptome sequencing during mouse brain development identifies long non-coding RNAs functionally involved in neurogenic commitment. EMBO J 2013; 32:3145-60. [PMID: 24240175 DOI: 10.1038/emboj.2013.245] [Citation(s) in RCA: 162] [Impact Index Per Article: 14.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2013] [Accepted: 10/23/2013] [Indexed: 12/17/2022] Open
Abstract
Transcriptome analysis of somatic stem cells and their progeny is fundamental to identify new factors controlling proliferation versus differentiation during tissue formation. Here, we generated a combinatorial, fluorescent reporter mouse line to isolate proliferating neural stem cells, differentiating progenitors and newborn neurons that coexist as intermingled cell populations during brain development. Transcriptome sequencing revealed numerous novel long non-coding (lnc)RNAs and uncharacterized protein-coding transcripts identifying the signature of neurogenic commitment. Importantly, most lncRNAs overlapped neurogenic genes and shared with them a nearly identical expression pattern suggesting that lncRNAs control corticogenesis by tuning the expression of nearby cell fate determinants. We assessed the power of our approach by manipulating lncRNAs and protein-coding transcripts with no function in corticogenesis reported to date. This led to several evident phenotypes in neurogenic commitment and neuronal survival, indicating that our study provides a remarkably high number of uncharacterized transcripts with hitherto unsuspected roles in brain development. Finally, we focussed on one lncRNA, Miat, whose manipulation was found to trigger pleiotropic effects on brain development and aberrant splicing of Wnt7b. Hence, our study suggests that lncRNA-mediated alternative splicing of cell fate determinants controls stem-cell commitment during neurogenesis.
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Affiliation(s)
- Julieta Aprea
- DFG-Research Center and Cluster of Excellence for Regenerative Therapies, Dresden, Germany
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Dori M, Seintis K, Stathatos E, Tsigaridas G, Lin TY, Lin J, Fakis M, Giannetas V, Persephonis P. Electron injection studies in TiO2 nanocrystalline films sensitized with fluorene dyes and photovoltaic characterization. The effect of co-adsorption of a bile acid derivative. Chem Phys Lett 2013. [DOI: 10.1016/j.cplett.2013.01.049] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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Fakis M, Dori M, Stathatos E, Chou HH, Yen YS, Lin JT, Giannetas V, Persephonis P. Electron injection in TiO2 films and quasi-solid state solar cells sensitized with a dipolar fluorene organic dye. J Photochem Photobiol A Chem 2013. [DOI: 10.1016/j.jphotochem.2012.10.006] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
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Feniger-Barish R, Belkin D, Zaslaver A, Gal S, Dori M, Ran M, Ben-Baruch A. GCP-2-induced internalization of IL-8 receptors: hierarchical relationships between GCP-2 and other ELR(+)-CXC chemokines and mechanisms regulating CXCR2 internalization and recycling. Blood 2000; 95:1551-9. [PMID: 10688807] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/15/2023] Open
Abstract
The chemotactic potencies of ELR(+)-CXC chemokines during acute inflammation are regulated by their binding affinities and by their ability to activate, desensitize, and internalize their specific receptors, CXCR1 and CXCR2. To gain insight into the fine mechanisms that control acute inflammatory processes, we have focused in this study on the highly potent ELR(+)-CXC chemokine Granulocyte Chemotactic Protein 2 (GCP-2), and on its ability to control the cell surface expression of CXCR1 and CXCR2. Although GCP-2 has been considered an effective ligand for both CXCR1 and CXCR2, our findings demonstrated that it was a potent inducer of CXCR2 internalization only. A functional hierarchy was shown to exist between GCP-2 and 2 other ELR(+)-CXC chemokines, IL-8 and NAP-2, in their abilities to induce CXCR1 and CXCR2 internalization, according to the following: IL-8 > GCP-2 > NAP-2. By the use of pertussis toxin (PTx), it was demonstrated that the actual events of G(alphai)-coupling to CXCR2 do not have a major role in the regulation of its internalization. Rather, CXCR2 internalization was shown to be negatively controlled by induction of signaling events, as indicated by the promotion of CXCR2 internalization following exposure to wortmannin, a potent inhibitor of phosphatidylinositol (PI) 3 kinases and PI4 kinases. Furthermore, our results suggest that rab11(+)-endosomes participate in the trafficking of CXCR2 through the endocytic pathway, to eventually allow its recycling back to the plasma membrane. To conclude, our findings shed light on the interrelationships between GCP-2 and other ELR(+)-CXC chemokines, and determine the mechanisms involved in the regulation of GCP-2-induced internalization and recycling of CXCR2. (Blood. 2000;95:1551-1559)
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MESH Headings
- Androstadienes/pharmacology
- Antigens, CD/biosynthesis
- Antigens, CD/genetics
- Antigens, CD/metabolism
- Cell Line
- Chemokine CXCL6
- Chemokines, CXC/genetics
- Chemokines, CXC/physiology
- Chemotaxis/physiology
- Down-Regulation/drug effects
- Endocytosis/physiology
- Enzyme Inhibitors/pharmacology
- Heterotrimeric GTP-Binding Proteins/physiology
- Humans
- Kidney
- Peptides/pharmacology
- Pertussis Toxin
- Phosphorylation/drug effects
- Protein Processing, Post-Translational/drug effects
- Protein-Tyrosine Kinases/antagonists & inhibitors
- Protein-Tyrosine Kinases/physiology
- Receptors, Chemokine/biosynthesis
- Receptors, Chemokine/genetics
- Receptors, Interleukin/biosynthesis
- Receptors, Interleukin/genetics
- Receptors, Interleukin/metabolism
- Receptors, Interleukin-8A
- Receptors, Interleukin-8B
- Recombinant Fusion Proteins/physiology
- Signal Transduction
- Transfection
- Virulence Factors, Bordetella/pharmacology
- Wortmannin
- beta-Thromboglobulin
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Affiliation(s)
- R Feniger-Barish
- Department of Cell Research and Immunology, The George S. Wise Faculty of Life Sciences, Tel Aviv University, Tel Aviv, Israel
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