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La Salvia A, Lens-Pardo A, López-López A, Carretero-Puche C, Capdevila J, Benavent M, Jiménez-Fonseca P, Castellano D, Alonso T, Teule A, Custodio A, Tafuto S, La Casta A, Spada F, Lopez-Gonzalvez A, Gil-Calderon B, Espinosa-Olarte P, Barbas C, Garcia-Carbonero R, Soldevilla B. Metabolomic profile of neuroendocrine tumors identifies methionine, porphyrin, and tryptophan metabolisms as key dysregulated pathways associated with patient survival. Eur J Endocrinol 2024; 190:62-74. [PMID: 38033321 DOI: 10.1093/ejendo/lvad160] [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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/22/2023] [Revised: 10/17/2023] [Accepted: 11/06/2023] [Indexed: 12/02/2023]
Abstract
OBJECTIVE Metabolic profiling is a valuable tool to characterize tumor biology but remains largely unexplored in neuroendocrine tumors (NETs). Our aim was to comprehensively assess the metabolomic profile of NETs and identify novel prognostic biomarkers and dysregulated molecular pathways. DESIGN AND METHODS Multiplatform untargeted metabolomic profiling (GC-MS, CE-MS, and LC-MS) was performed in plasma from 77 patients with G1-2 extra-pancreatic NETs enrolled in the AXINET trial (NCT01744249) (study cohort) and from 68 non-cancer individuals (control). The prognostic value of each differential metabolite (n = 155) in NET patients (P < .05) was analyzed by univariate and multivariate analyses adjusted for multiple testing and other confounding factors. Related pathways were explored by Metabolite Set Enrichment Analysis (MSEA) and Metabolite Pathway Analysis (MPA). RESULTS Thirty-four metabolites were significantly associated with progression-free survival (PFS) (n = 16) and/or overall survival (OS) (n = 27). Thirteen metabolites remained significant independent prognostic factors in multivariate analysis, 3 of them with a significant impact on both PFS and OS. Unsupervised clustering of these 3 metabolites stratified patients in 3 distinct prognostic groups (1-year PFS of 71.1%, 47.7%, and 15.4% (P = .012); 5-year OS of 69.7%, 32.5%, and 27.7% (P = .003), respectively). The MSEA and MPA of the 13-metablolite signature identified methionine, porphyrin, and tryptophan metabolisms as the 3 most relevant dysregulated pathways associated with the prognosis of NETs. CONCLUSIONS We identified a metabolomic signature that improves prognostic stratification of NET patients beyond classical prognostic factors for clinical decisions. The enriched metabolic pathways identified reveal novel tumor vulnerabilities that may foster the development of new therapeutic strategies for these patients.
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Affiliation(s)
- Anna La Salvia
- Center of Experimental Oncology, Gastrointestinal and Neuroendrocrine Tumors Research Group, Research Institute Hospital 12 de Octubre (imas12), 28041 Madrid, Spain
- Oncology Department, Hospital Universitario 12 de Octubre, 28041 Madrid, Spain
- National Center for Drug Research and Evaluation, National Institute of Health (ISS), 00161 Rome, Italy
| | - Alberto Lens-Pardo
- Center of Experimental Oncology, Gastrointestinal and Neuroendrocrine Tumors Research Group, Research Institute Hospital 12 de Octubre (imas12), 28041 Madrid, Spain
- Spanish National Cancer Research Center (CNIO), 28029 Madrid, Spain
| | - Angel López-López
- Department of Chemistry and Biochemistry, Facultad de Farmacia, Centre for Metabolomics and Bioanalysis (CEMBIO), Universidad San Pablo-CEU, CEU Universities, Urbanización Montepríncipe, Boadilla del Monte, 28925 Madrid, Spain
| | - Carlos Carretero-Puche
- Center of Experimental Oncology, Gastrointestinal and Neuroendrocrine Tumors Research Group, Research Institute Hospital 12 de Octubre (imas12), 28041 Madrid, Spain
- Spanish National Cancer Research Center (CNIO), 28029 Madrid, Spain
| | - Jaume Capdevila
- Vall Hebron University Hospital and Vall Hebron Institute of Oncology (VHIO), 08035 Barcelona, Spain
| | - Marta Benavent
- Medical Oncology Department, Hospital Virgen del Rocío, Instituto de Biomedicina de Sevilla (IBIS), 41013 Seville, Spain
| | - Paula Jiménez-Fonseca
- Medical Oncology Department, Hospital Universitario Central de Asturias, ISPA, 33011 Oviedo, Spain
| | - Daniel Castellano
- Oncology Department, Hospital Universitario 12 de Octubre, 28041 Madrid, Spain
| | - Teresa Alonso
- Medical Oncology, Hospital Universitario Ramón y Cajal, 28034 Madrid, Spain
| | - Alexandre Teule
- Institut Català d'Oncologia (ICO)-Institut d'Investigació Biomèdica de Bellvitge (IDIBELL), 08908 L'Hospitalet del Llobregat, Barcelona, Spain
| | - Ana Custodio
- Department of Medical Oncology, Hospital Universitario La Paz, CIBERONC CB16/12/00398, 28046 Madrid, Spain
| | - Salvatore Tafuto
- Sarcomas and Rare Tumours Unit, Istituto Nazionale Tumori, IRCCS Fondazione G. Pascale, 80131 Naples, Italy
| | - Adelaida La Casta
- Department of Medical Oncology, Biodonostia Health Research Institute, Donostia University Hospital, University of the Basque Country (UPV/EHU), 20014 San Sebastián, Spain
| | - Francesca Spada
- Division of Gastrointestinal Medical Oncology and Neuroendocrine Tumors, IEO, European Institute of Oncology, IRCCS, 20141 Milan, Italy
| | - Angeles Lopez-Gonzalvez
- Department of Chemistry and Biochemistry, Facultad de Farmacia, Centre for Metabolomics and Bioanalysis (CEMBIO), Universidad San Pablo-CEU, CEU Universities, Urbanización Montepríncipe, Boadilla del Monte, 28925 Madrid, Spain
| | - Beatriz Gil-Calderon
- Center of Experimental Oncology, Gastrointestinal and Neuroendrocrine Tumors Research Group, Research Institute Hospital 12 de Octubre (imas12), 28041 Madrid, Spain
- Spanish National Cancer Research Center (CNIO), 28029 Madrid, Spain
| | - Paula Espinosa-Olarte
- Center of Experimental Oncology, Gastrointestinal and Neuroendrocrine Tumors Research Group, Research Institute Hospital 12 de Octubre (imas12), 28041 Madrid, Spain
- Oncology Department, Hospital Universitario 12 de Octubre, 28041 Madrid, Spain
| | - Coral Barbas
- Department of Chemistry and Biochemistry, Facultad de Farmacia, Centre for Metabolomics and Bioanalysis (CEMBIO), Universidad San Pablo-CEU, CEU Universities, Urbanización Montepríncipe, Boadilla del Monte, 28925 Madrid, Spain
| | - Rocio Garcia-Carbonero
- Center of Experimental Oncology, Gastrointestinal and Neuroendrocrine Tumors Research Group, Research Institute Hospital 12 de Octubre (imas12), 28041 Madrid, Spain
- Oncology Department, Hospital Universitario 12 de Octubre, 28041 Madrid, Spain
- Spanish National Cancer Research Center (CNIO), 28029 Madrid, Spain
- Medicine Department, Complutense University of Madrid (UCM), 28040 Madrid, Spain
| | - Beatriz Soldevilla
- Center of Experimental Oncology, Gastrointestinal and Neuroendrocrine Tumors Research Group, Research Institute Hospital 12 de Octubre (imas12), 28041 Madrid, Spain
- Spanish National Cancer Research Center (CNIO), 28029 Madrid, Spain
- Genetics, Physiology and Microbiology Department, Complutense University of Madrid (UCM), 28040 Madrid, Spain
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Pons C, Mauvezin C. QATS: an ImageJ plugin for the quantification of toroidal nuclei in biological images. Bioinformatics 2024; 40:btae026. [PMID: 38244575 PMCID: PMC10822581 DOI: 10.1093/bioinformatics/btae026] [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] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2023] [Revised: 01/03/2024] [Accepted: 01/16/2024] [Indexed: 01/22/2024] Open
Abstract
MOTIVATION The toroidal nucleus is a novel chromosomal instability (CIN) biomarker which complements the micronucleus. Understanding the specific biological stresses leading to the formation of each CIN-associated phenotype requires the evaluation of large panels of biological images collected from different genetic backgrounds and environmental conditions. However, the quantification of toroidal nuclei is currently a manual process which is unviable on a large scale. RESULTS Here, we present QATS (QuAntification of Toroidal nuclei in biological imageS), a tool that automates the identification of toroidal nuclei, minimizing false positives while highly agreeing with the manual quantifications. Additionally, QATS identifies micronuclei for a convenient comparison of both CIN biomarkers. QATS is an open-source ImageJ plugin with a user-friendly interface that enables a wide scientific community to easily assess the frequency of CIN biomarkers for the determination of CIN levels in cellular models. AVAILABILITY AND IMPLEMENTATION QATS is an ImageJ plugin freely available at http://www.toroidalnucleus.org/qats. The user manual and the images used for the evaluation of QATS are included in the website. Supplementary data are available at Bioinformatics online.
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Affiliation(s)
- Carles Pons
- Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute for Science and Technology (BIST), 08028 Barcelona, Spain
| | - Caroline Mauvezin
- Department of Biomedicine, Faculty of Medicine, University of Barcelona, 08036 Barcelona, Spain
- August Pi i Sunyer Biomedical Research Institute (IDIBAPS), 08036 Barcelona, Spain
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3
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Gámez-Chiachio M, Sarrió D, Moreno-Bueno G. Novel Therapies and Strategies to Overcome Resistance to Anti-HER2-Targeted Drugs. Cancers (Basel) 2022; 14:4543. [PMID: 36139701 PMCID: PMC9496705 DOI: 10.3390/cancers14184543] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [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: 07/29/2022] [Revised: 09/09/2022] [Accepted: 09/15/2022] [Indexed: 11/17/2022] Open
Abstract
The prognosis and quality of life of HER2 breast cancer patients have significantly improved due to the crucial clinical benefit of various anti-HER2 targeted therapies. However, HER2 tumors can possess or develop several resistance mechanisms to these treatments, thus leaving patients with a limited set of additional therapeutic options. Fortunately, to overcome this problem, in recent years, multiple different and complementary approaches have been developed (such as antibody-drug conjugates (ADCs)) that are in clinical or preclinical stages. In this review, we focus on emerging strategies other than on ADCs that are either aimed at directly target the HER2 receptor (i.e., novel tyrosine kinase inhibitors) or subsequent intracellular signaling (e.g., PI3K/AKT/mTOR, CDK4/6 inhibitors, etc.), as well as on innovative approaches designed to attack other potential tumor weaknesses (such as immunotherapy, autophagy blockade, or targeting of other genes within the HER2 amplicon). Moreover, relevant technical advances such as anti-HER2 nanotherapies and immunotoxins are also discussed. In brief, this review summarizes the impact of novel therapeutic approaches on current and future clinical management of aggressive HER2 breast tumors.
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Affiliation(s)
- Manuel Gámez-Chiachio
- Biochemistry Department, Medicine Faculty, Universidad Autónoma Madrid-CSIC, IdiPaz, 28029 Madrid, Spain
- Centro de Investigación Biomédica en Red-Oncología (CIBERONC), 28029 Madrid, Spain
| | - David Sarrió
- Biochemistry Department, Medicine Faculty, Universidad Autónoma Madrid-CSIC, IdiPaz, 28029 Madrid, Spain
- Centro de Investigación Biomédica en Red-Oncología (CIBERONC), 28029 Madrid, Spain
| | - Gema Moreno-Bueno
- Biochemistry Department, Medicine Faculty, Universidad Autónoma Madrid-CSIC, IdiPaz, 28029 Madrid, Spain
- Centro de Investigación Biomédica en Red-Oncología (CIBERONC), 28029 Madrid, Spain
- MD Anderson International Foundation, 28033 Madrid, Spain
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4
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Moutafi MK, Molero M, Martinez Morilla S, Baena J, Vathiotis IA, Gavrielatou N, Castro-Labrador L, de Garibay GR, Adradas V, Orive D, Valencia K, Calvo A, Montuenga LM, Ponce Aix S, Schalper KA, Herbst RS, Paz-Ares L, Rimm DL, Zugazagoitia J. Spatially resolved proteomic profiling identifies tumor cell CD44 as a biomarker associated with sensitivity to PD-1 axis blockade in advanced non-small-cell lung cancer. J Immunother Cancer 2022; 10:jitc-2022-004757. [PMID: 36002182 PMCID: PMC9413286 DOI: 10.1136/jitc-2022-004757] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/17/2022] [Indexed: 11/04/2022] Open
Abstract
BACKGROUND Most patients with advanced non-small-cell lung cancer (NSCLC) fail to derive significant benefit from programmed cell death protein-1 (PD-1) axis blockade, and new biomarkers of response are needed. In this study, we aimed to discover and validate spatially resolved protein markers associated with sensitivity to PD-1 axis inhibition in NSCLC. METHODS We initially assessed a discovery cohort of 56 patients with NSCLC treated with PD-1 axis inhibitors at Yale Cancer Center. Using the GeoMx Digital Spatial Profiling (DSP) system, 71 proteins were measured in spatial context on each spot in a tissue microarray. We used the AQUA method of quantitative immunofluorescence (QIF) to orthogonally validate candidate biomarkers. For external independent validation, we assessed whole tissue sections derived from 128 patients with NSCLC treated with single-agent PD-1 axis inhibitors at the 12 de Octubre Hospital (Madrid) using DSP. We further analyzed two immunotherapy untreated cohorts to address prognostic significance (n=252 from Yale Cancer Center; n=124 from University Clinic of Navarra) using QIF and DSP, respectively. RESULTS Using continuous log-scaled data, we identified CD44 expression in the tumor compartment (pan-cytokeratin (CK)+) as a novel predictor of prolonged progression-free survival (PFS) (multivariate HR=0.68, p=0.043) in the discovery set. We validated by QIF that tumor CD44 levels assessed as continuous QIF scores were associated with longer PFS (multivariate HR=0.31, p=0.022) and overall survival (multivariate HR=0.29, p=0.038). Using DSP in an independent immunotherapy treated cohort, we validated that CD44 levels in the tumor compartment, but not in the immune compartment (panCK-/CD45+), were associated with clinical benefit (OR=1.22, p=0.018) and extended PFS under PD-1 axis inhibition using the highest tertile cutpoint (multivariate HR=0.62, p=0.03). The effect of tumor cell CD44 in predicting PFS remained significant after correcting for programmed death-ligand 1 (PD-L1) Tumor Proportion Score (TPS) in both cohorts. High tumor cell CD44 was not prognostic in the absence of immunotherapy. Using DSP data, intratumoral regions with elevated tumor cell CD44 expression showed prominent (fold change>1.5, adjusted p<0.05) upregulation of PD-L1, TIM-3, ICOS, and CD40 in two independent cohorts. CONCLUSIONS This work highlights CD44 as a novel indicative biomarker of sensitivity to PD-1 axis blockade that might help to improve immunotherapy strategies for NSCLC.
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Affiliation(s)
- Myrto K Moutafi
- Department of Pathology, Yale University School of Medicine, New Haven, Connecticut, USA
| | - Magdalena Molero
- Tumor Microenvironment and Immunotherapy Research Group, 12 de Octubre Research Institute (i+12), Madrid, Spain
- H12O-CNIO Lung Cancer Clinical Research Unit, Instituto de Investigación Sanitaria Hospital 12 de Octubre (imas12), Spanish National Cancer Research Center (CNIO), Madrid, Spain
| | | | - Javier Baena
- Tumor Microenvironment and Immunotherapy Research Group, 12 de Octubre Research Institute (i+12), Madrid, Spain
- Department of Medical Oncology, 12 de Octubre Hospital, Madrid, Spain
| | - Ioannis A Vathiotis
- Department of Pathology, Yale University School of Medicine, New Haven, Connecticut, USA
| | - Niki Gavrielatou
- Department of Pathology, Yale University School of Medicine, New Haven, Connecticut, USA
| | - Laura Castro-Labrador
- Tumor Microenvironment and Immunotherapy Research Group, 12 de Octubre Research Institute (i+12), Madrid, Spain
| | - Gorka Ruiz de Garibay
- Tumor Microenvironment and Immunotherapy Research Group, 12 de Octubre Research Institute (i+12), Madrid, Spain
- H12O-CNIO Lung Cancer Clinical Research Unit, Instituto de Investigación Sanitaria Hospital 12 de Octubre (imas12), Spanish National Cancer Research Center (CNIO), Madrid, Spain
| | - Vera Adradas
- Tumor Microenvironment and Immunotherapy Research Group, 12 de Octubre Research Institute (i+12), Madrid, Spain
| | - Daniel Orive
- Program in Solid Tumors, CIMA-University of Navarra, Pamplona, Spain
- Department of Pathology, University of Navarra, Pamplona, Spain
| | - Karmele Valencia
- Program in Solid Tumors, CIMA-University of Navarra, Pamplona, Spain
- Spanish Center for Biomedical Research Network in Oncology, CIBERONC, Madrid, Spain
- Health Research Institute of Navarra, IdiSNA, Pamplona, Spain
| | - Alfonso Calvo
- Program in Solid Tumors, CIMA-University of Navarra, Pamplona, Spain
- Department of Pathology, University of Navarra, Pamplona, Spain
- Spanish Center for Biomedical Research Network in Oncology, CIBERONC, Madrid, Spain
- Health Research Institute of Navarra, IdiSNA, Pamplona, Spain
| | - Luis M Montuenga
- Program in Solid Tumors, CIMA-University of Navarra, Pamplona, Spain
- Department of Pathology, University of Navarra, Pamplona, Spain
- Spanish Center for Biomedical Research Network in Oncology, CIBERONC, Madrid, Spain
- Health Research Institute of Navarra, IdiSNA, Pamplona, Spain
| | - S Ponce Aix
- Tumor Microenvironment and Immunotherapy Research Group, 12 de Octubre Research Institute (i+12), Madrid, Spain
- H12O-CNIO Lung Cancer Clinical Research Unit, Instituto de Investigación Sanitaria Hospital 12 de Octubre (imas12), Spanish National Cancer Research Center (CNIO), Madrid, Spain
- Department of Medical Oncology, 12 de Octubre Hospital, Madrid, Spain
- Spanish Center for Biomedical Research Network in Oncology, CIBERONC, Madrid, Spain
| | - Kurt A Schalper
- Department of Pathology, Yale University School of Medicine, New Haven, Connecticut, USA
- Department of Medicine (Oncology), Yale University School of Medicine, New Haven, Connecticut, USA
| | - Roy S Herbst
- Department of Medicine (Oncology), Yale University School of Medicine, New Haven, Connecticut, USA
| | - Luis Paz-Ares
- Tumor Microenvironment and Immunotherapy Research Group, 12 de Octubre Research Institute (i+12), Madrid, Spain
- H12O-CNIO Lung Cancer Clinical Research Unit, Instituto de Investigación Sanitaria Hospital 12 de Octubre (imas12), Spanish National Cancer Research Center (CNIO), Madrid, Spain
- Department of Medical Oncology, 12 de Octubre Hospital, Madrid, Spain
- Spanish Center for Biomedical Research Network in Oncology, CIBERONC, Madrid, Spain
- Department of Medicine, Complutense University, Madrid, Spain
| | - David L Rimm
- Department of Pathology, Yale University School of Medicine, New Haven, Connecticut, USA
- Department of Medicine (Oncology), Yale University School of Medicine, New Haven, Connecticut, USA
| | - Jon Zugazagoitia
- Tumor Microenvironment and Immunotherapy Research Group, 12 de Octubre Research Institute (i+12), Madrid, Spain
- H12O-CNIO Lung Cancer Clinical Research Unit, Instituto de Investigación Sanitaria Hospital 12 de Octubre (imas12), Spanish National Cancer Research Center (CNIO), Madrid, Spain
- Department of Medical Oncology, 12 de Octubre Hospital, Madrid, Spain
- Spanish Center for Biomedical Research Network in Oncology, CIBERONC, Madrid, Spain
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Ancos-Pintado R, Bragado-García I, Morales ML, García-Vicente R, Arroyo-Barea A, Rodríguez-García A, Martínez-López J, Linares M, Hernández-Sánchez M. High-Throughput CRISPR Screening in Hematological Neoplasms. Cancers (Basel) 2022; 14:3612. [PMID: 35892871 PMCID: PMC9329962 DOI: 10.3390/cancers14153612] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [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: 06/29/2022] [Revised: 07/16/2022] [Accepted: 07/20/2022] [Indexed: 02/01/2023] Open
Abstract
CRISPR is becoming an indispensable tool in biological research, revolutionizing diverse fields of medical research and biotechnology. In the last few years, several CRISPR-based genome-targeting tools have been translated for the study of hematological neoplasms. However, there is a lack of reviews focused on the wide uses of this technology in hematology. Therefore, in this review, we summarize the main CRISPR-based approaches of high throughput screenings applied to this field. Here we explain several libraries and algorithms for analysis of CRISPR screens used in hematology, accompanied by the most relevant databases. Moreover, we focus on (1) the identification of novel modulator genes of drug resistance and efficacy, which could anticipate relapses in patients and (2) new therapeutic targets and synthetic lethal interactions. We also discuss the approaches to uncover novel biomarkers of malignant transformations and immune evasion mechanisms. We explain the current literature in the most common lymphoid and myeloid neoplasms using this tool. Then, we conclude with future directions, highlighting the importance of further gene candidate validation and the integration and harmonization of the data from CRISPR screening approaches.
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Affiliation(s)
- Raquel Ancos-Pintado
- Department of Translational Hematology, Instituto de Investigación Hospital 12 de Octubre (imas12), Hematological Malignancies Clinical Research Unit H12O-CNIO, CIBERONC, ES 28041 Madrid, Spain; (R.A.-P.); (M.L.M.); (R.G.-V.); (A.R.-G.); (J.M.-L.); (M.L.)
- Department of Biochemistry and Molecular Biology, Pharmacy School, Universidad Complutense de Madrid, ES 28040 Madrid, Spain; (I.B.-G.); (A.A.-B.)
| | - Irene Bragado-García
- Department of Biochemistry and Molecular Biology, Pharmacy School, Universidad Complutense de Madrid, ES 28040 Madrid, Spain; (I.B.-G.); (A.A.-B.)
| | - María Luz Morales
- Department of Translational Hematology, Instituto de Investigación Hospital 12 de Octubre (imas12), Hematological Malignancies Clinical Research Unit H12O-CNIO, CIBERONC, ES 28041 Madrid, Spain; (R.A.-P.); (M.L.M.); (R.G.-V.); (A.R.-G.); (J.M.-L.); (M.L.)
| | - Roberto García-Vicente
- Department of Translational Hematology, Instituto de Investigación Hospital 12 de Octubre (imas12), Hematological Malignancies Clinical Research Unit H12O-CNIO, CIBERONC, ES 28041 Madrid, Spain; (R.A.-P.); (M.L.M.); (R.G.-V.); (A.R.-G.); (J.M.-L.); (M.L.)
| | - Andrés Arroyo-Barea
- Department of Biochemistry and Molecular Biology, Pharmacy School, Universidad Complutense de Madrid, ES 28040 Madrid, Spain; (I.B.-G.); (A.A.-B.)
| | - Alba Rodríguez-García
- Department of Translational Hematology, Instituto de Investigación Hospital 12 de Octubre (imas12), Hematological Malignancies Clinical Research Unit H12O-CNIO, CIBERONC, ES 28041 Madrid, Spain; (R.A.-P.); (M.L.M.); (R.G.-V.); (A.R.-G.); (J.M.-L.); (M.L.)
| | - Joaquín Martínez-López
- Department of Translational Hematology, Instituto de Investigación Hospital 12 de Octubre (imas12), Hematological Malignancies Clinical Research Unit H12O-CNIO, CIBERONC, ES 28041 Madrid, Spain; (R.A.-P.); (M.L.M.); (R.G.-V.); (A.R.-G.); (J.M.-L.); (M.L.)
- Department of Medicine, Medicine School, Universidad Complutense de Madrid, ES 28040 Madrid, Spain
| | - María Linares
- Department of Translational Hematology, Instituto de Investigación Hospital 12 de Octubre (imas12), Hematological Malignancies Clinical Research Unit H12O-CNIO, CIBERONC, ES 28041 Madrid, Spain; (R.A.-P.); (M.L.M.); (R.G.-V.); (A.R.-G.); (J.M.-L.); (M.L.)
- Department of Biochemistry and Molecular Biology, Pharmacy School, Universidad Complutense de Madrid, ES 28040 Madrid, Spain; (I.B.-G.); (A.A.-B.)
| | - María Hernández-Sánchez
- Department of Biochemistry and Molecular Biology, Pharmacy School, Universidad Complutense de Madrid, ES 28040 Madrid, Spain; (I.B.-G.); (A.A.-B.)
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Kozlov A, Alves JM, Stamatakis A, Posada D. CellPhy: accurate and fast probabilistic inference of single-cell phylogenies from scDNA-seq data. Genome Biol 2022; 23:37. [PMID: 35081992 PMCID: PMC8790911 DOI: 10.1186/s13059-021-02583-w] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2021] [Accepted: 12/20/2021] [Indexed: 01/15/2023] Open
Abstract
We introduce CellPhy, a maximum likelihood framework for inferring phylogenetic trees from somatic single-cell single-nucleotide variants. CellPhy leverages a finite-site Markov genotype model with 16 diploid states and considers amplification error and allelic dropout. We implement CellPhy into RAxML-NG, a widely used phylogenetic inference package that provides statistical confidence measurements and scales well on large datasets with hundreds or thousands of cells. Comprehensive simulations suggest that CellPhy is more robust to single-cell genomics errors and outperforms state-of-the-art methods under realistic scenarios, both in accuracy and speed. CellPhy is freely available at https://github.com/amkozlov/cellphy .
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Affiliation(s)
- Alexey Kozlov
- Computational Molecular Evolution Group, Heidelberg Institute for Theoretical Studies, 69118 Heidelberg, Germany
- Institute for Theoretical Informatics, Karlsruhe Institute of Technology, 76128 Karlsruhe, Germany
| | - Joao M. Alves
- CINBIO, Universidade de Vigo, 36310 Vigo, Spain
- Department of Biochemistry, Genetics, and Immunology, Universidade de Vigo, 36310 Vigo, Spain
- Galicia Sur Health Research Institute (IIS Galicia Sur), SERGAS-UVIGO, Vigo, Spain
| | - Alexandros Stamatakis
- Computational Molecular Evolution Group, Heidelberg Institute for Theoretical Studies, 69118 Heidelberg, Germany
| | - David Posada
- CINBIO, Universidade de Vigo, 36310 Vigo, Spain
- Department of Biochemistry, Genetics, and Immunology, Universidade de Vigo, 36310 Vigo, Spain
- Galicia Sur Health Research Institute (IIS Galicia Sur), SERGAS-UVIGO, Vigo, Spain
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7
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Marcos-Fernández R, Ruiz L, Blanco-Míguez A, Margolles A, Sánchez B. Precision modification of the human gut microbiota targeting surface-associated proteins. Sci Rep 2021; 11:1270. [PMID: 33446697 PMCID: PMC7809461 DOI: 10.1038/s41598-020-80187-3] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2020] [Accepted: 12/14/2020] [Indexed: 01/29/2023] Open
Abstract
This work describes a new procedure that allows the targeted modification of the human gut microbiota by using antibodies raised against bacterial surface-associated proteins specific to the microorganism of interest. To this end, a polyclonal antibody recognising the surface-associated protein Surface Layer Protein A of Lactobacillus acidophilus DSM20079T was developed. By conjugating this antibody with fluorescent probes and magnetic particles, we were able to specifically identify this bacterium both in a synthetic, and in real gut microbiotas by means of a flow cytometry approach. Further, we demonstrated the applicability of this antibody to deplete complex human gut microbiotas from L. acidophilus in a single step. L. acidophilus was found to interact with other bacteria both in synthetic and in real microbiotas, as reflected by its concomitant depletion together with other species. Further optimization of the procedure including a trypsin step enabled to achieve the selective and complete isolation of this species. Depleting a single species from a gut microbiota, using antibodies recognizing specific cell surface elements of the target organism, will open up novel ways to tackle research on the specific immunomodulatory and metabolic contributions of a bacterium of interest in the context of a complex human gut microbiota, including the investigation into therapeutic applications by adding/depleting a key bacterium. This represents the first work in which an antibody/flow-cytometry based application enabled the targeted edition of human gut microbiotas, and represents the basis for the design of precision microbiome-based therapies.
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Affiliation(s)
- Raquel Marcos-Fernández
- Department of Microbiology and Biochemistry of Dairy Products, Instituto de Productos Lácteos de Asturias-Consejo Superior de Investigaciones Científicas (IPLA-CSIC), Paseo Río Linares s/n, 33300, Villaviciosa, Asturias, Spain
- Functionality and Ecology of Beneficial Microbes (MicroHealth) Group, Instituto de Investigación Sanitaria del Principado de Asturias (ISPA), Oviedo, Asturias, Spain
| | - Lorena Ruiz
- Department of Microbiology and Biochemistry of Dairy Products, Instituto de Productos Lácteos de Asturias-Consejo Superior de Investigaciones Científicas (IPLA-CSIC), Paseo Río Linares s/n, 33300, Villaviciosa, Asturias, Spain
- Functionality and Ecology of Beneficial Microbes (MicroHealth) Group, Instituto de Investigación Sanitaria del Principado de Asturias (ISPA), Oviedo, Asturias, Spain
| | - Aitor Blanco-Míguez
- Department of Microbiology and Biochemistry of Dairy Products, Instituto de Productos Lácteos de Asturias-Consejo Superior de Investigaciones Científicas (IPLA-CSIC), Paseo Río Linares s/n, 33300, Villaviciosa, Asturias, Spain
- Functionality and Ecology of Beneficial Microbes (MicroHealth) Group, Instituto de Investigación Sanitaria del Principado de Asturias (ISPA), Oviedo, Asturias, Spain
| | - Abelardo Margolles
- Department of Microbiology and Biochemistry of Dairy Products, Instituto de Productos Lácteos de Asturias-Consejo Superior de Investigaciones Científicas (IPLA-CSIC), Paseo Río Linares s/n, 33300, Villaviciosa, Asturias, Spain.
- Functionality and Ecology of Beneficial Microbes (MicroHealth) Group, Instituto de Investigación Sanitaria del Principado de Asturias (ISPA), Oviedo, Asturias, Spain.
| | - Borja Sánchez
- Department of Microbiology and Biochemistry of Dairy Products, Instituto de Productos Lácteos de Asturias-Consejo Superior de Investigaciones Científicas (IPLA-CSIC), Paseo Río Linares s/n, 33300, Villaviciosa, Asturias, Spain.
- Functionality and Ecology of Beneficial Microbes (MicroHealth) Group, Instituto de Investigación Sanitaria del Principado de Asturias (ISPA), Oviedo, Asturias, Spain.
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8
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Salazar‐Roa M, Trakala M, Álvarez‐Fernández M, Valdés‐Mora F, Zhong C, Muñoz J, Yu Y, Peters TJ, Graña‐Castro O, Serrano R, Zapatero‐Solana E, Abad M, Bueno MJ, de Cedrón MG, Fernández‐Piqueras J, Serrano M, Blasco MA, Wang D, Clark SJ, Izpisua‐Belmonte JC, Ortega S, Malumbres M. Transient exposure to miR-203 enhances the differentiation capacity of established pluripotent stem cells. EMBO J 2020; 39:e104324. [PMID: 32614092 PMCID: PMC7429746 DOI: 10.15252/embj.2019104324] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [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: 12/23/2019] [Revised: 05/27/2020] [Accepted: 05/28/2020] [Indexed: 11/09/2022] Open
Abstract
Full differentiation potential along with self-renewal capacity is a major property of pluripotent stem cells (PSCs). However, the differentiation capacity frequently decreases during expansion of PSCs in vitro. We show here that transient exposure to a single microRNA, expressed at early stages during normal development, improves the differentiation capacity of already-established murine and human PSCs. Short exposure to miR-203 in PSCs (miPSCs) induces a transient expression of 2C markers that later results in expanded differentiation potency to multiple lineages, as well as improved efficiency in tetraploid complementation and human-mouse interspecies chimerism assays. Mechanistically, these effects are at least partially mediated by direct repression of de novo DNA methyltransferases Dnmt3a and Dnmt3b, leading to transient and reversible erasure of DNA methylation. These data support the use of transient exposure to miR-203 as a versatile method to reset the epigenetic memory in PSCs, and improve their effectiveness in regenerative medicine.
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Affiliation(s)
- María Salazar‐Roa
- Cell Division and Cancer GroupSpanish National Cancer Research Centre (CNIO)MadridSpain
| | - Marianna Trakala
- Cell Division and Cancer GroupSpanish National Cancer Research Centre (CNIO)MadridSpain
| | | | - Fátima Valdés‐Mora
- Epigenetics Research Program, Genomics and Epigenetics DivisionGarvan Institute of Medical ResearchSydneyNSWAustralia
- St. Vincent's Clinical SchoolUNSW, SydneySydneyNSWAustralia
| | - Cuiqing Zhong
- Gene Expression LaboratoryThe Salk Institute for Biological StudiesLa JollaCAUSA
| | | | - Yang Yu
- Gene Expression LaboratoryThe Salk Institute for Biological StudiesLa JollaCAUSA
| | - Timothy J Peters
- Epigenetics Research Program, Genomics and Epigenetics DivisionGarvan Institute of Medical ResearchSydneyNSWAustralia
| | | | | | | | | | - María José Bueno
- Cell Division and Cancer GroupSpanish National Cancer Research Centre (CNIO)MadridSpain
| | - Marta Gómez de Cedrón
- Cell Division and Cancer GroupSpanish National Cancer Research Centre (CNIO)MadridSpain
| | - José Fernández‐Piqueras
- Centro de Biología Molecular Severo Ochoa (CBMSO)Consejo Superior de Investigaciones Científicas‐Universidad Autónoma de Madrid (CSIC‐UAM)MadridSpain
- Centro de Investigación Biomédica en Red para Enfermedades Raras (CIBERER)Instituto de Salud Carlos IIIMadridSpain
- Instituto de Investigación BiosanitariaFundación Jimenez DíazMadridSpain
| | - Manuel Serrano
- Tumor Suppression GroupCNIOMadridSpain
- Institute for Research in Biomedicine (IRB Barcelona)The Barcelona Institute of Science and Technology (BIST)BarcelonaSpain
- Catalan Institution for Research and Advanced Studies (ICREA)BarcelonaSpain
| | | | - Da‐Zhi Wang
- Cardiovascular Research DivisionBoston Children′s HospitalHarvard Medical SchoolBostonMAUSA
| | - Susan J Clark
- Epigenetics Research Program, Genomics and Epigenetics DivisionGarvan Institute of Medical ResearchSydneyNSWAustralia
- St. Vincent's Clinical SchoolUNSW, SydneySydneyNSWAustralia
| | | | | | - Marcos Malumbres
- Cell Division and Cancer GroupSpanish National Cancer Research Centre (CNIO)MadridSpain
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9
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Pascual R, Martín J, Salvador F, Reina O, Chanes V, Millanes-Romero A, Suñer C, Fernández-Miranda G, Bartomeu A, Huang YS, Gomis RR, Méndez R. The RNA binding protein CPEB2 regulates hormone sensing in mammary gland development and luminal breast cancer. Sci Adv 2020; 6:eaax3868. [PMID: 32440535 PMCID: PMC7228762 DOI: 10.1126/sciadv.aax3868] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/22/2019] [Accepted: 02/19/2020] [Indexed: 05/20/2023]
Abstract
Organogenesis is directed by coordinated cell proliferation and differentiation programs. The hierarchical networks of transcription factors driving mammary gland development and function have been widely studied. However, the contribution of posttranscriptional gene expression reprogramming remains largely unexplored. The 3' untranslated regions of messenger RNAs (mRNAs) contain combinatorial ensembles of cis-regulatory elements that define transcript-specific regulation of protein synthesis through their cognate RNA binding proteins. We analyze the contribution of the RNA binding cytoplasmic polyadenylation element-binding (CPEB) protein family, which collectively regulate mRNA translation for about 30% of the genome. We find that CPEB2 is required for the integration of hormonal signaling by controlling the protein expression from a subset of ER/PR- regulated transcripts. Furthermore, CPEB2 is critical for the development of ER-positive breast tumors. This work uncovers a previously unknown gene expression regulation level in breast morphogenesis and tumorigenesis, coordinating sequential transcriptional and posttranscriptional layers of gene expression regulation.
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Affiliation(s)
- Rosa Pascual
- Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, 08028 Barcelona, Spain
| | - Judit Martín
- Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, 08028 Barcelona, Spain
| | - Fernando Salvador
- Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, 08028 Barcelona, Spain
| | - Oscar Reina
- Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, 08028 Barcelona, Spain
| | - Veronica Chanes
- Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, 08028 Barcelona, Spain
| | - Alba Millanes-Romero
- Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, 08028 Barcelona, Spain
| | - Clara Suñer
- Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, 08028 Barcelona, Spain
| | - Gonzalo Fernández-Miranda
- Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, 08028 Barcelona, Spain
| | - Anna Bartomeu
- Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, 08028 Barcelona, Spain
| | - Yi-Shuian Huang
- Institute of Biomedical Sciences, Academia Sinica, Taipei 11529, Taiwan
| | - Roger R. Gomis
- Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, 08028 Barcelona, Spain
- Institució Catalana de Recerca i Estudis Avançats (ICREA), 08010 Barcelona, Spain
- Centro de Investigación Biomédica en Red de Cáncer (CIBERONC), Barcelona, Spain
| | - Raúl Méndez
- Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, 08028 Barcelona, Spain
- Institució Catalana de Recerca i Estudis Avançats (ICREA), 08010 Barcelona, Spain
- Corresponding author.
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10
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Ruiz‐Ruiz S, Sanchez‐Carrillo S, Ciordia S, Mena MC, Méndez‐García C, Rojo D, Bargiela R, Zubeldia‐Varela E, Martínez‐Martínez M, Barbas C, Ferrer M, Moya A. Functional microbiome deficits associated with ageing: Chronological age threshold. Aging Cell 2020; 19:e13063. [PMID: 31730262 PMCID: PMC6974723 DOI: 10.1111/acel.13063] [Citation(s) in RCA: 39] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2019] [Revised: 10/16/2019] [Accepted: 10/17/2019] [Indexed: 02/05/2023] Open
Abstract
Composition of the gut microbiota changes during ageing, but questions remain about whether age is also associated with deficits in microbiome function and whether these changes occur sharply or progressively. The ability to define these deficits in populations of different ages may help determine a chronological age threshold at which deficits occur and subsequently identify innovative dietary strategies for active and healthy ageing. Here, active gut microbiota and associated metabolic functions were evaluated using shotgun proteomics in three well-defined age groups consisting of 30 healthy volunteers, namely, ten infants, ten adults and ten elderly individuals. Samples from each volunteer at intervals of up to 6 months (n = 83 samples) were used for validation. Ageing gradually increases the diversity of gut bacteria that actively synthesize proteins, that is by 1.4-fold from infants to elderly individuals. An analysis of functional deficits consistently identifies a relationship between tryptophan and indole metabolism and ageing (p < 2.8e-8 ). Indeed, the synthesis of proteins involved in tryptophan and indole production and the faecal concentrations of these metabolites are directly correlated (r2 > .987) and progressively decrease with age (r2 > .948). An age threshold for a 50% decrease is observed ca. 11-31 years old, and a greater than 90% reduction is observed from the ages of 34-54 years. Based on recent investigations linking tryptophan with abundance of indole and other "healthy" longevity molecules and on the results from this small cohort study, dietary interventions aimed at manipulating tryptophan deficits since a relatively "young" age of 34 and, particularly, in the elderly are recommended.
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Affiliation(s)
- Susana Ruiz‐Ruiz
- Unidad Mixta de Investigación en Genómica y SaludFundación para el Fomento de la Investigación Sanitaria y Biomédica de la Comunitat Valenciana (FISABIO) and Instituto de Biología Integrativa de SistemasUniversitat de València and Consejo Superior de Investigaciones Científicas (CSIC)ValènciaSpain
- CIBER en Epidemiología y Salud Pública (CIBERESP)MadridSpain
| | | | - Sergio Ciordia
- Unidad de ProteómicaCentro Nacional de BiotecnologíaConsejo Superior de Investigaciones Científicas (CSIC)MadridSpain
| | - María C. Mena
- Unidad de ProteómicaCentro Nacional de BiotecnologíaConsejo Superior de Investigaciones Científicas (CSIC)MadridSpain
| | - Celia Méndez‐García
- Instituto de CatálisisConsejo Superior de Investigaciones Científicas (CSIC)MadridSpain
| | - David Rojo
- Centro de Metabolómica y Bioanálisis (CEMBIO)Facultad de FarmaciaUniversidad CEU San Pablo, Campus MontepríncipeMadridSpain
| | - Rafael Bargiela
- Instituto de CatálisisConsejo Superior de Investigaciones Científicas (CSIC)MadridSpain
- Present address:
School of Natural ScienceBangor UniversityBangorUK
| | - Elisa Zubeldia‐Varela
- Centro de Metabolómica y Bioanálisis (CEMBIO)Facultad de FarmaciaUniversidad CEU San Pablo, Campus MontepríncipeMadridSpain
- Departamento de Ciencias Médicas BásicasFacultad de MedicinaUniversidad CEU San PabloMadridSpain
| | | | - Coral Barbas
- Centro de Metabolómica y Bioanálisis (CEMBIO)Facultad de FarmaciaUniversidad CEU San Pablo, Campus MontepríncipeMadridSpain
| | - Manuel Ferrer
- Instituto de CatálisisConsejo Superior de Investigaciones Científicas (CSIC)MadridSpain
| | - Andrés Moya
- Unidad Mixta de Investigación en Genómica y SaludFundación para el Fomento de la Investigación Sanitaria y Biomédica de la Comunitat Valenciana (FISABIO) and Instituto de Biología Integrativa de SistemasUniversitat de València and Consejo Superior de Investigaciones Científicas (CSIC)ValènciaSpain
- CIBER en Epidemiología y Salud Pública (CIBERESP)MadridSpain
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