1
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Pablo-Fontecha V, Hernández-Illán E, Reparaz A, Asensio E, Morata J, Tonda R, Lahoz S, Parra C, Lozano JJ, García-Heredia A, Martínez-Roca A, Beltran S, Balaguer F, Jover R, Castells A, Trullàs R, Podlesniy P, Camps J. Quantification of rare somatic single nucleotide variants by droplet digital PCR using SuperSelective primers. Sci Rep 2023; 13:18997. [PMID: 37923774 PMCID: PMC10624686 DOI: 10.1038/s41598-023-39874-0] [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: 06/01/2023] [Accepted: 08/01/2023] [Indexed: 11/06/2023] Open
Abstract
Somatic single-nucleotide variants (SNVs) occur every time a cell divides, appearing even in healthy tissues at low frequencies. These mutations may accumulate as neutral variants during aging, or eventually, promote the development of neoplasia. Here, we present the SP-ddPCR, a droplet digital PCR (ddPCR) based approach that utilizes customized SuperSelective primers aiming at quantifying the proportion of rare SNVs. For that purpose, we selected five potentially pathogenic variants identified by whole-exome sequencing (WES) occurring at low variant allele frequency (VAF) in at-risk colon healthy mucosa of patients diagnosed with colorectal cancer or advanced adenoma. Additionally, two APC SNVs detected in two cancer lesions were added to the study for WES-VAF validation. SuperSelective primers were designed to quantify SNVs at low VAFs both in silico and in clinical samples. In addition to the two APC SNVs in colonic lesions, SP-ddPCR confirmed the presence of three out of five selected SNVs in the normal colonic mucosa with allelic frequencies ≤ 5%. Moreover, SP-ddPCR showed the presence of two potentially pathogenic variants in the distal normal mucosa of patients with colorectal carcinoma. In summary, SP-ddPCR offers a rapid and feasible methodology to validate next-generation sequencing data and accurately quantify rare SNVs, thus providing a potential tool for diagnosis and stratification of at-risk patients based on their mutational profiling.
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Affiliation(s)
- Verónica Pablo-Fontecha
- Translational Colorectal Cancer Genomics, Gastrointestinal and Pancreatic Oncology Team, Institut D'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Hospital Clínic de Barcelona, Rosselló 149-153, 4th Floor, 08036, Barcelona, Spain
- Centro de Investigación Biomédica en Red sobre Enfermedades Neurodegenerativas (CIBERNED), 28029, Madrid, Spain
| | - Eva Hernández-Illán
- Translational Colorectal Cancer Genomics, Gastrointestinal and Pancreatic Oncology Team, Institut D'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Hospital Clínic de Barcelona, Rosselló 149-153, 4th Floor, 08036, Barcelona, Spain
| | - Andrea Reparaz
- Centro de Investigación Biomédica en Red sobre Enfermedades Neurodegenerativas (CIBERNED), 28029, Madrid, Spain
- Neurobiology Unit, Institut d'Investigacions Biomèdiques de Barcelona (IIBB-CSIC), Institut D'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), 08036, Barcelona, Spain
| | - Elena Asensio
- Translational Colorectal Cancer Genomics, Gastrointestinal and Pancreatic Oncology Team, Institut D'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Hospital Clínic de Barcelona, Rosselló 149-153, 4th Floor, 08036, Barcelona, Spain
| | - Jordi Morata
- CNAG-CRG, Centre for Genomic Regulation (CRG), Barcelona Institute of Science and Technology (BIST), 08028, Barcelona, Spain
| | - Raúl Tonda
- CNAG-CRG, Centre for Genomic Regulation (CRG), Barcelona Institute of Science and Technology (BIST), 08028, Barcelona, Spain
| | - Sara Lahoz
- Translational Colorectal Cancer Genomics, Gastrointestinal and Pancreatic Oncology Team, Institut D'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Hospital Clínic de Barcelona, Rosselló 149-153, 4th Floor, 08036, Barcelona, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBEREHD), 28029, Madrid, Spain
| | - Carolina Parra
- Translational Colorectal Cancer Genomics, Gastrointestinal and Pancreatic Oncology Team, Institut D'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Hospital Clínic de Barcelona, Rosselló 149-153, 4th Floor, 08036, Barcelona, Spain
| | - Juan José Lozano
- Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBEREHD), 28029, Madrid, Spain
| | - Anabel García-Heredia
- Servicio de Medicina Digestiva, Hospital General Universitario de Alicante, Instituto de Investigación Sanitaria y Biomédica de Alicante (ISABIAL), 03010, Alicante, Spain
| | - Alejandro Martínez-Roca
- Servicio de Medicina Digestiva, Hospital General Universitario de Alicante, Instituto de Investigación Sanitaria y Biomédica de Alicante (ISABIAL), 03010, Alicante, Spain
| | - Sergi Beltran
- CNAG-CRG, Centre for Genomic Regulation (CRG), Barcelona Institute of Science and Technology (BIST), 08028, Barcelona, Spain
| | - Francesc Balaguer
- Translational Colorectal Cancer Genomics, Gastrointestinal and Pancreatic Oncology Team, Institut D'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Hospital Clínic de Barcelona, Rosselló 149-153, 4th Floor, 08036, Barcelona, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBEREHD), 28029, Madrid, Spain
| | - Rodrigo Jover
- Servicio de Medicina Digestiva, Hospital General Universitario de Alicante, Instituto de Investigación Sanitaria y Biomédica de Alicante (ISABIAL), 03010, Alicante, Spain
| | - Antoni Castells
- Translational Colorectal Cancer Genomics, Gastrointestinal and Pancreatic Oncology Team, Institut D'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Hospital Clínic de Barcelona, Rosselló 149-153, 4th Floor, 08036, Barcelona, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBEREHD), 28029, Madrid, Spain
| | - Ramon Trullàs
- Centro de Investigación Biomédica en Red sobre Enfermedades Neurodegenerativas (CIBERNED), 28029, Madrid, Spain
- Neurobiology Unit, Institut d'Investigacions Biomèdiques de Barcelona (IIBB-CSIC), Institut D'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), 08036, Barcelona, Spain
| | - Petar Podlesniy
- Centro de Investigación Biomédica en Red sobre Enfermedades Neurodegenerativas (CIBERNED), 28029, Madrid, Spain
- Neurobiology Unit, Institut d'Investigacions Biomèdiques de Barcelona (IIBB-CSIC), Institut D'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), 08036, Barcelona, Spain
| | - Jordi Camps
- Translational Colorectal Cancer Genomics, Gastrointestinal and Pancreatic Oncology Team, Institut D'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Hospital Clínic de Barcelona, Rosselló 149-153, 4th Floor, 08036, Barcelona, Spain.
- Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBEREHD), 28029, Madrid, Spain.
- Unitat de Biologia Cel·lular i Genètica Mèdica, Departament de Biologia Cel·lular, Fisiologia i Immunologia, Facultat de Medicina, Universitat Autònoma de Barcelona, 08193, Bellaterra, Spain.
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2
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Guijarro F, López-Guerra M, Morata J, Bataller A, Paz S, Cornet-Masana JM, Banús-Mulet A, Cuesta-Casanovas L, Carbó JM, Castaño-Díez S, Jiménez-Vicente C, Cortés-Bullich A, Triguero A, Martínez-Roca A, Esteban D, Gómez-Hernando M, Álamo Moreno JR, López-Oreja I, Garrote M, Risueño RM, Tonda R, Gut I, Colomer D, Díaz-Beya M, Esteve J. Germ line variants in patients with acute myeloid leukemia without a suspicion of hereditary hematologic malignancy syndrome. Blood Adv 2023; 7:5799-5811. [PMID: 37450374 PMCID: PMC10561046 DOI: 10.1182/bloodadvances.2023009742] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2023] [Revised: 05/04/2023] [Accepted: 06/19/2023] [Indexed: 07/18/2023] Open
Abstract
Germ line predisposition in acute myeloid leukemia (AML) has gained attention in recent years because of a nonnegligible frequency and an impact on management of patients and their relatives. Risk alleles for AML development may be present in patients without a clinical suspicion of hereditary hematologic malignancy syndrome. In this study we investigated the presence of germ line variants (GVs) in 288 genes related to cancer predisposition in 47 patients with available paired, tumor-normal material, namely bone marrow stroma cells (n = 29), postremission bone marrow (n = 17), and saliva (n = 1). These patients correspond to 2 broad AML categories with heterogeneous genetic background (AML myelodysplasia related and AML defined by differentiation) and none of them had phenotypic abnormalities, previous history of cytopenia, or strong cancer aggregation. We found 11 pathogenic or likely pathogenic variants, 6 affecting genes related to autosomal dominant cancer predisposition syndromes (ATM, DDX41, and CHEK2) and 5 related to autosomal recessive bone marrow failure syndromes (FANCA, FANCM, SBDS, DNAJC21, and CSF3R). We did not find differences in clinical characteristics nor outcome between carriers of GVs vs noncarriers. Further studies in unselected AML cohorts are needed to determine GV incidence and penetrance and, in particular, to clarify the role of ATM nonsense mutations in AML predisposition.
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Affiliation(s)
- Francesca Guijarro
- Pathology Department, Hematopathology Section, Hospital Clínic Barcelona, Barcelona, Spain
- Institut d’Investigacions Biomèdiques August Pi i Sunyer, Barcelona, Spain
| | - Monica López-Guerra
- Pathology Department, Hematopathology Section, Hospital Clínic Barcelona, Barcelona, Spain
- Institut d’Investigacions Biomèdiques August Pi i Sunyer, Barcelona, Spain
- Centro de Investigación Biomédica en Red de Cáncer, Madrid, Spain
| | - Jordi Morata
- Centro Nacional de Análisis Genómico, Barcelona, Spain
| | - Alex Bataller
- Institut d’Investigacions Biomèdiques August Pi i Sunyer, Barcelona, Spain
- Hematology Department, Hospital Clínic Barcelona, Barcelona, Spain
| | - Sara Paz
- Pathology Department, Hematopathology Section, Hospital Clínic Barcelona, Barcelona, Spain
| | | | | | | | | | - Sandra Castaño-Díez
- Institut d’Investigacions Biomèdiques August Pi i Sunyer, Barcelona, Spain
- Hematology Department, Hospital Clínic Barcelona, Barcelona, Spain
| | - Carlos Jiménez-Vicente
- Institut d’Investigacions Biomèdiques August Pi i Sunyer, Barcelona, Spain
- Hematology Department, Hospital Clínic Barcelona, Barcelona, Spain
| | - Albert Cortés-Bullich
- Institut d’Investigacions Biomèdiques August Pi i Sunyer, Barcelona, Spain
- Hematology Department, Hospital Clínic Barcelona, Barcelona, Spain
| | - Ana Triguero
- Institut d’Investigacions Biomèdiques August Pi i Sunyer, Barcelona, Spain
- Hematology Department, Hospital Clínic Barcelona, Barcelona, Spain
| | - Alexandra Martínez-Roca
- Institut d’Investigacions Biomèdiques August Pi i Sunyer, Barcelona, Spain
- Hematology Department, Hospital Clínic Barcelona, Barcelona, Spain
| | - Daniel Esteban
- Institut d’Investigacions Biomèdiques August Pi i Sunyer, Barcelona, Spain
- Hematology Department, Hospital Clínic Barcelona, Barcelona, Spain
| | - Marta Gómez-Hernando
- Pathology Department, Hematopathology Section, Hospital Clínic Barcelona, Barcelona, Spain
- Institut d’Investigacions Biomèdiques August Pi i Sunyer, Barcelona, Spain
| | | | - Irene López-Oreja
- Pathology Department, Hematopathology Section, Hospital Clínic Barcelona, Barcelona, Spain
- Institut d’Investigacions Biomèdiques August Pi i Sunyer, Barcelona, Spain
| | - Marta Garrote
- Pathology Department, Hematopathology Section, Hospital Clínic Barcelona, Barcelona, Spain
- Institut d’Investigacions Biomèdiques August Pi i Sunyer, Barcelona, Spain
| | - Ruth M. Risueño
- Josep Carreras Leukaemia Research Institute, Barcelona, Spain
| | - Raúl Tonda
- Centro Nacional de Análisis Genómico, Barcelona, Spain
| | - Ivo Gut
- Centro Nacional de Análisis Genómico, Barcelona, Spain
| | - Dolors Colomer
- Pathology Department, Hematopathology Section, Hospital Clínic Barcelona, Barcelona, Spain
- Institut d’Investigacions Biomèdiques August Pi i Sunyer, Barcelona, Spain
- Centro de Investigación Biomédica en Red de Cáncer, Madrid, Spain
- University of Barcelona, Barcelona, Spain
| | - Marina Díaz-Beya
- Institut d’Investigacions Biomèdiques August Pi i Sunyer, Barcelona, Spain
- Hematology Department, Hospital Clínic Barcelona, Barcelona, Spain
- Josep Carreras Leukaemia Research Institute, Barcelona, Spain
- University of Barcelona, Barcelona, Spain
| | - Jordi Esteve
- Institut d’Investigacions Biomèdiques August Pi i Sunyer, Barcelona, Spain
- Hematology Department, Hospital Clínic Barcelona, Barcelona, Spain
- Josep Carreras Leukaemia Research Institute, Barcelona, Spain
- University of Barcelona, Barcelona, Spain
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3
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Ramayo-Caldas Y, Crespo-Piazuelo D, Morata J, González-Rodríguez O, Sebastià C, Castello A, Dalmau A, Ramos-Onsins S, Alexiou KG, Folch JM, Quintanilla R, Ballester M. Copy Number Variation on ABCC2-DNMBP Loci Affects the Diversity and Composition of the Fecal Microbiota in Pigs. Microbiol Spectr 2023; 11:e0527122. [PMID: 37255458 PMCID: PMC10433821 DOI: 10.1128/spectrum.05271-22] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2023] [Accepted: 05/16/2023] [Indexed: 06/01/2023] Open
Abstract
Genetic variation in the pig genome partially modulates the composition of porcine gut microbial communities. Previous studies have been focused on the association between single nucleotide polymorphisms (SNPs) and the gut microbiota, but little is known about the relationship between structural variants and fecal microbial traits. The main goal of this study was to explore the association between porcine genome copy number variants (CNVs) and the diversity and composition of pig fecal microbiota. For this purpose, we used whole-genome sequencing data to undertake a comprehensive identification of CNVs followed by a genome-wide association analysis between the estimated CNV status and the fecal bacterial diversity in a commercial Duroc pig population. A CNV predicted as gain (DUP) partially harboring ABCC2-DNMBP loci was associated with richness (P = 5.41 × 10-5, false discovery rate [FDR] = 0.022) and Shannon α-diversity (P = 1.42 × 10-4, FDR = 0.057). The in silico predicted gain of copies was validated by real-time quantitative PCR (qPCR), and its segregation, and positive association with the richness and Shannon α-diversity of the porcine fecal bacterial ecosystem was confirmed in an unrelated F1 (Duroc × Iberian) cross. Our results advise the relevance of considering the role of host-genome structural variants as potential modulators of microbial ecosystems and suggest the ABCC2-DNMBP CNV as a host-genetic factor for the modulation of the diversity and composition of the fecal microbiota in pigs. IMPORTANCE A better understanding of the environmental and host factors modulating gut microbiomes is a topic of greatest interest. Recent evidence suggests that genetic variation in the pig genome partially controls the composition of porcine gut microbiota. However, since previous studies have been focused on the association between single nucleotide polymorphisms and the fecal microbiota, little is known about the relationship between other sources of genetic variation, like the structural variants and microbial traits. Here, we identified, experimentally validated, and replicated in an independent population a positive link between the gain of copies of ABCC2-DNMBP loci and the diversity and composition of pig fecal microbiota. Our results advise the relevance of considering the role of host-genome structural variants as putative modulators of microbial ecosystems and open the possibility of implementing novel holobiont-based management strategies in breeding programs for the simultaneous improvement of microbial traits and host performance.
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Affiliation(s)
- Yuliaxis Ramayo-Caldas
- Animal Breeding and Genetics Program, Institute of Agrifood Research and Technology, Caldes de Montbui, Spain
| | - Daniel Crespo-Piazuelo
- Animal Breeding and Genetics Program, Institute of Agrifood Research and Technology, Caldes de Montbui, Spain
| | - Jordi Morata
- Centro Nacional de Análisis Genómico, Centre for Genomic Regulation, Barcelona Institute of Science and Technology, Barcelona, Spain
| | - Olga González-Rodríguez
- Animal Breeding and Genetics Program, Institute of Agrifood Research and Technology, Caldes de Montbui, Spain
| | - Cristina Sebastià
- Plant and Animal Genomics Program, Centre for Research in Agricultural Genomics, Consejo Superior de Investigaciones Científicas (CSIC)-Institute of Agrifood Research and Technology-Autonomous University of Barcelona-UB, Bellaterra, Spain
- Animal and Food Science Department, Autonomous University of Barcelona, Bellaterra, Spain
| | - Anna Castello
- Plant and Animal Genomics Program, Centre for Research in Agricultural Genomics, Consejo Superior de Investigaciones Científicas (CSIC)-Institute of Agrifood Research and Technology-Autonomous University of Barcelona-UB, Bellaterra, Spain
- Animal and Food Science Department, Autonomous University of Barcelona, Bellaterra, Spain
| | - Antoni Dalmau
- Animal Welfare Program, Institute of Agrifood Research and Technology, Girona, Spain
| | - Sebastian Ramos-Onsins
- Plant and Animal Genomics Program, Centre for Research in Agricultural Genomics, Consejo Superior de Investigaciones Científicas (CSIC)-Institute of Agrifood Research and Technology-Autonomous University of Barcelona-UB, Bellaterra, Spain
| | - Konstantinos G. Alexiou
- Plant and Animal Genomics Program, Centre for Research in Agricultural Genomics, Consejo Superior de Investigaciones Científicas (CSIC)-Institute of Agrifood Research and Technology-Autonomous University of Barcelona-UB, Bellaterra, Spain
| | - Josep M. Folch
- Plant and Animal Genomics Program, Centre for Research in Agricultural Genomics, Consejo Superior de Investigaciones Científicas (CSIC)-Institute of Agrifood Research and Technology-Autonomous University of Barcelona-UB, Bellaterra, Spain
- Animal and Food Science Department, Autonomous University of Barcelona, Bellaterra, Spain
| | - Raquel Quintanilla
- Animal Breeding and Genetics Program, Institute of Agrifood Research and Technology, Caldes de Montbui, Spain
| | - Maria Ballester
- Animal Breeding and Genetics Program, Institute of Agrifood Research and Technology, Caldes de Montbui, Spain
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4
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Sandín D, Valle J, Morata J, Andreu D, Torrent M. Antimicrobial Peptides Can Generate Tolerance by Lag and Interfere with Antimicrobial Therapy. Pharmaceutics 2022; 14:pharmaceutics14102169. [PMID: 36297604 PMCID: PMC9611985 DOI: 10.3390/pharmaceutics14102169] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [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: 09/19/2022] [Revised: 10/05/2022] [Accepted: 10/07/2022] [Indexed: 11/16/2022] Open
Abstract
Antimicrobial peptides (AMPs) are widely distributed molecules secreted mostly by cells of the innate immune system to prevent bacterial proliferation at the site of infection. As with classic antibiotics, continued treatment with AMPs can create resistance in bacteria. However, whether AMPs can generate tolerance as an intermediate stage towards resistance is not known. Here, we show that the treatment of Escherichia coli with different AMPs induces tolerance by lag, particularly for those peptides that have internal targets. This tolerance can be detected as different morphological and physiological changes, which depend on the type of peptide molecule the bacterium has been exposed to. In addition, we show that AMP tolerance can also affect antibiotic treatment. The genomic sequencing of AMP-tolerant strains shows that different mutations alter membrane composition, DNA replication, and translation. Some of these mutations have also been observed in antibiotic-resistant strains, suggesting that AMP tolerance could be a relevant step in the development of antibiotic resistance. Monitoring AMP tolerance is relevant vis-á-vis the eventual therapeutic use of AMPs and because cross-tolerance might favor the emergence of resistance against conventional antibiotic treatments.
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Affiliation(s)
- Daniel Sandín
- Systems Biology of Infection Lab, Department of Biochemistry and Molecular Biology, Universitat Autònoma de Barcelona, Cerdanyola del Vallés 08193, Spain
| | - Javier Valle
- Department of Medicine and Life Sciences, Universitat Pompeu Fabra, Barcelona Biomedical Research Park, Barcelona 08003, Spain
| | - Jordi Morata
- CNAG-CRG, Centre for Genomic Regulation (CRG), The Barcelona Institute of Science and Technology, Baldiri Reixac 4, Barcelona 08028, Spain
| | - David Andreu
- Department of Medicine and Life Sciences, Universitat Pompeu Fabra, Barcelona Biomedical Research Park, Barcelona 08003, Spain
- Correspondence: (D.A.); (M.T.)
| | - Marc Torrent
- Systems Biology of Infection Lab, Department of Biochemistry and Molecular Biology, Universitat Autònoma de Barcelona, Cerdanyola del Vallés 08193, Spain
- Correspondence: (D.A.); (M.T.)
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5
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Olson ND, Wagner J, McDaniel J, Stephens SH, Westreich ST, Prasanna AG, Johanson E, Boja E, Maier EJ, Serang O, Jáspez D, Lorenzo-Salazar JM, Muñoz-Barrera A, Rubio-Rodríguez LA, Flores C, Kyriakidis K, Malousi A, Shafin K, Pesout T, Jain M, Paten B, Chang PC, Kolesnikov A, Nattestad M, Baid G, Goel S, Yang H, Carroll A, Eveleigh R, Bourgey M, Bourque G, Li G, Ma C, Tang L, Du Y, Zhang S, Morata J, Tonda R, Parra G, Trotta JR, Brueffer C, Demirkaya-Budak S, Kabakci-Zorlu D, Turgut D, Kalay Ö, Budak G, Narcı K, Arslan E, Brown R, Johnson IJ, Dolgoborodov A, Semenyuk V, Jain A, Tetikol HS, Jain V, Ruehle M, Lajoie B, Roddey C, Catreux S, Mehio R, Ahsan MU, Liu Q, Wang K, Ebrahim Sahraeian SM, Fang LT, Mohiyuddin M, Hung C, Jain C, Feng H, Li Z, Chen L, Sedlazeck FJ, Zook JM. PrecisionFDA Truth Challenge V2: Calling variants from short and long reads in difficult-to-map regions. Cell Genom 2022; 2:S2666-979X(22)00058-1. [PMID: 35720974 PMCID: PMC9205427 DOI: 10.1016/j.xgen.2022.100129] [Citation(s) in RCA: 48] [Impact Index Per Article: 24.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/07/2020] [Revised: 11/01/2021] [Accepted: 04/08/2022] [Indexed: 11/19/2022]
Abstract
The precisionFDA Truth Challenge V2 aimed to assess the state of the art of variant calling in challenging genomic regions. Starting with FASTQs, 20 challenge participants applied their variant-calling pipelines and submitted 64 variant call sets for one or more sequencing technologies (Illumina, PacBio HiFi, and Oxford Nanopore Technologies). Submissions were evaluated following best practices for benchmarking small variants with updated Genome in a Bottle benchmark sets and genome stratifications. Challenge submissions included numerous innovative methods, with graph-based and machine learning methods scoring best for short-read and long-read datasets, respectively. With machine learning approaches, combining multiple sequencing technologies performed particularly well. Recent developments in sequencing and variant calling have enabled benchmarking variants in challenging genomic regions, paving the way for the identification of previously unknown clinically relevant variants.
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Affiliation(s)
- Nathan D. Olson
- Material Measurement Laboratory, National Institute of Standards and Technology, 100 Bureau Dr, MS8312, Gaithersburg, MD 20899, USA
| | - Justin Wagner
- Material Measurement Laboratory, National Institute of Standards and Technology, 100 Bureau Dr, MS8312, Gaithersburg, MD 20899, USA
| | - Jennifer McDaniel
- Material Measurement Laboratory, National Institute of Standards and Technology, 100 Bureau Dr, MS8312, Gaithersburg, MD 20899, USA
| | | | | | | | - Elaine Johanson
- Office of Health Informatics, Office of the Chief Scientist, Office of the Commissioner, US Food and Drug Administration, Silver Spring, MD, USA
| | - Emily Boja
- Office of Health Informatics, Office of the Chief Scientist, Office of the Commissioner, US Food and Drug Administration, Silver Spring, MD, USA
| | - Ezekiel J. Maier
- Booz Allen Hamilton, 8283 Greensboro Drive, Mclean, VA 22102, USA
| | - Omar Serang
- DNAnexus, Inc., 1975 W El Camino Real #204, Mountain View, CA 94040, USA
| | - David Jáspez
- Genomics Division, Instituto Tecnológico y de Energías Renovables (ITER), Santa Cruz de Tenerife, Spain
| | - José M. Lorenzo-Salazar
- Genomics Division, Instituto Tecnológico y de Energías Renovables (ITER), Santa Cruz de Tenerife, Spain
| | - Adrián Muñoz-Barrera
- Genomics Division, Instituto Tecnológico y de Energías Renovables (ITER), Santa Cruz de Tenerife, Spain
| | - Luis A. Rubio-Rodríguez
- Genomics Division, Instituto Tecnológico y de Energías Renovables (ITER), Santa Cruz de Tenerife, Spain
| | - Carlos Flores
- Genomics Division, Instituto Tecnológico y de Energías Renovables (ITER), Santa Cruz de Tenerife, Spain
- CIBER de Enfermedades Respiratorias, Instituto de Salud Carlos III, Madrid, Spain
- Research Unit, Hospital Universitario N.S. de Candelaria, Santa Cruz de Tenerife, Spain
- Instituto de Tecnologías Biomédicas (ITB), Universidad de La Laguna, 38200 San Cristóbal de La Laguna, Spain
| | - Konstantinos Kyriakidis
- School of Pharmacy, Aristotle University of Thessaloniki (AUTH), 541 24 Thessaloniki, Greece
- Genomics and Epigenomics Translational Research (GENeTres), Center for Interdisciplinary Research and Innovation, 570 01 Thessaloniki, Greece
| | - Andigoni Malousi
- Genomics and Epigenomics Translational Research (GENeTres), Center for Interdisciplinary Research and Innovation, 570 01 Thessaloniki, Greece
- Laboratory of Biological Chemistry, School of Medicine, Aristotle University of Thessaloniki (AUTH), 541 24 Thessaloniki, Greece
| | - Kishwar Shafin
- UC Santa Cruz Genomics Institute, University of California, Santa Cruz, 1156 High Street, Santa Cruz, CA, USA
| | - Trevor Pesout
- UC Santa Cruz Genomics Institute, University of California, Santa Cruz, 1156 High Street, Santa Cruz, CA, USA
| | - Miten Jain
- UC Santa Cruz Genomics Institute, University of California, Santa Cruz, 1156 High Street, Santa Cruz, CA, USA
| | - Benedict Paten
- UC Santa Cruz Genomics Institute, University of California, Santa Cruz, 1156 High Street, Santa Cruz, CA, USA
| | - Pi-Chuan Chang
- Google Inc, 1600 Amphitheater Pkwy, Mountain View, CA 94040, USA
| | | | - Maria Nattestad
- Google Inc, 1600 Amphitheater Pkwy, Mountain View, CA 94040, USA
| | - Gunjan Baid
- Google Inc, 1600 Amphitheater Pkwy, Mountain View, CA 94040, USA
| | - Sidharth Goel
- Google Inc, 1600 Amphitheater Pkwy, Mountain View, CA 94040, USA
| | - Howard Yang
- Google Inc, 1600 Amphitheater Pkwy, Mountain View, CA 94040, USA
| | - Andrew Carroll
- Google Inc, 1600 Amphitheater Pkwy, Mountain View, CA 94040, USA
| | - Robert Eveleigh
- The Canadian Center for Computational Genomics (C3G), Montréal, QC, Canada
| | - Mathieu Bourgey
- The Canadian Center for Computational Genomics (C3G), Montréal, QC, Canada
| | - Guillaume Bourque
- The Canadian Center for Computational Genomics (C3G), Montréal, QC, Canada
| | - Gen Li
- HuXinDao, QingZhuHu TaiYangShan Road, KaiFu, ChangSha, HuNan, China
| | - ChouXian Ma
- HuXinDao, QingZhuHu TaiYangShan Road, KaiFu, ChangSha, HuNan, China
| | - LinQi Tang
- HuXinDao, QingZhuHu TaiYangShan Road, KaiFu, ChangSha, HuNan, China
| | - YuanPing Du
- HuXinDao, QingZhuHu TaiYangShan Road, KaiFu, ChangSha, HuNan, China
| | - ShaoWei Zhang
- HuXinDao, QingZhuHu TaiYangShan Road, KaiFu, ChangSha, HuNan, China
| | - Jordi Morata
- CNAG-CRG, Centre for Genomic Regulation (CRG), Barcelona Institute of Science and Technology (BIST), Baldiri i Reixac 4, 08028 Barcelona, Spain
- Universitat Pompeu Fabra (UPF), Barcelona, Spain
| | - Raúl Tonda
- CNAG-CRG, Centre for Genomic Regulation (CRG), Barcelona Institute of Science and Technology (BIST), Baldiri i Reixac 4, 08028 Barcelona, Spain
- Universitat Pompeu Fabra (UPF), Barcelona, Spain
| | - Genís Parra
- CNAG-CRG, Centre for Genomic Regulation (CRG), Barcelona Institute of Science and Technology (BIST), Baldiri i Reixac 4, 08028 Barcelona, Spain
- Universitat Pompeu Fabra (UPF), Barcelona, Spain
| | - Jean-Rémi Trotta
- CNAG-CRG, Centre for Genomic Regulation (CRG), Barcelona Institute of Science and Technology (BIST), Baldiri i Reixac 4, 08028 Barcelona, Spain
- Universitat Pompeu Fabra (UPF), Barcelona, Spain
| | - Christian Brueffer
- Division of Oncology, Department of Clinical Sciences, Lund University, Lund, Sweden
| | | | | | - Deniz Turgut
- Seven Bridges Genomics, Inc, Charlestown, MA, USA
| | - Özem Kalay
- Seven Bridges Genomics, Inc, Charlestown, MA, USA
| | - Gungor Budak
- Seven Bridges Genomics, Inc, Charlestown, MA, USA
| | - Kübra Narcı
- Seven Bridges Genomics, Inc, Charlestown, MA, USA
| | - Elif Arslan
- Seven Bridges Genomics, Inc, Charlestown, MA, USA
| | | | | | | | | | - Amit Jain
- Seven Bridges Genomics, Inc, Charlestown, MA, USA
| | | | | | | | | | | | | | | | - Mian Umair Ahsan
- Raymond G. Perelman Center for Cellular and Molecular Therapeutics, Children’s Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Qian Liu
- Raymond G. Perelman Center for Cellular and Molecular Therapeutics, Children’s Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Kai Wang
- Raymond G. Perelman Center for Cellular and Molecular Therapeutics, Children’s Hospital of Philadelphia, Philadelphia, PA 19104, USA
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | | | - Li Tai Fang
- Roche Sequencing Solutions, Santa Clara, CA 95050, USA
| | | | | | - Chirag Jain
- National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA
| | | | | | | | - Fritz J. Sedlazeck
- Human Genome Sequencing Center, Baylor College of Medicine, One Baylor Plaza, Houston, TX 77030, USA
| | - Justin M. Zook
- Material Measurement Laboratory, National Institute of Standards and Technology, 100 Bureau Dr, MS8312, Gaithersburg, MD 20899, USA
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6
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Fernández-Rodríguez J, Morales La Madrid A, Gel B, Castañeda Heredia A, Salvador H, Martínez-Iniesta M, Moutinho C, Morata J, Heyn H, Blanco I, Creus-Bachiller E, Capella G, Farré L, Vidal A, Soldado F, Krauel L, Suñol M, Serra E, Villanueva A, Lázaro C. Use of patient derived orthotopic xenograft models for real-time therapy guidance in a pediatric sporadic malignant peripheral nerve sheath tumor. Ther Adv Med Oncol 2020; 12:1758835920929579. [PMID: 32670419 PMCID: PMC7339074 DOI: 10.1177/1758835920929579] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [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: 11/28/2019] [Accepted: 05/01/2020] [Indexed: 11/17/2022] Open
Abstract
Background: The aim of this study was to test the feasibility and utility of developing
patient-derived orthotopic xenograft (PDOX) models for patients with
malignant peripheral nerve sheath tumors (MPNSTs) to aid therapeutic
interventions in real time. Patient & Methods: A sporadic relapsed MPNST developed in a 14-year-old boy was engrafted in
mice, generating a PDOX model for use in co-clinical trials after informed
consent. SNP-array and exome sequencing was performed on the relapsed tumor.
Genomics, drug availability, and published literature guided PDOX
treatments. Results: A MPNST PDOX model was generated and expanded. Analysis of the patient’s
relapsed tumor revealed mutations in the MAPK1, EED, and
CDK2NA/B genes. First, the PDOX model was treated with
the same therapeutic regimen as received by the patient (everolimus and
trametinib); after observing partial response, tumors were left to regrow.
Regrown tumors were treated based on mutations (palbociclib and JQ1), drug
availability, and published literature (nab-paclitaxel; bevacizumab;
sorafenib plus doxorubicin; and gemcitabine plus docetaxel). The patient had
a lung metastatic relapse and was treated according to PDOX results, first
with nab-paclitaxel, second with sorafenib plus doxorubicin after
progression, although a complete response was not achieved and multiple
metastasectomies were performed. The patient is currently disease free
46 months after first relapse. Conclusion: Our results indicate the feasibility of generating MPNST-PDOX and genomic
characterization to guide treatment in real time. Although the treatment
responses observed in our model did not fully recapitulate the patient’s
response, this pilot study identify key aspects to improve our co-clinical
testing approach in real time.
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Affiliation(s)
- Juana Fernández-Rodríguez
- Hereditary Cancer Program, Catalan Institute of Oncology, IDIBELL, Hospitalet de Llobregat, Barcelona, Spain
| | | | - Bernat Gel
- Centro de Investigación Biomédica en Red de Cáncer (CIBERONC), Spain
| | | | - Héctor Salvador
- Pediatric Oncology Department, Hospital Sant Joan de Déu, Barcelona, Catalunya, Spain
| | - María Martínez-Iniesta
- Program in Molecular Mechanisms and Experimental Therapy in Oncology (Oncobell), IDIBELL, Hospitalet de Llobregat, Barcelona, Spain
| | - Catia Moutinho
- CNAG-CRG, Centre for Genomic Regulation (CRG), Barcelona Institute of Science and Technology (BIST), Barcelona, Catalunya, Spain
| | - Jordi Morata
- CNAG-CRG, Centre for Genomic Regulation (CRG), Barcelona Institute of Science and Technology (BIST), Barcelona, Catalunya, Spain
| | - Holger Heyn
- CNAG-CRG, Centre for Genomic Regulation (CRG), Barcelona Institute of Science and Technology (BIST), Barcelona, Catalunya, Spain
| | - Ignacio Blanco
- Programa d'Assessorament i Genètica Clínica, Hospital Universitari Germans Trias i Pujol, Badalona, Barcelona, Spain
| | - Edgar Creus-Bachiller
- Hereditary Cancer Program, Catalan Institute of Oncology, IDIBELL, Hospitalet de Llobregat, Barcelona, Spain
| | - Gabriel Capella
- Hereditary Cancer Program, Catalan Institute of Oncology, IDIBELL, Hospitalet de Llobregat, Barcelona, Spain
| | - Lourdes Farré
- Program in Molecular Mechanisms and Experimental Therapy in Oncology (Oncobell), IDIBELL, Hospitalet de Llobregat, Barcelona, Spain
| | - August Vidal
- Centro de Investigación Biomédica en Red de Cáncer (CIBERONC), Spain
| | - Francisco Soldado
- Pediatric hand surgery and microsurgery, Hospital Sant Joan de Déu, Universitat de Barcelona, Spain
| | - Lucas Krauel
- Pediatric Surgical Oncology, Pediatric Surgery Department, Hospital Sant Joan de Déu, Universitat de Barcelona, Spain
| | - Mariona Suñol
- Pathology Department, Hospital Sant Joan de Déu, Barcelona, Spain
| | - Eduard Serra
- Centro de Investigación Biomédica en Red de Cáncer (CIBERONC), Spain
| | - Alberto Villanueva
- Procure Program, Catalan Institute of Oncology, Hospitalet de Llobregat (Barcelona) and CIBERONC, Av. Gran Via 199-203, Hospitalet de Llobregat, 08908, Spain
| | - Conxi Lázaro
- Hereditary Cancer Program, Catalan Institute of Oncology, IDIBELL and CIBERONC, Av. Gran Via 199-203, Hospitalet de Llobregat, 08908, Spain
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7
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Alioto T, Alexiou KG, Bardil A, Barteri F, Castanera R, Cruz F, Dhingra A, Duval H, Fernández i Martí Á, Frias L, Galán B, García JL, Howad W, Gómez‐Garrido J, Gut M, Julca I, Morata J, Puigdomènech P, Ribeca P, Rubio Cabetas MJ, Vlasova A, Wirthensohn M, Garcia‐Mas J, Gabaldón T, Casacuberta JM, Arús P. Transposons played a major role in the diversification between the closely related almond and peach genomes: results from the almond genome sequence. Plant J 2020; 101:455-472. [PMID: 31529539 PMCID: PMC7004133 DOI: 10.1111/tpj.14538] [Citation(s) in RCA: 60] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/11/2019] [Revised: 08/29/2019] [Accepted: 09/02/2019] [Indexed: 05/19/2023]
Abstract
We sequenced the genome of the highly heterozygous almond Prunus dulcis cv. Texas combining short- and long-read sequencing. We obtained a genome assembly totaling 227.6 Mb of the estimated almond genome size of 238 Mb, of which 91% is anchored to eight pseudomolecules corresponding to its haploid chromosome complement, and annotated 27 969 protein-coding genes and 6747 non-coding transcripts. By phylogenomic comparison with the genomes of 16 additional close and distant species we estimated that almond and peach (Prunus persica) diverged around 5.88 million years ago. These two genomes are highly syntenic and show a high degree of sequence conservation (20 nucleotide substitutions per kb). However, they also exhibit a high number of presence/absence variants, many attributable to the movement of transposable elements (TEs). Transposable elements have generated an important number of presence/absence variants between almond and peach, and we show that the recent history of TE movement seems markedly different between them. Transposable elements may also be at the origin of important phenotypic differences between both species, and in particular for the sweet kernel phenotype, a key agronomic and domestication character for almond. Here we show that in sweet almond cultivars, highly methylated TE insertions surround a gene involved in the biosynthesis of amygdalin, whose reduced expression has been correlated with the sweet almond phenotype. Altogether, our results suggest a key role of TEs in the recent history and diversification of almond and its close relative peach.
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Affiliation(s)
- Tyler Alioto
- CNAG‐CRG, Centre for Genomic Regulation (CRG)Barcelona Institute of Science and Technology (BIST)Baldiri i Reixac 408028BarcelonaSpain
- Universitat Pompeu Fabra (UPF)08005BarcelonaSpain
| | - Konstantinos G. Alexiou
- IRTA, Campus UABEdifici CRAGCerdanyola del Vallès (Bellaterra)08193BarcelonaSpain
- Centre for Research in Agricultural Genomics (CRAG)CSIC‐IRTA‐UAB‐UB, Campus UABEdifici CRAGCerdanyola del Vallès (Bellaterra)08193BarcelonaSpain
| | - Amélie Bardil
- Centre for Research in Agricultural Genomics (CRAG)CSIC‐IRTA‐UAB‐UB, Campus UABEdifici CRAGCerdanyola del Vallès (Bellaterra)08193BarcelonaSpain
| | - Fabio Barteri
- Centre for Research in Agricultural Genomics (CRAG)CSIC‐IRTA‐UAB‐UB, Campus UABEdifici CRAGCerdanyola del Vallès (Bellaterra)08193BarcelonaSpain
| | - Raúl Castanera
- Centre for Research in Agricultural Genomics (CRAG)CSIC‐IRTA‐UAB‐UB, Campus UABEdifici CRAGCerdanyola del Vallès (Bellaterra)08193BarcelonaSpain
| | - Fernando Cruz
- CNAG‐CRG, Centre for Genomic Regulation (CRG)Barcelona Institute of Science and Technology (BIST)Baldiri i Reixac 408028BarcelonaSpain
- Universitat Pompeu Fabra (UPF)08005BarcelonaSpain
| | - Amit Dhingra
- Department of HorticultureWashington State University99164-6414PullmanWAUSA
| | - Henri Duval
- INRA, UR1052Unité de Génétique et Amélioration des Fruits et Légumes (GAFL)Domaine St. Maurice CS 6009484143Montfavet CedexFrance
| | - Ángel Fernández i Martí
- Department of Environmental Science Policy and ManagementUniversity of CaliforniaBerkeley94720CAUSA
- Innovative Genomics Institute (IGI)94720BerkeleyCAUSA
| | - Leonor Frias
- CNAG‐CRG, Centre for Genomic Regulation (CRG)Barcelona Institute of Science and Technology (BIST)Baldiri i Reixac 408028BarcelonaSpain
- Universitat Pompeu Fabra (UPF)08005BarcelonaSpain
| | - Beatriz Galán
- Department of Environmental BiologyCenter for Biological Research (CIB‐CSIC)Spanish National Research Council (CSIC)Ramiro de Maeztu 928040MadridSpain
| | - José L. García
- Department of Environmental BiologyCenter for Biological Research (CIB‐CSIC)Spanish National Research Council (CSIC)Ramiro de Maeztu 928040MadridSpain
| | - Werner Howad
- IRTA, Campus UABEdifici CRAGCerdanyola del Vallès (Bellaterra)08193BarcelonaSpain
- Centre for Research in Agricultural Genomics (CRAG)CSIC‐IRTA‐UAB‐UB, Campus UABEdifici CRAGCerdanyola del Vallès (Bellaterra)08193BarcelonaSpain
| | - Jèssica Gómez‐Garrido
- CNAG‐CRG, Centre for Genomic Regulation (CRG)Barcelona Institute of Science and Technology (BIST)Baldiri i Reixac 408028BarcelonaSpain
- Universitat Pompeu Fabra (UPF)08005BarcelonaSpain
| | - Marta Gut
- CNAG‐CRG, Centre for Genomic Regulation (CRG)Barcelona Institute of Science and Technology (BIST)Baldiri i Reixac 408028BarcelonaSpain
- Universitat Pompeu Fabra (UPF)08005BarcelonaSpain
| | - Irene Julca
- Universitat Pompeu Fabra (UPF)08005BarcelonaSpain
- Bioinformatics and Genomics ProgrammeCentre for Genomic Regulation (CRG)Dr Aiguader, 8808003BarcelonaSpain
| | - Jordi Morata
- Centre for Research in Agricultural Genomics (CRAG)CSIC‐IRTA‐UAB‐UB, Campus UABEdifici CRAGCerdanyola del Vallès (Bellaterra)08193BarcelonaSpain
| | - Pere Puigdomènech
- Centre for Research in Agricultural Genomics (CRAG)CSIC‐IRTA‐UAB‐UB, Campus UABEdifici CRAGCerdanyola del Vallès (Bellaterra)08193BarcelonaSpain
| | - Paolo Ribeca
- CNAG‐CRG, Centre for Genomic Regulation (CRG)Barcelona Institute of Science and Technology (BIST)Baldiri i Reixac 408028BarcelonaSpain
- Universitat Pompeu Fabra (UPF)08005BarcelonaSpain
- The Pirbright InstituteWokingSurreyGU24 0NFUK
| | - María J. Rubio Cabetas
- Centro de Investigación y Tecnología Agroalimentaria de Aragón (CITA)Unidad de HortofruticulturaGobierno de Aragón, Avda. Montañana 93050059ZaragozaSpain
- Instituto Agroalimentario de Aragón – IA2 (CITA‐Universidad de Zaragoza)Calle Miguel Servet 17750013ZaragozaSpain
| | - Anna Vlasova
- Bioinformatics and Genomics ProgrammeCentre for Genomic Regulation (CRG)Dr Aiguader, 8808003BarcelonaSpain
| | - Michelle Wirthensohn
- University of AdelaideWaite Research InstituteSchool of Agriculture, Food and WinePMB 1Glen OsmondSA5064Australia
| | - Jordi Garcia‐Mas
- IRTA, Campus UABEdifici CRAGCerdanyola del Vallès (Bellaterra)08193BarcelonaSpain
- Centre for Research in Agricultural Genomics (CRAG)CSIC‐IRTA‐UAB‐UB, Campus UABEdifici CRAGCerdanyola del Vallès (Bellaterra)08193BarcelonaSpain
| | - Toni Gabaldón
- Universitat Pompeu Fabra (UPF)08005BarcelonaSpain
- Bioinformatics and Genomics ProgrammeCentre for Genomic Regulation (CRG)Dr Aiguader, 8808003BarcelonaSpain
- Institució Catalana de Recerca i Estudis Avançats (ICREA)Pg Lluís Companys 2308010BarcelonaSpain
| | - Josep M. Casacuberta
- Centre for Research in Agricultural Genomics (CRAG)CSIC‐IRTA‐UAB‐UB, Campus UABEdifici CRAGCerdanyola del Vallès (Bellaterra)08193BarcelonaSpain
| | - Pere Arús
- IRTA, Campus UABEdifici CRAGCerdanyola del Vallès (Bellaterra)08193BarcelonaSpain
- Centre for Research in Agricultural Genomics (CRAG)CSIC‐IRTA‐UAB‐UB, Campus UABEdifici CRAGCerdanyola del Vallès (Bellaterra)08193BarcelonaSpain
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8
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Sequeira-Mendes J, Vergara Z, Peiró R, Morata J, Aragüez I, Costas C, Mendez-Giraldez R, Casacuberta JM, Bastolla U, Gutierrez C. Differences in firing efficiency, chromatin, and transcription underlie the developmental plasticity of the Arabidopsis DNA replication origins. Genome Res 2019; 29:784-797. [PMID: 30846531 PMCID: PMC6499314 DOI: 10.1101/gr.240986.118] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [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: 06/22/2018] [Accepted: 02/25/2019] [Indexed: 12/20/2022]
Abstract
Eukaryotic genome replication depends on thousands of DNA replication origins (ORIs). A major challenge is to learn ORI biology in multicellular organisms in the context of growing organs to understand their developmental plasticity. We have identified a set of ORIs of Arabidopsis thaliana and their chromatin landscape at two stages of post-embryonic development. ORIs associate with multiple chromatin signatures including transcription start sites (TSS) but also proximal and distal regulatory regions and heterochromatin, where ORIs colocalize with retrotransposons. In addition, quantitative analysis of ORI activity led us to conclude that strong ORIs have high GC content and clusters of GGN trinucleotides. Development primarily influences ORI firing strength rather than ORI location. ORIs that preferentially fire at early developmental stages colocalize with GC-rich heterochromatin, but at later stages with transcribed genes, perhaps as a consequence of changes in chromatin features associated with developmental processes. Our study provides the set of ORIs active in an organism at the post-embryo stage that should allow us to study ORI biology in response to development, environment, and mutations with a quantitative approach. In a wider scope, the computational strategies developed here can be transferred to other eukaryotic systems.
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Affiliation(s)
- Joana Sequeira-Mendes
- Centro de Biologia Molecular Severo Ochoa, CSIC-UAM, Nicolas Cabrera 1, Cantoblanco, 28049 Madrid, Spain
| | - Zaida Vergara
- Centro de Biologia Molecular Severo Ochoa, CSIC-UAM, Nicolas Cabrera 1, Cantoblanco, 28049 Madrid, Spain
| | - Ramon Peiró
- Centro de Biologia Molecular Severo Ochoa, CSIC-UAM, Nicolas Cabrera 1, Cantoblanco, 28049 Madrid, Spain
| | - Jordi Morata
- Center for Research in Agricultural Genomics, CRAG (CSIC-IRTA-UAB-UB), Campus Universitat Autónoma de Barcelona, Bellaterra, Cerdanyola del Valles, 08193 Barcelona, Spain
| | - Irene Aragüez
- Centro de Biologia Molecular Severo Ochoa, CSIC-UAM, Nicolas Cabrera 1, Cantoblanco, 28049 Madrid, Spain
| | - Celina Costas
- Centro de Biologia Molecular Severo Ochoa, CSIC-UAM, Nicolas Cabrera 1, Cantoblanco, 28049 Madrid, Spain
| | - Raul Mendez-Giraldez
- Centro de Biologia Molecular Severo Ochoa, CSIC-UAM, Nicolas Cabrera 1, Cantoblanco, 28049 Madrid, Spain
| | - Josep M Casacuberta
- Center for Research in Agricultural Genomics, CRAG (CSIC-IRTA-UAB-UB), Campus Universitat Autónoma de Barcelona, Bellaterra, Cerdanyola del Valles, 08193 Barcelona, Spain
| | - Ugo Bastolla
- Centro de Biologia Molecular Severo Ochoa, CSIC-UAM, Nicolas Cabrera 1, Cantoblanco, 28049 Madrid, Spain
| | - Crisanto Gutierrez
- Centro de Biologia Molecular Severo Ochoa, CSIC-UAM, Nicolas Cabrera 1, Cantoblanco, 28049 Madrid, Spain
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9
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Morata J, Marín F, Payet J, Casacuberta JM. Plant Lineage-Specific Amplification of Transcription Factor Binding Motifs by Miniature Inverted-Repeat Transposable Elements (MITEs). Genome Biol Evol 2018; 10:1210-1220. [PMID: 29659815 PMCID: PMC5950925 DOI: 10.1093/gbe/evy073] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [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] [Accepted: 04/04/2018] [Indexed: 12/20/2022] Open
Abstract
Transposable elements are one of the main drivers of plant genome evolution. Transposon insertions can modify the gene coding capacity or the regulation of their expression, the latter being a more subtle effect, and therefore particularly useful for evolution. Transposons have been show to contain transcription factor binding sites that can be mobilized upon transposition with the potential to integrate new genes into transcriptional networks. Miniature inverted-repeat transposable elements (MITEs) are a type of noncoding DNA transposons that could be particularly suited as a vector to mobilize transcription factor binding sites and modify transcriptional networks during evolution. MITEs are small in comparison to other transposons and can be excised, which should make them less mutagenic when inserting into promoters. On the other hand, in spite of their cut-and-paste mechanisms of transposition, they can reach very high copy numbers in genomes. We have previously shown that MITEs have amplified and redistributed the binding motif of the E2F transcription factor in different Brassicas. Here, we show that MITEs have amplified and mobilized the binding motifs of the bZIP60 and PIF3 transcription factors in peach and Prunus mume, and the TCP15/23 binding motif in tomato. Our results suggest that MITEs could have rewired new genes into transcriptional regulatory networks that are responsible for important adaptive responses and breeding traits in plants, such as stress responses, flowering time, or fruit ripening. The results presented here therefore suggest a general impact of MITEs in the evolution of transcriptional regulatory networks in plants.
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Affiliation(s)
- Jordi Morata
- CRAG (CSIC-IRTA-UAB-UB) Campus UAB, Bellaterra, Cerdanyola del Vallès, Barcelona, Spain
| | - Fatima Marín
- CRAG (CSIC-IRTA-UAB-UB) Campus UAB, Bellaterra, Cerdanyola del Vallès, Barcelona, Spain
| | | | - Josep M Casacuberta
- CRAG (CSIC-IRTA-UAB-UB) Campus UAB, Bellaterra, Cerdanyola del Vallès, Barcelona, Spain
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10
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Morata J, Tormo M, Alexiou KG, Vives C, Ramos-Onsins SE, Garcia-Mas J, Casacuberta JM. The Evolutionary Consequences of Transposon-Related Pericentromer Expansion in Melon. Genome Biol Evol 2018; 10:1584-1595. [PMID: 29901717 PMCID: PMC6009578 DOI: 10.1093/gbe/evy115] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [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] [Accepted: 06/04/2018] [Indexed: 12/16/2022] Open
Abstract
Transposable elements (TEs) are a major driver of plant genome evolution. A part from being a rich source of new genes and regulatory sequences, TEs can also affect plant genome evolution by modifying genome size and shaping chromosome structure. TEs tend to concentrate in heterochromatic pericentromeric regions and their proliferation may expand these regions. Here, we show that after the split of melon and cucumber, TEs have expanded the pericentromeric regions of melon chromosomes that, probably as a consequence, show a very low recombination frequency. In contrast, TEs have not proliferated to a high extent in cucumber, which has small TE-dense pericentromeric regions and shows a relatively constant recombination rate along chromosomes. These differences in chromosome structure also translate in differences in gene nucleotide diversity. Although gene nucleotide diversity is essentially constant along cucumber chromosomes, melon chromosomes show a bimodal pattern of genetic variability, with a gene-poor region where variability is negatively correlated with gene density. Interestingly, genes are not homogeneously distributed in melon, and the high variable low-recombining pericentromeric regions show a higher concentration of melon-specific genes whereas genes shared with cucumber and other plants are essentially found in gene-rich chromosomal arms. The results presented here suggest that melon pericentromeric regions may allow gene sequences to evolve more freely than in other chromosomal compartments which may allow new ORFs to arise and eventually be selected. These results show that TEs can drastically change the structure of chromosomes creating different chromosomal compartments imposing different constraints for gene evolution.
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Affiliation(s)
- Jordi Morata
- Center for Research in Agricultural Genomics, CRAG (CSIC-IRTA-UAB-UB), Campus UAB, Cerdanyola del Vallès, Barcelona, Spain
| | - Marc Tormo
- Center for Research in Agricultural Genomics, CRAG (CSIC-IRTA-UAB-UB), Campus UAB, Cerdanyola del Vallès, Barcelona, Spain
| | - Konstantinos G Alexiou
- Institut de Recerca i Tecnologia Agroalimentàries, Center for Research in Agricultural Genomics, CRAG (CSIC-IRTA-UAB-UB), Campus UAB, Cerdanyola del Vallès, Barcelona, Spain
| | - Cristina Vives
- Center for Research in Agricultural Genomics, CRAG (CSIC-IRTA-UAB-UB), Campus UAB, Cerdanyola del Vallès, Barcelona, Spain
| | - Sebastián E Ramos-Onsins
- Center for Research in Agricultural Genomics, CRAG (CSIC-IRTA-UAB-UB), Campus UAB, Cerdanyola del Vallès, Barcelona, Spain
| | - Jordi Garcia-Mas
- Institut de Recerca i Tecnologia Agroalimentàries, Center for Research in Agricultural Genomics, CRAG (CSIC-IRTA-UAB-UB), Campus UAB, Cerdanyola del Vallès, Barcelona, Spain
| | - Josep M Casacuberta
- Center for Research in Agricultural Genomics, CRAG (CSIC-IRTA-UAB-UB), Campus UAB, Cerdanyola del Vallès, Barcelona, Spain
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11
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Lang D, Ullrich KK, Murat F, Fuchs J, Jenkins J, Haas FB, Piednoel M, Gundlach H, Van Bel M, Meyberg R, Vives C, Morata J, Symeonidi A, Hiss M, Muchero W, Kamisugi Y, Saleh O, Blanc G, Decker EL, van Gessel N, Grimwood J, Hayes RD, Graham SW, Gunter LE, McDaniel SF, Hoernstein SNW, Larsson A, Li FW, Perroud PF, Phillips J, Ranjan P, Rokshar DS, Rothfels CJ, Schneider L, Shu S, Stevenson DW, Thümmler F, Tillich M, Villarreal Aguilar JC, Widiez T, Wong GKS, Wymore A, Zhang Y, Zimmer AD, Quatrano RS, Mayer KFX, Goodstein D, Casacuberta JM, Vandepoele K, Reski R, Cuming AC, Tuskan GA, Maumus F, Salse J, Schmutz J, Rensing SA. The Physcomitrella patens chromosome-scale assembly reveals moss genome structure and evolution. Plant J 2018; 93:515-533. [PMID: 29237241 DOI: 10.1111/tpj.13801] [Citation(s) in RCA: 243] [Impact Index Per Article: 40.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/11/2017] [Revised: 11/20/2017] [Accepted: 11/24/2017] [Indexed: 05/18/2023]
Abstract
The draft genome of the moss model, Physcomitrella patens, comprised approximately 2000 unordered scaffolds. In order to enable analyses of genome structure and evolution we generated a chromosome-scale genome assembly using genetic linkage as well as (end) sequencing of long DNA fragments. We find that 57% of the genome comprises transposable elements (TEs), some of which may be actively transposing during the life cycle. Unlike in flowering plant genomes, gene- and TE-rich regions show an overall even distribution along the chromosomes. However, the chromosomes are mono-centric with peaks of a class of Copia elements potentially coinciding with centromeres. Gene body methylation is evident in 5.7% of the protein-coding genes, typically coinciding with low GC and low expression. Some giant virus insertions are transcriptionally active and might protect gametes from viral infection via siRNA mediated silencing. Structure-based detection methods show that the genome evolved via two rounds of whole genome duplications (WGDs), apparently common in mosses but not in liverworts and hornworts. Several hundred genes are present in colinear regions conserved since the last common ancestor of plants. These syntenic regions are enriched for functions related to plant-specific cell growth and tissue organization. The P. patens genome lacks the TE-rich pericentromeric and gene-rich distal regions typical for most flowering plant genomes. More non-seed plant genomes are needed to unravel how plant genomes evolve, and to understand whether the P. patens genome structure is typical for mosses or bryophytes.
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Affiliation(s)
- Daniel Lang
- Plant Biotechnology, Faculty of Biology, University of Freiburg, Schaenzlestr. 1, 79104, Freiburg, Germany
- Plant Genome and Systems Biology, Helmholtz Center Munich, 85764, Neuherberg, Germany
| | - Kristian K Ullrich
- Plant Cell Biology, Faculty of Biology, University of Marburg, Marburg, Germany
| | - Florent Murat
- INRA, UMR 1095 Genetics, Diversity and Ecophysiology of Cereals (GDEC), 5 Chemin de Beaulieu, 63100, Clermont-Ferrand, France
| | - Jörg Fuchs
- Leibniz Institute of Plant Genetics and Crop Plant Research (IPK), Corrensstrasse 3, OT Gatersleben, D-06466, Stadt Seeland, Germany
| | - Jerry Jenkins
- HudsonAlpha Institute for Biotechnology, Huntsville, AL, USA
| | - Fabian B Haas
- Plant Cell Biology, Faculty of Biology, University of Marburg, Marburg, Germany
| | - Mathieu Piednoel
- Department of Plant Developmental Biology, Max Planck Institute for Plant Breeding Research, Carl-von-Linné Weg 10, D-50829, Cologne, Germany
| | - Heidrun Gundlach
- Plant Genome and Systems Biology, Helmholtz Center Munich, 85764, Neuherberg, Germany
| | - Michiel Van Bel
- VIB Center for Plant Systems Biology, Technologiepark 927, 9052, Ghent, Belgium
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Technologiepark 927, B-9052, Gent, Belgium
| | - Rabea Meyberg
- Plant Cell Biology, Faculty of Biology, University of Marburg, Marburg, Germany
| | - Cristina Vives
- Center for Research in Agricultural Genomics, CRAG (CSIC-IRTA-UAB-UB), Campus UAB, Bellaterra, Cerdanyola del Vallès, 08193, Barcelona, Spain
| | - Jordi Morata
- Center for Research in Agricultural Genomics, CRAG (CSIC-IRTA-UAB-UB), Campus UAB, Bellaterra, Cerdanyola del Vallès, 08193, Barcelona, Spain
| | | | - Manuel Hiss
- Plant Cell Biology, Faculty of Biology, University of Marburg, Marburg, Germany
| | - Wellington Muchero
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
| | - Yasuko Kamisugi
- Centre for Plant Sciences, Faculty of Biological Sciences, University of Leeds, Leeds, LS2 9JT, UK
| | - Omar Saleh
- Plant Biotechnology, Faculty of Biology, University of Freiburg, Schaenzlestr. 1, 79104, Freiburg, Germany
| | - Guillaume Blanc
- Structural and Genomic Information Laboratory (IGS), Aix-Marseille Université, CNRS, UMR 7256 (IMM FR 3479), Marseille, France
| | - Eva L Decker
- Plant Biotechnology, Faculty of Biology, University of Freiburg, Schaenzlestr. 1, 79104, Freiburg, Germany
| | - Nico van Gessel
- Plant Biotechnology, Faculty of Biology, University of Freiburg, Schaenzlestr. 1, 79104, Freiburg, Germany
| | - Jane Grimwood
- HudsonAlpha Institute for Biotechnology, Huntsville, AL, USA
- DOE Joint Genome Institute, Walnut Creek, CA, 94598, USA
| | | | - Sean W Graham
- Department of Botany, University of British Columbia, Vancouver, BC, V6T 1Z4, Canada
| | - Lee E Gunter
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
| | - Stuart F McDaniel
- Department of Biology, University of Florida, Gainesville, FL, 32611, USA
| | - Sebastian N W Hoernstein
- Plant Biotechnology, Faculty of Biology, University of Freiburg, Schaenzlestr. 1, 79104, Freiburg, Germany
| | - Anders Larsson
- Department of Organismal Biology, Evolutionary Biology Centre, Uppsala University, Uppsala, Sweden
| | - Fay-Wei Li
- Boyce Thompson Institute, Ithaca, NY, 14853, USA
| | | | | | - Priya Ranjan
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
| | - Daniel S Rokshar
- DOE Joint Genome Institute, Walnut Creek, CA, 94598, USA
- Department of Molecular and Cell Biology, University of California, Berkeley, CA, 94720, USA
| | - Carl J Rothfels
- University Herbarium and Department of Integrative Biology, University of California, Berkeley, CA, 94720-2465, USA
| | - Lucas Schneider
- Plant Cell Biology, Faculty of Biology, University of Marburg, Marburg, Germany
| | - Shengqiang Shu
- DOE Joint Genome Institute, Walnut Creek, CA, 94598, USA
| | | | - Fritz Thümmler
- Vertis Biotechnologie AG, Lise-Meitner-Str. 30, 85354, Freising, Germany
| | - Michael Tillich
- Max Planck Institute of Molecular Plant Physiology, Am Muehlenberg 1, 14476, Potsdam-Golm, Germany
| | | | - Thomas Widiez
- Department of Plant Biology, University of Geneva, Sciences III, Geneva 4, CH-1211, Switzerland
- Department of Plant Biology & Pathology Rutgers, The State University of New Jersey, New Brunswick, NJ, 08901, USA
| | - Gane Ka-Shu Wong
- Department of Biological Sciences, University of Alberta, Edmonton, AB, T6G 2E9, Canada
- Department of Medicine, University of Alberta, Edmonton, AB, T6G 2E1, Canada
- BGI-Shenzhen, Beishan Industrial Zone, Yantian District, Shenzhen, 518083, China
| | - Ann Wymore
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
| | - Yong Zhang
- Shenzhen Huahan Gene Life Technology Co. Ltd, Shenzhen, China
| | - Andreas D Zimmer
- Plant Biotechnology, Faculty of Biology, University of Freiburg, Schaenzlestr. 1, 79104, Freiburg, Germany
| | - Ralph S Quatrano
- Department of Biology, Washington University, St. Louis, MO, USA
| | - Klaus F X Mayer
- Plant Genome and Systems Biology, Helmholtz Center Munich, 85764, Neuherberg, Germany
- WZW, Technical University Munich, Munich, Germany
| | | | - Josep M Casacuberta
- Center for Research in Agricultural Genomics, CRAG (CSIC-IRTA-UAB-UB), Campus UAB, Bellaterra, Cerdanyola del Vallès, 08193, Barcelona, Spain
| | - Klaas Vandepoele
- VIB Center for Plant Systems Biology, Technologiepark 927, 9052, Ghent, Belgium
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Technologiepark 927, B-9052, Gent, Belgium
| | - Ralf Reski
- Plant Biotechnology, Faculty of Biology, University of Freiburg, Schaenzlestr. 1, 79104, Freiburg, Germany
- BIOSS Centre for Biological Signalling Studies, University of Freiburg, Schaenzlestr. 18, 79104, Freiburg, Germany
| | - Andrew C Cuming
- Centre for Plant Sciences, Faculty of Biological Sciences, University of Leeds, Leeds, LS2 9JT, UK
| | - Gerald A Tuskan
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
| | - Florian Maumus
- URGI, INRA, Université Paris-Saclay, 78026, Versailles, France
| | - Jérome Salse
- INRA, UMR 1095 Genetics, Diversity and Ecophysiology of Cereals (GDEC), 5 Chemin de Beaulieu, 63100, Clermont-Ferrand, France
| | - Jeremy Schmutz
- HudsonAlpha Institute for Biotechnology, Huntsville, AL, USA
- DOE Joint Genome Institute, Walnut Creek, CA, 94598, USA
| | - Stefan A Rensing
- Plant Cell Biology, Faculty of Biology, University of Marburg, Marburg, Germany
- BIOSS Centre for Biological Signalling Studies, University of Freiburg, Schaenzlestr. 18, 79104, Freiburg, Germany
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Vergara Z, Sequeira-Mendes J, Morata J, Peiró R, Hénaff E, Costas C, Casacuberta JM, Gutierrez C. Retrotransposons are specified as DNA replication origins in the gene-poor regions of Arabidopsis heterochromatin. Nucleic Acids Res 2017; 45:8358-8368. [PMID: 28605523 PMCID: PMC5737333 DOI: 10.1093/nar/gkx524] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [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: 01/20/2017] [Accepted: 06/05/2017] [Indexed: 12/28/2022] Open
Abstract
Genomic stability depends on faithful genome replication. This is achieved by the concerted activity of thousands of DNA replication origins (ORIs) scattered throughout the genome. The DNA and chromatin features determining ORI specification are not presently known. We have generated a high-resolution genome-wide map of 3230 ORIs in cultured Arabidopsis thaliana cells. Here, we focused on defining the features associated with ORIs in heterochromatin. In pericentromeric gene-poor domains ORIs associate almost exclusively with the retrotransposon class of transposable elements (TEs), in particular of the Gypsy family. ORI activity in retrotransposons occurs independently of TE expression and while maintaining high levels of H3K9me2 and H3K27me1, typical marks of repressed heterochromatin. ORI-TEs largely colocalize with chromatin signatures defining GC-rich heterochromatin. Importantly, TEs with active ORIs contain a local GC content higher than the TEs lacking them. Our results lead us to conclude that ORI colocalization with retrotransposons is determined by their transposition mechanism based on transcription, and a specific chromatin landscape. Our detailed analysis of ORIs responsible for heterochromatin replication has implications on the mechanisms of ORI specification in other multicellular organisms in which retrotransposons are major components of heterochromatin and of the entire genome.
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Affiliation(s)
- Zaida Vergara
- Centro de Biología Molecular Severo Ochoa, CSIC-UAM, Nicolás Cabrera 1, Cantoblanco, 28049 Madrid, Spain
| | - Joana Sequeira-Mendes
- Centro de Biología Molecular Severo Ochoa, CSIC-UAM, Nicolás Cabrera 1, Cantoblanco, 28049 Madrid, Spain
| | - Jordi Morata
- Center for Research in Agricultural Genomics, CRAG (CSIC-IRTA-UAB-UB), Campus Universitat Autónoma de Barcelona, Bellaterra, Cerdanyola del Valles, 08193 Barcelona, Spain
| | - Ramón Peiró
- Centro de Biología Molecular Severo Ochoa, CSIC-UAM, Nicolás Cabrera 1, Cantoblanco, 28049 Madrid, Spain
| | - Elizabeth Hénaff
- Center for Research in Agricultural Genomics, CRAG (CSIC-IRTA-UAB-UB), Campus Universitat Autónoma de Barcelona, Bellaterra, Cerdanyola del Valles, 08193 Barcelona, Spain
| | - Celina Costas
- Centro de Biología Molecular Severo Ochoa, CSIC-UAM, Nicolás Cabrera 1, Cantoblanco, 28049 Madrid, Spain
| | - Josep M Casacuberta
- Center for Research in Agricultural Genomics, CRAG (CSIC-IRTA-UAB-UB), Campus Universitat Autónoma de Barcelona, Bellaterra, Cerdanyola del Valles, 08193 Barcelona, Spain
| | - Crisanto Gutierrez
- Centro de Biología Molecular Severo Ochoa, CSIC-UAM, Nicolás Cabrera 1, Cantoblanco, 28049 Madrid, Spain
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13
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Morata J, Puigdomènech P. Variability among Cucurbitaceae species (melon, cucumber and watermelon) in a genomic region containing a cluster of NBS-LRR genes. BMC Genomics 2017; 18:138. [PMID: 28178932 PMCID: PMC5299730 DOI: 10.1186/s12864-017-3529-5] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [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: 01/06/2017] [Accepted: 01/31/2017] [Indexed: 01/28/2023] Open
Abstract
BACKGROUND Cucurbitaceae species contain a significantly lower number of genes coding for proteins with similarity to plant resistance genes belonging to the NBS-LRR family than other plant species of similar genome size. A large proportion of these genes are organized in clusters that appear to be hotspots of variability. The genomes of the Cucurbitaceae species measured until now are intermediate in size (between 350 and 450 Mb) and they apparently have not undergone any genome duplications beside those at the origin of eudicots. The cluster containing the largest number of NBS-LRR genes has previously been analyzed in melon and related species and showed a high degree of interspecific and intraspecific variability. It was of interest to study whether similar behavior occurred in other cluster of the same family of genes. RESULTS The cluster of NBS-LRR genes located in melon chromosome 9 was analyzed and compared with the syntenic regions in other cucurbit genomes. This is the second cluster in number within this species and it contains nine sequences with a NBS-LRR annotation including two genes, Fom1 and Prv, providing resistance against Fusarium and Ppapaya ring-spot virus (PRSV). The variability within the melon species appears to consist essentially of single nucleotide polymorphisms. Clusters of similar genes are present in the syntenic regions of the two species of Cucurbitaceae that were sequenced, cucumber and watermelon. Most of the genes in the syntenic clusters can be aligned between species and a hypothesis of generation of the cluster is proposed. The number of genes in the watermelon cluster is similar to that in melon while a higher number of genes (12) is present in cucumber, a species with a smaller genome than melon. After comparing genome resequencing data of 115 cucumber varieties, deletion of a group of genes is observed in a group of varieties of Indian origin. CONCLUSIONS Clusters of genes coding for NBS-LRR proteins in cucurbits appear to have specific variability in different regions of the genome and between different species. This observation is in favour of considering that the adaptation of plant species to changing environments is based upon the variability that may occur at any location in the genome and that has been produced by specific mechanisms of sequence variation acting on plant genomes. This information could be useful both to understand the evolution of species and for plant breeding.
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Affiliation(s)
- Jordi Morata
- Molecular Genetics Department, Center for Research in Agricultural Genomics, (CSIC-IRTA-UAB-UB), Campus UAB, Edifici CRAG, Bellaterra (Cerdanyola del Vallès), Barcelona, 08193, Spain
| | - Pere Puigdomènech
- Molecular Genetics Department, Center for Research in Agricultural Genomics, (CSIC-IRTA-UAB-UB), Campus UAB, Edifici CRAG, Bellaterra (Cerdanyola del Vallès), Barcelona, 08193, Spain.
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14
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Barbany M, Meyer T, Hospital A, Faustino I, D'Abramo M, Morata J, Orozco M, de la Cruz X. Molecular dynamics study of naturally existing cavity couplings in proteins. PLoS One 2015; 10:e0119978. [PMID: 25816327 PMCID: PMC4376744 DOI: 10.1371/journal.pone.0119978] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2014] [Accepted: 01/26/2015] [Indexed: 11/18/2022] Open
Abstract
Couplings between protein sub-structures are a common property of protein dynamics. Some of these couplings are especially interesting since they relate to function and its regulation. In this article we have studied the case of cavity couplings because cavities can host functional sites, allosteric sites, and are the locus of interactions with the cell milieu. We have divided this problem into two parts. In the first part, we have explored the presence of cavity couplings in the natural dynamics of 75 proteins, using 20 ns molecular dynamics simulations. For each of these proteins, we have obtained two trajectories around their native state. After applying a stringent filtering procedure, we found significant cavity correlations in 60% of the proteins. We analyze and discuss the structure origins of these correlations, including neighbourhood, cavity distance, etc. In the second part of our study, we have used longer simulations (≥100 ns) from the MoDEL project, to obtain a broader view of cavity couplings, particularly about their dependence on time. Using moving window computations we explored the fluctuations of cavity couplings along time, finding that these couplings could fluctuate substantially during the trajectory, reaching in several cases correlations above 0.25/0.5. In summary, we describe the structural origin and the variations with time of cavity couplings. We complete our work with a brief discussion of the biological implications of these results.
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Affiliation(s)
- Montserrat Barbany
- Translational Bioinformatics in Neurosciences, Vall d'Hebron Research Institute (VHIR), Barcelona, Spain
| | - Tim Meyer
- Theoretische und computergestützte Biophysik, Max-Planck-Institut für biophysikalische Chemie, Göttingen, Germany
| | - Adam Hospital
- Joint IRB (Institute for Research in Biomedicine)—BSC (Barcelona Supercomputing Center) Program on Computational Biology, Barcelona, Spain
| | - Ignacio Faustino
- Joint IRB (Institute for Research in Biomedicine)—BSC (Barcelona Supercomputing Center) Program on Computational Biology, Barcelona, Spain
| | - Marco D'Abramo
- Department of Chemistry, Università degli Studi di Roma "La Sapienza", Roma, Italy
| | - Jordi Morata
- Centre for Research in Agricultural Genomics (CRAG), Barcelona, Spain
| | - Modesto Orozco
- Joint IRB (Institute for Research in Biomedicine)—BSC (Barcelona Supercomputing Center) Program on Computational Biology, Barcelona, Spain
- Departament de Bioquímica i Biologia Molecular, Facultat de Biologia, Universitat de Barcelona, Barcelona, Spain
| | - Xavier de la Cruz
- Translational Bioinformatics in Neurosciences, Vall d'Hebron Research Institute (VHIR), Barcelona, Spain
- Institució Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Spain
- * E-mail:
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15
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Argyris JM, Ruiz-Herrera A, Madriz-Masis P, Sanseverino W, Morata J, Pujol M, Ramos-Onsins SE, Garcia-Mas J. Use of targeted SNP selection for an improved anchoring of the melon (Cucumis melo L.) scaffold genome assembly. BMC Genomics 2015; 16:4. [PMID: 25612459 PMCID: PMC4316794 DOI: 10.1186/s12864-014-1196-3] [Citation(s) in RCA: 44] [Impact Index Per Article: 4.9] [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: 07/15/2014] [Accepted: 12/22/2014] [Indexed: 01/01/2023] Open
Abstract
Background The genome of the melon (Cucumis melo L.) double-haploid line DHL92 was recently sequenced, with 87.5 and 80.8% of the scaffold assembly anchored and oriented to the 12 linkage groups, respectively. However, insufficient marker coverage and a lack of recombination left several large, gene rich scaffolds unanchored, and some anchored scaffolds unoriented. To improve the anchoring and orientation of the melon genome assembly, we used resequencing data between the parental lines of DHL92 to develop a new set of SNP markers from unanchored scaffolds. Results A high-resolution genetic map composed of 580 SNPs was used to anchor 354.8 Mb of sequence, contained in 141 scaffolds (average size 2.5 Mb) and corresponding to 98.2% of the scaffold assembly, to the 12 melon chromosomes. Over 325.4 Mb (90%) of the assembly was oriented. The genetic map revealed regions of segregation distortion favoring SC alleles as well as recombination suppression regions coinciding with putative centromere, 45S, and 5S rDNA sites. New chromosome-scale pseudomolecules were created by incorporating to the previous v3.5 version an additional 38.3 Mb of anchored sequence representing 1,837 predicted genes contained in 55 scaffolds. Using fluorescent in situ hybridization (FISH) with BACs that produced chromosome-specific signals, melon chromosomes that correspond to the twelve linkage groups were identified, and a standardized karyotype of melon inbred line T111 was developed. Conclusions By utilizing resequencing data and targeted SNP selection combined with a large F2 mapping population, we significantly improved the quantity of anchored and oriented melon scaffold genome assembly. Using genome information combined with FISH mapping provided the first cytogenetic map of an inodorus melon type. With these results it was possible to make inferences on melon chromosome structure by relating zones of recombination suppression to centromeres and 45S and 5S heterochromatic regions. This study represents the first steps towards the integration of the high-resolution genetic and cytogenetic maps with the genomic sequence in melon that will provide more information on genome organization and allow for the improvement of the melon genome draft sequence. Electronic supplementary material The online version of this article (doi:10.1186/s12864-014-1196-3) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Jason M Argyris
- IRTA, Centre for Research in Agricultural Genomics (CRAG) CSIC-IRTA-UAB-UB, 08193, Barcelona, Spain.
| | - Aurora Ruiz-Herrera
- Departament de Biologia Cellular, Fisiologia i Immunologia, Universitat Autònoma de Barcelona, Campus UAB, 08193, Barcelona, Spain. .,Institut de Biotecnologia i Biomedicina (IBB), Universitat Autònoma de Barcelona, Campus UAB, 08193, Barcelona, Spain.
| | - Pablo Madriz-Masis
- IRTA, Centre for Research in Agricultural Genomics (CRAG) CSIC-IRTA-UAB-UB, 08193, Barcelona, Spain.
| | - Walter Sanseverino
- IRTA, Centre for Research in Agricultural Genomics (CRAG) CSIC-IRTA-UAB-UB, 08193, Barcelona, Spain. .,Present Address: Sequentia Biotech, Campus UAB - Edifici CRAG, Bellaterra - Cerdanyola del Vallès, 08193, Barcelona, Spain.
| | - Jordi Morata
- IRTA, Centre for Research in Agricultural Genomics (CRAG) CSIC-IRTA-UAB-UB, 08193, Barcelona, Spain.
| | - Marta Pujol
- IRTA, Centre for Research in Agricultural Genomics (CRAG) CSIC-IRTA-UAB-UB, 08193, Barcelona, Spain.
| | | | - Jordi Garcia-Mas
- IRTA, Centre for Research in Agricultural Genomics (CRAG) CSIC-IRTA-UAB-UB, 08193, Barcelona, Spain.
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16
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Marín-Juez R, Diaz M, Morata J, Planas JV. Correction: Mechanisms Regulating GLUT4 Transcription in Skeletal Muscle Cells Are Highly Conserved across Vertebrates. PLoS One 2014; 9. [PMID: 29294484 PMCID: PMC6061768 DOI: 10.1371/annotation/93141e7a-61f3-48bd-87bd-216b030d773d] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
[This corrects the article DOI: 10.1371/journal.pone.0080628.].
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17
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Morata J, Béjar S, Talavera D, Riera C, Lois S, de Xaxars GM, de la Cruz X. The relationship between gene isoform multiplicity, number of exons and protein divergence. PLoS One 2013; 8:e72742. [PMID: 24023641 PMCID: PMC3758341 DOI: 10.1371/journal.pone.0072742] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2013] [Accepted: 07/14/2013] [Indexed: 11/18/2022] Open
Abstract
At present we know that phenotypic differences between organisms arise from a variety of sources, like protein sequence divergence, regulatory sequence divergence, alternative splicing, etc. However, we do not have yet a complete view of how these sources are related. Here we address this problem, studying the relationship between protein divergence and the ability of genes to express multiple isoforms. We used three genome-wide datasets of human-mouse orthologs to study the relationship between isoform multiplicity co-occurrence between orthologs (the fact that two orthologs have more than one isoform) and protein divergence. In all cases our results showed that there was a monotonic dependence between these two properties. We could explain this relationship in terms of a more fundamental one, between exon number of the largest isoform and protein divergence. We found that this last relationship was present, although with variations, in other species (chimpanzee, cow, rat, chicken, zebrafish and fruit fly). In summary, we have identified a relationship between protein divergence and isoform multiplicity co-occurrence and explained its origin in terms of a simple gene-level property. Finally, we discuss the biological implications of these findings for our understanding of inter-species phenotypic differences.
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Affiliation(s)
- Jordi Morata
- Department of Structural Biology, Institut de Biologia Molecular de Barcelona (IBMB)-Consejo Superior de Investigaciones Científicas (CSIC), Barcelona, Spain
| | - Santi Béjar
- Department of Structural Biology, Institut de Biologia Molecular de Barcelona (IBMB)-Consejo Superior de Investigaciones Científicas (CSIC), Barcelona, Spain
| | - David Talavera
- Faculty of Life Sciences, Manchester University, Manchester, United Kingdom
| | - Casandra Riera
- Laboratory of Translational Bioinformatics in Neuroscience, Vall d'Hebron Institute of Research (VHIR), Barcelona, Spain
| | - Sergio Lois
- Laboratory of Translational Bioinformatics in Neuroscience, Vall d'Hebron Institute of Research (VHIR), Barcelona, Spain
| | - Gemma Mas de Xaxars
- Laboratori de Botànica, Facultat de Farmàcia, Universitat de Barcelona, Barcelona, Spain
| | - Xavier de la Cruz
- Department of Structural Biology, Institut de Biologia Molecular de Barcelona (IBMB)-Consejo Superior de Investigaciones Científicas (CSIC), Barcelona, Spain
- Laboratory of Translational Bioinformatics in Neuroscience, Vall d'Hebron Institute of Research (VHIR), Barcelona, Spain
- Institució Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Spain
- * E-mail:
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18
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Barbany M, Morata J, Meyer T, Lois S, Orozco M, de la Cruz X. Characterization of the impact of alternative splicing on protein dynamics: the cases of glutathione S-transferase and ectodysplasin-A isoforms. Proteins 2012; 80:2235-49. [PMID: 22576332 DOI: 10.1002/prot.24112] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2011] [Revised: 04/24/2012] [Accepted: 05/02/2012] [Indexed: 12/31/2022]
Abstract
Recent studies have shown how alternative splicing (AS), the process by which eukaryotic genes express more than one product, affects protein sequence and structure. However, little information is available on the impact of AS on protein dynamics, a property fundamental for protein function. In this work, we have addressed this issue using molecular dynamics simulations of the isoforms of two model proteins: glutathione S-transferase and ectodysplasin-A. We have found that AS does not have a noticeable impact on global or local structure fluctuations. We have also found that, quite interestingly, AS has a significant effect on the coupling between key structural elements such as surface cavities. Our results provide the first atom-level view of the impact of AS on protein dynamics, as far as we know. They can contribute to refine our present view of the relationship between AS and protein disorder and, more importantly, they reveal how AS may modify structural dynamic couplings in proteins.
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Lustigman B, Lee LH, Morata J, Khan F. Effect of thallium on the growth of Anacystis nidulans and Chlamydomonas reinhardtii. Bull Environ Contam Toxicol 2000; 64:565-573. [PMID: 10754054 DOI: 10.1007/s001280000040] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/23/2023]
Affiliation(s)
- B Lustigman
- Biology Department, Montclair State University Upper Montclair, NJ 07043, USA
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Delgado A, Martínez-Cañavate T, García V, Frías J, Rueda T, Morata J. [Patient preference and stereotype about the gender of the family physician]. Aten Primaria 1999; 23:268-74. [PMID: 10341457] [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: 02/12/2023] Open
Abstract
OBJECTIVE To study the preferences of patients on the gender of the physician when consulting for particular health problems; and to know the gender stereotypes that patients assign to physicians. DESIGN Cross-sectional study. SETTING Five teaching health centres in Granada (Spain). PATIENTS Randomised sample of patients that consulted 10 female and 20 female physicians during three months (17 patients per physician), for alfa = 5%, beta = 80%, to detect a difference of 12% between male and female physicians. MEASUREMENTS AND MAIN RESULTS We used a questionnaire adapted from Fennema (Family Medicine Dept., Wisconsin University, 1990) that was administered by interviewers after the consultancy, following a previous pilot study. Preference and stereotype scales comprised 10 items, with five reponses (neutral mid-point). Differences were analysed with chi 2 with correction for continuity. Non-reponders (33%) were replaced, and their age and sex did not bias the study results. Responders were 210 males (40.9%) and 304 women (59.1%). For "flux in penis/vagina" and "haemorrhoids" 50-60% of the patients preferred a physician of the same sex, with the remainder expressing no preference. The women preferred female physicians for family problems (23%) and depression (23%). The male physicians were more often perceived to be unorganised than were the females (24% vs. 5%, p < 0.0005), while the female physicians were more often described as humane (15% vs. 10%, p < 0.0005). Characteristics expressing technical competence were more often attributed to the male physicians than to the females, while those expressing empathy were more often attributed to the female physicians. CONCLUSIONS Patients prefer physicians of the same gender for some health problems and not for others. Patients assign gender stereotypes to physicians. These findings will permit a better interpretation of doctor-patient relationships.
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Affiliation(s)
- A Delgado
- Unidad Docente de Medicina Familiar y Comunitaria, Granada, Hospital Clínico Universitario.
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