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1.
Lancet Oncol ; 22(10): 1468-1482, 2021 10.
Artículo en Inglés | MEDLINE | ID: mdl-34592180

RESUMEN

BACKGROUND: Biliary tract cancers are aggressive, rare, gastrointestinal malignancies with a poor prognosis; approximately half of patients with these cancers survive for less than 1 year after diagnosis with advanced disease. We aimed to evaluate the efficacy and safety of ramucirumab or merestinib in addition to first-line cisplatin-gemcitabine in patients with locally advanced or metastatic biliary tract cancer. METHODS: We did a randomised, double-blind, phase 2 study at 81 hospitals across 18 countries. We enrolled patients with histologically or cytologically confirmed, non-resectable, recurrent, or metastatic biliary tract adenocarcinoma, who were treatment-naive, aged 18 years or older, with an Eastern Cooperative Oncology Group performance status of 0 or 1, estimated life expectancy of 3 months or more, and measurable disease per Response Evaluation Criteria in Solid Tumors version 1.1. Eligible participants were randomly assigned (2:1:2:1) to receive either intravenous ramucirumab 8 mg/kg or placebo (on days 1 and 8 in 21-day cycles) or oral merestinib 80 mg or placebo (once daily) until disease progression, unacceptable toxicity, death, or patient or investigator request for discontinuation. All participants received intravenous cisplatin 25 mg/m2 and gemcitabine 1000 mg/m2 (on days 1 and 8 in 21-day cycles), for a maximum of eight cycles. Randomisation was done by an interactive web response system using a permuted block method (blocks of six) and was stratified by primary tumour site, geographical region, and presence of metastatic disease. Participants, investigators, and the study funder were masked to treatment assignment within the intravenous and oral groups. The primary endpoint was investigator-assessed progression-free survival (in the intention-to-treat population). The safety analysis was done in all patients who received at least one dose of their assigned treatment. This trial is registered with ClinicalTrials.gov, NCT02711553, and long-term follow-up is ongoing. FINDINGS: Between May 25, 2016, and Aug 8, 2017, 450 patients were assessed for eligibility and 309 (69%) were enrolled and randomly assigned to ramucirumab (n=106), merestinib (n=102), or pooled placebo (n=101); 306 received at least one dose of study treatment. The median follow-up time for progression-free survival at data cutoff (Feb 16, 2018) was 10·9 months (IQR 8·1-14·1). Median progression-free survival was 6·5 months (80% CI 5·7-7·1) in the ramucirumab group, 7·0 months (6·2-7·1) in the merestinib group, and 6·6 months (5·6-6·8) in the pooled placebo group (ramucirumab vs placebo hazard ratio 1·12 [80% CI 0·90-1·40], two-sided stratified p=0·48; merestinib vs placebo 0·92 [0·73-1·15], two-sided stratified p=0·64). The most common grade 3 or worse adverse events were neutropenia (51 [49%] of 104 patients in the ramucirumab group; 48 [47%] of 102 in the merestinib group; and 33 [33%] of 100 in the pooled placebo group), thrombocytopenia (36 [35%]; 19 [19%]; and 17 [17%]), and anaemia (28 [27%]; 16 [16%]; and 19 [19%]). Serious adverse events occurred in 53 (51%) patients in the ramucirumab group, 56 (55%) in the merestinib group, and 48 (48%) in the pooled placebo group. Treatment-related deaths (deemed related by the investigator) occurred in one (1%) of 104 patients in the ramucirumab group (cardiac arrest) and two (2%) of 102 patients in the merestinib group (pulmonary embolism [n=1] and sepsis [n=1]). INTERPRETATION: Adding ramucirumab or merestinib to first-line cisplatin-gemcitabine was well tolerated, with no new safety signals, but neither improved progression-free survival in patients with molecularly unselected, locally advanced or metastatic biliary tract cancer. The role of these targeted inhibitors remains investigational, highlighting the need for further understanding of biliary tract malignancies and the contribution of molecular selection. FUNDING: Eli Lilly and Company.


Asunto(s)
Adenocarcinoma/tratamiento farmacológico , Inhibidores de la Angiogénesis/administración & dosificación , Anticuerpos Monoclonales Humanizados/administración & dosificación , Protocolos de Quimioterapia Combinada Antineoplásica/administración & dosificación , Neoplasias del Sistema Biliar/tratamiento farmacológico , Indazoles/administración & dosificación , Niacinamida/análogos & derivados , Inhibidores de Proteínas Quinasas/administración & dosificación , Adenocarcinoma/mortalidad , Adenocarcinoma/secundario , Anciano , Inhibidores de la Angiogénesis/efectos adversos , Anticuerpos Monoclonales Humanizados/efectos adversos , Protocolos de Quimioterapia Combinada Antineoplásica/efectos adversos , Neoplasias del Sistema Biliar/mortalidad , Neoplasias del Sistema Biliar/patología , Progresión de la Enfermedad , Método Doble Ciego , Esquema de Medicación , Femenino , Humanos , Indazoles/efectos adversos , Masculino , Persona de Mediana Edad , Niacinamida/administración & dosificación , Niacinamida/efectos adversos , Supervivencia sin Progresión , Inhibidores de Proteínas Quinasas/efectos adversos , Factores de Tiempo , Ramucirumab
2.
PLoS Genet ; 12(9): e1006281, 2016 09.
Artículo en Inglés | MEDLINE | ID: mdl-27622269

RESUMEN

Drosophila melanogaster Piwi functions within the germline stem cells (GSCs) and the somatic niche to regulate GSC self-renewal and differentiation. How Piwi influences GSCs is largely unknown. We uncovered a genetic interaction between Piwi and c-Fos in the somatic niche that influences GSCs. c-Fos is a proto-oncogene that influences many cell and developmental processes. In wild-type ovarian cells, c-Fos is post-transcriptionally repressed by Piwi, which destabilized the c-Fos mRNA by promoting the processing of its 3' untranslated region (UTR) into Piwi-interacting RNAs (piRNAs). The c-Fos 3' UTR was sufficient to trigger Piwi-dependent destabilization of a GFP reporter. Piwi represses c-Fos in the somatic niche to regulate GSC maintenance and differentiation and in the somatic follicle cells to affect somatic cell disorganization, tissue dysmorphogenesis, oocyte maturation arrest, and infertility.


Asunto(s)
Proteínas Argonautas/genética , Proteínas de Drosophila/genética , Drosophila melanogaster/genética , Regulación del Desarrollo de la Expresión Génica , Oogonios/metabolismo , Ovario/crecimiento & desarrollo , Proteínas Proto-Oncogénicas c-fos/genética , Regiones no Traducidas 3' , Animales , Proteínas Argonautas/metabolismo , Proteínas de Drosophila/metabolismo , Drosophila melanogaster/embriología , Femenino , Oogénesis , Oogonios/citología , Ovario/metabolismo , Proteínas Proto-Oncogénicas c-fos/metabolismo , ARN Interferente Pequeño/genética , ARN Interferente Pequeño/metabolismo , Nicho de Células Madre
3.
PLoS One ; 8(5): e61075, 2013.
Artículo en Inglés | MEDLINE | ID: mdl-23717385

RESUMEN

Life-history traits controlling the duration and timing of developmental phases in the life cycle jointly determine fitness. Therefore, life-history traits studied in isolation provide an incomplete view on the relevance of life-cycle variation for adaptation. In this study, we examine genetic variation in traits covering the major life history events of the annual species Arabidopsis thaliana: seed dormancy, vegetative growth rate and flowering time. In a sample of 112 genotypes collected throughout the European range of the species, both seed dormancy and flowering time follow a latitudinal gradient independent of the major population structure gradient. This finding confirms previous studies reporting the adaptive evolution of these two traits. Here, however, we further analyze patterns of co-variation among traits. We observe that co-variation between primary dormancy, vegetative growth rate and flowering time also follows a latitudinal cline. At higher latitudes, vegetative growth rate is positively correlated with primary dormancy and negatively with flowering time. In the South, this trend disappears. Patterns of trait co-variation change, presumably because major environmental gradients shift with latitude. This pattern appears unrelated to population structure, suggesting that changes in the coordinated evolution of major life history traits is adaptive. Our data suggest that A. thaliana provides a good model for the evolution of trade-offs and their genetic basis.


Asunto(s)
Arabidopsis/crecimiento & desarrollo , Flores/crecimiento & desarrollo , Latencia en las Plantas , Semillas/crecimiento & desarrollo , Arabidopsis/genética , Evolución Biológica , Europa (Continente) , Flores/genética , Genotipo , Germinación , Fenotipo , Filogeografía , Polimorfismo de Nucleótido Simple , Estaciones del Año , Semillas/genética
4.
Nat Genet ; 45(6): 602-12, 2013 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-23583981

RESUMEN

The most common pediatric brain tumors are low-grade gliomas (LGGs). We used whole-genome sequencing to identify multiple new genetic alterations involving BRAF, RAF1, FGFR1, MYB, MYBL1 and genes with histone-related functions, including H3F3A and ATRX, in 39 LGGs and low-grade glioneuronal tumors (LGGNTs). Only a single non-silent somatic alteration was detected in 24 of 39 (62%) tumors. Intragenic duplications of the portion of FGFR1 encoding the tyrosine kinase domain (TKD) and rearrangements of MYB were recurrent and mutually exclusive in 53% of grade II diffuse LGGs. Transplantation of Trp53-null neonatal astrocytes expressing FGFR1 with the duplication involving the TKD into the brains of nude mice generated high-grade astrocytomas with short latency and 100% penetrance. FGFR1 with the duplication induced FGFR1 autophosphorylation and upregulation of the MAPK/ERK and PI3K pathways, which could be blocked by specific inhibitors. Focusing on the therapeutically challenging diffuse LGGs, our study of 151 tumors has discovered genetic alterations and potential therapeutic targets across the entire range of pediatric LGGs and LGGNTs.


Asunto(s)
Neoplasias Encefálicas/genética , Glioma/genética , Adolescente , Animales , Secuencia de Bases , Neoplasias Encefálicas/patología , Niño , Preescolar , Femenino , Duplicación de Gen , Reordenamiento Génico , Genes myb , Estudio de Asociación del Genoma Completo , Glioma/patología , Humanos , Lactante , Masculino , Ratones , Ratones Desnudos , Datos de Secuencia Molecular , Mutación , Clasificación del Tumor , Trasplante de Neoplasias , Proteínas Proto-Oncogénicas/genética , Proteínas Proto-Oncogénicas B-raf , Receptor Tipo 1 de Factor de Crecimiento de Fibroblastos/genética , Análisis de Secuencia de ADN , Transducción de Señal , Transactivadores/genética , Transcriptoma
5.
Front Plant Sci ; 2: 34, 2011.
Artículo en Inglés | MEDLINE | ID: mdl-22645531

RESUMEN

The iPlant Collaborative (iPlant) is a United States National Science Foundation (NSF) funded project that aims to create an innovative, comprehensive, and foundational cyberinfrastructure in support of plant biology research (PSCIC, 2006). iPlant is developing cyberinfrastructure that uniquely enables scientists throughout the diverse fields that comprise plant biology to address Grand Challenges in new ways, to stimulate and facilitate cross-disciplinary research, to promote biology and computer science research interactions, and to train the next generation of scientists on the use of cyberinfrastructure in research and education. Meeting humanity's projected demands for agricultural and forest products and the expectation that natural ecosystems be managed sustainably will require synergies from the application of information technologies. The iPlant cyberinfrastructure design is based on an unprecedented period of research community input, and leverages developments in high-performance computing, data storage, and cyberinfrastructure for the physical sciences. iPlant is an open-source project with application programming interfaces that allow the community to extend the infrastructure to meet its needs. iPlant is sponsoring community-driven workshops addressing specific scientific questions via analysis tool integration and hypothesis testing. These workshops teach researchers how to add bioinformatics tools and/or datasets into the iPlant cyberinfrastructure enabling plant scientists to perform complex analyses on large datasets without the need to master the command-line or high-performance computational services.

6.
Nature ; 465(7298): 627-31, 2010 Jun 03.
Artículo en Inglés | MEDLINE | ID: mdl-20336072

RESUMEN

Although pioneered by human geneticists as a potential solution to the challenging problem of finding the genetic basis of common human diseases, genome-wide association (GWA) studies have, owing to advances in genotyping and sequencing technology, become an obvious general approach for studying the genetics of natural variation and traits of agricultural importance. They are particularly useful when inbred lines are available, because once these lines have been genotyped they can be phenotyped multiple times, making it possible (as well as extremely cost effective) to study many different traits in many different environments, while replicating the phenotypic measurements to reduce environmental noise. Here we demonstrate the power of this approach by carrying out a GWA study of 107 phenotypes in Arabidopsis thaliana, a widely distributed, predominantly self-fertilizing model plant known to harbour considerable genetic variation for many adaptively important traits. Our results are dramatically different from those of human GWA studies, in that we identify many common alleles of major effect, but they are also, in many cases, harder to interpret because confounding by complex genetics and population structure make it difficult to distinguish true associations from false. However, a-priori candidates are significantly over-represented among these associations as well, making many of them excellent candidates for follow-up experiments. Our study demonstrates the feasibility of GWA studies in A. thaliana and suggests that the approach will be appropriate for many other organisms.


Asunto(s)
Arabidopsis/clasificación , Arabidopsis/genética , Genoma de Planta/genética , Estudio de Asociación del Genoma Completo , Fenotipo , Alelos , Proteínas de Arabidopsis/genética , Flores/genética , Genes de Plantas/genética , Sitios Genéticos/genética , Genotipo , Inmunidad Innata/genética , Endogamia , Polimorfismo de Nucleótido Simple/genética
7.
Nucleic Acids Res ; 37(12): e89, 2009 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-19474344

RESUMEN

Methylation of CpG islands associated with genes can affect the expression of the proximal gene, and methylation of non-associated CpG islands correlates to genomic instability. This epigenetic modification has been shown to be important in many pathologies, from development and disease to cancer. We report the development of a novel high-resolution microarray that detects the methylation status of over 25,000 CpG islands in the human genome. Experiments were performed to demonstrate low system noise in the methodology and that the array probes have a high signal to noise ratio. Methylation measurements between different cell lines were validated demonstrating the accuracy of measurement. We then identified alterations in CpG islands, both those associated with gene promoters, as well as non-promoter-associated islands in a set of breast and ovarian tumors. We demonstrate that this methodology accurately identifies methylation profiles in cancer and in principle it can differentiate any CpG methylation alterations and can be adapted to analyze other species.


Asunto(s)
Islas de CpG , Metilación de ADN , Análisis de Secuencia por Matrices de Oligonucleótidos/métodos , Línea Celular , Genes Relacionados con las Neoplasias , Genoma Humano , Humanos
8.
Int J Cancer ; 124(3): 589-99, 2009 Feb 01.
Artículo en Inglés | MEDLINE | ID: mdl-18973227

RESUMEN

Pleural malignant mesothelioma (MM) is an aggressive cancer with a very long latency and a very short median survival. Little is known about the genetic events that trigger MM and their relation to poor outcome. The goal of our study was to characterize major genomic gains and losses associated with MM origin and progression and assess their clinical significance. We performed Representative Oligonucleotide Microarray Analysis (ROMA) on DNA isolated from tumors of 22 patients who recurred at variable interval with the disease after surgery. The total number of copy number alterations (CNA) and frequent imbalances for patients with short time (<12 months from surgery) and long time to recurrence were recorded and mapped using the Analysis of Copy Errors algorithm. We report a profound increase in CNA in the short-time recurrence group with most chromosomes affected, which can be explained by chromosomal instability associated with MM. Deletions in chromosomes 22q12.2, 19q13.32 and 17p13.1 appeared to be the most frequent events (55-74%) shared between MM patients followed by deletions in 1p, 9p, 9q, 4p, 3p and gains in 5p, 18q, 8q and 17q (23-55%). Deletions in 9p21.3 encompassing CDKN2A/ARF and CDKN2B were characterized as specific for the short-term recurrence group. Analysis of the minimal common areas of frequent gains and losses identified candidate genes that may be involved in different stages of MM: OSM (22q12.2), FUS1 and PL6 (3p21.3), DNAJA1 (9p21.1) and CDH2 (18q11.2-q12.3). Imbalances seen by ROMA were confirmed by Affymetrix genome analysis in a subset of samples.


Asunto(s)
Perfilación de la Expresión Génica , Mesotelioma/genética , Recurrencia Local de Neoplasia/genética , Neoplasias Pleurales/genética , Anciano , Anciano de 80 o más Años , Progresión de la Enfermedad , Femenino , Dosificación de Gen , Humanos , Masculino , Mesotelioma/patología , Persona de Mediana Edad , Análisis de Secuencia por Matrices de Oligonucleótidos , Neoplasias Pleurales/patología , Reacción en Cadena de la Polimerasa de Transcriptasa Inversa
9.
Science ; 317(5841): 1070-2, 2007 Aug 24.
Artículo en Inglés | MEDLINE | ID: mdl-17656687

RESUMEN

Unlike most of its close relatives, Arabidopsis thaliana is capable of self-pollination. In other members of the mustard family, outcrossing is ensured by the complex self-incompatibility (S) locus,which harbors multiple diverged specificity haplotypes that effectively prevent selfing. We investigated the role of the S locus in the evolution of and transition to selfing in A. thaliana. We found that the S locus of A. thaliana harbored considerable diversity, which is an apparent remnant of polymorphism in the outcrossing ancestor. Thus, the fixation of a single inactivated S-locus allele cannot have been a key step in the transition to selfing. An analysis of the genome-wide pattern of linkage disequilibrium suggests that selfing most likely evolved roughly a million years ago or more.


Asunto(s)
Proteínas de Arabidopsis/genética , Arabidopsis/genética , Arabidopsis/fisiología , Evolución Biológica , Genes de Plantas , Proteínas Nucleares/genética , Proteínas de Plantas/genética , Proteínas Quinasas/genética , Seudogenes , Alelos , Secuencia de Aminoácidos , Cromosomas Artificiales Bacterianos , Flujo Genético , Haplotipos , Desequilibrio de Ligamiento , Datos de Secuencia Molecular , Reacción en Cadena de la Polimerasa , Polimorfismo Genético , Reproducción/fisiología
10.
PLoS Genet ; 3(1): e4, 2007 Jan 19.
Artículo en Inglés | MEDLINE | ID: mdl-17238287

RESUMEN

A potentially serious disadvantage of association mapping is the fact that marker-trait associations may arise from confounding population structure as well as from linkage to causative polymorphisms. Using genome-wide marker data, we have previously demonstrated that the problem can be severe in a global sample of 95 Arabidopsis thaliana accessions, and that established methods for controlling for population structure are generally insufficient. Here, we use the same sample together with a number of flowering-related phenotypes and data-perturbation simulations to evaluate a wider range of methods for controlling for population structure. We find that, in terms of reducing the false-positive rate while maintaining statistical power, a recently introduced mixed-model approach that takes genome-wide differences in relatedness into account via estimated pairwise kinship coefficients generally performs best. By combining the association results with results from linkage mapping in F2 crosses, we identify one previously known true positive and several promising new associations, but also demonstrate the existence of both false positives and false negatives. Our results illustrate the potential of genome-wide association scans as a tool for dissecting the genetics of natural variation, while at the same time highlighting the pitfalls. The importance of study design is clear; our study is severely under-powered both in terms of sample size and marker density. Our results also provide a striking demonstration of confounding by population structure. While statistical methods can be used to ameliorate this problem, they cannot always be effective and are certainly not a substitute for independent evidence, such as that obtained via crosses or transgenic experiments. Ultimately, association mapping is a powerful tool for identifying a list of candidates that is short enough to permit further genetic study.


Asunto(s)
Arabidopsis/genética , Mapeo Cromosómico , Factores de Confusión Epidemiológicos , Genoma de Planta/genética , Haplotipos , Modelos Lineales , Modelos Genéticos , Fenotipo , Polimorfismo de Nucleótido Simple , Dinámica Poblacional , Análisis de Componente Principal
11.
PLoS Biol ; 4(5): e137, 2006 May.
Artículo en Inglés | MEDLINE | ID: mdl-16623598

RESUMEN

The detection of footprints of natural selection in genetic polymorphism data is fundamental to understanding the genetic basis of adaptation, and has important implications for human health. The standard approach has been to reject neutrality in favor of selection if the pattern of variation at a candidate locus was significantly different from the predictions of the standard neutral model. The problem is that the standard neutral model assumes more than just neutrality, and it is almost always possible to explain the data using an alternative neutral model with more complex demography. Today's wealth of genomic polymorphism data, however, makes it possible to dispense with models altogether by simply comparing the pattern observed at a candidate locus to the genomic pattern, and rejecting neutrality if the pattern is extreme. Here, we utilize this approach on a truly genomic scale, comparing a candidate locus to thousands of alleles throughout the Arabidopsis thaliana genome. We demonstrate that selection has acted to increase the frequency of early-flowering alleles at the vernalization requirement locus FRIGIDA. Selection seems to have occurred during the last several thousand years, possibly in response to the spread of agriculture. We introduce a novel test statistic based on haplotype sharing that embraces the problem of population structure, and so should be widely applicable.


Asunto(s)
Arabidopsis/genética , Arabidopsis/fisiología , Flores/fisiología , Alelos , Proteínas de Arabidopsis/genética , Evolución Biológica , Flores/genética , Genoma de Planta , Polimorfismo Genético , Dinámica Poblacional , Selección Genética , Estadísticas no Paramétricas , Factores de Tiempo
12.
Genetics ; 172(4): 2699-704, 2006 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-16489230

RESUMEN

We compared allele sequences of two loci near the Arabidopsis lyrata self-incompatibility (S) loci with sequences of A. thaliana orthologs and found high numbers of shared polymorphisms, even excluding singletons and sites likely to be highly mutable. This suggests maintenance of entire S-haplotypes for long evolutionary times and extreme recombination suppression in the region.


Asunto(s)
Proteínas de Arabidopsis/genética , Arabidopsis/genética , Alelos , Secuencia de Bases , Evolución Molecular , Genes de Plantas , Genoma de Planta , Haplotipos , Modelos Genéticos , Datos de Secuencia Molecular , Polimorfismo Genético , Recombinación Genética
13.
PLoS Genet ; 1(5): e60, 2005 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-16292355

RESUMEN

There is currently tremendous interest in the possibility of using genome-wide association mapping to identify genes responsible for natural variation, particularly for human disease susceptibility. The model plant Arabidopsis thaliana is in many ways an ideal candidate for such studies, because it is a highly selfing hermaphrodite. As a result, the species largely exists as a collection of naturally occurring inbred lines, or accessions, which can be genotyped once and phenotyped repeatedly. Furthermore, linkage disequilibrium in such a species will be much more extensive than in a comparable outcrossing species. We tested the feasibility of genome-wide association mapping in A. thaliana by searching for associations with flowering time and pathogen resistance in a sample of 95 accessions for which genome-wide polymorphism data were available. In spite of an extremely high rate of false positives due to population structure, we were able to identify known major genes for all phenotypes tested, thus demonstrating the potential of genome-wide association mapping in A. thaliana and other species with similar patterns of variation. The rate of false positives differed strongly between traits, with more clinal traits showing the highest rate. However, the false positive rates were always substantial regardless of the trait, highlighting the necessity of an appropriate genomic control in association studies.


Asunto(s)
Arabidopsis/genética , Predisposición Genética a la Enfermedad , Genoma de Planta , Inmunidad Innata , Mapeo Cromosómico , Reacciones Falso Positivas , Genes de Plantas , Variación Genética , Genotipo , Desequilibrio de Ligamiento
14.
Genetics ; 168(3): 1627-38, 2004 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-15579712

RESUMEN

The feasibility of using linkage disequilbrium (LD) to fine-map loci underlying natural variation in Arabidopsis thaliana was investigated by looking for associations between flowering time and marker polymorphism in the genomic regions containing two candidate genes, FRI and FLC, both of which are known to contribute to natural variation in flowering. A sample of 196 accessions was used, and polymorphism was assessed by sequencing a total of 17 roughly 500-bp fragments. Using a novel Bayesian algorithm based on haplotype similarity, we demonstrate that LD could have been used to fine-map the FRI gene to a roughly 30-kb region and to identify two common loss-of-function alleles. Interestingly, because of genetic heterogeneity, simple single-marker associations would not have been able to map FRI with nearly the same precision. No clear evidence for previously unknown alleles at either locus was found, but the effect of population structure in causing false positives was evident.


Asunto(s)
Arabidopsis/genética , Flores/genética , Arabidopsis/fisiología , Mapeo Cromosómico , Cromosomas , Flores/fisiología , Ligamiento Genético , Marcadores Genéticos , Haplotipos , Datos de Secuencia Molecular , Fenotipo , Polimorfismo Genético
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