RESUMEN
The world's low-lying rice (Oryza sativa) cultivation areas are under threat of submergence or flash flooding due to global warming. Rice plants manifest a variety of physiological and morphological changes to cope with submergence and hypoxia, including lowering carbohydrate consumption, inhibiting shoot elongation, and forming a thicker leaf gas film during submergence. Functional studies have revealed that submergence tolerance in rice is mainly determined by an ethylene response factor (ERF) transcription factor-encoding gene, namely SUBMERGENCE 1A-1 (SUB1A-1) located in the SUB1 quantitative trait locus. The SUB1A-1-dependent submergence tolerance is manifested through hormonal signaling involving ethylene, gibberellic acid, brassinosteroid, auxin and jasmonic acid. Considerable progress has been made toward the introduction of SUB1A-1 into rice varieties through a conventional marker-assisted backcrossing approach. Here, we review the recent advances in the physiological, biochemical and molecular dynamics of rice submergence tolerance mediated by the 'quiescence strategy'. Thus, the present review aims to provide researchers with insights into the genetics of rice submergence tolerance and future perspectives for designing submergence-resilient plants for sustainable agriculture under the uncertainties of climate change.
Asunto(s)
Oryza , Oryza/fisiología , Etilenos/farmacología , Genes de Plantas , Hojas de la Planta/fisiología , Adaptación Fisiológica/genéticaRESUMEN
Silicon (Si) application has great potential to improve salt tolerance in a variety of crop plants. However, it is unclear how Si influences the responses of contrasting rice cultivars when exposed to excessive salt. Here, we investigated the functions of Si in alleviating the negative effects of salt stress on two contrasting rice cultivars, namely BRRI dhan48 (salt-sensitive) and Binadhan-10 (salt-tolerant). Rice seedlings was pre-treated with three doses of Si (as silicic acid; 0, 1 and 2 mM) for 14 days at one-day interval before being exposed to salt stress (10 dSm-1) in a sustained water bath system. The results demonstrated that the seedlings of BRRI dhan48 and Binadhan-10, respectively exhibited substantial reductions in shoot height (16 and 9%), shoot fresh weight (64 and 43%) and shoot dry weight (50 and 39%) under salinity. Intriguingly, BRRI dhan48 pre-treated with 1 and 2 mM Si, respectively, showed a higher increase in shoot height (SH) (by 25.90 and 26.08%) as compared with Binadhan-10 (by 3 and 8%) under salt stress compared with their respective controls. Data revealed that a comparatively higher improvement in the growth performances of the salt-induced Si pre-treated BRRI dhan48 than that of Binadhan-10. For example, 1 and 2 mM of Si treatments significantly attributed to elevated leaf relative water content (RWC) (13 and 22%), proline (138 and 165%), chlorophyll a (42 and 44%), chlorophyll b (91 and 72%), total chlorophyll (58 and 53%) and carotenoids (33 and 29%), and recovery in the reductions of electrolyte leakage (13 and 21%), malondialdehyde content (23 and 30%) and shoot Na+/K+ ratio (22 and 52%) in BRRI dhan48 compared with Si-untreated control plants under salt stress. In addition, we found salt-tolerant Binadhan-10 also had enhanced RWC (9 and 19%), proline (12 and 26%) with pre-treatment with 1 and 2 mM of Si, respectively, under salt stress, while no significant differences were noticed in the case of photosynthetic pigments and Na+/K+ ratio. Our results showed that Si supplementation potentiated higher salt-tolerance ability in the salt-sensitive BRRI dhan48 as compared with salt-tolerant Binadhan-10. Thus, Si application could be highly beneficial in the growth recovery of the salinity-affected salt-sensitive high yielding rice cultivars in the saline-prone areas.
RESUMEN
LIM domain proteins, some of which have been shown to be actin binding proteins, are involved in various developmental activities and cellular processes in plants. To date, the molecular defense-related functions of LIM family genes have not been investigated in any solanaceous vegetable crop species. In this study, we identified 15 LIM family genes in tomato (Solanum lycopersicum L.) through genome-wide analysis and performed expression profiling in different organs of tomato, including fruits at six different developmental stages. We also performed expression profiling of selected tomato LIM genes in plants under ABA, drought, cold, NaCl and heat stress treatment. The encoded proteins of the 15 tomato LIM genes were classified into two main groups, i.e., proteins similar to cysteine-rich proteins and plant-specific DAR proteins, based on differences in functional domains and variability in their C-terminal regions. The DAR proteins contain a so far poorly characterized zinc-finger-like motif that we propose to call DAR-ZF. Six of the 15 LIM genes were expressed only in flowers, indicating that they play flower-specific roles in plants. The other nine genes were expressed in all organs and at various stages of fruit development. SlßLIM1b was expressed relatively highly at the later stage of fruit development, but three other genes, SlWLIM2a, SlDAR2 and SlDAR4, were expressed at the early stage of fruit development. Seven genes were induced by ABA, five by cold, seven by drought, eight by NaCl and seven by heat treatment respectively, indicating their possible roles in abiotic stress tolerance. Our results will be useful for functional analysis of LIM genes during fruit development in tomato plants under different abiotic stresses.
Asunto(s)
Regulación de la Expresión Génica de las Plantas , Proteínas de Plantas/genética , Solanum lycopersicum/genética , Cromosomas de las Plantas , Flores/genética , Frutas/genética , Frutas/crecimiento & desarrollo , Duplicación de Gen , Genoma de Planta , Familia de Multigenes , Filogenia , Proteínas de Plantas/metabolismo , Estrés Fisiológico/genéticaRESUMEN
MYB proteins comprise a large family of plant transcription factors that play regulatory roles in different biological processes such as plant development, metabolism, and defense responses. To gain insight into this gene superfamily and to elucidate its roles in stress resistance, we performed a comprehensive genome-wide identification, characterization, and expression analysis of MYB genes in Chinese cabbage (Brassica rapa ssp. pekinensis). We identified 475 Chinese cabbage MYB genes, among which most were from R2R3-MYB (256 genes) and MYB-related (202) subfamilies. Analysis of sequence characteristics, phylogenetic classification, and protein motif structures confirmed the existence of several categories (1R, 2R, 3R, 4R, and 5R) of Chinese cabbage MYB genes, which is comparable with MYB genes of other crops. An extensive in silico functional analysis, based on established functional properties of MYB genes from different crop species, revealed 11 and four functional clades within the Chinese cabbage R2R3-MYB and MYB-related subfamilies, respectively. In this study, we reported a MYB-like group within the MYB-related subfamily contains 77 MYB genes. Expression analysis using low temperature-treated whole-genome microarray data revealed variable transcript abundance of 1R/2R/3R/4R/5R-MYB genes in 11 clusters between two inbred lines of Chinese cabbage, Chiifu and Kenshin, which differ in cold tolerance. In further validation tests, we used qRT-PCR to examine the cold-responsive expression patterns of 27 BrMYB genes; surprisingly, the MYB-related genes were induced more highly than the R2R3-MYB genes. In addition, we identified 10 genes with corresponsive expression patterns from a set of salt-, drought-, ABA-, JA-, and SA-induced R2R3-MYB genes. We identified 11 R2R3-MYBs functioning in resistance against biotic stress, including 10 against Fusarium oxysporum f.sp. conglutinans and one against Pectobacterium carotovoram subsp. caratovorum. Furthermore, based on organ-specific expression data, we identified nine R2R3-MYBs that were constitutively expressed in male reproductive tissue, which may provide an important key for studying male sterility in Chinese cabbage. The extensive annotation and transcriptome profiling reported in this study will be useful for understanding the involvement of MYB genes in stress resistance in addition to their growth regulatory functions, ultimately providing the basis for functional characterization and exploitation of the candidate MYB genes for genetic engineering of Chinese cabbage.
Asunto(s)
Brassica rapa/genética , Flores/crecimiento & desarrollo , Perfilación de la Expresión Génica , Regulación de la Expresión Génica de las Plantas , Organogénesis/genética , Proteínas de Plantas/genética , Estrés Fisiológico/genética , Factores de Transcripción/genética , Secuencias de Aminoácidos , Secuencia de Aminoácidos , Brassica rapa/efectos de los fármacos , Brassica rapa/crecimiento & desarrollo , Brassica rapa/fisiología , Análisis por Conglomerados , Simulación por Computador , Flores/efectos de los fármacos , Flores/genética , Regulación de la Expresión Génica de las Plantas/efectos de los fármacos , Genes de Plantas , Análisis de Secuencia por Matrices de Oligonucleótidos , Organogénesis/efectos de los fármacos , Filogenia , Reguladores del Crecimiento de las Plantas/farmacología , Proteínas de Plantas/química , Proteínas de Plantas/metabolismo , Reacción en Cadena en Tiempo Real de la Polimerasa , Análisis de Secuencia de ADN , Estrés Fisiológico/efectos de los fármacos , Factores de Transcripción/química , Factores de Transcripción/metabolismoRESUMEN
BRASSINAZOLE-RESISTANT (BZR) transcription factors (TFs) are primarily well known as positive regulators of Brassinosteroid (BR) signal transduction in different plants. BR is a plant specific steroid hormone, which has multiple stress resistance functions besides various growth regulatory roles. Being an important regulator of the BR synthesis, BZR TFs might have stress resistance related activities. However, no stress resistance related functional study of BZR TFs has been reported in any crop plants so far. Therefore, this study identified 15 BZR TFs of Brassica rapa (BrBZR) from a genome-wide survey and characterized them through sequence analysis and expression profiling against several abiotic stresses. Various systematic in silico analysis of these TFs validated the fundamental properties of BZRs, where a high degree of similarity also observed with recognized BZRs of other plant species from the comparison studies. In the organ specific expression analyses, 6 BrBZR TFs constitutively expressed in flower developmental stages indicating their flower specific functions. Subsequently, from the stress resistance related expression profiles differential transcript abundance levels were observed by 6 and 11 BrBZRs against salt and drought stresses, respectively. All BrBZRs showed several folds up-regulation against exogenous ABA treatment. All BrBZRs also showed differential expression against low temperature stress treatments and these TFs were proposed as transcriptional activators of CBF cold response pathway of B. rapa. Notably, three BrBZRs gave co-responsive expression against all the stresses tested here, suggesting their multiple stress resistance related functions. Thus, the findings would be helpful in resolving the complex regulatory mechanism of BZRs in stress resistance and further functional genomics study of these potential TFs in different Brassica crops.
Asunto(s)
Adaptación Fisiológica , Brassica/genética , Regulación de la Expresión Génica de las Plantas , Genes de Plantas , Proteínas de Plantas/genética , Estrés Fisiológico , Factores de Transcripción/genética , Brasinoesteroides/biosíntesis , Frío , Sequías , Flores/metabolismo , Perfilación de la Expresión Génica , Genoma de Planta , Familia de Multigenes , Proteínas de Plantas/metabolismo , Transducción de Señal , Cloruro de Sodio/metabolismo , Factores de Transcripción/metabolismo , Regulación hacia ArribaRESUMEN
BACKGROUND: MADS-box transcription factors (TFs) are important in floral organ specification as well as several other aspects of plant growth and development. Studies on stress resistance-related functions of MADS-box genes are very limited and no such functional studies in Brassica rapa have been reported. To gain insight into this gene family and to elucidate their roles in organ development and stress resistance, we performed genome-wide identification, characterization and expression analysis of MADS-box genes in B. rapa. RESULTS: Whole-genome survey of B. rapa revealed 167 MADS-box genes, which were categorized into type I (Mα, Mß and Mγ) and type II (MIKC(c) and MIKC*) based on phylogeny, protein motif structure and exon-intron organization. Expression analysis of 89 MIKC(c) and 11 MIKC* genes was then carried out. In addition to those with floral and vegetative tissue expression, we identified MADS-box genes with constitutive expression patterns at different stages of flower development. More importantly, from a low temperature-treated whole-genome microarray data set, 19 BrMADS genes were found to show variable transcript abundance in two contrasting inbred lines of B. rapa. Among these, 13 BrMADS genes were further validated and their differential expression was monitored in response to cold stress in the same two lines via qPCR expression analysis. Additionally, the set of 19 BrMADS genes was analyzed under drought and salt stress, and 8 and 6 genes were found to be induced by drought and salt, respectively. CONCLUSION: The extensive annotation and transcriptome profiling reported in this study will be useful for understanding the involvement of MADS-box genes in stress resistance in addition to their growth and developmental functions, which ultimately provides the basis for functional characterization and exploitation of the candidate genes for genetic engineering of B. rapa.
Asunto(s)
Brassica/genética , Genoma de Planta , Proteínas de Dominio MADS/genética , Proteínas de Plantas/genética , Secuencias de Aminoácidos/genética , Arabidopsis/genética , Mapeo Cromosómico , Frío , Sequías , Perfilación de la Expresión Génica , Regulación de la Expresión Génica de las Plantas/efectos de los fármacos , Proteínas de Dominio MADS/clasificación , Análisis de Secuencia por Matrices de Oligonucleótidos , Oryza/genética , Filogenia , Proteínas de Plantas/clasificación , Reacción en Cadena en Tiempo Real de la Polimerasa , Sales (Química)/farmacología , Estrés Fisiológico/genéticaRESUMEN
The Alfin-like (AL) transcription factors (TFs) family is involved in many developmental processes, including the growth and development of roots, root hair elongation, meristem development, etc. However, stress resistance-related function and the regulatory mechanism of these TFs have yet to be elucidated. This study identified 15 Brassica rapa AL (BrAL) TFs from BRAD database, analyzed the sequences and profiled their expression first time in response to Fusarium oxysporum f. sp. conglutinans and Pectobacterium carotovorum subsp. carotovorum in fection, cold, salt and drought stresses in B. rapa. Structural and phylogenetic analyses of 15 BrAL TFs revealed four distinct groups (groups I-IV) with AL TFs of Arabidopsis thaliana. In the expression analyses, ten BrAL TFs showed responsive expression after F. oxysporum f. sp. conglutinans infection, while all BrAL TFs showed responses under cold, salt and drought stresses in B. rapa. Interestingly, ten BrAL TFs showed responses to both biotic and abiotic stress factors tested here. The differentially expressed BrAL TFs thus represent potential resources for molecular breeding of Brassica crops resistant against abiotic and biotic stresses. Our findings will also help to elucidate the complex regulatory mechanism of AL TFs in stress resistance and provide a foundation for further functional genomics studies and applications.
Asunto(s)
Brassica/genética , Regulación de la Expresión Génica de las Plantas , Proteínas de Plantas/genética , Estrés Fisiológico/genética , Factores de Transcripción/genética , Secuencia de Aminoácidos , Brassica/efectos de los fármacos , Brassica/microbiología , Mapeo Cromosómico , Cromosomas de las Plantas/genética , Frío , Sequías , Exones , Fusarium/fisiología , Perfilación de la Expresión Génica , Intrones , Datos de Secuencia Molecular , Familia de Multigenes , Pectobacterium carotovorum/fisiología , Filogenia , Enfermedades de las Plantas/genética , Enfermedades de las Plantas/microbiología , Proteínas de Plantas/clasificación , Reacción en Cadena de la Polimerasa de Transcriptasa Inversa , Homología de Secuencia de Aminoácido , Cloruro de Sodio/farmacología , Factores de Transcripción/clasificaciónRESUMEN
Cold and freezing stress is a major environmental constraint to the production of Brassica crops. Enhancement of tolerance by exploiting cold and freezing tolerance related genes offers the most efficient approach to address this problem. Cold-induced transcriptional profiling is a promising approach to the identification of potential genes related to cold and freezing stress tolerance. In this study, 99 highly expressed genes were identified from a whole genome microarray dataset of Brassica rapa. Blast search analysis of the Brassica oleracea database revealed the corresponding homologous genes. To validate their expression, pre-selected cold tolerant and susceptible cabbage lines were analyzed. Out of 99 BoCRGs, 43 were differentially expressed in response to varying degrees of cold and freezing stress in the contrasting cabbage lines. Among the differentially expressed genes, 18 were highly up-regulated in the tolerant lines, which is consistent with their microarray expression. Additionally, 12 BoCRGs were expressed differentially after cold stress treatment in two contrasting cabbage lines, and BoCRG54, 56, 59, 62, 70, 72 and 99 were predicted to be involved in cold regulatory pathways. Taken together, the cold-responsive genes identified in this study provide additional direction for elucidating the regulatory network of low temperature stress tolerance and developing cold and freezing stress resistant Brassica crops.
Asunto(s)
Brassica/genética , Perfilación de la Expresión Génica/métodos , Proteínas de Plantas/genética , Brassica/clasificación , Brassica/fisiología , Frío , Regulación de la Expresión Génica de las Plantas , Redes Reguladoras de Genes , Genoma de Planta , Análisis de Secuencia por Matrices de Oligonucleótidos , Reacción en Cadena en Tiempo Real de la Polimerasa , Estrés FisiológicoRESUMEN
WRKY proteins constitute one of the largest transcription factor families in higher plants, and they are involved in multiple biological processes such as plant development, metabolism, and responses to biotic and abiotic stresses. Genes of this family have been well documented in response to many abiotic and biotic stresses in many plant species, but not yet against Pectobacterium carotovorum subsp. carotovorum and Fusarium oxysporum f.sp. conglutinans in any of the plants. Moreover, potentiality of a specific gene may vary depending on stress conditions and genotypes. To identify stress resistance-related potential WRKY genes of Brassica rapa, we analyzed their expressions against above-mentioned pathogens and cold, salt, and drought stresses in B. rapa. Stress resistance-related functions of all Brassica rapa WRKY (BrWRKY) genes were firstly analyzed through homology study with existing biotic and abiotic stress resistance-related WRKY genes of other plant species and found a high degree of homology. We then identified all BrWRKY genes in a Br135K microarray dataset, which was created by applying low-temperature stresses to two contrasting Chinese cabbage doubled haploid (DH) lines, Chiifu and Kenshin, and selected 41 BrWRKY genes with high and differential transcript abundance levels. These selected genes were further investigated under cold, salt, and drought stresses as well as after infection with P. carotovorum subsp. carotovorum and F. oxysporum f.sp. conglutinans in B. rapa. The selected genes showed an organ-specific expression, and 22 BrWRKY genes were differentially expressed in Chiifu compared to Kenshin under cold and drought stresses. Six BrWRKY genes were more responsive in Kenshin compared to Chiffu under salt stress. In addition, eight BrWRKY genes showed differential expression after P. carotovorum subsp. carotovorum infection and five genes after F. oxysporum f.sp. conglutinans infection in B. rapa. Thus, the differentially expressed BrWRKY genes might be potential resources for molecular breeding of Brassica crops against abiotic and biotic stresses and several genes, which showed differential expressions commonly in response to several stresses, might be useful for multiple stress resistance. These findings would also be helpful in resolving the complex regulatory mechanism of WRKY genes in stress resistance and for this further functional genomics study of these potential genes in different Brassica crops is essential.
Asunto(s)
Brassica rapa/genética , Brassica rapa/microbiología , Regulación de la Expresión Génica de las Plantas , Genes de Plantas , Familia de Multigenes , Proteínas de Plantas/genética , Estrés Fisiológico/genética , Simulación por Computador , Perfilación de la Expresión Génica , Análisis de Secuencia por Matrices de Oligonucleótidos , Especificidad de Órganos/genética , Proteínas de Plantas/metabolismo , Reacción en Cadena en Tiempo Real de la PolimerasaRESUMEN
Flavonoids are divided into several structural classes, including anthocyanins, which provide flower and leaf colors and other derivatives that play diverse roles in plant development and interactions with the environment. This study characterized four anthocyanidin synthase (ANS) genes of Brassica rapa, a structural gene of the anthocyanin biosynthetic pathway, and investigated their association with pigment formation, cold and freezing tolerance in B. rapa. Sequences of these genes were analyzed and compared with similar gene sequences from other species, and a high degree of homology with their respective functions was found. Organ-specific expression analysis revealed that these genes were only expressed in the colored portion of leaves of different lines of B. rapa. Conversely, B. rapa anthocyanidin synthase (BrANS) genes also showed responses to cold and freezing stress treatment in B. rapa. BrANSs were also shown to be regulated by two transcription factors, BrMYB2-2 and BrTT8, contrasting with anthocyanin accumulation and cold stress. Thus, the above results suggest the association of these genes with anthocyanin biosynthesis and cold and freezing stress tolerance and might be useful resources for development of cold-resistant Brassica crops with desirable colors as well.
Asunto(s)
Antocianinas/biosíntesis , Brassica rapa/genética , Respuesta al Choque por Frío , Respuesta al Choque Térmico , Oxigenasas/genética , Proteínas de Plantas/genética , Adaptación Fisiológica , Secuencia de Aminoácidos , Antocianinas/genética , Brassica rapa/metabolismo , Datos de Secuencia Molecular , Oxigenasas/metabolismo , Proteínas de Plantas/metabolismo , Selección GenéticaRESUMEN
BACKGROUND: LIM (Lin-11, Isl-1 and Mec-3 domains) genes have been reported to trigger the formation of actin bundles, a major higher-order cytoskeletal assembly, in higher plants; however, the stress resistance related functions of these genes are still not well known. In this study, we collected 22 LIM genes designated as Brassica rapa LIM (BrLIM) from the Brassica database, analyzed the sequences, compared them with LIM genes of other plants and analyzed their expression after applying biotic and abiotic stresses in Chinese cabbage. RESULTS: Upon sequence analysis these genes were confirmed as LIM genes and found to have a high degree of homology with LIM genes of other species. These genes showed distinct clusters when compared to other recognized LIM proteins upon phylogenetic analysis. Additionally, organ specific expression of these genes was observed in Chinese cabbage plants, with BrPLIM2a, b, c, BrDAR1, BrPLIM2e, f and g only being expressed in flower buds. Furthermore, the expression of these genes (except for BrDAR1 and BrPLIM2e) was high in the early flowering stages. The remaining genes were expressed in almost all organs tested. All BrDAR genes showed higher expression in flower buds compared to other organs. These organ specific expressions were clearly correlated with the phylogenetic grouping. In addition, BrWLIM2c and BrDAR4 responded to Fusarium oxysporum f. sp. conglutinans infection, while commonly two BrDARs and eight BrLIMs responded to cold, ABA and pH (pH5, pH7 and pH9) stress treatments in Chinese cabbage plants. CONCLUSION: Taken together, the results of this study indicate that BrLIM and BrDAR genes may be involved in resistance against biotic and abiotic stresses in Brassica.
Asunto(s)
Brassica/genética , Genes de Plantas , Proteínas con Dominio LIM/genética , Proteínas de Plantas/genética , Secuencia de Aminoácidos , Proteínas de Unión al ADN/química , Proteínas de Unión al ADN/genética , Fusarium/genética , Regulación de la Expresión Génica de las Plantas , Proteínas con Dominio LIM/química , Proteínas con Dominio LIM/clasificación , Datos de Secuencia Molecular , Filogenia , Proteínas de Plantas/química , Proteínas de Plantas/clasificación , Alineación de Secuencia , Análisis de Secuencia de ADN , Estrés FisiológicoRESUMEN
Flavonoids including anthocyanins provide flower and leaf colors, as well as other derivatives that play diverse roles in plant development and interactions with the environment. Dihydroflavonol 4-reductase (DFR) is part of an important step in the flavonoid biosynthetic pathway of anthocyanins. This study characterized 12 DFR genes of Brassica rapa and investigated their association with anthocyanin coloration, as well as cold and freezing stress in several genotypes of B. rapa. Comparison of sequences of these genes with DFR gene sequences from other species revealed a high degree of homology. Constitutive expression of the genes in several pigmented and non-pigmented lines of B. rapa demonstrated correlation with anthocyanin accumulation for BrDFR8 and 9. Conversely, BrDFR2, 4, 8 and 9 only showed very high responses to cold stress in pigmented B. rapa samples. BrDFR1, 3, 5, 6 and 10 responded to cold and freezing stress treatments, regardless of pigmentation. BrDFRs were also shown to be regulated by two transcription factors, BrMYB2-2 and BrTT8, contrasting with anthocyanin accumulation and cold and freezing stress. Thus, the above results suggest that these genes are associated with anthocyanin biosynthesis and cold and freezing stress tolerance and might be useful resources for development of cold and/or freezing stress resistant Brassica crops with desirable colors as well. These findings may also facilitate exploration of the molecular mechanism that regulates anthocyanin biosynthesis and its response to abiotic stresses.
Asunto(s)
Oxidorreductasas de Alcohol/genética , Brassica rapa/genética , Frío , Congelación , Proteínas de Plantas/genética , Adaptación Fisiológica/genética , Oxidorreductasas de Alcohol/clasificación , Oxidorreductasas de Alcohol/metabolismo , Secuencia de Aminoácidos , Antocianinas/metabolismo , Brassica rapa/enzimología , Brassica rapa/metabolismo , Perfilación de la Expresión Génica , Regulación de la Expresión Génica de las Plantas , Isoenzimas/clasificación , Isoenzimas/genética , Isoenzimas/metabolismo , Datos de Secuencia Molecular , Filogenia , Proteínas de Plantas/metabolismo , Reacción en Cadena de la Polimerasa de Transcriptasa Inversa , Homología de Secuencia de Aminoácido , Estrés Fisiológico/genéticaRESUMEN
BACKGROUND: Statistical methods are very important to precisely measure breast cancer patient survival times for healthcare management. Previous studies considered basic statistics to measure survival times without incorporating statistical modeling strategies. The objective of this study was to develop a data-based statistical probability model from the female breast cancer patients' survival times by using the Bayesian approach to predict future inferences of survival times. MATERIALS AND METHODS: A random sample of 500 female patients was selected from the Surveillance Epidemiology and End Results cancer registry database. For goodness of fit, the standard model building criteria were used. The Bayesian approach is used to obtain the predictive survival times from the data-based Exponentiated Exponential Model. Markov Chain Monte Carlo method was used to obtain the summary results for predictive inference. RESULTS: The highest number of female breast cancer patients was found in California and the lowest in New Mexico. The majority of them were married. The mean (SD) age at diagnosis (in years) was 60.92 (14.92). The mean (SD) survival time (in months) for female patients was 90.33 (83.10). The Exponentiated Exponential Model found better fits for the female survival times compared to the Exponentiated Weibull Model. The Bayesian method is used to obtain predictive inference for future survival times. CONCLUSIONS: The findings with the proposed modeling strategy will assist healthcare researchers and providers to precisely predict future survival estimates as the recent growing challenges of analyzing healthcare data have created new demand for model-based survival estimates. The application of Bayesian will produce precise estimates of future survival times.
Asunto(s)
Neoplasias de la Mama/mortalidad , Modelos Estadísticos , Adulto , Anciano , Anciano de 80 o más Años , Teorema de Bayes , Femenino , Estudios de Seguimiento , Humanos , Cadenas de Markov , Persona de Mediana Edad , Método de Montecarlo , Pronóstico , Programa de VERF , Tasa de SupervivenciaRESUMEN
BACKGROUND: With recent progress in health science administration, a huge amount of data has been collected from thousands of subjects. Statistical and computational techniques are very necessary to understand such data and to make valid scientific conclusions. The purpose of this paper was to develop a statistical probability model and to predict future survival times for male breast cancer patients who were diagnosed in the USA during 1973-2009. MATERIALS AND METHODS: A random sample of 500 male patients was selected from the Surveillance Epidemiology and End Results (SEER) database. The survival times for the male patients were used to derive the statistical probability model. To measure the goodness of fit tests, the model building criterions: Akaike Information Criteria (AIC), Bayesian Information Criteria (BIC), and Deviance Information Criteria (DIC) were employed. A novel Bayesian method was used to derive the posterior density function for the parameters and the predictive inference for future survival times from the exponentiated Weibull model, assuming that the observed breast cancer survival data follow such type of model. The Markov chain Monte Carlo method was used to determine the inference for the parameters. RESULTS: The summary results of certain demographic and socio-economic variables are reported. It was found that the exponentiated Weibull model fits the male survival data. Statistical inferences of the posterior parameters are presented. Mean predictive survival times, 95% predictive intervals, predictive skewness and kurtosis were obtained. CONCLUSIONS: The findings will hopefully be useful in treatment planning, healthcare resource allocation, and may motivate future research on breast cancer related survival issues.
Asunto(s)
Teorema de Bayes , Neoplasias de la Mama Masculina/mortalidad , Modelos Estadísticos , Adulto , Anciano , Anciano de 80 o más Años , Estudios de Seguimiento , Humanos , Masculino , Persona de Mediana Edad , Estadificación de Neoplasias , Pronóstico , Programa de VERF , Tasa de SupervivenciaRESUMEN
Chinese cabbage (Brassica rapa) is widely recognized for its economic importance and contribution to human nutrition but abiotic and biotic stresses are main obstacle for its quality, nutritional status and production. In this study, 3,429 Express Sequence Tag (EST) sequences were generated from B. rapa cv. Osome cDNA library and the unique transcripts were classified functionally using a gene ontology (GO) hierarchy, Kyoto encyclopedia of genes and genomes (KEGG). KEGG orthology and the structural domain data were obtained from the biological database for stress related genes (SRG). EST datasets provided a wide outlook of functional characterization of B. rapa cv. Osome. In silico analysis revealed % 83 of ESTs to be well annotated towards reeds one dimensional concept. Clustering of ESTs returned 333 contigs and 2,446 singlets, giving a total of 3,284 putative unigene sequences. This dataset contained 1,017 EST sequences functionally annotated to stress responses and from which expression of randomly selected SRGs were analyzed against cold, salt, drought, ABA, water and PEG stresses. Most of the SRGs showed differentially expression against these stresses. Thus, the EST dataset is very important for discovering the potential genes related to stress resistance in Chinese cabbage, and can be of useful resources for genetic engineering of Brassica sp.
Asunto(s)
Brassica/genética , Etiquetas de Secuencia Expresada/metabolismo , Perfilación de la Expresión Génica , Genes de Plantas/genética , Genoma de Planta , Anotación de Secuencia Molecular , Estrés Fisiológico/genética , Brassica/efectos de los fármacos , Brassica/crecimiento & desarrollo , Bases de Datos Genéticas , Biblioteca de Genes , Redes Reguladoras de Genes , Humanos , Análisis de Secuencia por Matrices de Oligonucleótidos , ARN Mensajero/genética , Reacción en Cadena en Tiempo Real de la Polimerasa , Reacción en Cadena de la Polimerasa de Transcriptasa Inversa , Transducción de Señal , Cloruro de Sodio/farmacologíaRESUMEN
The dirigent (DIR) genes are playing a vital role in enhancing stress resistance in different crop plants. In this study, we collected 29 DIR like genes, two from a Brassica rapa cv. Osome full length cDNA library and 27 from the B. rapa database designated as B. rapa Dirigent (BrDIR) like genes. Sequence analysis and a comparison study of these genes confirmed that seven were dirigent and the remaining 22 were dirigent like genes. Expression analysis revealed an organ specific expression of these genes. BrDIR2 showed differential responses after Fusarium oxysporum f.sp. conglutinans infection in cabbage. Four Brassica oleracea dirigent like genes highly homologous to BrDIR2 also showed similar responses in cabbage plants infected with this fungus. Moreover, several BrDIR like genes showed significant responses after water, ABA and cold stress treatments in Chinese cabbage. Under water stress, most responsive genes showed the highest expression at 24 h, at which time the acid soluble lignin content of samples under the same stress condition were also highest, indicating a possible relationship between BrDIR like genes and lignin content. Taken together, our results indicate a protective role of BrDIR genes against biotic and abiotic stresses in Brassica.
Asunto(s)
Brassica/metabolismo , Brassica/efectos de los fármacos , Frío , Sequías , Regulación de la Expresión Génica de las Plantas/efectos de los fármacos , Proteínas de Plantas/metabolismo , Cloruro de Sodio/farmacologíaRESUMEN
The self-incompatibility (SI) system is genetically controlled by a single polymorphic locus known as the S-locus in the Brassicaceae. Pollen rejection occurs when the stigma and pollen share the same S-haplotype. Recognition of S-haplotype specificity has recently been shown to involve at least two S-locus genes, S-receptor kinase (SRK) and S-locus protein 11 or S locus Cysteine-rich (SP11/SCR) protein. Here, we examined the function of S(60), one SP11/SCR allele of B. rapa cv. Osome, using a RNAi-mediated gene silencing approach. The transgenic RNAi lines were highly self-compatible, and this trait was stable in subsequent generations, even after crossing with other commercial lines. These findings also suggested that the resultant self-compatibility could be transferred to commercial cultivars with the desired performances in B. rapa.
Asunto(s)
Brassica rapa/fisiología , Glicoproteínas/antagonistas & inhibidores , Proteínas de Plantas/antagonistas & inhibidores , Brassica rapa/genética , Cruzamientos Genéticos , Fertilización , Glicoproteínas/genética , Haplotipos , Proteínas de Plantas/genética , Plantas Modificadas Genéticamente/fisiología , Polen/genética , Interferencia de ARN , Reproducción/genéticaRESUMEN
Brassica is an important vegetable group worldwide that is impacted by biotic and abiotic stresses. Molecular biology techniques offer the most efficient approach to address these concerns. Inducible plant defense responses include the production of pathogenesis-related (PR) proteins, and chitinases are very important PR proteins. We collected 30 chitinase like genes, three from our full-length cDNA library of Brassica rapa cv. Osome and 27 from Brassica databases. Sequence analysis and comparison study confirmed that they were all class I-V and VII chitinase genes. These genes also showed a high degree of homology with other biotic stress resistance-related plant chitinases. An organ-specific expression of these genes was observed and among these, seven genes showed significant responses after infection with Fusarium oxysporum f.sp. conglutinans in cabbage and sixteen genes showed responsive expression after abiotic stress treatments in Chinese cabbage. BrCLP1, 8, 10, 17 and 18 responded commonly after biotic and abiotic stress treatments indicating their higher potentials. Taken together, the results presented herein suggest that these chitinase genes may be useful resources in the development of stress resistant Brassica.
Asunto(s)
Adaptación Fisiológica/genética , Brassica rapa/genética , Quitinasas/genética , Genes de Plantas , Enfermedades de las Plantas/genética , Inmunidad de la Planta/genética , Proteínas de Plantas/genética , Secuencia de Bases , Brassica/genética , Brassica/metabolismo , Brassica rapa/metabolismo , ADN Complementario , Resistencia a la Enfermedad/genética , Fusarium , Expresión Génica , Enfermedades de las Plantas/microbiología , Proteínas de Plantas/metabolismo , Análisis de Secuencia , Homología de Secuencia , Estrés Fisiológico/genéticaRESUMEN
Two biotic stress resistance related genes from the full-length cDNA library of Brassica rapa cv. Osome were identified from EST analysis and determined to be pathogenesis-related (PR) 12 Brassica defensin-like family protein (BrDLFP) and PR-10 Brassica Betv1 allergen family protein (BrBetv1AFP) after sequence analysis and homology study with other stress resistance related same family genes. In the expression analysis, both genes expressed in different organs and during all developmental growth stages in healthy plants. Expression of BrDLFP significantly increased and BrBetv1AFP gradually decreased after infection with Pectobacterium carotovorum subsp. carotovorum in Chinese cabbage. Expression of these two genes significantly changed after cold, salt, drought and ABA stress treatments. These two PR genes may therefore be involved in the plant resistance against biotic and abiotic stresses.
Asunto(s)
Brassica rapa/genética , Genes de Plantas , Pectobacterium carotovorum/patogenicidad , Estrés Fisiológico , Brassica rapa/microbiología , Brassica rapa/fisiología , ADN de Plantas/genética , Etiquetas de Secuencia Expresada , Perfilación de la Expresión Génica , Biblioteca de GenesRESUMEN
Brassica is a very important vegetable group because of its contribution to human nutrition and consequent economic benefits. However, biotic stress is a major concern for these crops and molecular biology techniques offer the most efficient of approaches to address this concern. Chitinase is an important biotic stress resistance-related gene. We identified three genes designated as Brassica chitinase like protein (BrCLP1), BrCLP2 and BrCLP3 from a full-length cDNA library of Brassica rapa cv. Osome. Sequence analysis of these genes confirmed that BrCLP1 was a class IV chitinase, and BrCLP2 and BrCLP3 were class VII chitinases. Also, these genes showed a high degree of homology with other biotic stress resistance-related plant chitinases. In expression analysis, organ-specific expression of all three genes was high except BrCLP1 in all the organs tested and BrCLP2 showed the highest expression compared to the other genes in flower buds. All these genes also showed expression during all developmental growth stages of Chinese cabbage. In addition, BrCLP1 was up-regulated with certain time of infection by Pectobacterium carotovorum subsp. carotovorum in Chinese cabbage plants during microarray expression analysis. On the other hand, expression of BrCLP2 and BrCLP3 were increased after 6 h post inoculation (hpi) but decreased from 12 hpi. All these data suggest that these three chitinase genes may be involved in plant resistance against biotic stresses.