888 resultados para Ferreira, J. Alfredo
Resumo:
Genome-wide association studies followed by replication provide a powerful approach to map genetic risk factors for asthma. We sought to search for new variants associated with asthma and attempt to replicate the association with four loci reported previously (ORMDL3, PDE4D, DENND1B and IL1RL1). Genome-wide association analyses of individual single nucleotide polymorphisms (SNPs), rare copy number variants (CNVs) and overall CNV burden were carried out in 986 asthma cases and 1846 asthma-free controls from Australia. The most-associated locus in the SNP analysis was ORMDL3 (rs6503525, P = 4.8 x 10(-)(7)). Five other loci were associated with P < 10(-)(5), most notably the chemokine CXC motif ligand 14 (CXCL14) gene (rs31263, P = 7.8 x 10(-)(6)). We found no evidence for association with the specific risk variants reported recently for PDE4D, DENND1B and ILR1L1. However, a variant in IL1RL1 that is in low linkage disequilibrium with that reported previously was associated with asthma risk after accounting for all variants tested (rs10197862, gene wide P = 0.01). This association replicated convincingly in an independent cohort (P = 2.4 x 10(-)(4)). A 300-kb deletion on chromosome 17q21 was associated with asthma risk, but this did not reach experiment-wide significance. Asthma cases and controls had comparable CNV rates, length and number of genes affected by deletions or duplications. In conclusion, we confirm the association between asthma risk and variants in ORMDL3 and identify a novel risk variant in IL1RL1. Follow-up of the 17q21 deletion in larger cohorts is warranted.
Resumo:
Obesity is globally prevalent and highly heritable, but its underlying genetic factors remain largely elusive. To identify genetic loci for obesity susceptibility, we examined associations between body mass index and approximately 2.8 million SNPs in up to 123,865 individuals with targeted follow up of 42 SNPs in up to 125,931 additional individuals. We confirmed 14 known obesity susceptibility loci and identified 18 new loci associated with body mass index (P < 5 x 10(-)(8)), one of which includes a copy number variant near GPRC5B. Some loci (at MC4R, POMC, SH2B1 and BDNF) map near key hypothalamic regulators of energy balance, and one of these loci is near GIPR, an incretin receptor. Furthermore, genes in other newly associated loci may provide new insights into human body weight regulation.
Resumo:
Most common human traits and diseases have a polygenic pattern of inheritance: DNA sequence variants at many genetic loci influence the phenotype. Genome-wide association (GWA) studies have identified more than 600 variants associated with human traits, but these typically explain small fractions of phenotypic variation, raising questions about the use of further studies. Here, using 183,727 individuals, we show that hundreds of genetic variants, in at least 180 loci, influence adult height, a highly heritable and classic polygenic trait. The large number of loci reveals patterns with important implications for genetic studies of common human diseases and traits. First, the 180 loci are not random, but instead are enriched for genes that are connected in biological pathways (P = 0.016) and that underlie skeletal growth defects (P < 0.001). Second, the likely causal gene is often located near the most strongly associated variant: in 13 of 21 loci containing a known skeletal growth gene, that gene was closest to the associated variant. Third, at least 19 loci have multiple independently associated variants, suggesting that allelic heterogeneity is a frequent feature of polygenic traits, that comprehensive explorations of already-discovered loci should discover additional variants and that an appreciable fraction of associated loci may have been identified. Fourth, associated variants are enriched for likely functional effects on genes, being over-represented among variants that alter amino-acid structure of proteins and expression levels of nearby genes. Our data explain approximately 10% of the phenotypic variation in height, and we estimate that unidentified common variants of similar effect sizes would increase this figure to approximately 16% of phenotypic variation (approximately 20% of heritable variation). Although additional approaches are needed to dissect the genetic architecture of polygenic human traits fully, our findings indicate that GWA studies can identify large numbers of loci that implicate biologically relevant genes and pathways.
Resumo:
Hair morphology is highly differentiated between populations and among people of European ancestry. Whereas hair morphology in East Asian populations has been studied extensively, relatively little is known about the genetics of this trait in Europeans. We performed a genome-wide association scan for hair morphology (straight, wavy, curly) in three Australian samples of European descent. All three samples showed evidence of association implicating the Trichohyalin gene (TCHH), which is expressed in the developing inner root sheath of the hair follicle, and explaining approximately 6% of variance (p=1.5x10(-31)). These variants are at their highest frequency in Northern Europeans, paralleling the distribution of the straight-hair EDAR variant in Asian populations.
Resumo:
Blood cells participate in vital physiological processes, and their numbers are tightly regulated so that homeostasis is maintained. Disruption of key regulatory mechanisms underlies many blood-related Mendelian diseases but also contributes to more common disorders, including atherosclerosis. We searched for quantitative trait loci (QTL) for hematology traits through a whole-genome association study, because these could provide new insights into both hemopoeitic and disease mechanisms. We tested 1.8 million variants for association with 13 hematology traits measured in 6015 individuals from the Australian and Dutch populations. These traits included hemoglobin composition, platelet counts, and red blood cell and white blood cell indices. We identified three regions of strong association that, to our knowledge, have not been previously reported in the literature. The first was located in an intergenic region of chromosome 9q31 near LPAR1, explaining 1.5% of the variation in monocyte counts (best SNP rs7023923, p=8.9x10(-14)). The second locus was located on chromosome 6p21 and associated with mean cell erythrocyte volume (rs12661667, p=1.2x10(-9), 0.7% variance explained) in a region that spanned five genes, including CCND3, a member of the D-cyclin gene family that is involved in hematopoietic stem cell expansion. The third region was also associated with erythrocyte volume and was located in an intergenic region on chromosome 6q24 (rs592423, p=5.3x10(-9), 0.6% variance explained). All three loci replicated in an independent panel of 1543 individuals (p values=0.001, 9.9x10(-5), and 7x10(-5), respectively). The identification of these QTL provides new opportunities for furthering our understanding of the mechanisms regulating hemopoietic cell fate.
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We report a genome-wide association study to iron status. We identify an association of SNPs in TPMRSS6 to serum iron (rs855791, combined P = 1.5 x 10(-20)), transferrin saturation (combined P = 2.2 x 10(-23)) and erythrocyte mean cell volume (MCV, combined P = 1.1 x 10(-10)). We also find suggestive evidence of association with blood hemoglobin levels (combined P = 5.3 x 10(-7)). These findings demonstrate the involvement of TMPRSS6 in control of iron homeostasis and in normal erythropoiesis.
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Waist-hip ratio (WHR) is a measure of body fat distribution and a predictor of metabolic consequences independent of overall adiposity. WHR is heritable, but few genetic variants influencing this trait have been identified. We conducted a meta-analysis of 32 genome-wide association studies for WHR adjusted for body mass index (comprising up to 77,167 participants), following up 16 loci in an additional 29 studies (comprising up to 113,636 subjects). We identified 13 new loci in or near RSPO3, VEGFA, TBX15-WARS2, NFE2L3, GRB14, DNM3-PIGC, ITPR2-SSPN, LY86, HOXC13, ADAMTS9, ZNRF3-KREMEN1, NISCH-STAB1 and CPEB4 (P = 1.9 × 10−9 to P = 1.8 × 10−40) and the known signal at LYPLAL1. Seven of these loci exhibited marked sexual dimorphism, all with a stronger effect on WHR in women than men (P for sex difference = 1.9 × 10−3 to P = 1.2 × 10−13). These findings provide evidence for multiple loci that modulate body fat distribution independent of overall adiposity and reveal strong gene-by-sex interactions.
Resumo:
Abnormal expansion or depletion of particular lymphocyte subsets is associated with clinical manifestations such as HIV progression to AIDS and autoimmune disease. We sought to identify genetic predictors of lymphocyte levels and reasoned that these may play a role in immune-related diseases. We tested 2.3 million variants for association with five lymphocyte subsets, measured in 2538 individuals from the general population, including CD4+ T cells, CD8+ T cells, CD56+ natural killer (NK) cells, and the derived measure CD4:CD8 ratio. We identified two regions of strong association. The first was located in the major histocompatibility complex (MHC), with multiple SNPs strongly associated with CD4:CD8 ratio (rs2524054, p = 2.1 × 10−28). The second region was centered within a cluster of genes from the Schlafen family and was associated with NK cell levels (rs1838149, p = 6.1 × 10−14). The MHC association with CD4:CD8 replicated convincingly (p = 1.4 × 10−9) in an independent panel of 988 individuals. Conditional analyses indicate that there are two major independent quantitative trait loci (QTL) in the MHC region that regulate CD4:CD8 ratio: one is located in the class I cluster and influences CD8 levels, whereas the second is located in the class II cluster and regulates CD4 levels. Jointly, both QTL explained 8% of the variance in CD4:CD8 ratio. The class I variants are also strongly associated with durable host control of HIV, and class II variants are associated with type-1 diabetes, suggesting that genetic variation at the MHC may predispose one to immune-related diseases partly through disregulation of T cell homeostasis.
Resumo:
Familial typical migraine is a common, complex disorder that shows strong familial aggregation. Using latent-class analysis (LCA), we identified subgroups of people with migraine/severe headache in a community sample of 12,245 Australian twins (60% female), drawn from two cohorts of individuals aged 23-90 years who completed an interview based on International Headache Society criteria. We report results from genomewide linkage analyses involving 756 twin families containing a total of 790 independent sib pairs (130 affected concordant, 324 discordant, and 336 unaffected concordant for LCA-derived migraine). Quantitative-trait linkage analysis produced evidence of significant linkage on chromosome 5q21 and suggestive linkage on chromosomes 8, 10, and 13. In addition, we replicated previously reported typical-migraine susceptibility loci on chromosomes 6p12.2-p21.1 and 1q21-q23, the latter being within 3 cM of the rare autosomal dominant familial hemiplegic migraine gene (ATP1A2), a finding which potentially implicates ATP1A2 in familial typical migraine for the first time. Linkage analyses of individual migraine symptoms for our six most interesting chromosomes provide tantalizing hints of the phenotypic and genetic complexity of migraine. Specifically, the chromosome 1 locus is most associated with phonophobia; the chromosome 5 peak is predominantly associated with pulsating headache; the chromosome 6 locus is associated with activity-prohibiting headache and photophobia; the chromosome 8 locus is associated with nausea/vomiting and moderate/severe headache; the chromosome 10 peak is most associated with phonophobia and photophobia; and the chromosome 13 peak is completely due to association with photophobia. These results will prove to be invaluable in the design and analysis of future linkage and linkage disequilibrium studies of migraine.
Resumo:
Multiple sclerosis (MS) is a chronic relapsing-remitting inflammatory disease of the central nervous system characterized by oligodendrocyte damage, demyelination and neuronal death. Genetic association studies have shown a 2-fold or greater prevalence of the HLA-DRB1*1501 allele in the MS population compared with normal Caucasians. In discovery cohorts of Australasian patients with MS (total 2941 patients and 3008 controls), we examined the associations of 12 functional polymorphisms of P2X7, a microglial/macrophage receptor with proinflammatory effects when activated by extracellular adenosine triphosphate (ATP). In discovery cohorts, rs28360457, coding for Arg307Gln was associated with MS and combined analysis showed a 2-fold lower minor allele frequency compared with controls (1.11% for MS and 2.15% for controls, P = 0.0000071). Replication analysis of four independent European MS case–control cohorts (total 2140 cases and 2634 controls) confirmed this association [odds ratio (OR) = 0.69, P = 0.026]. A meta-analysis of all Australasian and European cohorts indicated that Arg307Gln confers a 1.8-fold protective effect on MS risk (OR = 0.57, P = 0.0000024). Fresh human monocytes heterozygous for Arg307Gln have >85% loss of ‘pore’ function of the P2X7 receptor measured by ATP-induced ethidium uptake. Analysis shows Arg307Gln always occurred with 270His suggesting a single 307Gln–270His haplotype that confers dominant negative effects on P2X7 function and protection against MS. Modeling based on the homologous zP2X4 receptor showed Arg307 is located in a region rich in basic residues located only 12 Å from the ligand binding site. Our data show the protective effect against MS of a rare genetic variant of P2RX7 with heterozygotes showing near absent proinflammatory ‘pore’ function.
Resumo:
The high species richness of tropical forests has long been recognized, yet there remains substantial uncertainty regarding the actual number of tropical tree species. Using a pantropical tree inventory database from closed canopy forests, consisting of 657,630 trees belonging to 11,371 species, we use a fitted value of Fisher's alpha and an approximate pantropical stem total to estimate the minimum number of tropical forest tree species to fall between similar to 40,000 and similar to 53,000, i.e., at the high end of previous estimates. Contrary to common assumption, the Indo-Pacific region was found to be as species-rich as the Neotropics, with both regions having a minimum of similar to 19,000-25,000 tree species. Continental Africa is relatively depauperate with a minimum of similar to 4,500-6,000 tree species. Very few species are shared among the African, American, and the Indo-Pacific regions. We provide a methodological framework for estimating species richness in trees that may help refine species richness estimates of tree-dependent taxa.
Resumo:
Este trabajo fue realizado en la Quinta "Myriam", ubicada en el municipio de Diriamba, departamento de Carazo, Nicaragua, propiedad del Dr. Jorge Ferreira. La ubicación geográfica del municipio está comprendida entre los 11° 50' y 12° 00' de Latitud Norte y entre los 86° 00' y 86° 15' de Longitud Oeste, cuenta con una elevación de 551 m.s.n.m., los datos meteorológicos de la zona en los últimos cuatro años (90-93) en cuanto a temperatura, humedad relativa y precipitación promedio fueron: 23.8 °C, 84% y 1184,5 mm respectivamente, (INETER, Departamento de EstadÃstica, 1993). En el presente ensayo, se utilizó un diseño estadÃstico completamente aleatorizado (DCA), mediante el cual se evaluó el efecto de 3 tratamientos (15, 30 y 45 dÃas de destete) sobre las variables Peso de la Camada al Destete (PCD), Peso de la Madre al Destete (PMD), Peso de la Madre al Segundo Parto (PSP), Ganancia Media Diaria del Parto 1 al Parto 2 (GMDp 1.P2) , con 4 repeticiones por tratamiento, éstas repeticiones estuvieron constituidas por conejas primÃparas, las cuales tuvieron un peso que osciló entre 3 - 3.18 kg. y edad homogénea de 7 meses. Las variables fueron sometidas a la prueba de Duncan para determinar la superioridad en rango por tratamiento. Mediante el análisis de varianza se encontró que el efecto de los tratamientos resultó ser altamente significativo sobre la variable Peso de la Camada al Destete (PCD) (P0.01), significativo sobre las variables Peso de la Madre al Segundo Parto (PSP) y Ganancia Media Diaria del Parto 1 al Parto 2 (GMD p 1.P2) (P0.1) y no significativo sobre la variable Peso de la Madre al Destete (PMD) (NS). El efecto de la covariable Peso al Primer Parto (P1P) resultó ser altamente significativo sobre las variables Peso de la Madre al Destete (PMD) y Peso de la Madre al Segundo Parto (PSP) (P0.01). Después de someter las variables a la prueba de DUNCAN se encontraron los siguientes promedios por tratamiento: Peso de la Camada al Destete (PCD) ; T.15 dÃas 1.538 kg P.V.(C), T.30 dÃas 3.360 kg P.V. (B), T.45 dÃas 4.523 kg P.V. (A), Peso de la Madre al Destete (PMD); T.15 dÃas 3.649 kg P.V. (A) T.30 dÃas 3.549 kg P.V. (A), T.45 dias 3.493 kg P.V.(A). Peso de la Madre al Segundo Parto (PSP); T.15 dÃas 3. 449 kg P.V. (B), T.30 dÃas 3.628 kg P.V. (AB), T.45 dÃas 3.777 kg P.V.(A). Ganancia Media Diaria del Parto 1 al Parto 2 (GMD p 1.P2) T .15 dÃas (2.071 g (B), T.30 dÃas 2.718 g (AB), T.45 dÃas 2. 975 g (A). Los promedios y desviaciones standard para las variables Ganancia Media Diaria del Parto 1 al Destete 1 (GMDp1-D1)y Ganancia Media Diaria del Destete l al Parto 2 (GMDD1.P2) por tratamiento fueron: GMD P1-D1; T.l5 dÃas 3.84 g ± 0.50 g, T.30 dÃas 2.54 g ± 0.64 g, T.45 dÃas 2.37 g ± 0.72 g. GMD D1-P2; T.l5 dÃas 2.26 g ± 0.54 g, T.30 dÃas 3.17 g ± 0.74 g, T.45 dÃas 3.93 g ± 0.28 g. Se encontró que el alimento tipo único suministrado a los animales bajo experimentación, cumplió con los requerimientos nutricionales de la especie estudiada. Los costos encontrados por hembra, por tratamiento, fueron C$ 197.21 destete de 15 dÃas, C$ 220.28 destete de 30 dÃas, C$ 243 .1.4 destete de 45 dÃas. Los costos por gazapo destetado fueron de C$ 5.48 destete de 15 dÃas, C$ 6.12 destete de 30 dÃas, C$ 8.10 destete de 45 dÃas.
Resumo:
El presente trabajo se desarrolló dentro del marco del proyecto UNA•IFS, financiado por la lntemational Foundation for Science. Este tuvo como objetivo general: Evaluar cuatro tipos de fertilizantes orgánicos provenientes de cerdos alimentados con concentrado y desperdicios de cocina en la producc1ón de Tilapia (Oreochromis niloticus). Contribuyendo a reducir la contaminación ambiental los siguientes objetivos especÃficos: l. Evaluar el comportamiento de la ganancia media diaria (G. M.D), peso vivo y talla de las Tilapias producidas en estanques fertilizados con cuatro tipos de fertilizante orgánico. 2. Determinar la relación entre las, variables talla y peso. de acuerdo a los cuatro tipos de fertilizante. 3. Evaluar los parámetros de calidad del agua (OD, pH, T°) en función de los cuatro tipos de fenili.zante orgánico. 4. Evaluar económicamente los cuatro tipos de fertilizantes utilizados en la producción de Tilapia. El experimento se llevó a cabo en la hacienda “ Las Mercedes" de la Universidad Nacional Agraria Se utilizaron cuatro estanques de cemento ya establecidos (4.75x3.55x0.90 m). En cada W10 se sembraron 25 tilapias macho (dos peces/m 1 representc.tdo 2 tilapias; una unidad experimental. El recambio de agua se dio de forma natural. Se midió diariamente –T°, pH, OD. Los muestreos se realizaron cada 14 dÃas. Los tratamientos evaluados fueron: T1= Efluente de biodigestores que procesaron estiércol de cerdos alimentados con concentrado; T2= Estiércol fresco de cerdos alimentados con concentrado: T3= Efluente de biodigestores que procesaron estiércol de cerdos alimentados con desperdicios de cocina; T4= Estiércol fresco de cerdos alimentados con desperdicios de cocina. Las variables e.valuadas fueron: peso. talla G.M.D, Calidad del agua (OD, T°, pH). El ensayo se montó y se analizó como un D.C.A. en arreglo bifactorial donde: Factor A== Periodo o muestreo (cada 14 dÃas;) y Factor B: Tipo de Fertilizante. Los cuatro tratamientos orgánicos evaluados constituyen potenciales fertilizantes para el cultivo de tilapia por su buen comportamiento productivo y económico. Para todas las variables analizadas (peso, talla, GMD) el tratamiento que mejor comportamiento presentó fue el T2.seguido del T4. Asimismo el peso y la talla fueron aumentando conforme el tiempo de muestreo. El peso de las tilapias utilizadas en el ensayo se \lo afectado en un 91 %por el comportamiento de la talla. Todos los parámetros de calidad del agua (0.D, pH y T°), estuvieron dentro de los parámetros recomendados para la producción de tilapias. Económicamente considerando el proceso de los tratamientos, tanto el que procedió de animales alimentados con concentrados como el que procedió de desperdicios de cocina. repor1ó mayores utilidades aplicar el estiércol fresco directamente a los estanques, que al procesarlo por biodigestión. Considerando el origen de los tratamientos, tanto utilizando los efluentes como estiércol fresco. El productor obtiene más utilidades cuando provienen de cerdos alimentados con desperdicios de cocina.
Resumo:
El efecto de una mezcla de tres cepas de Rhizobium leguminosarum biovar phaseoll (CIAT-613, CR-477 y KIM-5) relacionado con los factores limitantes del suelo (P, Ca, Cu, y Zn) sobre la simbiosis en tres variedades de Phaseolus vulgaris L. (DOR-364, ESTELI-90B y FIEVOLUCION-84) fue estudiado en un suelo Molisol y un Aluvial en las localidades de San Diego (Nandaime) y San Lorenzo (La Trinidad, EstelÃ), respectivamente, bajo condiciones de labranza convencional para ambas localidades. En la localidad de San Lorenzo se trabajó con las variedades DOR-364 y EST-908 con la corrección del cobre (factor A) y el zinc (factor 8), mientras que en la localidad de San Diego, el trabajo se realizó con las variedades DOR-364 y REVOLUCION-84 y la corrección del calcio (factor A) y el fósforo (factor 8), Ambos estudios se llevaron a cabo en época de postrera de 1994. En los dos ensayos la inoculación se hizo directamente a la semilla. Los tratamientos a evaluar fueron los siguientes: Alto nitrógeno, bajo nitrógeno como testigos (sin inocular), mezcla de inoculantes con (-A,-B), (+A,-B), (-A,+B), y (+A,+B) para un total de seis tratamientos por cada variedad. El diseño usado fue de bloques completos al azar (B.C.A). Las variables evaluadas fueron: Número y peso seco de nódulos, peso de materia seca de la planta en R6, peso de mil granos y rendimiento de grano en R9. Los datos se procesaron usando análisis de varianza (ANDEVA) y se utilizó la prueba de rangos múltiples de DUNCAN (P ≤ 0,05). Se observó a nivel general en ambos experimentos que la variedad introducida mostró un mayor rendimiento y que el mejor rendimiento de grano se obtuvo con el tratamiento en el que se usó alta dosis de nitrógeno y sin inocular. Por otro lado el rendimiento de frijol fue afectado negativamente por las aplicaciones de zinc en el caso del experimento en San Lorenzo. Para la localidad de San Diego se obtuvo respuesta positiva a las aplicaciones de fósforo junto con la mezcla de inoculantes usados. En los dos experimentos no se encontró respuesta significativa con el uso de la mezcla de inoculantes relacionados con los elementos limitantes del suelo comparado con los testigos.
Resumo:
Con el objetivo de caracterizar agronómicamente dos genotipos de quequisque (Xanthosoma sagittiolium (L) Schott), se estableció un ensayo en condiciones de campo de Yolaina, municipio de Nueva Guinea, en época de primera del 7 junio del 2000 al 23 de marzo del 2001 se evaluó las variables morfológicas, fenológicas, de rendimiento y la presencia de enfermedades (virus) en los cultivares Masaya (My) y Nueva Guinea (NG). Se utilizó un diseño de bloque completos al azar (BCA), con 4 bloques y 2 tratamiento por bloque. La parcela experimental estuvo conformada por 6 surcos, con una longitud de 12 m. La distancia de siembra de 1m entre surco y 0.60 m entre planta para un total de 20 plantas por surco y 240 plantas por parcela, para un total de 960 plantas en el ensayo. El área total del experimento fue de 729m2, el área de tratamiento de 144m2 y los dos surcos centrales representaron la parcela útil, sin incluir las primeras 5 plantas en ambos extremos. Las variables evaluadas fueron: altura de planta (cm), área foliar (cm 2), número de hojas, número de hijos y grosor de pseudotallo (cm), de rendimiento: número de cormelos por planta, peso de cormelos totales por planta (g), peso promedio de cormelo (g), largo de cormelo (cm) y diámetro de cormelo (cm). Los eventos morfológicos velocidad de brotación y momento de cosecha: presencia de enfermedades (DMV). A las medias de los datos se les realizó un ANDEVA y separación de medias con la prueba de rangos múltiples de Duncan. Indicando que los cultivares presentaron diferencias estadÃsticas entre ellas en las variables morfológicas habiendo obtenido el genotipo My los mayores valores en: altura de planta con (70.3 cm), área foliar con (1,540 cm2), número de hojas con (3.79), grosor de pseudotallo por planta (1,540 cm) y para el número de brotes el genotipo NG obtuvo los mayores valores con (0.172). En los componentes de rendimiento el genotipo NG reportó los mayores valores: número de cormelo por planta (3.84), peso de cormelo por planta (464.8 g), largo de cormelo (12.34 cm) y el genotipo My reportó los mayores valores en diámetro de cormelo con (5.19 cm) y peso promedio (130.5 g). Se realizaron 3 conteos visuales de la presencia del virus. Se encontró tendencia a aumentar y disminuir el porcentaje de plantas con presencia del DMV con el aumento de los dÃas después de la siembra. El genotipo My reportó un máximo de (27.7%) y NG (25.3%) a los 76 dds. En los eventos fenológicos la velocidad de brotación y la traslocación temprana de nutrientes (número de hojas (3.56), reducción del área foliar (1,085) y la presencia de cormelos con las yemas apicales y axilares brotadas (41.73%) y con presencia de raÃces en crecimiento con (78.26%) al momento de la cosecha, con esto se demostró que el cultivar NG fue más precoz que el My.