ABSTRACT
Phytophthora infestans is the most important disease in potato crops. Its control is based on the use of chemical products that have developed pathogen resistance and high economic and environmental impacts. To reduce these effects, the use of plant varieties or cultivars resistant to this pathogen has been proposed. The aim of this study was to evaluate the heritability of resistance to this pathogen in a population of elite Solanum phureja genotypes. In this study, 1,355 clones with three replicates from 20 families were included in the evaluation. Heritability was assessed in the broad and narrow senses. Results of the relative area under the disease progress curve varied between 0.08 and 0.64, indicating that the population contains genes that code for resistance. Heritability in both directions (narrow 0.022 and broad 0.255) showed significant differences, indicating an influence of dominance genetic effects and environmental effects. Thus, to use these genotypes in potato breeding programs, hybridization methods should be used instead of selection methods.
Keywords:
severity; area under the disease progress curve; genetic progress; incidence
INTRODUCTION
Potato is considered one of the most important crops worldwide, with an annual production of close to 402 million tons (FAOSTAT, 2016FAOSTAT2016 Food and agricultural commodities production - Commodities by country - World. Available at: Available at: http://faostat.fao.org/site/339/default.aspx . Accessed on: May 15th, 2018.
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). Its importance in Colombia lies in the fact that it represents food security, besides being an important link in the economy, due to the use of workforce in cultivation and production, generating about 20 million wages per year (Cotes & Ñústez, 2014CotesJÑústezC2014 Prueba de evaluación agronómica para registro de variedades de papa criolla (Solanum phureja Juz. et Buk.) subregión montaña antioqueña. Medellín, Universidad Nacional de Colombia. 72p; Lara & Chaparro, 2017LaraAChaparroS2017 Cuantificación voltamétrica de carbofurano en papa (Solanum tuberosum L., Solanaceae). Ciencia y Tecnología Agropecuaria, 18:275-28).
The production of this crop has mainly been threatened by Phytophthora infestans (Mont.) de Bary, the causal agent of late blight, one of the most critical diseases in potato cultivation. This is even more critical if we consider that the most susceptible cultivars of Solanum tuberosum L. and Solanum phureja Juz et Buk to the microorganism are the ones that are most widely cultivated worldwide, generating a gap between potential and real yields (Forbes & Pérez, 2008ForbesGPérezW2008 Manual técnico: El tizón tardío de la papa. Lima, Centro Internacional de la papa . 39p; Fry & Grünwald, 2010FryWGrünwaldN2010 Introducción a los Oomicetes. Available at: Available at: https://www.apsnet.org/edcenter/disandpath/oomycete/introduction/Pages/IntroOomycetesEspanol.aspx . Accessed on: April 20th, 2020.
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; Forbes, 2012ForbesG2012 Using host resistance to manage potato late blight with particular reference to developing countries. Potato Research, 55:205-216; Forbes et al., 2014ForbesGPérezWAndradeJ2014 Evaluación de la resistencia en genotipos de papa a Phytophthora infestans bajo condiciones de campo: Guía para colaboradores internacionales. Lima, Centro Internacional de la papa . 50p).
If the infection occurs in the early stages of crop development, losses in production can reach up to 80% (Tsedaley, 2014TsedaleyB2014 Late Blight of Potato (Phytophthora infestans) biology, economic, importance and its management approaches. Journal of Biology, Agriculture and Healthcare, 4:215-225; Berhan, 2021BerhanM2021 Review on epidemiology, sampling techniques, management strategies of late blight (Phytophthora infestans) of potato and its yield loss. Asian Journal of Advances in Research, 7:09-17). The control of this disease involves from 10 to 16 applications during the crop cycle, representing between 10 and 20% of the production cost (Haverkort et al., 2009HaverkortAStruikPVisserRJacobsenE2009 Applied biotechnology to combat late blight in potato caused by Phytophthora infestans. Potato Research , 52:249-264). In addition to these costs, the environmental costs generated by using agrochemicals must be considered (Fry & Grünwald, 2010FryWGrünwaldN2010 Introducción a los Oomicetes. Available at: Available at: https://www.apsnet.org/edcenter/disandpath/oomycete/introduction/Pages/IntroOomycetesEspanol.aspx . Accessed on: April 20th, 2020.
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; Kromann et al., 2009KromannPTaipeAPérezWForbesG2009 Rainfall thresholds as support for timing fungicide applications in the control of potato late blight in Ecuador and Peru. Plant Disease, 93:142-148; Restrepo & Ñústez, 2014RestrepoSÑústezCE2014 Situación del tizón tardío en Colombia. In: XXVI Congreso de la Asociación Latinoamericana de la Papa, Bogotá. Proceedings, ALAP. p. 54-55). Therefore, the use of resistant materials is proposed to correct the consequences that the application of chemical products generates (Kromann et al., 2011KromannPPradelWColeDTaipeAForbesG2011 Use of the environmental impact quotient to estimate health and environmental impacts of pesticide usage in Peruvian and Ecuadorian potato production. Journal of Environmental Protection, 2:581-591; Lagos et al., 2021LagosJLagosTDuarteDLagosL2021 Selection of potato genotypes Solanum tuberosum group Andigena by their tolerance to Phytophthora infestans (Mont.) of Bary. Revista Facultad Nacional de Agronomía Medellín, 74: DOI:10.15446/rfnam.v74n1.87566.
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).
In this sense, the knowledge of the genes action that controls characteristics of interest is essential in breeding programs. This knowledge, however, must be based on the evaluation of heritability in the population of interest, determining the similarities between the progenies and their parentals. This is a population characteristic that expresses the ability of a material to transmit a character and how it varies due to environmental or genetic factors (Cruz & Regazzi, 2001CruzCRegazziA2001 Modelos biométricos aplicados ao melhoramento genético. 2a ed. Viçosa, Editora UFV. 309p; Poehlman & Allen, 2003PoehlmanJAllenD2003 Mejoramiento genético de las cosechas. 2ª ed. México, Editorial. 512p; Ruales et al., 2007RualesFManriqueCCerónM2007 Fundamentos en mejoramiento animal. Medellín, Vieco e Hijas Ltda. 208p; Guillen et al., 2009GuillenPCruzECastañonGOsorioRBritoNLozanoALópezU2009 Aptitud combinatoria general y específica de germoplasma tropical de maíz. Tropical and Subtropical Agroecosystems, 10:101-107; Tinjacá, 2010TinjacáS2010 Estudios de heredabilidad de la resistencia horizontal a Phytophthora infestans causante de la gota en la especie diploide de papa Solanum phureja. Tesis de Maestría. Universidad Nacional de Colombia, Bogotá. 123p).
Accordingly, the aim of this research was to evaluate the heritability of the resistance to P. infestans in an F1 population obtained from elite genotypes of the diploid potato-breeding program of Universidad Nacional de Colombia.
MATERIALS AND METHODS
Location
The evaluation of the heritability of resistance to P. infestans was carried out in plots located in the Agricultural Research Station Paysandú of Universidad Nacional de Colombia - Sede Medellín, located in Santa Helena, department of Antioquia, at an altitude of 2,671 meters. During the development of the research work, standard agronomical management such as fertilization and weed control was carried out.
Plant material
A total of 1,355 individuals from 20 full-sib families of potato (Table 1) were obtained in a mesh house through controlled pollination using the methodology proposed by Grisales et al. (2008GrisalesNYOrozcoLFTrilloOCotesJM2008 Manual técnico para realizar cruzamientos dirigidos en uchuva (Physalis peruviana L.). Medellín, Universidad Nacional de Colombia . 23p). The sexual seed was established under field conditions of the Agricultural Research Station Paysandú to produce mini-tubers. The tubers used for sowing corresponded to the ones obtained from sexual seed. The following eight elite potato cultivars with different resistance levels to P. infestans were used as parents. Cultivars Criolla Ocarina (Rodríguez & Tinjacá, 2015RodríguezLTinjacáS2015 Criolla Ocarina. Available at: Available at: http://www.papaunc.com/catalogo/criolla-ocarina . Accessed on: June 20th, 2017.
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) and Criolla Galeras (Rodríguez et al., 2014RodríguezLTinjacáSMosqueraT2014 Tres nuevas variedades de Papa Criolla (amarilla), con alto valor agronómico obtenidas mediante selección participativa en Colombia. In: XXVI Congreso de la Asociación Latinoamericana de la Papa, Bogotá. Proceedings, ALAP. p. 173), show moderate resistance, genotypes B09-3-8 and 10-126-8 have high potato blight resistance, cultivars Paola and Primavera show very high resistance to late blight, and cultivars Violeta and Paysandú have an intermediate resistance level to late blight (Cotes & Ñústez, 2014CotesJÑústezC2014 Prueba de evaluación agronómica para registro de variedades de papa criolla (Solanum phureja Juz. et Buk.) subregión montaña antioqueña. Medellín, Universidad Nacional de Colombia. 72p). The potato breeding program of Universidad Nacional de Colombia provided these materials.
P. infestans severity
The severity was established visually using a scale proposed by Henfling (1987HenflingJ1987 El tizón tardío de la papa: Phytophthora infestans. Lima, Centro Internacional de la papa . 25p). The severity level in the scale was assigned to evaluate the presence of typical symptoms of P. infestans, such as brown spots with wet appearance and the presence of sporulation in the leaves (Fry & Grünwald, 2010FryWGrünwaldN2010 Introducción a los Oomicetes. Available at: Available at: https://www.apsnet.org/edcenter/disandpath/oomycete/introduction/Pages/IntroOomycetesEspanol.aspx . Accessed on: April 20th, 2020.
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). In addition, an inspection of the plant foliage was carried out thoroughly because some of the symptoms were not observed in plain sight, underestimating the affected area (Forbes et al., 2014ForbesGPérezWAndradeJ2014 Evaluación de la resistencia en genotipos de papa a Phytophthora infestans bajo condiciones de campo: Guía para colaboradores internacionales. Lima, Centro Internacional de la papa . 50p; CIP, 2014CIP2014 Procedimientos para pruebas de evaluación estándar de clones avanzados de papa. Lima, Centro Internacional de la papa. 152p). Weekly evaluations were made (Forbes et al., 2014GrälerBPebesmaEHeuvelinkG2016 Spatio-Temporal Interpolation using gstat. The R Journal, 8:204-218; Forbes & Pérez, 2008ForbesGPérezW2008 Manual técnico: El tizón tardío de la papa. Lima, Centro Internacional de la papa . 39p), beginning 62 days after sowing (DAS) and extending until completing 103 DAS, obtaining seven evaluation times.
Experimental design and statistical analysis
The experimental design was established as a completely randomized block design with three blocks. Each block includes 1,355 plots composed of five plants each, established with a distance of 0.3 m between plants and 0.9 m between hills. The inoculum pressure was guaranteed by the establishment of random plots in each hill of S. phureja cv. Criolla Colombia (susceptible control variety).
Susceptibility assessment
Plant susceptibility was evaluated using the relative area under the disease progress curve (AUDPCr). It was expressed as the ratio between the value of the observed area under the disease progress curve (AUDPC) and the average AUDPC of the neighbor susceptible control variety at the radiuses of 5, 10, 15, or 20 m obtained through the kriging method using the inverse distance weighted interpolation. This estimation was performed in the R statistical program of the R Core Team of 2016, using the gstat package (Pebesma, 2004PebesmaEJ2004 Multivariable geostatistics in S: the gstat package. Computers & Geosciences, 30:683-691; Gräler et al., 2016GrälerBPebesmaEHeuvelinkG2016 Spatio-Temporal Interpolation using gstat. The R Journal, 8:204-218).
Natural logarithm () transformation of the data was made to perform de genetic analysis, and the statistical model used is the following:
where Y is a vector of size nx1 of observations, with n being the number of observations of AUDPCr, 1 is a vector of size nx1 with every element equal to unity, µ is an overall mean, β is a vector of size px1 of fixed effects, with p being the number of levels of the fixed effects of the block, α is a vector of size qx1 of random additive genetic effects of the individual, with q being the number of individuals in the pedigree, and δ is a vector of size dx1 of dominant genetic random effects of the individual, with d being the number of individuals in the pedigree. X, Z 1, and Z 2 are incidence matrices that relate the observations with the fixed, genetic breeding value and genetic dominant effects, respectively, and e is a vector of size nx1 of residual random effects. The random effects have variance , and for breeding value, genetic dominant, and residual effects, respectively.
Resistance heritability to P. infestans
The AUDPCr variable was used to calculate heritability in the broad sense (H2), heritability in the narrow sense (h2), and the ratio between the additive and the dominant variances. Additionally, the expected response for individual selection and half-sib and full-sib families was estimated. For individual selection, the equation was used. For the sib family selection, the following equation was used (Falconer & Macray, 1996FalconerDMacrayT1996 Introduction to quantitative genetics. 4th ed. Londres, Longman. 464p):
where r is 0.25 for half-sib families and 0.5 for full-sib families, n is equal to 100 individuals, t is the intraclass correlation obtained as and for half-sib and full-sib families selection methods, respectively, and i is the selection intensity (selection differential in standard measure).
The analysis was performed in the R statistical program of the R Core Team of 2016, using the MCMCglmm package (Hadfield, 2016HadfieldJ2016 MCMC Generalised Linear Mixed Models: The MCMCglmm R Package. Version 2.24. 13p). The Bayes estimates used correspond to the median and the mean of the posterior distribution of the parameter, and subsequently, its respective highest posterior density (HPD) interval of 95% probability was obtained. For this purpose, the CODA package was used (Plummer et al., 2015PlummerMBestNCowlesKVinesKSarkarDBatesBatesDMDMAlmondRGMagnussonA2015 Output Analysis and Diagnostics for MCMC. Available at: Available at: https://www.semanticscholar.org/paper/Output-Analysis-and-Diagnostics-for-MCMC-Plummer-Best/6d8914c381c2d47da8bbc66fa899682cd451605c#citing-papers . Accessed on: June 20th, 2017.
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). Finally, a matrix associated with the genetic effects was constructed using the nadiv package (Borregaard et al., 2014BorregaardMRahbekCFjeldsaaJParraJWhittakerRGrahamC2014 Node-based analysis of species distributions. Methods in ecology and evolution, 5:1225-1235).
RESULTS AND DISCUSSION
Description of the study population
The lowest value of the diseased leaf area (DLA) at the last evaluation was 8% recorded in family 10, while the highest values were observed in the control, with an average value of 71%, followed by family 19 with an average value of 38% of the leaf area affected by the disease (Table 2).
Mean values, standard deviation (SD), and coefficient of variation (CV) for late blight severity at the last evaluation, percentage of affected individuals for the disease according to the severity scale used, and relative area under the disease progress curve (AUDPCr) in relation to the susceptible check cultivar in the families evaluated
These results show the susceptible performance of the control and indicate that the study population contains resistance genes that maintained a low severity response of the disease, even at the end of the crop cycle.
The family that showed the highest proportion of progeny with severity equal to zero corresponds to family 16 (7% of the population without infection). On the other hand, family 13 showed the highest proportion of genotypes with an affected leaf area between 0% and 5% (85% of the population in this scale range).
In the ranges 5% to 30% and higher than 30% of the average leaf area affected by the disease, family 20 presented the highest average percentage of individuals (75% and 25%, respectively), followed by the control with 71% of the individuals with a DLA between 5 and 30% and 24% with DLA higher than 30%. Conversely, in families 4, 10, 12, 13, 14, and 19, no individuals are reported in the category between 30 and 100% of the leaf area affected by the disease.
The experimental results allow concluding that a good disease level was reached on the field experiment due to severity level variations between zero (0) and 100% of the affected leaf area found in the population. It was also possible to observe in the susceptible control cultivar high levels in the severity scale. On the other hand, 96% of the clones were affected in 30% or less of the leaf area.
It is noteworthy that the results of this research with values of zero disease incidence should show that families contain individuals with genes that code for vertical resistance to the pathogen like that expressed by Grisales & Cotes (2018GrisalesNCotesJ2018 General and Specific Combinatorial Aptitude in a F1 Population of Solanum phureja with resistance to Phytophthora infestans. American Journal of Potato Research , 96:55-61). Thus, in this population, the characteristic of resistance to the pathogen is inherited by the progeny, allowing the use of the parents in potato plant breeding programs by hybridization as expressed by Zúñiga et al. (2000ZúñigaLMolinaGCadenaHRiveraP2000 Resistencia al tizón tardío de la papa (Phytophthora infestans) en cruzamientos de cultivares y clones de papa (Solanum tuberosum L.). Revista Mexicana de Fitopatología, 18:01-09) and Orozco (2012OrozcoLF2012 Evaluación de la heredabilidad y selección combinada en una población de Solanum phureja Juz et Buk por resistencia a Spongospora subterranea (Wallr) Lagerh f. sp. subterranea Tomlinson y Phytophthora infestans (Mont) de Bary. Tesis de Maestría. Universidad Nacional de Colombia, Medellín. 99p).
AUDPCr
The mean AUDPC value concerning the susceptible check cultivar is between 0.08 and 0.64 (Table 2), so the clones evaluated show higher resistance to the disease compared to the control, except for family 20.
Bisognin (2002BisogninDDouchesDJastrzebskiKKirkW2002 Half-sib progeny evaluation and selection of potatoes resistant to the US8 genotype of Phytophthora infestans from crosses between resistant and susceptible parents. Euphytica, 125:129-138) suggests a susceptibility classification of the clones as follows: clones with AUDPCr values between 0.0 and 0.20 can be considered highly resistant, genotypes with AUDPCr between 0.21 and 0.56 are moderately resistant, and the ones considered susceptible correspond to those with AUDPCr values higher than 0.56. Hence, 80% of families evaluated in this study should be classified as highly resistant to the disease, and only families 2, 5, 9, and 20, as moderate resistant. The population studied in this research has genes of resistance to late blight, but considering that some of the descendants reached high AUDPCr values, it could be expected that the population also possesses a few recessive genes for resistance.
Heritability of the resistance to P. infestans
The results of this study indicate that the heritability parameter of the population of interest in each of their expressions showed statistically significant differences (Table 3).
Narrow- and broad-sense heritability, estimated variance components, and 95% highest posterior density (HPD) intervals for the AUDPCr variable in the study population
The heritability values should be classified as low if values are lower than 0.25, medium or moderate when these are between 0.25 and 0.50, or high if values are higher than 0.50 (Ruales et al., 2007RualesFManriqueCCerónM2007 Fundamentos en mejoramiento animal. Medellín, Vieco e Hijas Ltda. 208p). Thus, the heritability in the population assessed in the narrow sense or additive heritability (h2 a), with a mean value of 0.0227, is considered low. On the other hand, the heritability in the broad sense or genetic heritability (H2), with a value of 0.25511, is considered medium or moderate.
Regarding the heritability of resistance characteristic to P. infestans in tetraploid potatoes under field conditions, an H2 value of 0.79 was reported; meanwhile, for h2, a value of 0.78 was registered (Haynes et al., 2007HaynesKGothRLambertDChristB2007 Evaluation of a short-day adapted tetraploid potato population with horizontal resistance to Phytophthora infestans under long-day conditions in Northern Maine. American Journal of Potato Research , 84:459-466). On the other hand, in diploid potatoes, narrow-sense values of 0.78 and broad-sense values of 0.79 have been found (Haynes & Christ, 2006HaynesKChristB2006 Recurrent maternal half-sib selection improves resistance to foliar late blight in a diploid hybrid Solanum phureja-Solanum stenotomum population. American Journal of Potato Research , 83:181-188), Costanzo et al. (2004CostanzoSChristBHaynesK2004 Late blight resistance in a diploid full-sib potato family. Plant Breed, 123:377-381) report in the broad sense, a heritability value in diploid potatoes of 0.67.
These studies show a significant genetic component, allowing to establish potato breeding material based on selection methods. This is because, in this population, it is possible to transfer the characteristic of interest to the new generations that can guarantee selection success (Haynes & Christ, 1999HaynesKChristB1999 Heritability of resistance to foliar late blight in a diploid hybrid potato population of Solanum phureja x Solanum stenotomum. Plant Breed , 118:431-434; Orozco et al., 2013OrozcoLFRamírezLCotesJM2013 Evaluation of the heritability of resistance to Phytophthora infestans (Mont) de Bary in a population of Solanum phureja Juz et Buk. Revista Facultad Nacional de Agronomía Medellín, 66:6833-6843). However, in the population used in this research, it is not possible to obtain gain in the genetic improvement processes by selection methods. Furthermore, the additive genetic variance was likely exhausted, but it is also possible to include these parents in genetic improvement processes through hybridization methods.
According to Poehlman & Allen (2003PoehlmanJAllenD2003 Mejoramiento genético de las cosechas. 2ª ed. México, Editorial. 512p), a characteristic such as resistance to diseases is highly influenced by the environment, presenting low heritability. Ñústez (2011Ñústez CE2011 Estudios fenotípicos y genéticos asociados a la calidad de fritura en Solanum phureja Juz et Buk. Tesis de Doctorado. Universidad Nacional de Colombia, Bogotá. 193p) expresses that the heritability results are due to the genetic variation in the population and the environment where the crop grows. Just as the results of this study, in terms of heritability in the broad sense for resistance to P. infestans in diploid potatoes, Tinjacá (2010TinjacáS2010 Estudios de heredabilidad de la resistencia horizontal a Phytophthora infestans causante de la gota en la especie diploide de papa Solanum phureja. Tesis de Maestría. Universidad Nacional de Colombia, Bogotá. 123p) reports values of 0.40, and in the narrow sense, values of 0.13, indicating that in the study population, there is a strong influence of non-additive effects on the characteristic assessed.
Considering that the heritability values in the broad sense obtained have the highest value (0.255) compared with the heritability in the narrow sense (0.022), it is possible to conclude, in agreement with Moncayo et al. (2019MoncayoJDelgadoRMarcilloCSalazarCBetancourthC2019 Genotype reaction of Solanum tuberosum, andigena and phureja groups to late blight (Phytophthora infestans Mont. De Bary). Revista de Ciencias Agrícolas, 36:138-157), that in the study population, phenotypical variations are due to dominance genetic effects and not to additive effects. This was confirmed by the results obtained for the relationship between the additive variance and the dominant variance with a value of 0.11.
Great efforts should be made in selection pressure to achieve a low genetic advance (Figure 1), which may be due to the lack of action of non-additive genes, as well as to environmental effects (Soomro, 2010SoomroZKumbharALarikAImramMBrohiS2010 Heritability and selection response in segregating generations of upland cotton. Pakistan Journal of Agricultural Research, 23:25-30; Orozco et al., 2013OrozcoLFRamírezLCotesJM2013 Evaluation of the heritability of resistance to Phytophthora infestans (Mont) de Bary in a population of Solanum phureja Juz et Buk. Revista Facultad Nacional de Agronomía Medellín, 66:6833-6843), confirming that the plant breeding method recommended for the population under study, should use parents in hybridization program rather than the selection of individuals.
response for the area under the disease progress curve relative to the susceptible check cultivar under different selection methods for the study population. Results are presented as the relative area under the disease progress curve (AUDPCr). Solid lines show the Bayes estimate and dashed lines display the highest posterior density at 95%.
CONCLUSIONS
The disease was developed in the study area due to finding in the population, severity level variations between zero (0) and 100% of the affected leaf area. It was also possible to observe in the susceptible control high levels in the severity scale.
About 96% of the clones were affected in 30% or less of the leaf area, indicating high resistance in the evaluated clones.
With a value of 0.022, the heritability in the narrow sense is considered low, while the heritability in the broad sense with a value of 0.255 is deemed average, indicating that phenotype variations are due to dominant effects in the study population.
In the study population, the process of plant breeding for resistance to P. infestans should focus on hybridization rather than selection of materials.
ACKNOWLEDGEMENTS, FINANCIAL SUPPORT, AND FULL DISCLOSURE
The authors wish to thank all those persons that participated in the development of this study (Mauricio Torrenegra, Viviana Torrenegra, Yhon Grajales, and Diego Soto). Moreover, also to Universidad Nacional de Colombia, Sede Medellín and to Corporación Colombiana de Investigación Agropecuaria (AGROSAVIA) - Centro de Investigación La Selva. This research received no external funding. There is no conflict of interest between the authors in the publication of this work.
REFERENCES
- BerhanM2021 Review on epidemiology, sampling techniques, management strategies of late blight (Phytophthora infestans) of potato and its yield loss. Asian Journal of Advances in Research, 7:09-17
- BisogninDDouchesDJastrzebskiKKirkW2002 Half-sib progeny evaluation and selection of potatoes resistant to the US8 genotype of Phytophthora infestans from crosses between resistant and susceptible parents. Euphytica, 125:129-138
- BorregaardMRahbekCFjeldsaaJParraJWhittakerRGrahamC2014 Node-based analysis of species distributions. Methods in ecology and evolution, 5:1225-1235
- CIP2014 Procedimientos para pruebas de evaluación estándar de clones avanzados de papa. Lima, Centro Internacional de la papa. 152p
- CostanzoSChristBHaynesK2004 Late blight resistance in a diploid full-sib potato family. Plant Breed, 123:377-381
- CotesJÑústezC2014 Prueba de evaluación agronómica para registro de variedades de papa criolla (Solanum phureja Juz. et Buk.) subregión montaña antioqueña. Medellín, Universidad Nacional de Colombia. 72p
- CruzCRegazziA2001 Modelos biométricos aplicados ao melhoramento genético. 2a ed. Viçosa, Editora UFV. 309p
- FalconerDMacrayT1996 Introduction to quantitative genetics. 4th ed. Londres, Longman. 464p
- FAOSTAT2016 Food and agricultural commodities production - Commodities by country - World. Available at: Available at: http://faostat.fao.org/site/339/default.aspx Accessed on: May 15th, 2018.
» http://faostat.fao.org/site/339/default.aspx - ForbesG2012 Using host resistance to manage potato late blight with particular reference to developing countries. Potato Research, 55:205-216
- ForbesGPérezW2008 Manual técnico: El tizón tardío de la papa. Lima, Centro Internacional de la papa . 39p
- ForbesGPérezWAndradeJ2014 Evaluación de la resistencia en genotipos de papa a Phytophthora infestans bajo condiciones de campo: Guía para colaboradores internacionales. Lima, Centro Internacional de la papa . 50p
- FryWGrünwaldN2010 Introducción a los Oomicetes. Available at: Available at: https://www.apsnet.org/edcenter/disandpath/oomycete/introduction/Pages/IntroOomycetesEspanol.aspx Accessed on: April 20th, 2020.
» https://www.apsnet.org/edcenter/disandpath/oomycete/introduction/Pages/IntroOomycetesEspanol.aspx - GrälerBPebesmaEHeuvelinkG2016 Spatio-Temporal Interpolation using gstat. The R Journal, 8:204-218
- GrisalesNYOrozcoLFTrilloOCotesJM2008 Manual técnico para realizar cruzamientos dirigidos en uchuva (Physalis peruviana L.). Medellín, Universidad Nacional de Colombia . 23p
- GrisalesNCotesJ2018 General and Specific Combinatorial Aptitude in a F1 Population of Solanum phureja with resistance to Phytophthora infestans. American Journal of Potato Research , 96:55-61
- GuillenPCruzECastañonGOsorioRBritoNLozanoALópezU2009 Aptitud combinatoria general y específica de germoplasma tropical de maíz. Tropical and Subtropical Agroecosystems, 10:101-107
- HadfieldJ2016 MCMC Generalised Linear Mixed Models: The MCMCglmm R Package. Version 2.24. 13p
- HaverkortAStruikPVisserRJacobsenE2009 Applied biotechnology to combat late blight in potato caused by Phytophthora infestans. Potato Research , 52:249-264
- HaynesKChristB1999 Heritability of resistance to foliar late blight in a diploid hybrid potato population of Solanum phureja x Solanum stenotomum. Plant Breed , 118:431-434
- HaynesKChristB2006 Recurrent maternal half-sib selection improves resistance to foliar late blight in a diploid hybrid Solanum phureja-Solanum stenotomum population. American Journal of Potato Research , 83:181-188
- HaynesKGothRLambertDChristB2007 Evaluation of a short-day adapted tetraploid potato population with horizontal resistance to Phytophthora infestans under long-day conditions in Northern Maine. American Journal of Potato Research , 84:459-466
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Publication Dates
-
Publication in this collection
22 July 2022 -
Date of issue
Jul-Aug 2022
History
-
Received
04 Sept 2020 -
Accepted
24 Nov 2021