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QUANTITATIVE TRAIT LOCI QTL MAPPING FOR DISEASE RESISTANCE IN CROP SPECIES USING ADVANCED BIOSTATISTICAL APPROACHES

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http://dx.doi.org/10.31703/gdddr.2024(IX-III).01      10.31703/gdddr.2024(IX-III).01      Published : Sep 2024

Quantitative Trait Loci (QTL) Mapping for Disease Resistance in Crop Species Using Advanced Biostatistical Approaches

Abstract

    Quantitative Trait Loci (QTL) However, continued mapping of the genetic region(s) in disease resistance in crop species is indispensable for the development of high-yielding, robust crop species. Phenotypic trait-based QTL mapping is a bridge between a specific genomic region and a genetic marker of resistance to disease on the population level or to a translated genetic marker of disease resistance. Using advanced biostatistical methods, such as mixed models and Bayesian inference, this study increases the accuracy and resolution of QTL identification (e.g., wheat, rice, and maize). It is found that a more robust analysis can furnish additional robustness that considers the interaction of environment and genetic variance and population structure, both significant yet frequently neglected facets in standard QTL mapping. By combining crop breeders with genomics-based cutting-edge biostatistical tools, we can choose plants resistant to disease.

    Quantitative Trait Loci, Disease Resistance, Crop Breeding, Biostatistics, Genomic Selection, Phenotyping, Machine Learning

    (1) Hafiza Sadia Rasool
    M.Phil Scholar, Department of Biotechnology, Lahore College for Women University, Lahore, Punjab, Pakistan.
    (2) Shagufta Muhammad Hanif
    M.Phil Scholar, Department of Biochemistry, Federal Urdu University Arts and Science Technology, Karachi, Sindh, Pakistan.
    (3) Nida Khanim
    M.Phil Scholar, Department of Microbiology, Abbottabad University and Science Technology, Abbottabad, KP, Pakistan.
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Cite this article

APA

    APA : Rasool, H. S., Hanif, S. M., & Khanim, N. (2024). Quantitative Trait Loci (QTL) Mapping for Disease Resistance in Crop Species Using Advanced Biostatistical Approaches. Global Drug Design & Development Review, IX(III), 1-12. https://doi.org/10.31703/gdddr.2024(IX-III).01

CHICAGO

    CHICAGO : Rasool, Hafiza Sadia, Shagufta Muhammad Hanif, and Nida Khanim. 2024. "Quantitative Trait Loci (QTL) Mapping for Disease Resistance in Crop Species Using Advanced Biostatistical Approaches." Global Drug Design & Development Review, IX (III): 1-12 doi: 10.31703/gdddr.2024(IX-III).01

HARVARD

    HARVARD : RASOOL, H. S., HANIF, S. M. & KHANIM, N. 2024. Quantitative Trait Loci (QTL) Mapping for Disease Resistance in Crop Species Using Advanced Biostatistical Approaches. Global Drug Design & Development Review, IX, 1-12.

MHRA

    MHRA : Rasool, Hafiza Sadia, Shagufta Muhammad Hanif, and Nida Khanim. 2024. "Quantitative Trait Loci (QTL) Mapping for Disease Resistance in Crop Species Using Advanced Biostatistical Approaches." Global Drug Design & Development Review, IX: 1-12

MLA

    MLA : Rasool, Hafiza Sadia, Shagufta Muhammad Hanif, and Nida Khanim. "Quantitative Trait Loci (QTL) Mapping for Disease Resistance in Crop Species Using Advanced Biostatistical Approaches." Global Drug Design & Development Review, IX.III (2024): 1-12 Print.

OXFORD

    OXFORD : Rasool, Hafiza Sadia, Hanif, Shagufta Muhammad, and Khanim, Nida (2024), "Quantitative Trait Loci (QTL) Mapping for Disease Resistance in Crop Species Using Advanced Biostatistical Approaches", Global Drug Design & Development Review, IX (III), 1-12

TURABIAN

    TURABIAN : Rasool, Hafiza Sadia, Shagufta Muhammad Hanif, and Nida Khanim. "Quantitative Trait Loci (QTL) Mapping for Disease Resistance in Crop Species Using Advanced Biostatistical Approaches." Global Drug Design & Development Review IX, no. III (2024): 1-12. https://doi.org/10.31703/gdddr.2024(IX-III).01