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Genome Wide Association Studies And Genomic Selection For Crop Improvement In The Era Of Big Data
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Book Synopsis Genome wide association studies and genomic selection for crop improvement in the era of big data by : Nunzio D’Agostino
Download or read book Genome wide association studies and genomic selection for crop improvement in the era of big data written by Nunzio D’Agostino and published by Frontiers Media SA. This book was released on 2023-05-05 with total page 192 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Genotyping by Sequencing for Crop Improvement by : Humira Sonah
Download or read book Genotyping by Sequencing for Crop Improvement written by Humira Sonah and published by John Wiley & Sons. This book was released on 2022-03-29 with total page 404 pages. Available in PDF, EPUB and Kindle. Book excerpt: OGENOTYPING BY SEQUENCING FOR CROP IMPROVEMENT A thoroughly up-to-date exploration of genotyping-by-sequencing technologies and related methods in plant science In Genotyping by Sequencing for Crop Improvement, a team of distinguished researchers delivers an in-depth and current exploration of the latest advances in genotyping-by-sequencing (GBS) methods, the statistical approaches used to analyze GBS data, and its applications, including quantitative trait loci (QTL) mapping, genome-wide association studies (GWAS), and genomic selection (GS) in crop improvement. This edited volume includes insightful contributions on a variety of relevant topics, like advanced molecular markers, high-throughput genotyping platforms, whole genome resequencing, QTL mapping with advanced mapping populations, analytical pipelines for GBS analysis, and more. The distinguished contributors explore traditional and advanced markers used in plant genotyping in extensive detail, and advanced genotyping platforms that cater to unique research purposes are discussed, as is the whole-genome resequencing (WGR) methodology. The included chapters also examine the applications of these technologies in several different crop categories, including cereals, pulses, oilseeds, and commercial crops. Genotyping by Sequencing for Crop Improvement also offers: A thorough introduction to molecular marker techniques and recent advancements in the technology Comprehensive explorations of the genotyping of seeds while preserving their viability, as well as advances in genomic selection Practical discussions of opportunities and challenges relating to high throughput genotyping in polyploid crops In-depth examinations of recent advances and applications of GBS, GWAS, and GS in cereals, pulses, oilseeds, millets, and commercial crops Perfect for practicing plant scientists with an interest in genotyping-by-sequencing technology, Genotyping by Sequencing for Crop Improvement will also earn a place in the libraries of researchers and students seeking a one-stop reference on the foundational aspects of – and recent advances in – genotyping-by-sequencing, genome-wide association studies, and genomic selection.
Book Synopsis Plant Breeding: Past, Present and Future by : John E. Bradshaw
Download or read book Plant Breeding: Past, Present and Future written by John E. Bradshaw and published by Springer. This book was released on 2016-03-08 with total page 693 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book aims to help plant breeders by reviewing past achievements, currently successful practices, and emerging methods and techniques. Theoretical considerations are also presented to strike the right balance between being as simple as possible but as complex as necessary. The United Nations predicts that the global human population will continue rising to 9.0 billion by 2050. World food production will need to increase between 70-100 per cent in just 40 years. First generation bio-fuels are also using crops and cropland to produce energy rather than food. In addition, land area used for agriculture may remain static or even decrease as a result of degradation and climate change, despite more land being theoretically available, unless crops can be bred which tolerate associated abiotic stresses. Lastly, it is unlikely that steps can be taken to mitigate all of the climate change predicted to occur by 2050, and beyond, and hence adaptation of farming systems and crop production will be required to reduce predicted negative effects on yields that will occur without crop adaptation. Substantial progress will therefore be required in bridging the yield gap between what is currently achieved per unit of land and what should be possible in future, with the best farming methods and best storage and transportation of food, given the availability of suitably adapted cultivars, including adaptation to climate change. My book is divided into four parts: Part I is an historical introduction; Part II deals with the origin of genetic variation by mutation and recombination of DNA; Part III explains how the mating system of a crop species determines the genetic structure of its landraces; Part IV considers the three complementary options for future progress: use of sexual reproduction in further conventional breeding, base broadening and introgression; mutation breeding; and genetically modified crops.
Book Synopsis Genomic Selection for Crop Improvement by : Rajeev K. Varshney
Download or read book Genomic Selection for Crop Improvement written by Rajeev K. Varshney and published by Springer. This book was released on 2017-12-05 with total page 258 pages. Available in PDF, EPUB and Kindle. Book excerpt: Genomic Selection for Crop Improvement serves as handbook for users by providing basic as well as advanced understandings of genomic selection. This useful review explains germplasm use, phenotyping evaluation, marker genotyping methods, and statistical models involved in genomic selection. It also includes examples of ongoing activities of genomic selection for crop improvement and efforts initiated to deploy the genomic selection in some important crops. In order to understand the potential of GS breeding, it is high time to bring complete information in the form of a book that can serve as a ready reference for geneticist and plant breeders.
Book Synopsis Quantitative Genetics, Genomics and Plant Breeding, 2nd Edition by : Manjit S. Kang
Download or read book Quantitative Genetics, Genomics and Plant Breeding, 2nd Edition written by Manjit S. Kang and published by CABI. This book was released on 2020-04-01 with total page 433 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents state-of-the-art, authoritative chapters on contemporary issues in the broad areas of quantitative genetics, genomics and plant breeding. Section 1 (Chapters 2 to 12) emphasizes the application of genomics, and genome and epigenome editing techniques, in plant breeding; bioinformatics; quantitative trait loci mapping; and the latest approaches of examining and exploiting genotype-environment interactions. Section 2 (Chapters 13 to 20) represents the intersection of breeding, genetics and genomics. This section describes the use of cutting-edge molecular breeding and quantitative genetics techniques in wheat, rice, maize, root and tuber crops and pearl millet. Overall, the book focuses on using genomic information to help evaluate traits that can combat biotic/abiotic stresses, genome-wide association mapping, high-throughput genotyping/phenotyping, biofortification, use of big data, orphan crops, and gene editing techniques. The examples featured are taken from across crop science research and cover a wide geographical base.
Book Synopsis Contemporary Studies in Biological Sciences I by : Semra BENZER
Download or read book Contemporary Studies in Biological Sciences I written by Semra BENZER and published by Akademisyen Kitabevi. This book was released on 2023-12-31 with total page 50 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Accelerating Genetic Gain for Key Traits Using Genome-Wide Association Studies and Genomic Selection: Promising Breeding Tools for Sustainable Agriculture by : Sundeep Kumar
Download or read book Accelerating Genetic Gain for Key Traits Using Genome-Wide Association Studies and Genomic Selection: Promising Breeding Tools for Sustainable Agriculture written by Sundeep Kumar and published by Frontiers Media SA. This book was released on 2024-01-08 with total page 149 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Genomics Data Analysis for Crop Improvement by : Priyanka Anjoy
Download or read book Genomics Data Analysis for Crop Improvement written by Priyanka Anjoy and published by Springer Nature. This book was released on 2024-02-10 with total page 378 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book addresses complex problems associated with crop improvement programs, using a wide range of programming solutions, for genomics data handling and sustainable agriculture. It describes important concepts in genomics data analysis and sequence-based mapping approaches along with references. The book contains 16 chapters on recent developments in several methods of genomic data analysis for crop improvements and sustainable agriculture, all authored by eminent researchers who are experts in their fields. These chapters focus on applications of a wide range of key bioinformatics topics, including assembly, annotation, and visualization of next-generation sequencing (NGS) data; expression profiles of coding and noncoding RNA; statistical and quantitative genetics; trait-based association analysis, quantitative trait loci (QTL) mapping, and artificial intelligence in genomic studies. Real examples and case studies in the book will come in handy when applying the techniques. The relative scarcity of reference materials covering bioinformatics applications as compared with the readily available books also enhances the utility of this book. The targeted readers of the book are scientists, researchers, and bioinformaticians from genomics and advanced breeding in different areas. The book will appeal to the applied researchers engaged in crop improvements and sustainable agriculture by using bioinformatics tools, students, research project leaders, and practitioners from the various marginal disciplines and interdisciplinary research.
Book Synopsis Genomic Selection in Plants by : Ani A. Elias
Download or read book Genomic Selection in Plants written by Ani A. Elias and published by CRC Press. This book was released on 2022-08-18 with total page 265 pages. Available in PDF, EPUB and Kindle. Book excerpt: Genomic selection (GS) is a promising tool in the field of breeding especially in the era where genomic data is becoming cheaper. The potential of this tool has not been realized due to its limited adaptation in various crops. Marker Assisted Selection (MAS) has been the method of choice for plant breeders while using the genomic information in the breeding pipeline. MAS, however, fails to capture vital minor gene effects while focusing only on the major genes, which is not ideal for breeding advancement especially for quantitative traits such as yield. The main aim of statistical methodologies coming under the umbrella of GS on using the whole genome information is to predict potential candidates for breeding advancement while optimizing the use of resources such as land, manpower, and most importantly time. Lack of proper understanding of the methods and their applications is one of the reasons why breeders shy away from this tool. The book is meant for biologists, especially breeders, and provides a comprehensive idea of the statistical methodologies used in GS, guidance on the choice of models, and design of datasets. The book also encourages the readers to adopt GS by demonstrating the current scenarios of these models in some of the important crops among oilseeds, vegetables, legumes, tuber crops, and cereals. For ease of implementation of GS, the book also provides hands-on scripts on GS data design and modeling in a popular open-source statistical program. Additionally, prospective in GS model development and thereby enhancement in crop improvement programs is discussed.
Book Synopsis OMICs-based Techniques for Global Food Security by : Sajid Fiaz
Download or read book OMICs-based Techniques for Global Food Security written by Sajid Fiaz and published by John Wiley & Sons. This book was released on 2024-06-04 with total page 324 pages. Available in PDF, EPUB and Kindle. Book excerpt: Forward-thinking resource discussing how to integrate OMICs and novel genome editing technologies for sustainable crop production OMICS-based Techniques for Global Food Security provides an in-depth understanding of the mechanisms of OMICs techniques for crop improvement, details how OMICs techniques can contribute to identifying genes and traits with economic benefits, and explains how to develop crop plants with improved yield, quality, and resistance to stresses through genome editing technologies, providing evidence on the developments of climate resilient crops via applications of genome editing techniques throughout. The text covers the application of OMICs in crop plants, the integration of bioinformatics and multi-OMICs for precision breeding, de-novo domestication, CRISPR/Cas system for crop improvement, hybrid seed production, transgene free breeding, regulation for genome edit crops, bioinformatics and genome editing, and other topics related OMICs and genome editing. The text also includes a chapter on the global regulations for genome edited crops, and explains how these regulations influence novel plant breeding techniques in their adopted countries. Written by two highly qualified academics, OMICs-based Techniques for Global Food Security covers sample topics such as: Crops genome sequencing and their application for crop improvement, and functional characterization of cereals genome The role of OMICs based technologies in plant sciences and utilization of different multi-OMICs approaches for crop improvement Genomic database and genetic resource of cereals, speed breeding for rapid crop improvement, and evolution of genome editing technologies CRISPR system discovery, history, and future perspective, and CRISPR/Cas system for biotic and abiotic stress resistance in cereals Providing a collection of recent literature focusing on developments and applications of OMICs based technologies for crop improvement, OMICs-based Techniques for Global Food Security is an important read for plant breeders, molecular biologists, researchers, postdoctoral fellows, and students in disciplines for developing crops with high yield and nutritional potential.
Book Synopsis Omics Technologies for Sustainable Agriculture and Global Food Security (Vol II) by : Anirudh Kumar
Download or read book Omics Technologies for Sustainable Agriculture and Global Food Security (Vol II) written by Anirudh Kumar and published by Springer Nature. This book was released on 2021-08-05 with total page 354 pages. Available in PDF, EPUB and Kindle. Book excerpt: This edited book brings out a comprehensive collection of information on the modern omics-based research. The main focus of this book is to educate researchers about utility of omics-based technologies in rapid crop improvement. In last two decades, omics technologies have been utilized significantly in the area of plant sciences and has shown promising results. Omics technology has potential to address the challenge of food security in the near future. The comprehensive use of omics technology occurred in last two decades and helped greatly in the understanding of complex biological problems, improve crop productivity and ensure sustainable use of ecosystem services. This book is of interest to researchers and students of life sciences, biotechnology, plant biotechnology, agriculture, forestry, and environmental sciences. It is also a useful knowledge resource for national and international agricultural scientists.
Book Synopsis From Agriculture Genome to Phenome: Genome-Wide Association, Prediction and Selection by : Kefei Chen
Download or read book From Agriculture Genome to Phenome: Genome-Wide Association, Prediction and Selection written by Kefei Chen and published by Frontiers Media SA. This book was released on 2023-12-11 with total page 147 pages. Available in PDF, EPUB and Kindle. Book excerpt: The advances in “omics” technologies have enabled unprecedented progress in agricultural and biological sciences. The synergy of high-performance computing, high throughput omics approaches, and high dimensional phenotyping data with high spatial and temporal resolution have demonstrated the capacity to enhance our understanding of biological mechanisms but also to provide powerful insights into dissecting the genetic basis of complex traits with agricultural and economical importance. Genome-wide association study (GWAS) has become a useful approach to identify mutations that underlie diseases and complex traits and has provided important insights in exploring genetic profiles. However, it is less suitable for quantitative traits influenced by a large number of genes with small effects. In addition, false discoveries are a major concern and can be partially attributed to population structure. Genomic selection holds the promise to overcome the limitations by using whole-genome information to predict the genetic merits of phenotypes. It has been a powerful tool for predicting the breeding values of candidates for selection in breeding populations. One of the challenges of genomic prediction of breeding values with large-p-with-small-n regressions is to develop robust and efficient approaches that accurately predict phenotypic traits as functions of genotypic and environmental inputs. In addition, the integration of multi-omics data in phenotypic prediction would offer the opportunity to understand the flow of information that underlies the phenotypic traits.
Book Synopsis Smart Plant Breeding for Field Crops in Post-genomics Era by : Devender Sharma
Download or read book Smart Plant Breeding for Field Crops in Post-genomics Era written by Devender Sharma and published by Springer Nature. This book was released on 2023-04-28 with total page 424 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book emphasizes on cutting-edge next-generation smart plant breeding approaches for maximizing the use of genomic resources generated by high-throughput genomics in the post-genomic era. Through this book the readers would learn about the recent development in the genomic approaches such as genotype by sequencing (GBS) for genomic analysis (SNPs, Single Nucleotide Polymorphism), whole-genome re-sequencing (WGRS) and RNAseq for transcriptomic analysis (DEGs, Differentially Expressed Genes). To maximize the genetic gains in the cereal/food crops, the book covers topics on transgenic breeding, genome editing, high-throughput phenotyping, reliable/precision phenotyping and genomic information-based analysis. In the era of climate change and the ever-increasing population, food security and nutritional security are the primary concern of plant breeders, growers, and policymakers to address the UN’s sustainable development goals. Chapters of this book cohere around these goals and covers techniques such as (QTL mapping, association studies, candidate gene identification), omics, RNAi [through micro RNA (miRNA), small interfering RNA (siRNA) and artificial micro RNA (amiRNA)]. It also covers other genomic techniques like antisense technology, genome editing (CRISPR/cas9, base editing) and epigenomics that assist the crop improvement programmes to fulfil the UNs sustainable development goals. It explores the influence of rapidly available sequencing data assisting in the next generation breeding programmes. This volume is a productive resource for the students, researchers, scientists, teachers, public and private sector stakeholders involved in the genetic enhancement of cereal crops.
Book Synopsis Genomic selection and characterization in cereals by : Muhammad Abdul Rehman Rashid
Download or read book Genomic selection and characterization in cereals written by Muhammad Abdul Rehman Rashid and published by Frontiers Media SA. This book was released on 2023-05-10 with total page 305 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Plant Breeding Reviews, Volume 42 by : Irwin Goldman
Download or read book Plant Breeding Reviews, Volume 42 written by Irwin Goldman and published by John Wiley & Sons. This book was released on 2019-01-30 with total page 432 pages. Available in PDF, EPUB and Kindle. Book excerpt: Plant Breeding Reviews presents state-of-the-art reviews on plant genetics and the breeding of all types of crops by both traditional means and molecular methods. Many of the crops widely grown today stem from a very narrow genetic base; understanding and preserving crop genetic resources is vital to the security of food systems worldwide. The emphasis of the series is on methodology, a fundamental understanding of crop genetics, and applications to major crops.
Book Synopsis Developing Sustainable and Health-Promoting Cereals and Pseudocereals by : Marianna Rakszegi
Download or read book Developing Sustainable and Health-Promoting Cereals and Pseudocereals written by Marianna Rakszegi and published by Elsevier. This book was released on 2023-03-27 with total page 508 pages. Available in PDF, EPUB and Kindle. Book excerpt: Developing Sustainable and Health Promoting Cereals and Pseudocereals: Conventional and Molecular Breeding reviews the most recent developments in the fields of cereal and pseudocereal breeding, with particular emphasis on the latest biotechnological techniques likely to lead to breakthrough changes in plant breeding. The book provides comprehensive information on the use of genetic resources or pre-breeding activities to improve health-related properties of cereals and pseudocereals. The text also explores targeted field-management practices and the latest in biotechnological methodologies, and offers a cohesive overview necessary for understanding the potential impacts and benefits of improved production of cereals and pseudocereals with high-nutritional value. Includes coverage of cereals and pseudocereals in a single comprehensive volume Focuses on sustainable circular economy, including assurance of food safety, quality, and health benefits Examines breeding to attain robust cereal and pseudocereals with higher nutritional value and adapted to specific regions, climate change, and global warming
Book Synopsis Genomic Selection: Lessons Learned and Perspectives by : Johannes W. R. Martini
Download or read book Genomic Selection: Lessons Learned and Perspectives written by Johannes W. R. Martini and published by Frontiers Media SA. This book was released on 2022-09-15 with total page 261 pages. Available in PDF, EPUB and Kindle. Book excerpt: Genomic selection (GS) has been the most prominent topic in breeding science in the last two decades. The continued interest is promoted by its huge potential impact on the efficiency of breeding. Predicting a breeding value based on molecular markers and phenotypic values of relatives may be used to manipulate three parameters of the breeder's equation. First, the accuracy of the selection may be improved by predicting the genetic value more reliably when considering the records of relatives and the realized genomic relationship. Secondly, genotyping and predicting may be more cost effective than comprehensive phenotyping. Resources can instead be allocated to increasing population sizes and selection intensity. The third, probably most important factor, is time. As shown in dairy cattle breeding, reducing cycle time by crossing selection candidates earlier may have the strongest impact on selection gain. Many different prediction models have been used, and different ways of using predicted values in a breeding program have been explored. We would like to address the questions: i. How did GS change breeding schemes of different crops in the last 20 years? ii. What was the impact on realized selection gain? iii. What would be the best structure of a crop-specific breeding scheme to exploit the full potential of GS? iv. What is the potential of hybrid prediction, epistasis effect models, deep learning methods and other extensions of the standard prediction of additive effects? v. What are the long-term effects of GS? vi. Can predictive breeding approaches also be used to harness genetic resources from germplasm banks in a more efficient way to adapt current germplasm to new environmental challenges? This Research Topic welcomes submissions of Original Research papers, Opinions, Perspectives, Reviews, and Mini-Reviews related to these themes: 1. Genomic selection: statistical methodology 2. The (optimal) use of GS in breeding schemes 3. Practical experiences with GS (selection gain, long-term effects, negative side effects) 4. Predictive approaches to harness genetic resources Concerning point 1): If an original research paper compares different methods empirically without theoretical considerations on when one or the other method should be better, the methods should be compared with at least five different data sets. The data sets should differ either in crop, genotyping method or its source, for instance from a breeding program or gene bank accessions. Concerning point 2): Manuscripts addressing the use of GS in breeding schemes should illustrate breeding schemes that are run in practice. General ideas about schemes that may be run in the future may be considered as 'Perspective' articles. Conflict of Interest statements: - Topic Editor Valentin Wimmer is affiliated to KWS SAAT SE & Co. KGaA, Germany. - Topic Editor Brian Gardunia is affiliated to Bayer Crop Sciences and has a collaboration with AbacusBio, and is an author on patents with Bayer Crop Sciences. The other Topic Editors did not disclose any conflicts of interest. Image credit: CIMMYT, reproduced under the CC BY-NC-SA 2.0 license
