Genomics Data Analysis For Crop Improvement

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Genomics Data Analysis For Crop Improvement

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Author : Priyanka Anjoy
language : en
Publisher:
Release Date : 2025-01-28

Genomics Data Analysis For Crop Improvement written by Priyanka Anjoy and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-01-28 with Computers categories.

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.

Omics Driven Crop Improvement For Stress Tolerance Volume Ii

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Author : Weicong Qi
language : en
Publisher: Frontiers Media SA
Release Date : 2024-09-04

Omics Driven Crop Improvement For Stress Tolerance Volume Ii written by Weicong Qi and has been published by Frontiers Media SA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-09-04 with Science categories.

Climate change and global warming are arising threats to ecology and agriculture, and the biotic and abiotic stresses on crop cultivation are becoming more severe. Simultaneously, hunger and poverty remain widespread around the world and are rather thriving with the global population increases, over-fertilization, and land degradation. Rising challenges therefore make the adaptation of agriculture to the environment even more pivotal. Plant tolerance against various stress, including abiotic and biotic stresses mostly, is a classic topic and also a hot spot, of which the goal is to provide possibilities to improve the crops’ sustainability in coping with varied environments. Sustainable crop improvement can help feed the growing population in such an era of shrinking arable land and dwindling water resources. Worldwide, the inexorable exposure of plants to the environment makes crops always come to cross biotic and abiotic stresses, which constantly affect the food supply. Scientists have devoted efforts to improve crop resistance against devastating stressors such as drought, salt, nutrition deprivation, pests and pathogens, etc., and save yields from destruction. With the explosive development of omics technologies, e.g., genomics, transcriptomics, proteomics, metabolomics, interactomics, and phenomics, crop improvement is embarking on a fire-new bioinformatics era. The integration of multi-omics will provide new perspectives to understand the intricate nature of stress response in crops

Ai Technologies For Crop Breeding

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Author : Jen-Tsung Chen
language : en
Publisher: Academic Press
Release Date : 2025-10-01

Ai Technologies For Crop Breeding written by Jen-Tsung Chen and has been published by Academic Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-10-01 with Technology & Engineering categories.

AI Technologies for Crop Breeding offers the latest insights into the use of artificial intelligence models to improve plant health and production. Presenting applications of AI technologies in plant biology, biotechnology, and crop breeding, it explores practices for the mitigation of biotic and abiotic stressors as well as other plant growth challenges.AI-based technologies are expected to advance approaches to plant functional genomics and multiple omics, resulting in smarter and more efficient crop breeding for next-generation agriculture helping to address the challenges of the increasing human population and the globally changing climate. AI tools such as machine learning, particularly deep learning, have been applied to predict chief players in complicated biological networks, increasing the understanding of in-depth mechanisms of plant-pathogen and plant-environment interactions. Additionally, responses of plants facing stress can be modeled using AI technologies, and the resulting data are valuable not only to plant stress physiology but also for stress-resilient and disease-resistant crop breeding.This book introduces AI technologies for studying plant biology, focusing on machine learning and deep learning models for integrating multiple omics approaches and revealing the knowledge of plant functional genomes. Technological advancements and emerging applications of machine learning and deep learning in genomic selection, genome-wide association study (GWAS), phenotyping and constructing phenomics, and transcriptomics are also featured in this book.AI Technologies for Crop Breeding is an ideal reference for researchers, academics, and advanced-level students and professors in the fields of plant sciences, plant stress physiology, bioinformatics, systems biology, and crop breeding. - Reviews AI-based technologies in crop plant functional genomics - Presents integration of AI tools with high-throughput omics - Advances understanding of the potential impact of AI technologies in addressing the UN Sustainable Development Goals

Molecular Markers And Crop Improvement

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Author : Nand K. Sharma
language : en
Publisher: Springer Nature
Release Date : 2025-09-28

Molecular Markers And Crop Improvement written by Nand K. Sharma and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-09-28 with Science categories.

This book covers the fundamentals of plant molecular marker techniques, from marker location to gene cloning. Molecular marker technology has brought about significant changes in plant breeding and agriculture. Numerous molecular marker types have been employed in recent decades for a variety of tasks, including genetic resource characterization, marker-assisted selection, mapping, etc. Though the limited number of markers that could be tested at once has resulted in time-consuming and expensive results, these have produced effective genotyping. Recent advancements in molecular marker techniques have opened up new possibilities for crop improvement. These include the development of high-throughput genotyping platforms, genotyping by sequencing, and the release of genome sequences of significant crop plants. In addition, functional molecular markers, association mapping methodologies, and genotype-by-sequencing have unlocked up new possibilities for the identification of new genetic resources (lines) that can accelerate crop breeding programs for higher productivity, higher nutritional quality, and tolerance to a range of biotic and abiotic stresses. Technical methods for genome analysis, such as array techniques, positional cloning, and marker system comparison, are described in the text. This book discusses the use of molecular technologies in crop improvement going forward, reviewing recent developments as well as past accomplishments. All the significant and pertinent research in the field is collected in one volume. A comprehensive explanation of crop molecular markers is given, along with conclusions regarding the method's worth, potential, drawbacks, and challenges for future use in different crops. In addition, a critical analysis and discussion of the existing literature are conducted, crop by crop. This is a very thorough manual for academics, researchers, students, and anybody else interested in using molecular markers as a crop tool.

Plant Molecular Breeding In Genomics Era

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Author : Jameel M. Al-Khayri
language : en
Publisher: Springer Nature
Release Date : 2024-12-21

Plant Molecular Breeding In Genomics Era written by Jameel M. Al-Khayri and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-12-21 with Science categories.

Advances in plant genomics, plant molecular biology and genome editing have revolutionized opportunities for more efficient plant breeding. Successful application requires a concrete understanding of the concepts. Molecular Plant Breeding is an interface of issues from basic concepts to applications to crop improvement. The tools include molecular marker technology, gene mapping, genetic transformation, precise gene editing, and climate smart agriculture. This book provides a comprehensive coverage of molecular tools and methodologies that should be integrated within plant breeding programs for the improvement of crop plants. The book covers all relevant areas of molecular breeding in plants, with concepts and tools of relevance to plant genomics research and advanced molecular breeding. Chapters comprehensively review the contemporary literature on the subject and reflect the experiences of the authors. Each chapter emphasizes introduction covering related backgrounds and providesin-depth discussion of the subject supported with high-quality color illustrations and relevant data. Chapters conclude with future research perspective and, a comprehensive list of pertinent references.

Biotechnology In Plant Conservation

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Author : Nitish Kumar
language : en
Publisher: Springer Nature
Release Date :

Biotechnology In Plant Conservation written by Nitish Kumar and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on with categories.

Unraveling New Frontiers And Advances In Bioinformatics

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Author : Amit Chaudhary
language : en
Publisher: Springer Nature
Release Date : 2024-09-21

Unraveling New Frontiers And Advances In Bioinformatics written by Amit Chaudhary and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-09-21 with Computers categories.

This book describes the bioinformatics research field, from its historical roots to the cutting-edge technologies. Many readers can discover the power of next-generation sequencing and genomic data analysis, uncover the secrets of single-cell genomics and transcriptomics, explore the metagenomics and microbiome analysis, and predict the protein structures using structural bioinformatics. Several case studies witnessing the fusion of bioinformatics and artificial intelligence, driving insights from vast biological datasets have also been explored. Other important aspects listed in the book are integrating the omics data for a holistic view of biological systems; experiencing the future of medicine with precision healthcare and personalized treatments; accelerating drug discovery and repurposing through computational approaches; agricultural genomics; and exploring the role of immunoinformatics in designing effective vaccines against infectious diseases.

Custom Designed Crop Breeding 2 Volume Set

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Author : Shri Mohan Jain
language : en
Publisher: John Wiley & Sons
Release Date : 2025-11-11

Custom Designed Crop Breeding 2 Volume Set written by Shri Mohan Jain and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-11-11 with Technology & Engineering categories.

Discover strategies to develop crop plants with specific traits needed to meet the specific challenges. Climate change poses an existential threat to global food supplies, with even modest increases in global temperature potentially spelling disaster for crop productivity. Plant breeders have applied traditional methods and developed new crop varieties to maintain productivity under specific conditions, but there is an urgent need to go much further. We must harness the broadest possible range of genomic data and crop breeding practices to create the next generation of resilient food crops. Custom-Designed Crop Breeding highlights the use of omics-based knowledge, precision genetics, and molecular techniques to breed new climate-resistant crops. Beginning with an overview of both present and future scenarios in which functional genomics is applied to crops, it moves through crop breeding techniques, design of crops for stress tolerance, and more. The result is an essential tool in the fight for a sustainable food supply. Custom-Designed Crop Breeding: Volume 1 — Advanced Technologies offers a comprehensive exploration of cutting-edge advancements driving modern crop improvement. This volume highlights innovative methodologies in genomics, climate-resilient breeding strategies, and the transformative role of artificial intelligence (AI) and machine learning (ML) in precision agriculture. Spanning diverse topics, including genomic tools, high-throughput phenotyping, bioinformatics integration, and next-gen AI-driven predictions, this book serves as an essential resource for researchers, breeders, and professionals seeking to revolutionize agricultural practices for sustainability and productivity. Custom-Designed Crop Breeding: Volume 2 — Improved Traits delves into innovative strategies for engineering crops with enhanced traits to address global agricultural challenges. This volume is structured around three critical themes: abiotic stress tolerance, biotic stress resistance, and improved nutritional and pharmaceutical quality. Edited by leading experts, it offers a thorough exploration of advanced techniques like haplotype-based breeding, genomic selection, and root system optimization, along with the development of designer crops for resilience, sustainability, and functional applications. Custom-Designed Crop Breeding readers will also find: Designer crop solutions for abiotic and biotic stresses, including drought, salinity, insects, and fungal diseases. Highlights on the development of crops tailored for functional foods, herbal, and aromatic applications. Presents the latest methodologies, such as haplotype-based breeding, genomic selection, and root architecture optimization for improved yield and resilience. Custom-Designed Crop Breeding is ideal for professionals and researchers interested in genetic improvements of crop plants based on innovative breeding technologies.

Scale And Complexity In Plant Systems Research

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Author : J.H.J. Spiertz
language : en
Publisher: Wageningen UR Frontis Series
Release Date : 2007-04-24

Scale And Complexity In Plant Systems Research written by J.H.J. Spiertz and has been published by Wageningen UR Frontis Series this book supported file pdf, txt, epub, kindle and other format this book has been release on 2007-04-24 with Nature categories.

New directions in plant systems research are presented and discussed in this book. The book offers new insights in physiology and genetics of crop adaptation for wheat and maize, along with innovative approaches in architectural and physiology-based modelling of crop functioning. An outlook and dialogue on future directions in plant system research challenges readers with contrasting opinions on the way forward.

Encyclopedic Reference Of Genomics And Proteomics In Molecular Medicine

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Author : Detlev Ganten
language : en
Publisher: Springer
Release Date : 2006-06-30

Encyclopedic Reference Of Genomics And Proteomics In Molecular Medicine written by Detlev Ganten and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2006-06-30 with Medical categories.

Here is a broad overview of the central topics and issues in molecular biology and molecular medicine, with up-to-the minute information about developments in the field including pharmacogenics and pharmacoproteomics, gene therapy and gene regulation. Presented in an accessible A to Z format, the Encyclopedia’s more than 2000 entries are written by leading experts in genomics and proteomics. The entries comprise in-depth essays, illustrated with full-color figures, and presented in a lucid style that will appeal to both experts and interested lay people.