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Multivariate Statistical Machine Learning Methods for Genomic Prediction, Montesinos Lуpez Osval Antonio, Montesinos Lуpez Abelardo, Crossa Josй


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Автор: Montesinos Lуpez Osval Antonio, Montesinos Lуpez Abelardo, Crossa Josй
Название:  Multivariate Statistical Machine Learning Methods for Genomic Prediction
ISBN: 9783030890124
Издательство: Springer
Классификация:







ISBN-10: 3030890120
Обложка/Формат: Paperback
Страницы: 716
Вес: 0.98 кг.
Дата издания: 14.02.2022
Язык: English
Издание: 1st ed. 2022
Иллюстрации: 61 illustrations, color; 52 illustrations, black and white; xxiv, 691 p. 113 illus., 61 illus. in color.; 61 illustrations, color; 52 illustrations, b
Размер: 23.39 x 15.60 x 3.63 cm
Читательская аудитория: Professional & vocational
Ссылка на Издательство: Link
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Поставляется из: Германии
Описание: It provides an accessible way to understand the theory behind each statistical learning tool, the required pre-processing, the basics of model building, how to train statistical learning methods, the basic R scripts needed to implement each statistical learning tool, and the output of each tool.


Multivariate Statistical Machine Learning Methods for Genomic Prediction

Автор: Montesinos Lуpez Osval Antonio, Montesinos Lуpez Abelardo, Crossa Josй
Название: Multivariate Statistical Machine Learning Methods for Genomic Prediction
ISBN: 3030890090 ISBN-13(EAN): 9783030890094
Издательство: Springer
Рейтинг:
Цена: 5589.00 р.
Наличие на складе: Есть у поставщика Поставка под заказ.

Описание: It provides an accessible way to understand the theory behind each statistical learning tool, the required pre-processing, the basics of model building, how to train statistical learning methods, the basic R scripts needed to implement each statistical learning tool, and the output of each tool.

Genome-wide association studies and genomic prediction

Название: Genome-wide association studies and genomic prediction
ISBN: 1627034463 ISBN-13(EAN): 9781627034463
Издательство: Springer
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Цена: 27950.00 р.
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Описание: This Methods in Molecular Biology(TM) book covers phenotypes of interest as well as design issues for GWAS, methods for storing and handling large datasets, quality control measures, haplotype inference, and imputation and statistical approaches to data analysis.

Genomic Biomarkers for Pharmaceutical Development,

Автор: Yihong Yao
Название: Genomic Biomarkers for Pharmaceutical Development,
ISBN: 0123973368 ISBN-13(EAN): 9780123973368
Издательство: Elsevier Science
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Цена: 11193.00 р.
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Описание: Genomic Biomarkers for Pharmaceutical Development: Advancing Personalized Health Care provides an in-depth review of the state of translational science across all stages of pharmaceutical development with a special focus on personalized health care. This book provides a complete picture of biomarker development and validation in a pharmaceutical setting while addressing the inherent challenges of targeting the appropriate indications, biomarker robustness, regulatory hurdles, commercialization and much more. It features case studies devoted to the applications of pharmacogenomics, toxicogenomics, and other genetic technologies as they support drug discovery and development. . With chapters written by international authorities in industry and academia, this work is a truly unique presentation of the thoughts and approaches that lead to the development of personalized medicine. Intended for all those involved in clinical translational research, this book is the ideal resource for scientists searching for the applications, strategies and successful approaches of translational science in pharmaceutical development.

Genomic Architecture of Schizophrenia Across Diverse Genetic Isolates

Автор: Bulayeva
Название: Genomic Architecture of Schizophrenia Across Diverse Genetic Isolates
ISBN: 3319319620 ISBN-13(EAN): 9783319319629
Издательство: Springer
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Цена: 21661.00 р.
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Описание: This book presents a long-term study in genetic isolates of indigenous small ethnics of Dagestan, located in the North-East part of Caucasus in Russia. Dagestan is characterized by extreme cultural and linguistic differences in a small geographic area and contains 26 indigenous ethnic groups. According to archeological data these indigenous highland ethnics have been living in the same area for more than ten thousand years. Our long-term population-genetic study of Dagestan indigenous ethnic groups indicates their close relation to each other and suggests that they evolved from one common ancestral meta-population. Dagestan has an extremely high genetic diversity between ethnic populations and a low genetic diversity within them. Such genetic isolates are exceptional resources for the detection of susceptibility genes for complex diseases because of the reduction in genetic and clinical heterogeneity. The founder effect and gene drift in these primary isolates may have caused aggregation of specific haplotypes with limited numbers of pathogenic alleles and loci in some isolates relative to others. The book presents a study in four ethnically and demographically diverse genetic isolates with aggregation of schizophrenia that we ascertained within our Dagestan Genetic Heritage Research Project. The results obtained support the notion that mapping genes of any complex disease (e.g., schizophrenia) in demographically older genetic isolates may be more time and cost effective due to their high clinical and genetic homogeneity, in comparison with demographically younger isolates, especially with genetically heterogeneous outbred populations.

Genomics in Biosecurity: Principles and Applications of Genomic Technologies in Expanded Biosecurity Concepts

Автор: Kambouris Manousos E.
Название: Genomics in Biosecurity: Principles and Applications of Genomic Technologies in Expanded Biosecurity Concepts
ISBN: 032385236X ISBN-13(EAN): 9780323852364
Издательство: Elsevier Science
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Цена: 19370.00 р.
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Описание:

Genomics in Biosecurity: Principles and Applications of Genomic Technologies in Expanded Biosecurity Concepts, in the Translational and Applied Genomics series, explains in definite and practical terms the applicability of genomic technologies in every aspect of biosecurity, from emergent diagnostics to bioterrorism, agroterrorism, next generation biowarfare, biosurveillance and risk assessment. This book offers an integrated discussion of genomics and GCBR (global catastrophic biological risks) events, considering both basic aspects of biosecurity genomics and application of genomic technologies to drive new solutions. Readers will find evidence-based strategies to apply genomics in disease and pathogen monitoring and diagnosis, and more.

Social aspects of GCBR events and genomic biosecurity, such as issues of terrorism, policy ethics, and practice, are also considered in-depth.

Pathological Specimens and Genomic Medicine - Emerging Issues

Автор: Emmert-Buck Michael R., Rosenberg Avi Z., Tangrea Michael A.
Название: Pathological Specimens and Genomic Medicine - Emerging Issues
ISBN: 9813276223 ISBN-13(EAN): 9789813276222
Издательство: World Scientific Publishing
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Цена: 21384.00 р.
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Описание:

Pathological Specimens and Genomic Medicine -- Emerging Issues surveys various fields and medical disciplines related to the implementation of the new field of genomic medicine. The book includes sections on specimen processing, the effects of tissue fixation and storage impact on downstream molecular assays, image analysis and its role in the pathology workflow, molecular evaluation of samples, and how to present data to clinicians. The book contains examples of cases where these innovative technologies are applied in the real world, and also presents a look in to the future of the field of genomic medicine.

Post-genomic Approaches in Cancer and Nano Medicine

Автор: Kishore R. Sakharkar, Meena K. Sakharkar, Ramesh Chandra
Название: Post-genomic Approaches in Cancer and Nano Medicine
ISBN: 8793102860 ISBN-13(EAN): 9788793102866
Издательство: Taylor&Francis
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Цена: 13320.00 р.
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Описание: Understanding the molecular mechanisms of cancer is the key for transforming cancer medicine. Seen in several cancers is a substantial proportion of human genes showing alternative splicing and mis-regulation of Pre-mRNA splicing.

Post-genomic Approaches in Cancer and Nano Medicine further investigates these matters. The first few chapters provide an update on the role of genomics in understanding alternative splicing and targets in cancer pathogenesis. Advances and prospects in applications of nanotechnology for cancer prevention, detection, and treatment are a promising field of research. The subsequent chapters provide insights on how nanotechnology-based therapeutics are moving toward revolutionizing cancer and infectious disease treatment by minimizing toxicity and facilitating targeted delivery of drugs.

Technical topics discussed in the book include:
- Alternative splicing and cancer
- Cancer imaging
- Nanomaterials in infectious diseases
- Nanomedicine in oxidative stress and cancer
- Nanoparticle based drug delivery systems

Автор: Hodgman Charlie, Lu Chungui, Kirk Sandra
Название: Advanced Textbook On Genomic And Proteomic Sciences, An
ISBN: 1848167865 ISBN-13(EAN): 9781848167865
Издательство: World Scientific Publishing
Цена: 12989.00 р.
Наличие на складе: Поставка под заказ.

Описание: This book aims to equip readers with modern molecular biology concepts and techniques including genomics, transcriptomics, proteomics, bioinformatics, metabolomics and systems biology. It will provide students, researchers and lecturers with a core understanding of a newly emerging field that is of relevance to the industrial/academic arenas. As a result, they can create insightful and inventive solutions to common problems, and describe and explore the current field of post-genomic ('omics') technologies.

Chromosome and Genomic Engineering in Plants: Methods and Protocols

Автор: Murata Minoru
Название: Chromosome and Genomic Engineering in Plants: Methods and Protocols
ISBN: 1493981633 ISBN-13(EAN): 9781493981632
Издательство: Springer
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Цена: 15372.00 р.
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Описание: This volume assembles protocols for chromosome engineering and genome editing in two recently developed approaches for manipulating chromosomal and genomic DNA in plants.

Genomic Designing of Climate-Smart Pulse Crops

Автор: Chittaranjan Kole
Название: Genomic Designing of Climate-Smart Pulse Crops
ISBN: 3319969315 ISBN-13(EAN): 9783319969312
Издательство: Springer
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Цена: 27950.00 р.
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Описание: This book describes the concepts, strategies and techniques for pulse-crop improvement in the era of climate change, highlighting the latest advances in plant molecular mapping and genome sequencing. Genetic mapping of genes and QTLs has broadened the scope of marker-assisted breeding and map-based cloning in almost all major pulse crops. Genetic transformation, particularly using alien genes conferring resistance to herbicide, insects and diseases has facilitated the development of a huge number of genetically modified varieties of the major pulse crops. Since the genome sequencing of rice in 2002, genomes of over 7 pulse crops have been sequenced. This has resulted in the possibility of deciphering the exact nucleotide sequence and chromosomal positions of agroeconomic genes. Most importantly, comparative genomics and genotyping-by-sequencing has opened up a new vista for exploring wild crop relatives for identification of useful donor genes.

Автор: Ginsburg, Geoffrey S.
Название: Genomic And Precision Medicine
ISBN: 0128006838 ISBN-13(EAN): 9780128006832
Издательство: Elsevier Science
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Цена: 10309.00 р.
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Описание: Genomic and Precision Medicine: Neurological Diseases discusses the applications of genome discovery on the broad spectrum of pernicious conditions in this area - movement disorders, autism, epilepsy and depression included. Each chapter will be organized to cover the application of genomics and personalized medicine tools and technologies to a) Risk Assessment and Susceptibility, b) Diagnosis and Prognosis, c) Pharmacogenomics and Precision Therapeutics, and d) Emerging and Future Opportunities in the field.


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