Finding New Epigenomics And Epigenetics Biomarkers For Complex Diseases And Significant Developmental Events With Machine Learning Methods

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Finding New Epigenomics And Epigenetics Biomarkers For Complex Diseases And Significant Developmental Events With Machine Learning Methods
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Author : Lu Xie
language : en
Publisher: Frontiers Media SA
Release Date : 2022-03-24
Finding New Epigenomics And Epigenetics Biomarkers For Complex Diseases And Significant Developmental Events With Machine Learning Methods written by Lu Xie 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 2022-03-24 with Science categories.
Environmental Epigenomics In Health And Disease
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Author : Randy L. Jirtle
language : en
Publisher: Springer Science & Business Media
Release Date : 2013-05-13
Environmental Epigenomics In Health And Disease written by Randy L. Jirtle and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-05-13 with Medical categories.
There are now compelling human epidemiological and animal experimental data that indicate the risk of developing adult-onset complex diseases and neurological disorders are influenced by persistent epigenetic adaptations in response to prenatal and early postnatal exposures to environmental factors. Epigenetics refers to heritable changes in gene function that occur without a change in the sequence of the DNA. The main components of the epigenetic code are DNA methylation, histone modifications, and non-coding RNAs. The epigenetic programs are established as stem cell differentiate during embryogenesis, and they are normally faithfully reproduced during mitosis. Moreover, they can also be maintained during meiosis, resulting in epigenetic transgenerational disease inheritance, and also potentially introducing phenotypic variation that is selected for in the evolution of new species. The objective of this two volume book is to provide evidence that environmental exposures during early development can alter the risk of developing medical conditions, such as asthma, autism, cancer, cardiovascular disease, diabetes, obesity, and schizophrenia later in life by modifying the epigenome. Consequently, epigenetic research promises to markedly improve our ability to diagnosis, prevent, and treat the pathological conditions of humans; however, it also introduces unique legal and ethical issues. This volume highlights the correlation between environmental factors and complex diseases, such as autism, addiction, neurological diseases, diabetes, obesity and cancer. It concludes with a chapter on legal and ethical implications of epigenetics.
Epigenetics In Precision Medicine
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Author : Jose Luis Garcia-Gimenez
language : en
Publisher: Elsevier
Release Date : 2021-11-12
Epigenetics In Precision Medicine written by Jose Luis Garcia-Gimenez and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-11-12 with Medical categories.
In recent years, knowledge of epigenetic mechanisms underlying disease onset and progression has proven crucial for the development of novel early diagnosis and prognosis biomarkers for patient stratification and precision medicine. Epigenetics in Precision Medicine, a new volume in the Translational Epigenetics series, provides a thorough discussion and overview of current developments in clinical epigenetics with special emphasis on epigenetic biomarkers that can be used for clinical diagnosis, prognosis, patient stratification, and treatment monitoring. Disease types discussed include cancer, metabolic disorders, neurodegenerative diseases, bone disease, and immune-related disorders. The book examines the challenges of advancing epigenetics research and translating findings to the clinic and drug discovery in each of these areas, as well as current solutions; chapter authors discuss how to leverage epigenomic technologies, applications, and tools, such as next-generation sequencing, to discover new epigenetic biomarkers in disease and drug studies. Epigenetics in Precision Medicine focuses on complex epigenetic mechanisms in several pathologies, and explores how epigenetics can power the advance of precision medicine, not only by improving in vitro diagnostic and prognostic tools, but by providing new therapeutic approaches to treat human disease. - Provides a thorough grounding in epigenetics-driven precision medicine, with emphasis on developing and implementing early diagnosis and prognosis biomarkers, and supporting patient stratification - Empowers researchers and clinicians to incorporate epigenetics in new disease research, drug discovery, and clinical practice - Features chapter contributions from international leaders in the field
Computational And Statistical Epigenomics
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Author : Andrew E. Teschendorff
language : en
Publisher: Springer
Release Date : 2015-05-12
Computational And Statistical Epigenomics written by Andrew E. Teschendorff and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-05-12 with Science categories.
This book introduces the reader to modern computational and statistical tools for translational epigenomics research. Over the last decade, epigenomics has emerged as a key area of molecular biology, epidemiology and genome medicine. Epigenomics not only offers us a deeper understanding of fundamental cellular biology, but also provides us with the basis for an improved understanding and management of complex diseases. From novel biomarkers for risk prediction, early detection, diagnosis and prognosis of common diseases, to novel therapeutic strategies, epigenomics is set to play a key role in the personalized medicine of the future. In this book we introduce the reader to some of the most important computational and statistical methods for analyzing epigenomic data, with a special focus on DNA methylation. Topics include normalization, correction for cellular heterogeneity, batch effects, clustering, supervised analysis and integrative methods for systems epigenomics. This book will be of interest to students and researchers in bioinformatics, biostatistics, biologists and clinicians alike. Dr. Andrew E. Teschendorff is Head of the Computational Systems Genomics Lab at the CAS-MPG Partner Institute for Computational Biology, Shanghai, China, as well as an Honorary Research Fellow at the UCL Cancer Institute, University College London, UK.
Environmental Epigenomics In Health And Disease
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Author : Randy L Jirtle
language : en
Publisher: Springer Science & Business Media
Release Date : 2013-05-16
Environmental Epigenomics In Health And Disease written by Randy L Jirtle and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-05-16 with Medical categories.
There are now compelling human epidemiological and animal experimental data that indicate the risk of developing adult-onset complex diseases and neurological disorders are influenced by persistent epigenetic adaptations in response to prenatal and early postnatal exposures to environmental factors. Epigenetics refers to heritable changes in gene function that occur without a change in the sequence of the DNA. The main components of the epigenetic code are DNA methylation, histone modifications, and non-coding RNAs. The epigenetic programs are established as stem cell differentiate during embryogenesis, and they are normally faithfully reproduced during mitosis. Moreover, they can also be maintained during meiosis, resulting in epigenetic transgenerational disease inheritance, and also potentially introducing phenotypic variation that is selected for in the evolution of new species. The objective of this book is to provide evidence that environmental exposures during early development can alter the risk of developing medical conditions, such as asthma, autism, cancer, cardiovascular disease, diabetes, obesity, and schizophrenia later in life by modifying the epigenome.
Pharmacoepigenetics
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Author : Ramón Cacabelos
language : en
Publisher: Elsevier
Release Date : 2025-07-18
Pharmacoepigenetics written by Ramón Cacabelos and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-07-18 with Science categories.
Pharmacoepigenetics, Second Edition, a volume within the Translational Epigenetics series, is a comprehensive reference on the role of epigenetics and epigenomics in drug discovery and development, providing a detailed, but accessible view of the field, from basic principles to applications in disease therapeutics. Leading international researchers from across academia, clinical settings, and the pharmaceutical industry discuss the influence of epigenetics and epigenomics in human pathology, epigenetic biomarkers for disease prediction, diagnosis, and treatment, current epigenetic drugs, and the application of epigenetic procedures in drug development. Throughout the book, chapter authors offer a balanced and objective discussion of the future of pharmacoepigenetics and its crucial contribution to the growth of precision and personalized medicine.The new edition has been fully revised to address recent advances in epigenetics, from new natural and synthetic compounds with epigenetic effects to the role of epigenetics in the pathogenesis of a growing number of complex diseases, including further cancers, cardiovascular disorders, and brain disorders. Newly identified molecular components in the functional architecture of the epigenetic machinery, as well as practical and relevant pharmacoepigenetics topics related to COVID-19 and other world health challenges, are also discussed. Each chapter has been updated to include a chapter summary, keywords and definitions, and further color figure and charts for learning reinforcement, along with clinical research case studies illustrating key research in the field and making findings and research approaches more actionable for readers. - Fully examines the influence of epigenetics and epigenomics in human pathology, epigenetic biomarkers for disease prediction, diagnosis, treatment, current epigenetic drugs, and the application of epigenetic procedures in drug development - Features chapter contributions from leading international researchers in academia, clinical settings, and the pharmaceutical industry - Instructs researchers, students, and clinicians in better interpreting and employing pharmacoepigenetics in drug development, efficiency, and safety - Incorporates recent advances, including epigenetic drugs and biomolecules with epigenetic effects in cancer, cardiovascular disorders, brain disorders, and COVID-19 - Includes chapter definitions, key words, and summaries to reinforce understanding, as well clinical research case studies illustrating key research in the field
Epigenomics In Health And Disease
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Author : Mario Fraga
language : en
Publisher: Academic Press
Release Date : 2015-10-12
Epigenomics In Health And Disease written by Mario Fraga and has been published by Academic Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-10-12 with Science categories.
Epigenomics in Health and Disease discusses the next generation sequencing technologies shaping our current knowledge with regards to the role of epigenetics in normal development, aging, and disease. It includes the consequences for diagnostics, prognostics, and disease-based therapies made possible by the study of the complete set of epigenetic modifications to the genetic material of human cells. With coverage pertinent to both basic biology and translational research, the book will be of particular interest for medical and bioscience researchers and students seeking current translational knowledge in epigenesis and epigenomics. Coverage includes the latest findings on epigenome-wide research in disease-based profiling, epidemiological implications, epigenome-wide epigenetic studies, the cancer epigenome, and other pervasive disease categories. - Presents critical reviews that provide the means for reviewing and analyzing the epigenome as a whole, also discussing its translational potential - Combines basic epigenomic knowledge with methodological and biostatistical topics related to technology and data analysis - Includes coverage of relatively new topics, including DNA methylation dynamics during development and differentiation, genome-wide histone post-translational modifications during development and differentiation, and genome-wide DNA methylation changes during aging
Epigenetics And Complex Traits
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Author : Anna K. Naumova
language : en
Publisher: Springer Science & Business Media
Release Date : 2013-09-17
Epigenetics And Complex Traits written by Anna K. Naumova and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-09-17 with Medical categories.
This book will provide an overview of basic epigenetic phenomena; interaction between epigenetic and genetic factors; and the influence of epigenetic factors on inheritance. Epigenetic states may contribute to the penetrance of genetic polymorphisms or mutations and thereby modify inheritance patterns. This may result in non‐Mendelian inheritance of genetic traits such as observed in common human disease. The relationship between epigenetics and genetics, however, has not been comprehensively summarized yet. The topic is being more and more appreciated lately due to considerable advances in genomic and epigenomic approaches to study the origins of human disease. The editors will focus not only on describing epigenetic characteristics, mechanisms and results, but also on how considerations of epigenetics can alter interpretation and analysis of risks for complex traits. This book will be a resource for those who have been working in human genetics or analysis of human genetic data and are studying the impact of epigenetics on inheritance. An overview will be given of the impacts of inter‐individual variation in epigenetic states from major changes (errors in genomic imprinting) that cause congenital developmental defects to subtle changes and their impact on complex traits. The editors will discuss the relationship between epigenetic changes and genetic changes in human disease. Several chapters will also focus on statistical analysis of epigenetics effects, either in human disease genetic studies, or in population genetics.
Nutritional Epigenomics
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Author :
language : en
Publisher: Academic Press
Release Date : 2019-07-20
Nutritional Epigenomics written by and has been published by Academic Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-07-20 with Medical categories.
Nutritional Epigenomics offers a comprehensive overview of nutritional epigenomics as a mode of study, along with nutrition's role in the epigenomic regulation of disease, health and developmental processes. Here, an expert team of international contributors introduces readers to nutritional epigenomic regulators of gene expression, our diet's role in epigenomic regulation of disease and disease inheritance, caloric restriction and exercise as they relate to recent epigenomic findings, and the influence of nutritional epigenomics over circadian rhythms, aging and longevity, and fetal health and development, among other processes. Disease specific chapters address metabolic disease (obesity and diabetes), cancer, and neurodegeneration, among other disorders. Diet-gut microbiome interactions in the epigenomic regulation of disease are also discussed, as is the role of micronutrients and milk miRNAs in epigenetic regulation. Finally, chapter authors examine ongoing discussions of race and ethnicity in the social-epigenomic regulation of health and disease. - Empowers the reader to employ nutritional epigenomics approaches in their own research - Discusses the latest topics in nutritional epigenomics in the regulation of aging, circadian rhythm, inheritance and fetal development, as well as metabolism and disease - Offers a full grounding in epigenetic reprogramming and nutritional intervention in the treatment and prevention of disease, as informed by population-based studies
Epigenetic Epidemiology
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Author : Karin B. Michels
language : en
Publisher: Springer Science & Business Media
Release Date : 2012-01-02
Epigenetic Epidemiology written by Karin B. Michels and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-01-02 with Medical categories.
The exploding field of epigenetics is challenging the dogma of traditional Mendelian inheritance. Epigenetics plays an important role in shaping who we are and contributes to our prospects of health and disease. While early epigenetic research focused on plant and animal models and in vitro experiments, population-based epidemiologic studies increasingly incorporate epigenetic components. The relevance of epigenetic marks, such as DNA methylation, genomic imprinting, and histone modification for disease causation has yet to be fully explored.This book covers the basic concepts of epigenetic epidemiology, discusses challenges in study design, analysis, and interpretation, epigenetic laboratory techniques, the influence of age and environmental factors on shaping the epigenome, the role of epigenetics in the developmental origins hypothesis, and provides the state of the art on the epigenetic epidemiology of various health conditions including childhood syndromes, cancer, infectious diseases, inflammation and rheumatoid arthritis, asthma, autism and other neurodevelopmental disorders, psychiatric disorders, diabetes, obesity and metabolic disorders, and atherosclerosis. With contributions from: Peter Jones, Jean-Pierre Issa, Gavin Kelsey, Robert Waterland, and many other experts in epigenetics!