Data Science For Immunologists
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Data Science For Immunologists
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Author : Niclas Thomas
language : en
Publisher:
Release Date : 2018-02-17
Data Science For Immunologists written by Niclas Thomas and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-02-17 with categories.
Data science is a complex subject, but nevertheless one that can be made accessible to all through clear, intuitive explanations and worked examples. Existing software that forms the backbone of an immunologist's analytical toolkit (such as FlowJo and Prism) are expensive, inflexible and promotes a narrow mindset when it comes to analysing your data. On the other hand, the Python and R programming languages are open source, free and entirely customisable, giving the user the ability to implement any analysis they wish. Although programming languages can seem daunting to the uninitiated, it's far easier to learn than many immunologists may think. Rather than seeking to become an expert programmer, an understanding of the main concepts is more than enough to conduct your own bespoke analyses when coupled with a sound mathematical and statistical understanding. Our new book focusses on the practical aspects of data science, providing sufficient theoretical background without delving into all of the details of each of the methods presented. Introductory chapters are presented alongside the analysis of a publicly available data set, allowing the reader to have practical hands-on experience when learning about important concepts in statistics, machine learning and programming. Topics include: - How to build a predictive model How to visualise high-dimensional data Basics of programming in Python and R What techniques exist to cluster data Which statistics test to use/why/when What is dimension reduction; when and how to use it Once these fundamental topics have been covered, a number of case studies are presented, along with the underlying data, accompanying code and full explanations on topics such as automated, data-driven flow cytometry, building predictive models of disease using gene expression profiling and analysing high throughput sequencing data.
Immunologists And Virologists
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Author : Dean Miller
language : en
Publisher: Cavendish Square Publishing, LLC
Release Date : 2014-01-01
Immunologists And Virologists written by Dean Miller and has been published by Cavendish Square Publishing, LLC this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014-01-01 with Juvenile Nonfiction categories.
In this book, a breakdown of the life and work of some of history's pioneers in the study of immunologists and virologists are thoroughly explored. As the world becomes more connected and bacteria become more antibiotic resistant, the importance of research within these two fields is becoming dyer. MRSA, Zika, SARS, and Ebola are just some of the recent outbreaks that have affected our communities. This opportune volume provides excellent biographical sketches for trailblazers in this area of science and will inspire readers to explore the top scientific contributors of the 21st century.
Ai Assisted Computational Approaches For Immunological Disorders
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Author : Chen, Jen-Tsung
language : en
Publisher: IGI Global
Release Date : 2025-05-13
Ai Assisted Computational Approaches For Immunological Disorders written by Chen, Jen-Tsung and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-05-13 with Medical categories.
Based on accelerated computing and advanced algorithms, artificial intelligence (AI) has become a game-changer in diverse fields. In biomedical science, AI models based on machine learning, deep learning, and generative AI, together with upgraded computational and systems biology, provide smart, precise, and personalized medicine and healthcare. In the field of clinical immunology, which deals with intrinsic complicated immune systems for combating immunological disorders, AI technologies have the potential to solve problems based on identification, prediction, simulation, and modeling. AI algorithms may impact sustainable clinical healthcare and future immunology diagnoses. AI-Assisted Computational Approaches for Immunological Disorders explores precision clinical medicine and personalized healthcare in major immunological disorders, such as immunodeficiency, autoimmune diseases, allergies, asthma, cancers, and neurological diseases. It analyzes clinical healthcare big data, genomics, and high-throughput multiple omics based on single-cell and high-dimensional data for their technical advances, clinical applications, challenges, and future directions. Covering topics such as cell therapy, reducing complications, and drug development, this book is an excellent resource for immunologists, biologists, healthcare practitioners, professionals, researchers, scholars, academicians, and more.
Computational Immunology
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Author : Josep Bassaganya-Riera
language : en
Publisher: Academic Press
Release Date : 2015-10-21
Computational Immunology written by Josep Bassaganya-Riera and has been published by Academic Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-10-21 with Medical categories.
Computational Immunology: Models and Tools encompasses the methodological framework and application of cutting-edge tools and techniques to study immunological processes at a systems level, along with the concept of multi-scale modeling. The book's emphasis is on selected cases studies and application of the most updated technologies in computational modeling, discussing topics such as computational modeling and its usage in immunological research, bioinformatics infrastructure, ODE based modeling, agent based modeling, and high performance computing, data analytics, and multiscale modeling. There are also modeling exercises using recent tools and models which lead the readers to a thorough comprehension and applicability. The book is a valuable resource for immunologists, computational biologists, bioinformaticians, biotechnologists, and computer scientists, as well as all those who wish to broaden their knowledge in systems modeling. - Offers case studies with different levels of complexity - Provides a detailed view on cutting-edge tools for modeling that are useful to experimentalists with limited computational skills - Explores the usage of simulation for hypothesis generation, helping the reader to understand the most valuable points on experimental setting
Killer Cell Dynamics
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Author : Dominik Wodarz
language : en
Publisher: Springer Science & Business Media
Release Date : 2007-04-05
Killer Cell Dynamics written by Dominik Wodarz 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 2007-04-05 with Mathematics categories.
Systems biology and computational biology have recently become prominent areas of research in the biomedical community, especially in the area of cell biology. Given that much information on genes and their protein products has become available, the big question is how the individual components interact and work together, and how this determines the functioning of cells, organs, and organisms. Long before the popularity of systems biology in biomedicine, however, such approaches have been used successfully in a di?erent area of biology: population ecology. Research in the area of population dynamics - vestigated complex interactions between di?erent populations of organisms, such as the dynamics of competition and predation, food webs, community structure, as well as the epidemiology of infectious diseases. In this ?eld, t- oretical biology and mathematical modeling have become an integral part of research. Mathematical models allowed people to obtain interesting and counter-intuitive insights into how complex interactions among di?erent p- ulations can play out. Such mathematical studies not only gave rise to - teresting theoretical ideas, but also provided the basis for the design of new experimental work and de?ned major questions and directions of research. Around 1990, such population dynamic concepts, and the use of mathema- cal/computational approaches, started to be applied to the in vivo dynamics between viruses and the immune system. These interactions have many s- ilarities to ecological, epidemiological, and evolutionary principles. Consider theepidemiologicalspreadofapathogen(suchasthecommoncold)througha population of hosts.
A History Of Immunology
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Author : Arthur M. Silverstein
language : en
Publisher: Academic Press
Release Date : 2009-05-30
A History Of Immunology written by Arthur M. Silverstein and has been published by Academic Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2009-05-30 with Medical categories.
Written by an immunologist, A History of Immunology traces the concept of immunity from ancient times up to the present day, examining how changing concepts and technologies have affected the course of the science. It shows how the personalities of scientists and even political and social factors influenced both theory and practice in the field. With fascinating stories of scientific disputes and shifting scientific trends, each chapter examines an important facet of this discipline that has been so central to the development of modern biomedicine. With its biographical dictionary of important scientists and its lists of significant discoveries and books, this volume will provide the most complete historical reference in the field. - Written in an elegant style by long-time practicing immunologist - Discusses the changing theories and technologies that guided the field - Tells of the exciting disputes among prominent scientists - Lists all the important discoveries and books in the field - Explains in detail the many Nobel prize-winning contributions of immunologists
Immunology The Making Of A Modern Science
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Author : Richard B. Gallagher
language : en
Publisher: Elsevier
Release Date : 1995-07-14
Immunology The Making Of A Modern Science written by Richard B. Gallagher and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 1995-07-14 with Medical categories.
Immunology has progressed in spectacular fashion in the last four decades. Studies of the response to infectious agents, transplanted organs and tumours (and the potential to manipulate that response), and the study of the immune system as a model system in molecular cell biology have yielded dramatic advances in our understanding of the mechanisms of immunity.The field has attracted a continuous stream of the brightest theoretical and experimental scientists for over forty years. This book conveys the philosophies and approaches of sixteen of the most successful of these scientists in the form of a series of narratives that describe the circumstances that led to a major discovery in immunology. Contributors not only recall an exciting period of research that helped shape modern immunology, but set it in the personal context of place and time. Jacques Miller, for example, describes the discovery of the function of the thymus, Rolf Zinkernagel explains how experiments on viral immunity led to the discovery of MHC restriction and Susumu Tonegawa provides an account of how antibody gene structure was defined. Medically-important discoveries include descriptions of early studies of autoimmunity by Noel Rose and of tumour immunology by George and Eva Klein.Far from being a collection of disinterested, historical accounts, this volume comprises a series of passionately biographical, personal essays that provide an unusually intimate insight into the scientific process. This book will be essential, and fascinating, reading for all those with an interest in immunology, and in the life sciences in general. For students and teachers, this will provide the background necessary for a true understanding of immunology, and to place subsequent discoveries in perspective.
Scientific Fraud
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Author : United States. Congress. House. Committee on Energy and Commerce. Subcommittee on Oversight and Investigations
language : en
Publisher:
Release Date : 1989
Scientific Fraud written by United States. Congress. House. Committee on Energy and Commerce. Subcommittee on Oversight and Investigations and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1989 with Fraud in science categories.
General Immunology
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Author : Edwin L. Cooper
language : en
Publisher: Elsevier
Release Date : 2014-05-20
General Immunology written by Edwin L. Cooper and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014-05-20 with Nature categories.
General Immunology provides a general overview of the immune system. It presents topics in immunology from all living groups, treating cells, tissues, organs, and organismal levels of biological organization. The book contains 23 chapters organized into eight sections. Section I serves as an introduction to immunology—a science, a sketch of its history, some of its more recent contributors, something about gathering facts, immunology journals, and the entire biomedical enterprise of which immunology is just a part. Section II is devoted to antigens while Section III examines the immune system in chordates and the ontogeny of the immune system. Section IV on cells of the immune system covers monocytes, macrophages, the three granulocytic types, and mast cells. Section V deals with phagocytosis and the interaction of lymphocytes. Section VI is devoted to antigens in relation to antibody synthesis, antigen-antibody interactions, immunologlobulin structure, and immunologlobulin assembly. Section VII on organs of the immune system examines bone marrow, thymus, spleen, lymph nodes, and lymphoid aggregations. Section VIII discusses the evolution of the immune system. This text was written for advanced undergraduates. However, its comprehensiveness makes it useful to immunologists and biologists at all levels as well as medical students and clinicians.