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Methods in Statistical Genomics: In the Context of Genome-Wide Association Studies (RTI Press Books) - Philip Chester Cooley August 24, 2016 PDF  BOOKS
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Methods in Statistical Genomics: In the Context of Genome-Wide Association Studies (RTI Press Books)
Author: Philip Chester Cooley
Year: August 24, 2016
Format: PDF
File size: PDF 1.2 MB
Language: English



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Methods in Statistical Genomics in the Context of Genome-Wide Association Studies RTI Press Books In the rapidly evolving field of statistical genomics, Methods in Statistical Genomics in the Context of Genome-Wide Association Studies is a groundbreaking work that utilizes a simulated data set to evaluate new analytical methods in genome-wide association studies (GWAS). The human genome is incredibly complex, and the effect of a genetic variant depends on numerous factors, including where the gene is expressed, when it is expressed, how it interacts with other genes that may also harbor variants, and the influence of the environment. GWAS has successfully identified many new genetic risk factors for common human diseases, but much work remains to be done, and this can only be accomplished by employing new approaches. The book's primary objective is to assist researchers in identifying the most suitable computational strategy for investigating specific aspects of genomics. The authors use simulated data to test various analytical methods, beginning with single-gene models and progressing to more intricate polygene and gene-by-environment scenarios.
Методы в статистической геномике в контексте общегеномных ассоциативных исследований RTI Press Books В быстро развивающейся области статистической геномики Методы в статистической геномике в контексте общегеномных ассоциативных исследований - это новаторская работа, в которой используется смоделированный набор данных для оценки новых аналитических методов в общегеномных ассоциативных исследованиях (GWAS). Геном человека невероятно сложен, и эффект генетического варианта зависит от многочисленных факторов, в том числе от того, где экспрессируется ген, когда он экспрессируется, как он взаимодействует с другими генами, которые также могут содержать варианты, и влияние окружающей среды. GWAS успешно определила много новых генетических факторов риска распространенных заболеваний человека, но еще предстоит проделать большую работу, и это может быть достигнуто только путем использования новых подходов. Основная цель книги - помочь исследователям в определении наиболее подходящей вычислительной стратегии для исследования конкретных аспектов геномики. Авторы используют смоделированные данные для тестирования различных аналитических методов, начиная с моделей с одним геном и переходя к более сложным сценариям полигена и ген за средой.
Méthodes en génomique statistique dans le contexte de la recherche associative génomique RTI Press Books Dans le domaine en évolution rapide de la génomique statistique, les méthodes en génomique statistique dans le contexte de la recherche associative génomique générale sont des travaux pionniers qui utilisent un ensemble de données modélisées pour évaluer de nouvelles méthodes analytiques dans la recherche associative génomique générale (Gomic Association researing researing research - Gch). génome humain est incroyablement complexe, et l'effet d'une variante génétique dépend de nombreux facteurs, y compris l'endroit où le gène est exprimé, quand il est exprimé, comment il interagit avec d'autres gènes qui peuvent également contenir des variantes, et l'influence de l'environnement. GWAS a identifié avec succès de nombreux nouveaux facteurs de risque génétiques pour les maladies humaines courantes, mais il reste encore beaucoup à faire, et cela ne peut se faire qu'en utilisant de nouvelles approches. L'objectif principal du livre est d'aider les chercheurs à déterminer la stratégie informatique la plus appropriée pour étudier des aspects spécifiques de la génomique. s auteurs utilisent des données modélisées pour tester différentes méthodes d'analyse, en commençant par des modèles à gène unique et en passant à des scénarios plus complexes de polygène et de gène par environnement.
Técnicas en genómica estadística en el contexto de la investigación asociativa genómica general RTI Press Books En el campo de la genómica estadística en rápida evolución, las técnicas en genómica estadística en el contexto de la investigación asociativa genómica general son un trabajo pionero que utiliza un conjunto de datos simulados para evaluar nuevas técnicas analíticas en asociativa genómica general Estudios (GWAS). genoma humano es increíblemente complejo y el efecto de la variante genética depende de numerosos factores, incluyendo dónde se expresa el gen cuando se expresa, cómo interactúa con otros genes que también pueden contener variantes y la influencia del medio ambiente. GWAS ha identificado con éxito muchos nuevos factores genéticos de riesgo de enfermedades humanas comunes, pero aún queda mucho trabajo por hacer, y esto sólo se puede lograr mediante el uso de nuevos enfoques. objetivo principal del libro es ayudar a los investigadores a determinar la estrategia computacional más adecuada para investigar aspectos específicos de la genómica. autores utilizan datos simulados para probar diferentes métodos analíticos, comenzando con modelos de un solo gen y pasando a escenarios más complejos de polígenos y gen tras medio.
Técnicas em genômica estatística no contexto da pesquisa associativa de todo o mundo, RTI Press Books Em uma área de genômica estatística em rápida evolução, Técnicas em genômica estatística no contexto da pesquisa associativa global é um trabalho inovador que usa um conjunto de dados modelado para avaliar novas técnicas analíticas em estudos associativos globais (GWM) AS). O genoma humano é incrivelmente complexo, e o efeito da variação genética depende de múltiplos fatores, incluindo onde o gene é expresso, como ele interage com outros genes que também podem conter variantes e a influência do ambiente. A GWAS identificou com sucesso muitos novos fatores genéticos de risco de doenças humanas comuns, mas ainda há muito trabalho a fazer, e isso só pode ser alcançado usando novas abordagens. O principal objetivo do livro é ajudar os pesquisadores a determinar a estratégia computacional mais adequada para a pesquisa de aspectos específicos da genômica. Os autores usam dados simulados para testar diferentes métodos analíticos, desde modelos com um único gene até cenários mais complexos polígeno e gene por ambiente.
Metodi in genomica statistica nel contesto della ricerca associativa globale di RTI Press Books Nel campo in rapida evoluzione della genomica statistica, i metodi in genomica statistica nel contesto della ricerca associativa a livello globale sono un lavoro innovativo che utilizza un set di dati simulato per valutare le nuove tecniche analitiche negli studi associativi comunitari (GWM) AS). Il genoma umano è incredibilmente complesso, e l'effetto della variante genetica dipende da numerosi fattori, tra cui dove il gene è espresso, quando si esprime, come interagisce con altri geni che possono anche contenere varianti e l'influenza dell'ambiente. GWAS ha identificato con successo molti nuovi fattori genetici di rischio per le malattie umane comuni, ma c'è ancora molto lavoro da fare, e questo può essere ottenuto solo utilizzando nuovi approcci. Lo scopo principale del libro è quello di aiutare i ricercatori a definire la strategia informatica più adatta per esplorare specifici aspetti della genomica. Gli autori utilizzano dati simulati per testare diversi metodi analitici, a partire da modelli con un unico gene, passando per scenari più complessi poligene e gene per ambiente.
Methoden in der statistischen Genomik im Kontext genomweiter assoziativer Forschung RTI Pressebücher Im schnelllebigen Bereich der statistischen Genomik Methoden in der statistischen Genomik im Kontext genomweiter assoziativer Forschung sind Pionierarbeiten, die mithilfe eines simulierten Datensatzes neue analytische Methoden in genomweiter assoziativer Forschung (GWAS) bewerten. Das menschliche Genom ist unglaublich komplex, und die Wirkung einer genetischen Variante hängt von zahlreichen Faktoren ab, einschließlich wo das Gen exprimiert wird, wann es exprimiert wird, wie es mit anderen Genen interagiert, die auch Varianten enthalten können, und Umwelteinflüssen. GWAS hat erfolgreich viele neue genetische Risikofaktoren für häufige menschliche Krankheiten identifiziert, aber es gibt noch viel zu tun, und dies kann nur durch den Einsatz neuer Ansätze erreicht werden. Das Hauptziel des Buches ist es, Forschern dabei zu helfen, die am besten geeignete Computerstrategie zu finden, um bestimmte Aspekte der Genomik zu untersuchen. Die Autoren verwenden simulierte Daten, um verschiedene Analysemethoden zu testen, angefangen bei Modellen mit einem einzigen Gen bis hin zu komplexeren Polygen- und Gen-für-Medium-Szenarien.
Metody w Genomiki Statystycznej w kontekście Genome-wide Association Studies RTI Press Books W szybko rozwijającej się dziedzinie genomiki statystycznej Metody w genomiki statystycznej w kontekście badań asocjacji genomu jest pionierską pracą, która wykorzystuje symulowany zbiór danych do oceny nowatorskich metod analitycznych w badaniach związanych z genomem (GWAS). Ludzki genom jest niesamowicie złożony, a wpływ wariantu genetycznego zależy od wielu czynników, w tym od tego, gdzie gen jest wyrażany, kiedy jest wyrażany, jak oddziałuje z innymi genami, które mogą również zawierać warianty i wpływy środowiskowe. GWAS z powodzeniem zidentyfikował wiele nowych czynników ryzyka genetycznego dla wspólnych chorób ludzkich, ale do wykonania pozostaje jeszcze więcej pracy, co można osiągnąć jedynie poprzez zastosowanie nowych podejść. Głównym celem książki jest pomoc naukowcom w określeniu najbardziej odpowiedniej strategii obliczeniowej w celu zbadania konkretnych aspektów genomiki. Autorzy wykorzystują symulowane dane do testowania różnych metod analitycznych, zaczynając od modeli pojedynczego genu i przechodząc do bardziej złożonych scenariuszy poligenowych i genowych.
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Genom Çapında İlişkilendirme Çalışmaları Bağlamında İstatistiksel Genomikte Yöntemler RTI Basın Kitapları Hızla gelişen istatistiksel genomik alanında Genom çapında ilişkilendirme çalışmaları bağlamında istatistiksel genomikte yöntemler, genom çapında ilişkilendirme çalışmalarında (GWAS) yeni analitik yöntemleri değerlendirmek için simüle edilmiş bir veri kümesi kullanan öncü bir çalışmadır. İnsan genomu inanılmaz derecede karmaşıktır ve bir genetik varyantın etkisi, genin nerede ifade edildiği, ne zaman ifade edildiği, varyantları ve çevresel etkileri içerebilecek diğer genlerle nasıl etkileşime girdiği de dahil olmak üzere birçok faktöre bağlıdır. GWAS, yaygın insan hastalıkları için birçok yeni genetik risk faktörünü başarıyla tanımlamıştır, ancak daha fazla çalışma yapılması gerekmektedir ve bu ancak yeni yaklaşımlar kullanılarak sağlanabilir. Kitabın temel amacı, genomiğin belirli yönlerini araştırmak için en uygun hesaplama stratejisini belirlemede araştırmacılara yardımcı olmaktır. Yazarlar, simüle edilmiş verileri, tek gen modelleriyle başlayıp daha karmaşık poligen ve gen-ortam senaryolarına geçerek farklı analitik yöntemleri test etmek için kullanırlar.
طرق | في علم الجينوم الإحصائي في سياق دراسات الرابطة على مستوى الجينوم RTI Press Books في المجال سريع التطور لعلم الجينوم الإحصائي الطرق في علم الجينوم الإحصائي في سياق دراسات الارتباط على مستوى الجينوم هو عمل رائد يستخدم مجموعة بيانات محاكاة لتقييم الأساليب التحليلية الجديدة في دراسات الارتباط على مستوى الجينوم (GWAS). الجينوم البشري معقد بشكل لا يصدق، وتأثير المتغير الجيني يعتمد على العديد من العوامل، بما في ذلك مكان التعبير عن الجين، عند التعبير عنه، وكيفية تفاعله مع الجينات الأخرى التي قد تحتوي أيضًا على متغيرات، والتأثيرات البيئية. نجحت GWAS في تحديد العديد من عوامل الخطر الجينية الجديدة للأمراض البشرية الشائعة، ولكن لا يزال هناك المزيد من العمل الذي يتعين القيام به ولا يمكن تحقيق ذلك إلا باستخدام مناهج جديدة. الغرض الرئيسي من الكتاب هو مساعدة الباحثين في تحديد أنسب استراتيجية حسابية للتحقيق في جوانب محددة من علم الجينوم. يستخدم المؤلفون البيانات المحاكاة لاختبار طرق تحليلية مختلفة، بدءًا من النماذج أحادية الجين والانتقال إلى سيناريوهات أكثر تعقيدًا للبوليجين والجينات حسب المتوسط.
RTI出版社全基因組關聯研究背景下的統計基因組學方法在快速發展的統計基因組學領域。在全基因組關聯研究背景下的統計基因組學方法是一項開創性的工作,它使用模擬數據集來評估全基因組關聯研究中的新分析方法(GWAS)。人類基因組非常復雜,遺傳變異的影響取決於許多因素,包括基因在何處表達,何時表達,如何與其他基因相互作用(也可能包含變異)以及環境影響。GWAS已成功確定了許多新的常見人類疾病遺傳危險因素,但仍有許多工作要做,只有通過使用新方法才能實現。該書的主要目的是幫助研究人員確定最合適的計算策略來研究基因組學的特定方面。作者使用建模數據測試各種分析方法,從單基因模型開始,然後轉向更復雜的多邊形和介質後面的基因場景。

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