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Title[redir]:
Defining clusters from a hierarchical cluster tree: the Dynamic Tree Cut package for R | Bioinformatics | Oxford Academic
Description:
Abstract. Summary: Hierarchical clustering is a widely used method for detecting clusters in genomic data. Clusters are defined by cutting branches off the
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Keywords {🔍}
clusters, cluster, tree, method, data, cut, google, dynamic, clustering, dendrogram, scholar, bioinformatics, gene, oxford, worldcat, supplementary, methods, hierarchical, height, color, vol, network, university, horvath, cutting, detection, objects, analysis, journals, algorithm, cutoff, branch, simulated, results, static, hybrid, crossrefpubmed, press, author, branches, expression, shows, dong, material, variant, microarray, issue, article, notes, permissions,
Topics {✒️}
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ScholarlyArticle:
context:https://schema.org
id:https://academic.oup.com/bioinformatics/article/24/5/719/200751
name:Defining clusters from a hierarchical cluster tree: the Dynamic Tree Cut package for R
datePublished:2007-11-16
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type:PublicationIssue
issueNumber:5
datePublished:2008-03-01
isPartOf:
id:https://academic.oup.com/bioinformatics/bioinformatics
type:Periodical
name:Bioinformatics
issn:
1367-4811
url:https://dx.doi.org/10.1093/bioinformatics/btm563
inLanguage:en
copyrightHolder:Oxford University Press
copyrightYear:2025
publisher:Oxford University Press
author:
name:Langfelder, Peter
affiliation:Department of Human Genetics, University of California at Los Angeles, CA 90095-7088 and Rosetta Inpharmatics-Merck Research Laboratories, Seattle, WA, USA
type:Person
name:Zhang, Bin
affiliation:Department of Human Genetics, University of California at Los Angeles, CA 90095-7088 and Rosetta Inpharmatics-Merck Research Laboratories, Seattle, WA, USA
type:Person
name:Horvath, Steve
affiliation:Department of Human Genetics, University of California at Los Angeles, CA 90095-7088 and Rosetta Inpharmatics-Merck Research Laboratories, Seattle, WA, USA
type:Person
description:Abstract. Summary: Hierarchical clustering is a widely used method for detecting clusters in genomic data. Clusters are defined by cutting branches off the
pageStart:719
pageEnd:720
siteName:OUP Academic
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headline:Defining clusters from a hierarchical cluster tree: the Dynamic Tree Cut package for R
image:https://oup.silverchair-cdn.com/oup/backfile/Content_public/Journal/bioinformatics/24/5/10.1093_bioinformatics_btm563/3/m_bioinformatics_24_5_719_f2.jpeg?Expires=1813928759&Signature=Lvf7mkJvRHYL86KsnNDHEaIVKeZ4Wm-961pViI1L5xdAotguUPuNMIGfmexNPnaiKgFZOEVBjGDjjfI4EWQfbSntTnS3RnNE9oWj-8MkMd6Y2pDyIhAUGSPVICuGdWvJupSaMeRAXj~JZkwwzc8-KakDPtmBFm6BfimbMvr3pYsHdv5UjyxDg4m6zEp0ZHQiiVxeEpHXyrp6hMX1IbC-Tr8ItOhGuDJe37MzO-smjBdb2bJsmAzuKozwYmqYVVP7dhJJrOcf-WHJ4tECNoSBTU6wMdgV6I~04rj7JlfdO-Mwy7~yrVzz5J0F-9LGkPSigU188ZJYyid-CZjRQWioSA__&Key-Pair-Id=APKAIE5G5CRDK6RD3PGA
image:alt:(A) Average linkage hierarchical clustering using the Topological Overlap Matrix (Yip and Horvath, 2007) and the Dynamic Tree cut applied to the protein–protein interaction network of Drosophila (PPI data from BioGRID, www.thebiogrid.org). Module assignment is depicted by the row of color immediately below the dendrogram, with gray representing unassigned proteins. A functional enrichment analysis has shown that the clusters are significantly enriched with known gene ontologies (Dong and Horvath, 2007). Note that a fixed height cutoff would not be able to identify many of the shown clusters. (B) Hierarchical cluster tree and various cluster detection methods applied to a simulated gene expression data set. The color bands below the dendrogram show the cluster membership according to different clustering methods. The color gray is reserved for genes outside any proper cluster, i.e., the tree cut methods allow for unassigned objects. The first color band ‘Simulated’ shows the simulated true cluster membership; color bands ‘Dynamic Hybrid’ and ‘Dynamic Tree’ show the results of the proposed tree cutting methods; the color band ‘Static @ 0.92’ shows the results of the standard, constant height cut-off method at height 0.92. The height refers to the y axis of the dendrogram. The color band ‘PAM 11’ shows the results of k = 11 medoid clustering.
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Person:
name:Langfelder, Peter
affiliation:Department of Human Genetics, University of California at Los Angeles, CA 90095-7088 and Rosetta Inpharmatics-Merck Research Laboratories, Seattle, WA, USA
name:Zhang, Bin
affiliation:Department of Human Genetics, University of California at Los Angeles, CA 90095-7088 and Rosetta Inpharmatics-Merck Research Laboratories, Seattle, WA, USA
name:Horvath, Steve
affiliation:Department of Human Genetics, University of California at Los Angeles, CA 90095-7088 and Rosetta Inpharmatics-Merck Research Laboratories, Seattle, WA, USA
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