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e-journal

Detecting Differentially Coexpressed Genes from Labeled Expression Data: A Brief Review

Mitsunori Kayano - Nama Orang; Motoki Shiga - Nama Orang; Hiroshi Mamitsuka - Nama Orang;

We review methods for capturing differential coexpression, which can be divided into two cases by the size of gene sets: 1) two paired genes and 2) multiple genes. In the first case, two genes are positively and negatively correlated with each other under one and the other conditions, respectively. In the second case, multiple genes are coexpressed and randomly expressed under one and the other conditions, respectively. We summarize a variety of methods for the first and second cases into four and three approaches, respectively. We describe each of these approaches in detail technically, being followed by thorough comparative experiments with both synthetic and real data sets. Our experimental results imply high possibility of improving the efficiency of the current methods, particularly in the case of multiple genes, because of low performance achieved by the best methods which are relatively simple intuitive ones.
Index Terms—Differential coexpression, labeled expression data, differential expression, coexpression


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Informasi Detail
Judul Seri
IEEE/ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS
No. Panggil
-
Penerbit
New York : IEEE., 2014
Deskripsi Fisik
IEEE/ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS, VOL. 11, NO. 1, JANUARY/FEBRUARY 2014
Bahasa
English
ISBN/ISSN
1545-5963
Klasifikasi
-
Tipe Isi
-
Tipe Media
-
Tipe Pembawa
-
Edisi
VOL. 11, NO. 1, JANUARY/FEBRUARY 2014
Subjek
BIOLOGI
Info Detail Spesifik
-
Pernyataan Tanggungjawab
Yuli/Agus
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  • FULL TEXT. Detecting Differentially Coexpressed Genes from Labeled Expression Data: A Brief Review
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