Fourier harmonic approach for visualizing temporal patterns of gene expression data
被引:6
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作者:
Zhang, L
论文数: 0引用数: 0
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机构:
SUNY Buffalo, Dept Comp Sci & Engn, Buffalo, NY 14260 USASUNY Buffalo, Dept Comp Sci & Engn, Buffalo, NY 14260 USA
Zhang, L
[1
]
Zhang, AD
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机构:
SUNY Buffalo, Dept Comp Sci & Engn, Buffalo, NY 14260 USASUNY Buffalo, Dept Comp Sci & Engn, Buffalo, NY 14260 USA
Zhang, AD
[1
]
Ramanathan, M
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机构:
SUNY Buffalo, Dept Comp Sci & Engn, Buffalo, NY 14260 USASUNY Buffalo, Dept Comp Sci & Engn, Buffalo, NY 14260 USA
Ramanathan, M
[1
]
机构:
[1] SUNY Buffalo, Dept Comp Sci & Engn, Buffalo, NY 14260 USA
来源:
PROCEEDINGS OF THE 2003 IEEE BIOINFORMATICS CONFERENCE
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2003年
关键词:
visualization;
gene expression;
time series;
Fourier harmonic projection;
D O I:
10.1109/CSB.2003.1227313
中图分类号:
Q [生物科学];
学科分类号:
07 ;
0710 ;
09 ;
摘要:
DNA microarray technology provides a broad snapshot of the state of the cell by measuring the expression levels of thousands of genes simultaneously. Visualization techniques can enable the exploration and detection of patterns and relationships in a complex dataset by presenting the data in a graphical format in which the key characteristics become more apparent. The purpose of this study is to present an interactive visualization technique conveying the temporal patterns of gene expression data in a form intuitive for non-specialized end-users. The first Fourier harmonic projection (FFHP) was introduced to translate the multi-dimensional time series data into a two dimensional scatterplot. The spatial relationship of the points reflect the structure of the original dataset and relationships among clusters become two dimensional. The proposed method was tested using two published, array-derived gene expression datasets. Our results demonstrate the effectiveness of the approach.
机构:
China Agr Univ, Coll Biol Sci, State Key Lab Plant Physiol & Biochem, Div Bioinformat, Beijing 100193, Peoples R ChinaChina Agr Univ, Coll Biol Sci, State Key Lab Plant Physiol & Biochem, Div Bioinformat, Beijing 100193, Peoples R China
Yang, Rendong
Su, Zhen
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机构:
China Agr Univ, Coll Biol Sci, State Key Lab Plant Physiol & Biochem, Div Bioinformat, Beijing 100193, Peoples R ChinaChina Agr Univ, Coll Biol Sci, State Key Lab Plant Physiol & Biochem, Div Bioinformat, Beijing 100193, Peoples R China
机构:
Massachusetts Gen Hosp, Dept Psychiat, Neurochem Lab, Charlestown, MA 02129 USA
Harvard Med Sch, Charlestown, MA USAMassachusetts Gen Hosp, Dept Psychiat, Neurochem Lab, Charlestown, MA 02129 USA
Cohen, David
Pilozzi, Alexander
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机构:Massachusetts Gen Hosp, Dept Psychiat, Neurochem Lab, Charlestown, MA 02129 USA
Pilozzi, Alexander
Huang, Xudong
论文数: 0引用数: 0
h-index: 0
机构:
Massachusetts Gen Hosp, Dept Psychiat, Neurochem Lab, Charlestown, MA 02129 USAMassachusetts Gen Hosp, Dept Psychiat, Neurochem Lab, Charlestown, MA 02129 USA