IMSmining: A Tool for Imaging Mass Spectrometry Data Biomarker Selection and Classification
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作者:
Liang, Jingsai
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机构:
Middle Tennessee State Univ, Computat Sci Program, Murfreesboro, TN 37130 USAMiddle Tennessee State Univ, Computat Sci Program, Murfreesboro, TN 37130 USA
Liang, Jingsai
[1
]
Hong, Don
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机构:
Middle Tennessee State Univ, Computat Sci Program, Murfreesboro, TN 37130 USA
North China Univ Technol, Coll Sci, Beijing, Peoples R ChinaMiddle Tennessee State Univ, Computat Sci Program, Murfreesboro, TN 37130 USA
Hong, Don
[1
,2
]
Zhang, Fengqing
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机构:
Drexel Univ, Dept Psychol, Philadelphia, PA 19104 USAMiddle Tennessee State Univ, Computat Sci Program, Murfreesboro, TN 37130 USA
Zhang, Fengqing
[3
]
Zou, Jiancheng
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机构:
Middle Tennessee State Univ, Computat Sci Program, Murfreesboro, TN 37130 USA
North China Univ Technol, Coll Sci, Beijing, Peoples R ChinaMiddle Tennessee State Univ, Computat Sci Program, Murfreesboro, TN 37130 USA
Zou, Jiancheng
[1
,2
]
机构:
[1] Middle Tennessee State Univ, Computat Sci Program, Murfreesboro, TN 37130 USA
[2] North China Univ Technol, Coll Sci, Beijing, Peoples R China
[3] Drexel Univ, Dept Psychol, Philadelphia, PA 19104 USA
IMS data processing;
Statistical computing;
Wavelet application;
Biomarker selection and Classification;
Software package;
ELASTIC NET;
D O I:
10.1007/978-81-322-2452-5_11
中图分类号:
O29 [应用数学];
学科分类号:
070104 ;
摘要:
We developed IMSmining, a free software tool combining functions of intuitive visualization of imaging mass spectrometry (IMS) data with advanced analysis algorithms in a single package which is easy to operate. Main functions of IMSmining include data visualization, biomarker selection, and classification using advanced multivariate analysis methods such as elastic net, sparse PCA, as well as wavelets. It can be used to study the correlation and distribution of the IMS data by incorporating the spatial information in the entire image cube and to help finding the distinction of the possible features caused by the biological structure and the potential biomarkers. This software package can be downloaded from http://capone.mtsu.edu/dhong/IMSmining.htm.
机构:
Middle Tennessee State Univ, Dept Math Sci, Murfreesboro, TN 37132 USAMiddle Tennessee State Univ, Dept Math Sci, Murfreesboro, TN 37132 USA
Zhang, Fengqing
Hong, Don
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机构:
Middle Tennessee State Univ, Dept Math Sci, Murfreesboro, TN 37132 USA
Ningbo Univ, Coll Sci, Ningbo, Zhejiang, Peoples R ChinaMiddle Tennessee State Univ, Dept Math Sci, Murfreesboro, TN 37132 USA
机构:
Univ Manchester, Manchester Inst Biotechnol, Sch Chem, Manchester M1 7DN, Lancs, EnglandUniv Manchester, Manchester Inst Biotechnol, Sch Chem, Manchester M1 7DN, Lancs, England
Gromski, Piotr S.
Xu, Yun
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Univ Manchester, Manchester Inst Biotechnol, Sch Chem, Manchester M1 7DN, Lancs, EnglandUniv Manchester, Manchester Inst Biotechnol, Sch Chem, Manchester M1 7DN, Lancs, England
Xu, Yun
Correa, Elon
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Univ Manchester, Manchester Inst Biotechnol, Sch Chem, Manchester M1 7DN, Lancs, EnglandUniv Manchester, Manchester Inst Biotechnol, Sch Chem, Manchester M1 7DN, Lancs, England
Correa, Elon
Ellis, David I.
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机构:
Univ Manchester, Manchester Inst Biotechnol, Sch Chem, Manchester M1 7DN, Lancs, EnglandUniv Manchester, Manchester Inst Biotechnol, Sch Chem, Manchester M1 7DN, Lancs, England
Ellis, David I.
Turner, Michael L.
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机构:
Univ Manchester, Sch Chem, Manchester M13 9PL, Lancs, EnglandUniv Manchester, Manchester Inst Biotechnol, Sch Chem, Manchester M1 7DN, Lancs, England
Turner, Michael L.
Goodacre, Royston
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机构:
Univ Manchester, Manchester Inst Biotechnol, Sch Chem, Manchester M1 7DN, Lancs, EnglandUniv Manchester, Manchester Inst Biotechnol, Sch Chem, Manchester M1 7DN, Lancs, England