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Advanced Dimensionality Reduction for Imaging Mass Spectrometry of Human Eye Tissue through Low-Rank Modeling with Sparse and Dense Residuals.

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Title: Advanced Dimensionality Reduction for Imaging Mass Spectrometry of Human Eye Tissue through Low-Rank Modeling with Sparse and Dense Residuals.
Authors: Moens RAR; Delft Center for Systems and Control, Delft University of Technology, Delft 2628 CD, The Netherlands., Migas LG; Delft Center for Systems and Control, Delft University of Technology, Delft 2628 CD, The Netherlands., Anderson DMG; Department of Cell and Developmental Biology, Vanderbilt University, Nashville, Tennessee 37232, United States.; Mass Spectrometry Research Center, Vanderbilt University, Nashville, Tennessee 37232, United States., Messinger JD; Department of Ophthalmology and Visual Sciences, University of Alabama at Birmingham, Birmingham, Alabama 35294, United States., Ovchinnikova OS; Center for Nanophase Materials Sciences, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37831, United States.; Department of Materials Science and Engineering, University of Tennessee, Knoxville, Tennessee 37996, United States., Caprioli RM; Mass Spectrometry Research Center, Vanderbilt University, Nashville, Tennessee 37232, United States.; Department of Biochemistry, Vanderbilt University, Nashville, Tennessee 37232, United States.; Department of Chemistry, Vanderbilt University, Nashville, Tennessee 37232, United States.; Department of Medicine, Vanderbilt University, Nashville, Tennessee 37232, United States.; Department of Pharmacology, Vanderbilt University, Nashville, Tennessee 37232, United States., Curcio CA; Department of Ophthalmology and Visual Sciences, University of Alabama at Birmingham, Birmingham, Alabama 35294, United States., Schey KL; Mass Spectrometry Research Center, Vanderbilt University, Nashville, Tennessee 37232, United States.; Department of Biochemistry, Vanderbilt University, Nashville, Tennessee 37232, United States.; Department of Chemistry, Vanderbilt University, Nashville, Tennessee 37232, United States.; Department of Ophthalmology and Visual Sciences, Vanderbilt University, Nashville, Tennessee 37232, United States., Spraggins JM; Department of Cell and Developmental Biology, Vanderbilt University, Nashville, Tennessee 37232, United States.; Mass Spectrometry Research Center, Vanderbilt University, Nashville, Tennessee 37232, United States.; Department of Biochemistry, Vanderbilt University, Nashville, Tennessee 37232, United States.; Department of Chemistry, Vanderbilt University, Nashville, Tennessee 37232, United States.; Department of Pathology, Microbiology and Immunology, Vanderbilt University Medical Center, Nashville, Tennessee 37232, United States., Van de Plas R; Delft Center for Systems and Control, Delft University of Technology, Delft 2628 CD, The Netherlands.; Mass Spectrometry Research Center, Vanderbilt University, Nashville, Tennessee 37232, United States.; Department of Biochemistry, Vanderbilt University, Nashville, Tennessee 37232, United States.
Source: Analytical chemistry [Anal Chem] 2025 Oct 28; Vol. 97 (42), pp. 23040-23049. Date of Electronic Publication: 2025 Oct 13.
Publication Type: Journal Article; Research Support, N.I.H., Extramural
Journal Info: Publisher: American Chemical Society Country of Publication: United States NLM ID: 0370536 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1520-6882 (Electronic) Linking ISSN: 00032700 NLM ISO Abbreviation: Anal Chem Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Advanced Dimensionality Reduction for Imaging Mass Spectrometry of Human Eye Tissue through Low-Rank Modeling with Sparse and Dense Residuals.
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  Data: <searchLink fieldCode="AU" term="%22Moens+RAR%22">Moens RAR</searchLink>; Delft Center for Systems and Control, Delft University of Technology, Delft 2628 CD, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Migas+LG%22">Migas LG</searchLink>; Delft Center for Systems and Control, Delft University of Technology, Delft 2628 CD, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Anderson+DMG%22">Anderson DMG</searchLink>; Department of Cell and Developmental Biology, Vanderbilt University, Nashville, Tennessee 37232, United States.; Mass Spectrometry Research Center, Vanderbilt University, Nashville, Tennessee 37232, United States.<br /><searchLink fieldCode="AU" term="%22Messinger+JD%22">Messinger JD</searchLink>; Department of Ophthalmology and Visual Sciences, University of Alabama at Birmingham, Birmingham, Alabama 35294, United States.<br /><searchLink fieldCode="AU" term="%22Ovchinnikova+OS%22">Ovchinnikova OS</searchLink>; Center for Nanophase Materials Sciences, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37831, United States.; Department of Materials Science and Engineering, University of Tennessee, Knoxville, Tennessee 37996, United States.<br /><searchLink fieldCode="AU" term="%22Caprioli+RM%22">Caprioli RM</searchLink>; Mass Spectrometry Research Center, Vanderbilt University, Nashville, Tennessee 37232, United States.; Department of Biochemistry, Vanderbilt University, Nashville, Tennessee 37232, United States.; Department of Chemistry, Vanderbilt University, Nashville, Tennessee 37232, United States.; Department of Medicine, Vanderbilt University, Nashville, Tennessee 37232, United States.; Department of Pharmacology, Vanderbilt University, Nashville, Tennessee 37232, United States.<br /><searchLink fieldCode="AU" term="%22Curcio+CA%22">Curcio CA</searchLink>; Department of Ophthalmology and Visual Sciences, University of Alabama at Birmingham, Birmingham, Alabama 35294, United States.<br /><searchLink fieldCode="AU" term="%22Schey+KL%22">Schey KL</searchLink>; Mass Spectrometry Research Center, Vanderbilt University, Nashville, Tennessee 37232, United States.; Department of Biochemistry, Vanderbilt University, Nashville, Tennessee 37232, United States.; Department of Chemistry, Vanderbilt University, Nashville, Tennessee 37232, United States.; Department of Ophthalmology and Visual Sciences, Vanderbilt University, Nashville, Tennessee 37232, United States.<br /><searchLink fieldCode="AU" term="%22Spraggins+JM%22">Spraggins JM</searchLink>; Department of Cell and Developmental Biology, Vanderbilt University, Nashville, Tennessee 37232, United States.; Mass Spectrometry Research Center, Vanderbilt University, Nashville, Tennessee 37232, United States.; Department of Biochemistry, Vanderbilt University, Nashville, Tennessee 37232, United States.; Department of Chemistry, Vanderbilt University, Nashville, Tennessee 37232, United States.; Department of Pathology, Microbiology and Immunology, Vanderbilt University Medical Center, Nashville, Tennessee 37232, United States.<br /><searchLink fieldCode="AU" term="%22Van+de+Plas+R%22">Van de Plas R</searchLink>; Delft Center for Systems and Control, Delft University of Technology, Delft 2628 CD, The Netherlands.; Mass Spectrometry Research Center, Vanderbilt University, Nashville, Tennessee 37232, United States.; Department of Biochemistry, Vanderbilt University, Nashville, Tennessee 37232, United States.
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  Data: <searchLink fieldCode="JN" term="%220370536%22">Analytical chemistry</searchLink> [Anal Chem] 2025 Oct 28; Vol. 97 (42), pp. 23040-23049. <i>Date of Electronic Publication: </i>2025 Oct 13.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22American+Chemical+Society%22">American Chemical Society </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>0370536 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1520-6882 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2200032700%22">00032700 </searchLink><i>NLM ISO Abbreviation: </i>Anal Chem <i>Subsets: </i>MEDLINE
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        Value: 10.1021/acs.analchem.4c06368
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              Text: 2025 Oct 28
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