A novel method of correlated imaging, combining confocal Raman microscopy (CRM) and matrix-assisted laser desorption ionization (MALDI) mass spectrometry imaging (MSI) was developed in order to investigate the structural and chemical diversity inherent in three-dimensional (3D) cell cultures. These 3D spheroidal cell cultures are high throughput in vitro model systems that recapitulate some of the chemical and physiological gradients characteristic of tissues. As a result, they are ideal for testing new imaging approaches due to the native diversity of cellular phenotypes found within a single culture. Individually, confocal Raman microscopy (CRM) and mass spectrometry imaging (MSI) produce different kinds of chemical information. CRM imaging reveals differences in cellular integrity and protein secretion across a typical near-equatorial transverse slice, while MSI shows localization of small molecules to discrete regions of the spheroid section. Correlating information obtained from these disparate imaging methods begins with an external fiducial mask, added to the spheroidal samples to orient image acquisition on the two orthogonal platforms. Rather than combine the images directly, principal component analysis is used to reveal the most chemically-informative elements, which are then combined using digital image correlation. Using this approach, relationships between the principal components of each method are visualized so that they may be compared on commensurate spatial length scales.
机构:
Leiden Univ, Med Ctr, Dept Radiol, Div Image Proc, NL-2333 ZA Leiden, NetherlandsLeiden Univ, Med Ctr, Dept Radiol, Div Image Proc, NL-2333 ZA Leiden, Netherlands
Abdelmoula, Walid M.
Carreira, Ricardo J.
论文数: 0引用数: 0
h-index: 0
机构:
Leiden Univ, Med Ctr, Ctr Prote & Metabol, NL-2333 ZA Leiden, NetherlandsLeiden Univ, Med Ctr, Dept Radiol, Div Image Proc, NL-2333 ZA Leiden, Netherlands
Carreira, Ricardo J.
Shyti, Reinald
论文数: 0引用数: 0
h-index: 0
机构:
Leiden Univ, Med Ctr, Dept Human Genet, NL-2333 ZA Leiden, NetherlandsLeiden Univ, Med Ctr, Dept Radiol, Div Image Proc, NL-2333 ZA Leiden, Netherlands
Shyti, Reinald
Balluff, Benjamin
论文数: 0引用数: 0
h-index: 0
机构:
Leiden Univ, Med Ctr, Ctr Prote & Metabol, NL-2333 ZA Leiden, NetherlandsLeiden Univ, Med Ctr, Dept Radiol, Div Image Proc, NL-2333 ZA Leiden, Netherlands
Balluff, Benjamin
van Zeijl, Rene J. M.
论文数: 0引用数: 0
h-index: 0
机构:
Leiden Univ, Med Ctr, Ctr Prote & Metabol, NL-2333 ZA Leiden, NetherlandsLeiden Univ, Med Ctr, Dept Radiol, Div Image Proc, NL-2333 ZA Leiden, Netherlands
van Zeijl, Rene J. M.
Tolner, Else A.
论文数: 0引用数: 0
h-index: 0
机构:
Leiden Univ, Med Ctr, Dept Human Genet, NL-2333 ZA Leiden, Netherlands
Leiden Univ, Med Ctr, Dept Neurol, NL-2333 ZA Leiden, NetherlandsLeiden Univ, Med Ctr, Dept Radiol, Div Image Proc, NL-2333 ZA Leiden, Netherlands
Tolner, Else A.
Lelieveldt, Boudewijn F. P.
论文数: 0引用数: 0
h-index: 0
机构:
Leiden Univ, Med Ctr, Dept Radiol, Div Image Proc, NL-2333 ZA Leiden, Netherlands
Delft Univ Technol, Fac EEMCS, Intelligent Syst Grp, NL-2628 CN Delft, NetherlandsLeiden Univ, Med Ctr, Dept Radiol, Div Image Proc, NL-2333 ZA Leiden, Netherlands
Lelieveldt, Boudewijn F. P.
van den Maagdenberg, Arn M. J. M.
论文数: 0引用数: 0
h-index: 0
机构:
Leiden Univ, Med Ctr, Dept Human Genet, NL-2333 ZA Leiden, Netherlands
Leiden Univ, Med Ctr, Dept Neurol, NL-2333 ZA Leiden, NetherlandsLeiden Univ, Med Ctr, Dept Radiol, Div Image Proc, NL-2333 ZA Leiden, Netherlands
van den Maagdenberg, Arn M. J. M.
McDonnell, Liam A.
论文数: 0引用数: 0
h-index: 0
机构:
Leiden Univ, Med Ctr, Ctr Prote & Metabol, NL-2333 ZA Leiden, NetherlandsLeiden Univ, Med Ctr, Dept Radiol, Div Image Proc, NL-2333 ZA Leiden, Netherlands
McDonnell, Liam A.
Dijkstra, Jouke
论文数: 0引用数: 0
h-index: 0
机构:
Leiden Univ, Med Ctr, Dept Radiol, Div Image Proc, NL-2333 ZA Leiden, NetherlandsLeiden Univ, Med Ctr, Dept Radiol, Div Image Proc, NL-2333 ZA Leiden, Netherlands
机构:Vanderbilt Univ, Med Ctr, Mass Spectrometry Res Ctr, Nashville, TN 37232 USA
Cornett, Dale S.
Frappier, Sara L.
论文数: 0引用数: 0
h-index: 0
机构:Vanderbilt Univ, Med Ctr, Mass Spectrometry Res Ctr, Nashville, TN 37232 USA
Frappier, Sara L.
Caprioli, Richard M.
论文数: 0引用数: 0
h-index: 0
机构:
Vanderbilt Univ, Med Ctr, Mass Spectrometry Res Ctr, Nashville, TN 37232 USAVanderbilt Univ, Med Ctr, Mass Spectrometry Res Ctr, Nashville, TN 37232 USA
机构:
Univ Manchester, Sch Chem, Manchester Inst Biotechnol, Manchester M1 7ND, Lancs, EnglandUniv Manchester, Sch Chem, Manchester Inst Biotechnol, Manchester M1 7ND, Lancs, England
Ellis, David I.
Cowcher, David P.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Manchester, Sch Chem, Manchester Inst Biotechnol, Manchester M1 7ND, Lancs, EnglandUniv Manchester, Sch Chem, Manchester Inst Biotechnol, Manchester M1 7ND, Lancs, England
Cowcher, David P.
Ashton, Lorna
论文数: 0引用数: 0
h-index: 0
机构:
Univ Manchester, Sch Chem, Manchester Inst Biotechnol, Manchester M1 7ND, Lancs, EnglandUniv Manchester, Sch Chem, Manchester Inst Biotechnol, Manchester M1 7ND, Lancs, England
Ashton, Lorna
O'Hagan, Steve
论文数: 0引用数: 0
h-index: 0
机构:
Univ Manchester, Sch Chem, Manchester Inst Biotechnol, Manchester M1 7ND, Lancs, EnglandUniv Manchester, Sch Chem, Manchester Inst Biotechnol, Manchester M1 7ND, Lancs, England
O'Hagan, Steve
Goodacre, Royston
论文数: 0引用数: 0
h-index: 0
机构:
Univ Manchester, Sch Chem, Manchester Inst Biotechnol, Manchester M1 7ND, Lancs, England
Univ Manchester, Manchester Ctr Integrat Syst Biol, Manchester Inst Biotechnol, Manchester M1 7DN, Lancs, EnglandUniv Manchester, Sch Chem, Manchester Inst Biotechnol, Manchester M1 7ND, Lancs, England
机构:
Leiden Univ, Med Ctr, Dept Radiol, Div Image Proc, NL-2333 ZA Leiden, NetherlandsLeiden Univ, Med Ctr, Dept Radiol, Div Image Proc, NL-2333 ZA Leiden, Netherlands
Abdelmoula, Walid M.
Carreira, Ricardo J.
论文数: 0引用数: 0
h-index: 0
机构:
Leiden Univ, Med Ctr, Ctr Prote & Metabol, NL-2333 ZA Leiden, NetherlandsLeiden Univ, Med Ctr, Dept Radiol, Div Image Proc, NL-2333 ZA Leiden, Netherlands
Carreira, Ricardo J.
Shyti, Reinald
论文数: 0引用数: 0
h-index: 0
机构:
Leiden Univ, Med Ctr, Dept Human Genet, NL-2333 ZA Leiden, NetherlandsLeiden Univ, Med Ctr, Dept Radiol, Div Image Proc, NL-2333 ZA Leiden, Netherlands
Shyti, Reinald
Balluff, Benjamin
论文数: 0引用数: 0
h-index: 0
机构:
Leiden Univ, Med Ctr, Ctr Prote & Metabol, NL-2333 ZA Leiden, NetherlandsLeiden Univ, Med Ctr, Dept Radiol, Div Image Proc, NL-2333 ZA Leiden, Netherlands
Balluff, Benjamin
van Zeijl, Rene J. M.
论文数: 0引用数: 0
h-index: 0
机构:
Leiden Univ, Med Ctr, Ctr Prote & Metabol, NL-2333 ZA Leiden, NetherlandsLeiden Univ, Med Ctr, Dept Radiol, Div Image Proc, NL-2333 ZA Leiden, Netherlands
van Zeijl, Rene J. M.
Tolner, Else A.
论文数: 0引用数: 0
h-index: 0
机构:
Leiden Univ, Med Ctr, Dept Human Genet, NL-2333 ZA Leiden, Netherlands
Leiden Univ, Med Ctr, Dept Neurol, NL-2333 ZA Leiden, NetherlandsLeiden Univ, Med Ctr, Dept Radiol, Div Image Proc, NL-2333 ZA Leiden, Netherlands
Tolner, Else A.
Lelieveldt, Boudewijn F. P.
论文数: 0引用数: 0
h-index: 0
机构:
Leiden Univ, Med Ctr, Dept Radiol, Div Image Proc, NL-2333 ZA Leiden, Netherlands
Delft Univ Technol, Fac EEMCS, Intelligent Syst Grp, NL-2628 CN Delft, NetherlandsLeiden Univ, Med Ctr, Dept Radiol, Div Image Proc, NL-2333 ZA Leiden, Netherlands
Lelieveldt, Boudewijn F. P.
van den Maagdenberg, Arn M. J. M.
论文数: 0引用数: 0
h-index: 0
机构:
Leiden Univ, Med Ctr, Dept Human Genet, NL-2333 ZA Leiden, Netherlands
Leiden Univ, Med Ctr, Dept Neurol, NL-2333 ZA Leiden, NetherlandsLeiden Univ, Med Ctr, Dept Radiol, Div Image Proc, NL-2333 ZA Leiden, Netherlands
van den Maagdenberg, Arn M. J. M.
McDonnell, Liam A.
论文数: 0引用数: 0
h-index: 0
机构:
Leiden Univ, Med Ctr, Ctr Prote & Metabol, NL-2333 ZA Leiden, NetherlandsLeiden Univ, Med Ctr, Dept Radiol, Div Image Proc, NL-2333 ZA Leiden, Netherlands
McDonnell, Liam A.
Dijkstra, Jouke
论文数: 0引用数: 0
h-index: 0
机构:
Leiden Univ, Med Ctr, Dept Radiol, Div Image Proc, NL-2333 ZA Leiden, NetherlandsLeiden Univ, Med Ctr, Dept Radiol, Div Image Proc, NL-2333 ZA Leiden, Netherlands
机构:Vanderbilt Univ, Med Ctr, Mass Spectrometry Res Ctr, Nashville, TN 37232 USA
Cornett, Dale S.
Frappier, Sara L.
论文数: 0引用数: 0
h-index: 0
机构:Vanderbilt Univ, Med Ctr, Mass Spectrometry Res Ctr, Nashville, TN 37232 USA
Frappier, Sara L.
Caprioli, Richard M.
论文数: 0引用数: 0
h-index: 0
机构:
Vanderbilt Univ, Med Ctr, Mass Spectrometry Res Ctr, Nashville, TN 37232 USAVanderbilt Univ, Med Ctr, Mass Spectrometry Res Ctr, Nashville, TN 37232 USA
机构:
Univ Manchester, Sch Chem, Manchester Inst Biotechnol, Manchester M1 7ND, Lancs, EnglandUniv Manchester, Sch Chem, Manchester Inst Biotechnol, Manchester M1 7ND, Lancs, England
Ellis, David I.
Cowcher, David P.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Manchester, Sch Chem, Manchester Inst Biotechnol, Manchester M1 7ND, Lancs, EnglandUniv Manchester, Sch Chem, Manchester Inst Biotechnol, Manchester M1 7ND, Lancs, England
Cowcher, David P.
Ashton, Lorna
论文数: 0引用数: 0
h-index: 0
机构:
Univ Manchester, Sch Chem, Manchester Inst Biotechnol, Manchester M1 7ND, Lancs, EnglandUniv Manchester, Sch Chem, Manchester Inst Biotechnol, Manchester M1 7ND, Lancs, England
Ashton, Lorna
O'Hagan, Steve
论文数: 0引用数: 0
h-index: 0
机构:
Univ Manchester, Sch Chem, Manchester Inst Biotechnol, Manchester M1 7ND, Lancs, EnglandUniv Manchester, Sch Chem, Manchester Inst Biotechnol, Manchester M1 7ND, Lancs, England
O'Hagan, Steve
Goodacre, Royston
论文数: 0引用数: 0
h-index: 0
机构:
Univ Manchester, Sch Chem, Manchester Inst Biotechnol, Manchester M1 7ND, Lancs, England
Univ Manchester, Manchester Ctr Integrat Syst Biol, Manchester Inst Biotechnol, Manchester M1 7DN, Lancs, EnglandUniv Manchester, Sch Chem, Manchester Inst Biotechnol, Manchester M1 7ND, Lancs, England