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Abstract
Multiplex imaging has emerged as an invaluable tool for immune-oncologists and translational researchers, enabling them to examine intricate interactions among immune cells, stroma, matrix, and malignant cells within the tumor microenvironment (TME). It holds significant promise in the quest to discover improved biomarkers for treatment stratification and identify novel therapeutic targets. Nonetheless, several challenges exist in the realms of study design, experiment optimization, and data analysis. In this review, our aim is to present an overview of the utilization of multiplex imaging in immuno-oncology studies and inform novice researchers about the fundamental principles at each stage of the imaging and analysis process.
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Affiliation(s)
- Chen Zhao
- Thoracic and GI Malignancies Branch, CCR, NCI, Bethesda, Maryland, USA
- Lymphocyte Biology Section, Laboratory of Immune System Biology, NIAID, Bethesda, Maryland, USA
| | - Ronald N Germain
- Lymphocyte Biology Section, Laboratory of Immune System Biology, NIAID, Bethesda, Maryland, USA
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2
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Park J, Kim J, Lewy T, Rice CM, Elemento O, Rendeiro AF, Mason CE. Spatial omics technologies at multimodal and single cell/subcellular level. Genome Biol 2022; 23:256. [PMID: 36514162 PMCID: PMC9746133 DOI: 10.1186/s13059-022-02824-6] [Citation(s) in RCA: 38] [Impact Index Per Article: 19.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2022] [Accepted: 11/29/2022] [Indexed: 12/15/2022] Open
Abstract
Spatial omics technologies enable a deeper understanding of cellular organizations and interactions within a tissue of interest. These assays can identify specific compartments or regions in a tissue with differential transcript or protein abundance, delineate their interactions, and complement other methods in defining cellular phenotypes. A variety of spatial methodologies are being developed and commercialized; however, these techniques differ in spatial resolution, multiplexing capability, scale/throughput, and coverage. Here, we review the current and prospective landscape of single cell to subcellular resolution spatial omics technologies and analysis tools to provide a comprehensive picture for both research and clinical applications.
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Affiliation(s)
- Jiwoon Park
- Department of Physiology, Biophysics and Systems Biology, Weill Cornell Medicine, New York, NY, USA
- Laboratory of Virology and Infectious Disease, The Rockefeller University, New York, NY, 10065, USA
| | - Junbum Kim
- Department of Physiology, Biophysics and Systems Biology, Weill Cornell Medicine, New York, NY, USA
| | - Tyler Lewy
- Laboratory of Virology and Infectious Disease, The Rockefeller University, New York, NY, 10065, USA
| | - Charles M Rice
- Laboratory of Virology and Infectious Disease, The Rockefeller University, New York, NY, 10065, USA
| | - Olivier Elemento
- Department of Physiology, Biophysics and Systems Biology, Weill Cornell Medicine, New York, NY, USA
- The HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY, USA
- Caryl and Israel Englander Institute for Precision Medicine, Weill Cornell Medicine, New York, NY, USA
| | - André F Rendeiro
- The HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY, USA
- Caryl and Israel Englander Institute for Precision Medicine, Weill Cornell Medicine, New York, NY, USA
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria
| | - Christopher E Mason
- Department of Physiology, Biophysics and Systems Biology, Weill Cornell Medicine, New York, NY, USA.
- The HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY, USA.
- The Feil Family Brain and Mind Research Institute, Weill Cornell Medicine, New York, NY, USA.
- The WorldQuant Initiative for Quantitative Prediction, Weill Cornell Medicine, New York, NY, USA.
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3
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Meneveau MO, Sahli ZT, Lynch KT, Mauldin IS, Slingluff CL. Immunotyping and Quantification of Melanoma Tumor-Infiltrating Lymphocytes. Methods Mol Biol 2021; 2265:515-528. [PMID: 33704737 DOI: 10.1007/978-1-0716-1205-7_36] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/30/2023]
Abstract
The density of tumour-infiltrating lymphocytes (TILs) in melanoma is correlated with improved clinical prognosis; however, standardized TIL immunotyping and quantification protocols are lacking. Herein, we provide a review of the technologies being utilized for the immunotyping and quantification of melanoma TILs.
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Affiliation(s)
- Max O Meneveau
- Department of Surgery, The University of Virginia Health System, Charlottesville, VA, USA
| | - Zeyad T Sahli
- Department of Surgery, The University of Virginia Health System, Charlottesville, VA, USA
| | - Kevin T Lynch
- Department of Surgery, The University of Virginia Health System, Charlottesville, VA, USA
| | - Ileana S Mauldin
- Department of Surgery, The University of Virginia Health System, Charlottesville, VA, USA
| | - Craig L Slingluff
- Department of Surgery, The University of Virginia Health System, Charlottesville, VA, USA.
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4
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Phelps DS, Chinchilli VM, Weisz J, Shearer D, Zhang X, Floros J. Using toponomics to characterize phenotypic diversity in alveolar macrophages from male mice treated with exogenous SP-A1. Biomark Res 2020; 8:5. [PMID: 32082572 PMCID: PMC7020580 DOI: 10.1186/s40364-019-0181-z] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2019] [Accepted: 12/30/2019] [Indexed: 01/12/2023] Open
Abstract
Background We used the Toponome Imaging System (TIS) to identify “patterns of marker expression”, referred to here as combinatorial molecular phenotypes (CMPs) in alveolar macrophages (AM) in response to the innate immune molecule, SP-A1. Methods We compared 114 AM from male SP-A deficient mice. One group (n = 3) was treated with exogenous human surfactant protein A1 (hSP-A1) and the other with vehicle (n = 3). AM obtained by bronchoalveolar lavage were plated onto slides and analyzed using TIS to study the AM toponome, the spatial network of proteins within intact cells. With TIS, each slide is sequentially immunostained with multiple FITC-conjugated antibodies. Images are analyzed pixel-by-pixel identifying all of the proteins within each pixel, which are then designated as CMPs. CMPs represent organized protein clusters postulated to contribute to specific functions. Results 1) We compared identical CMPs in KO and SP-A1 cells and found them to differ significantly (p = 0.0007). Similarities between pairs of markers in the two populations also differed significantly (p < 0.0001). 2) Focusing on the 20 most abundant CMPs for each cell, we developed a method to generate CMP “signatures” that characterized various groups of cells. Phenotypes were defined as cells exhibiting similar signatures of CMPs. i) AM were extremely diverse and each group contained cells with multiple phenotypes. ii) Among the 114 AM analyzed, no two cells were identical. iii) However, CMP signatures could distinguish among cell subpopulations within and between groups. iv) Some cell populations were enriched with SP-A1 treatment, some were more common without SP-A1, and some seemed not to be influenced by the presence of SP-A1. v) We also found that AM were more diverse in mice treated with SP-A1 compared to those treated with vehicle. Conclusions AM diversity is far more extensive than originally thought. The increased diversity of SP-A1-treated mice points to the possibility that SP-A1 enhances or activates several pathways in the AM to better prepare it for its innate immune functions and other functions shown previously to be affected by SP-A treatment. Future studies may identify key protein(s) responsible for CMP integrity and consequently for a given function, and target it for therapeutic purposes.
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Affiliation(s)
- David S Phelps
- 1Penn State Center for Host defense, Inflammation, and Lung Disease (CHILD) Research and Departments of Pediatrics, The Pennsylvania State University College of Medicine, Hershey, PA 17033 USA
| | - Vernon M Chinchilli
- 2Public Health Sciences; and Obstetrics and Gynecology, The Pennsylvania State University College of Medicine, Hershey, PA 17033 USA
| | - Judith Weisz
- 3Obstetrics and Gynecology, The Pennsylvania State University College of Medicine, Hershey, PA 17033 USA
| | - Debra Shearer
- 3Obstetrics and Gynecology, The Pennsylvania State University College of Medicine, Hershey, PA 17033 USA
| | - Xuesheng Zhang
- 1Penn State Center for Host defense, Inflammation, and Lung Disease (CHILD) Research and Departments of Pediatrics, The Pennsylvania State University College of Medicine, Hershey, PA 17033 USA
| | - Joanna Floros
- 1Penn State Center for Host defense, Inflammation, and Lung Disease (CHILD) Research and Departments of Pediatrics, The Pennsylvania State University College of Medicine, Hershey, PA 17033 USA.,3Obstetrics and Gynecology, The Pennsylvania State University College of Medicine, Hershey, PA 17033 USA
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5
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Holzwarth K, Köhler R, Philipsen L, Tokoyoda K, Ladyhina V, Wählby C, Niesner RA, Hauser AE. Multiplexed fluorescence microscopy reveals heterogeneity among stromal cells in mouse bone marrow sections. Cytometry A 2018; 93:876-888. [DOI: 10.1002/cyto.a.23526] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2018] [Revised: 05/22/2018] [Accepted: 06/20/2018] [Indexed: 01/07/2023]
Affiliation(s)
| | - Ralf Köhler
- Deutsches Rheumaforschungszentrum, a Leibniz Institute; Berlin Germany
| | - Lars Philipsen
- Institute of Molecular and Clinical Immunology, Medical Faculty; Otto von Guericke University; Magdeburg Germany
| | - Koji Tokoyoda
- Deutsches Rheumaforschungszentrum, a Leibniz Institute; Berlin Germany
| | - Valeriia Ladyhina
- Centre for Image Analysis, Department of Information Technology, Division of Visual Information and Interaction; Uppsala University; Uppsala Sweden
| | - Carolina Wählby
- Centre for Image Analysis, Department of Information Technology, Division of Visual Information and Interaction; Uppsala University; Uppsala Sweden
| | - Raluca A. Niesner
- Deutsches Rheumaforschungszentrum, a Leibniz Institute; Berlin Germany
| | - Anja E. Hauser
- Immune Dynamics; Charité - Universitätsmedizin; Berlin Germany
- Deutsches Rheumaforschungszentrum, a Leibniz Institute; Berlin Germany
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6
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Easy Employment and Crosstalk-Free Detection of Seven Fluorophores in a Widefield Fluorescence Microscope. Methods Protoc 2018; 1:mps1020020. [PMID: 31164563 PMCID: PMC6526416 DOI: 10.3390/mps1020020] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2018] [Revised: 05/26/2018] [Accepted: 05/30/2018] [Indexed: 11/29/2022] Open
Abstract
Immunofluorescence staining has become an essential tool in pathology and biomedical sciences to identify rare cells, cell–cell interactions, and submicroscopic cellular components. Many experimental settings, however, suffer from the fact that traditional widefield fluorescence microscopy is usually restricted to imaging three or four fluorophores only. Due to a lack of morphological information and a high detection limit, even flow cytometry—which is capable of staining 20 or more fluorophores at the same time—is limited in its applicability, especially in areas such as rare cell detection. Other advanced imaging approaches, such as confocal laser scanning microscopy and imaging flow cytometry, may be addressing these shortcomings, but in turn require sophisticated downstream data processing and high capital outlay. Here, we describe a new method and filter set-up to routinely employ up to seven fluorophores on a traditional widefield fluorescence microscope equipped with a standard high-pressure mercury light source. Quantification of crosstalk between channels and actual seven-color imaging of cancer cells spiked into leukocytes demonstrate that there is no need for digital compensation correction algorithms. Our set-up thus permits a detailed analysis of rare cell populations, co-localization of antigens, and cell morphology in a standard research or routine laboratory setting.
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Eckhardt J, Döbbeler M, König C, Kuczera K, Kuhnt C, Ostalecki C, Zinser E, Mak TW, Steinkasserer A, Lechmann M. Thymic stromal lymphopoietin deficiency attenuates experimental autoimmune encephalomyelitis. Clin Exp Immunol 2015; 181:51-64. [PMID: 25753260 DOI: 10.1111/cei.12621] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/02/2015] [Indexed: 12/19/2022] Open
Abstract
In the present study we examined the role of thymic stromal lymphopoietin (TSLP) in experimental autoimmune encephalomyelitis (EAE). Here, we report that TSLP knock-out (KO) mice display a delayed onset of disease and an attenuated form of EAE. This delayed onset was accompanied by a reduced number of encephalitogenic T helper type 1 (Th1) cells in the central nervous system (CNS) of TSLP KO mice. In addition, CD4(+) and CD8(+) T cells from CNS of TSLP KO mice show a reduced activation status in comparison to wild-type mice. It is noteworthy that we could also show that lymph node cells from TSLP KO mice expanded less efficiently and that interleukin (IL)-6-, interferon (IFN)-γ and tumour necrosis factor (TNF)-α levels were reduced. Furthermore, CD3(+) T cells isolated in the preclinical phase from myelin oligodendrocyte glycoprotein peptide 35-55 (MOG(35-55))-immunized TSLP KO mice showed a reduced response after secondary exposure to MOG(35-55), indicating that differentiation of naive T cells into MOG(35-55)-specific effector and memory T cells was impaired in KO mice. The addition of recombinant TSLP enhanced T cell proliferation during MOG(35-55) restimulation, showing that T cells also respond directly to TSLP. In summary, these data demonstrate that expression of, and immune activation by, TSLP contributes significantly to the immunopathology of EAE.
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Affiliation(s)
- J Eckhardt
- Department of Immune Modulation at the Department of Dermatology
| | - M Döbbeler
- Department of Immune Modulation at the Department of Dermatology
| | - C König
- Department of Immune Modulation at the Department of Dermatology
| | - K Kuczera
- Department of Immune Modulation at the Department of Dermatology
| | - C Kuhnt
- Department of Immune Modulation at the Department of Dermatology
| | - C Ostalecki
- Department of Dermatology, University Hospital Erlangen, Erlangen, Germany
| | - E Zinser
- Department of Immune Modulation at the Department of Dermatology
| | - T W Mak
- The Campbell Family Institute for Breast Cancer Research at Princess Margaret Hospital, University Health Network, Toronto, Ontario, Canada
| | - A Steinkasserer
- Department of Immune Modulation at the Department of Dermatology
| | - M Lechmann
- Department of Immune Modulation at the Department of Dermatology
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8
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Schubert W. Advances in toponomics drug discovery: Imaging cycler microscopy correctly predicts a therapy method of amyotrophic lateral sclerosis. Cytometry A 2015; 87:696-703. [PMID: 25869332 PMCID: PMC4676937 DOI: 10.1002/cyto.a.22671] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
An imaging cycler microscope (ICM) is a fully automated (epi)fluorescence microscope which overcomes the spectral resolution limit resulting in parameter- and dimension-unlimited fluorescence imaging. This enables the spatial resolution of large molecular systems with their emergent topological properties (toponome) in morphologically intact cells and tissues displaying thousands of multi protein assemblies at a time. The resulting combinatorial geometry of these systems has been shown to be key for in-vivo/in-situ detection of lead proteins controlling protein network topology and (dys)function: If lead proteins are blocked or downregulated the corresponding disease protein network disassembles. Here, correct therapeutic predictions are exemplified for ALS. ICM drug target studies have discovered an 18-dimensional cell surface molecular system in ALS-PBMC with a lead drug target protein, whose therapeutic downregulation is now reported to show statistically significant effect with stop of disease progression in one third of the ALS patients. Together, this clinical and the earlier experimental validations of the ICM approach indicate that ICM readily discovers in vivo robustness nodes of disease with lead proteins controlling them. Breaking in vivo robustness nodes using drugs against their lead proteins is likely to overcome current high drug attrition rates. © 2015 The Author. Published by Wiley Periodicals, Inc, on behalf of ISAC.
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Affiliation(s)
- Walter Schubert
- Department of Medicine, Molecular Pattern Recognition Research Group, Otto Von Guericke University, Magdeburg, Germany
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9
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Eckhardt J, Kreiser S, Döbbeler M, Nicolette C, DeBenedette MA, Tcherepanova IY, Ostalecki C, Pommer AJ, Becker C, Günther C, Zinser E, Mak TW, Steinkasserer A, Lechmann M. Soluble CD83 ameliorates experimental colitis in mice. Mucosal Immunol 2014; 7:1006-18. [PMID: 24424524 DOI: 10.1038/mi.2013.119] [Citation(s) in RCA: 38] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2013] [Accepted: 12/02/2013] [Indexed: 02/04/2023]
Abstract
The physiological balance between pro- and anti-inflammatory processes is dysregulated in inflammatory bowel diseases (IBD) as in Crohn's disease and ulcerative colitis. Conventional therapy uses anti-inflammatory and immunosuppressive corticosteroids to treat acute-phase symptoms. However, low remission rate and strong side effects of these therapies are not satisfying. Thus, there is a high medical need for new therapeutic strategies. Soluble CD83, the extracellular domain of the transmembrane CD83 molecule, has been reported to have interesting therapeutic and immunosuppressive properties by suppressing dendritic cell (DC)-mediated T-cell activation and inducing tolerogenic DCs. However, the expression and function of CD83 in IBD is still unknown. Here, we show that CD83 expression is upregulated by different leukocyte populations in a chemical-induced murine colitis model. Furthermore, in this study the potential of sCD83 to modulate colitis using an experimental murine colitis model was investigated. Strikingly, sCD83 ameliorated the clinical disease symptoms, drastically reduced mortality, and strongly decreased inflammatory cytokine expression in mesenteric lymph nodes and colon. The infiltration of macrophages and granulocytes into colonic tissues was vigorously inhibited. Mechanistically, we could show that sCD83-induced expression of indolamine 2,3-dioxygenase is essential for its protective effects.
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Affiliation(s)
- J Eckhardt
- Department of Immune Modulation at the Department of Dermatology, University Hospital Erlangen, Erlangen, Germany
| | - S Kreiser
- Department of Immune Modulation at the Department of Dermatology, University Hospital Erlangen, Erlangen, Germany
| | - M Döbbeler
- Department of Immune Modulation at the Department of Dermatology, University Hospital Erlangen, Erlangen, Germany
| | - C Nicolette
- Argos Therapeutics, Durham, North Carolina, USA
| | | | | | - C Ostalecki
- Department of Dermatology, University Hospital Erlangen, Erlangen, Germany
| | - A J Pommer
- Department of Dermatology, University Hospital Erlangen, Erlangen, Germany
| | - C Becker
- Department of Medicine 1, University Hospital Erlangen, Erlangen, Germany
| | - C Günther
- Department of Medicine 1, University Hospital Erlangen, Erlangen, Germany
| | - E Zinser
- Department of Immune Modulation at the Department of Dermatology, University Hospital Erlangen, Erlangen, Germany
| | - T W Mak
- The Campbell Family Institute for Breast Cancer Research at Princess Margaret Hospital, University Health Network, Toronto, Ontario, Canada
| | - A Steinkasserer
- Department of Immune Modulation at the Department of Dermatology, University Hospital Erlangen, Erlangen, Germany
| | - M Lechmann
- Department of Immune Modulation at the Department of Dermatology, University Hospital Erlangen, Erlangen, Germany
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10
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Yamamoto K, Ahyi ANN, Pepper-Cunningham ZA, Ferrari JD, Wilson AA, Jones MR, Quinton LJ, Mizgerd JP. Roles of lung epithelium in neutrophil recruitment during pneumococcal pneumonia. Am J Respir Cell Mol Biol 2014; 50:253-62. [PMID: 24010952 DOI: 10.1165/rcmb.2013-0114oc] [Citation(s) in RCA: 49] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022] Open
Abstract
Epithelial cells line the respiratory tract and interface with the external world. Epithelial cells contribute to pulmonary inflammation, but specific epithelial roles have proven difficult to define. To discover unique epithelial activities that influence immunity during infection, we generated mice with nuclear factor-κB RelA mutated throughout all epithelial cells of the lung and coupled this approach with epithelial cell isolation from infected and uninfected lungs for cell-specific analyses of gene induction. The RelA mutant mice appeared normal basally, but in response to pneumococcus in the lungs they were unable to rapidly recruit neutrophils to the air spaces. Epithelial cells expressed multiple neutrophil-stimulating cytokines during pneumonia, all of which depended on RelA. Cytokine expression by nonepithelial cells was unaltered by the epithelial mutation of RelA. Epithelial cells were the predominant sources of CXCL5 and granulocyte-macrophage colony-stimulating factor (GM-CSF), whereas nonepithelial cells were major sources for other neutrophil-activating cytokines. Epithelial RelA mutation decreased whole lung levels of CXCL5 and GM-CSF during pneumococcal pneumonia, whereas lung levels of other neutrophil-recruiting factors were unaffected. Defective neutrophil recruitment in epithelial mutant mice could be rescued by administration of CXCL5 or GM-CSF. These results reveal a specialized immune function for the pulmonary epithelium, the induction of CXCL5 and GM-CSF, to accelerate neutrophil recruitment in the infected lung.
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Affiliation(s)
- Kazuko Yamamoto
- 1 Pulmonary Center, Boston University School of Medicine, Boston, Massachusetts
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11
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Eissing N, Heger L, Baranska A, Cesnjevar R, Büttner-Herold M, Söder S, Hartmann A, Heidkamp GF, Dudziak D. Easy performance of 6-color confocal immunofluorescence with 4-laser line microscopes. Immunol Lett 2014; 161:1-5. [PMID: 24726673 DOI: 10.1016/j.imlet.2014.04.003] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2014] [Revised: 03/27/2014] [Accepted: 04/01/2014] [Indexed: 10/25/2022]
Abstract
Confocal laser scanning microscopy is an advanced technique for imaging tissue samples in vitro and in vivo at high optical resolution. The development of new fluorochrome variants do not only make it possible to perform multicolor flow cytometry of single cells, but in combination with high resolution laser scanning systems also to investigate the distribution of cells in lymphoid tissues by confocal immunofluorescence analyses, thus allowing the distinction of various cell populations directly in the tissue. Here, we provide a protocol for the visualization of at least six differently fluorochrome-labeled antibodies at the same time using a conventional confocal laser scanning microscope with four laser lines (405 nm, 488 nm, 555 nm, and 639 nm laser wavelength) in both murine and human tissue samples. We further demonstrate that compensation correction algorithms are not necessary to reduce spillover of fluorochromes into other channels when the used fluorochromes are combined according to their specific emission bands and the varying Stokes shift for co-excited fluorochromes with the same laser line.
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Affiliation(s)
- Nathalie Eissing
- Friedrich-Alexander Universität Erlangen-Nürnberg, Universitätsklinikum Erlangen, Department of Dermatology, Laboratory of Dendritic Cell Biology, Erlangen, Germany
| | - Lukas Heger
- Friedrich-Alexander Universität Erlangen-Nürnberg, Universitätsklinikum Erlangen, Department of Dermatology, Laboratory of Dendritic Cell Biology, Erlangen, Germany
| | - Anna Baranska
- Friedrich-Alexander Universität Erlangen-Nürnberg, Universitätsklinikum Erlangen, Department of Dermatology, Laboratory of Dendritic Cell Biology, Erlangen, Germany
| | - Robert Cesnjevar
- Friedrich-Alexander Universität Erlangen-Nürnberg, Universitätsklinikum Erlangen, Department of Paediatric Cardiac Surgery, Erlangen, Germany
| | - Maike Büttner-Herold
- Friedrich-Alexander Universität Erlangen-Nürnberg, Universitätsklinikum Erlangen, Department of Nephropathology, Institute of Pathology, Erlangen, Germany
| | - Stephan Söder
- Friedrich-Alexander Universität Erlangen-Nürnberg, Universitätsklinikum Erlangen, Department of Pathology, Erlangen, Germany
| | - Arndt Hartmann
- Friedrich-Alexander Universität Erlangen-Nürnberg, Universitätsklinikum Erlangen, Department of Pathology, Erlangen, Germany
| | - Gordon F Heidkamp
- Friedrich-Alexander Universität Erlangen-Nürnberg, Universitätsklinikum Erlangen, Department of Dermatology, Laboratory of Dendritic Cell Biology, Erlangen, Germany.
| | - Diana Dudziak
- Friedrich-Alexander Universität Erlangen-Nürnberg, Universitätsklinikum Erlangen, Department of Dermatology, Laboratory of Dendritic Cell Biology, Erlangen, Germany.
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12
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Schubert W. Systematic, spatial imaging of large multimolecular assemblies and the emerging principles of supramolecular order in biological systems. J Mol Recognit 2014; 27:3-18. [PMID: 24375580 PMCID: PMC4283051 DOI: 10.1002/jmr.2326] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2013] [Accepted: 08/27/2013] [Indexed: 01/27/2023]
Abstract
Understanding biological systems at the level of their relational (emergent) molecular properties in functional protein networks relies on imaging methods, able to spatially resolve a tissue or a cell as a giant, non-random, topologically defined collection of interacting supermolecules executing myriads of subcellular mechanisms. Here, the development and findings of parameter-unlimited functional super-resolution microscopy are described-a technology based on the fluorescence imaging cycler (IC) principle capable of co-mapping thousands of distinct biomolecular assemblies at high spatial resolution and differentiation (<40 nm distances). It is shown that the subcellular and transcellular features of such supermolecules can be described at the compositional and constitutional levels; that the spatial connection, relational stoichiometry, and topology of supermolecules generate hitherto unrecognized functional self-segmentation of biological tissues; that hierarchical features, common to thousands of simultaneously imaged supermolecules, can be identified; and how the resulting supramolecular order relates to spatial coding of cellular functionalities in biological systems. A large body of observations with IC molecular systems microscopy collected over 20 years have disclosed principles governed by a law of supramolecular segregation of cellular functionalities. This pervades phenomena, such as exceptional orderliness, functional selectivity, combinatorial and spatial periodicity, and hierarchical organization of large molecular systems, across all species investigated so far. This insight is based on the high degree of specificity, selectivity, and sensitivity of molecular recognition processes for fluorescence imaging beyond the spectral resolution limit, using probe libraries controlled by ICs.
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Affiliation(s)
- Walter Schubert
- Molecular pattern recognition research group, O-v-G-university MagdeburgGermany
- International faculty, Max-Planck (CAS-MPG) partner institute for computational biologyShanghai, China
- Human toponome project, TNLMunich, Germany
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13
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Eaton VL, Vasquez KO, Goings GE, Hunter ZN, Peterson JD, Miller SD. Optical tomographic imaging of near infrared imaging agents quantifies disease severity and immunomodulation of experimental autoimmune encephalomyelitis in vivo. J Neuroinflammation 2013; 10:138. [PMID: 24237884 PMCID: PMC4225609 DOI: 10.1186/1742-2094-10-138] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2013] [Accepted: 11/07/2013] [Indexed: 12/29/2022] Open
Abstract
Background Experimental autoimmune encephalomyelitis (EAE) is an animal model that captures many of the hallmarks of human multiple sclerosis (MS), including blood–brain barrier (BBB) breakdown, inflammation, demyelination and axonal destruction. The standard clinical score measurement of disease severity and progression assesses functional changes in animal mobility; however, it does not offer information regarding the underlying pathophysiology of the disease in real time. The purpose of this study was to apply a novel optical imaging technique that offers the advantage of rapid imaging of relevant biomarkers in live animals. Methods Advances in non-invasive fluorescence molecular tomographic (FMT) imaging, in combination with a variety of biological imaging agents, offer a unique, sensitive and quantifiable approach to assessing disease biology in living animals. Using vascular (AngioSense 750EX) and protease-activatable cathepsin B (Cat B 680 FAST) near infrared (NIR) fluorescence imaging agents to detect BBB breakdown and inflammation, respectively, we quantified brain and spinal cord changes in mice with relapsing-remitting PLP139-151-induced EAE and in response to tolerogenic therapy. Results FMT imaging and analysis techniques were carefully characterized and non-invasive imaging results corroborated by both ex vivo tissue imaging and comparison to clinical score results and histopathological analysis of CNS tissue. FMT imaging showed clear differences between control and diseased mice, and immune tolerance induction by antigen-coupled PLGA nanoparticles effectively blocked both disease induction and accumulation of imaging agents in the brain and spinal cord. Conclusions Cat B 680 FAST and AngioSense 750EX offered the combination best able to detect disease in both the brain and spinal cord, as well as the downregulation of disease by antigen-specific tolerance. Non-invasive optical tomographic imaging thus offers a unique approach to monitoring neuroinflammatory disease and therapeutic intervention in living mice with EAE.
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Affiliation(s)
- Valerie L Eaton
- Department of Microbiology-Immunology, Northwestern University, Feinberg School of Medicine, 6-713 Tarry Building, 303 E Chicago Avenue, Chicago, IL 60611, USA.
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