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Reiser J, Albers J, Svetlove A, Mertiny M, Kommoss FKF, Schwab C, Schneemann A, Tromba G, Wacker I, Curticean RE, Schroeder RR, Kauczor HU, Wielpütz MO, Dullin C, Wagner WL. Integrated 3D imaging of FFPE lung tissue combining microCT, light and electron microscopy allows for contextualized ultrastructural and histological analysis. Sci Rep 2025; 15:18656. [PMID: 40437062 PMCID: PMC12120005 DOI: 10.1038/s41598-025-02770-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2024] [Accepted: 05/15/2025] [Indexed: 06/01/2025] Open
Abstract
Classical histopathology of formalin fixed and paraffin embedded (FFPE) tissue using light microscopy (LM) remains the undisputed gold standard in biomedical microstructural lung tissue analysis. To extend this method, we developed an integrative imaging and processing pipeline which adds 3D context and screening capabilities by microCT (µCT) imaging of the entire paraffin block and adds ultrastructural information by correlative same-slide scanning electron microscopy (SEM). The different modalities are integrated by elastic registration to provide hybrid image datasets. Without compromising standard light microscopic readout, we overcome the limitations of conventional histology by combining and integrating several imaging modalities. The biochemical information contained in histological and immunohistological tissue staining is embedded into the 3D tissue configuration and is amplified by adding ultrastructural visualization of features of interest. By combining µCT and conventional histological processing, specimens can be screened, and specifically preselected areas of interest can be targeted in the subsequent sectioning process. While most of the µCT data shown in the manuscript was acquired at a Synchrotron, we further demonstrate that our workflow can also be applied using X-ray microscopy.
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Affiliation(s)
- Johanna Reiser
- Department of Diagnostic and Interventional Radiology, University Hospital Heidelberg, Im Neuenheimer Feld 420, 69120, Heidelberg, Germany
- Translational Lung Research Center Heidelberg (TLRC), Im Neuenheimer Feld 130.3, 69120, Heidelberg, Germany
| | - Jonas Albers
- Biological X-ray Imaging, European Molecular Biology Laboratory, Notkestrasse 85, 22607, Hamburg, Germany
| | - Angelika Svetlove
- Biological X-ray Imaging, European Molecular Biology Laboratory, Notkestrasse 85, 22607, Hamburg, Germany
| | - Mara Mertiny
- Department of Diagnostic and Interventional Radiology, University Hospital Heidelberg, Im Neuenheimer Feld 420, 69120, Heidelberg, Germany
- Translational Lung Research Center Heidelberg (TLRC), Im Neuenheimer Feld 130.3, 69120, Heidelberg, Germany
| | - Felix K F Kommoss
- Dept. of Pathology, University Hospital of Heidelberg, Im Neuenheimer Feld 224, 69120, Heidelberg, Germany
| | - Constantin Schwab
- Dept. of Pathology, University Hospital of Heidelberg, Im Neuenheimer Feld 224, 69120, Heidelberg, Germany
| | - Anna Schneemann
- Carl Zeiss Microscopy GmbH, Carl-Zeiss-Strasse 22, 73447, Oberkochen, Germany
| | - Giuliana Tromba
- Italian synchrotron "Elettra", Strada Statale 14 - km 163,5 in AREA Science Park, Basovizza, Italy
| | - Irene Wacker
- 3DMM2O, Cluster of Excellence (EXC-2082/1-390761711) and Cryo Electron Microscopy, Heidelberg University / Medical Faculty, BioQuant, Im Neuenheimer Feld 267, 69120, Heidelberg, Germany
| | - Ronald E Curticean
- 3DMM2O, Cluster of Excellence (EXC-2082/1-390761711) and Cryo Electron Microscopy, Heidelberg University / Medical Faculty, BioQuant, Im Neuenheimer Feld 267, 69120, Heidelberg, Germany
| | - Rasmus R Schroeder
- 3DMM2O, Cluster of Excellence (EXC-2082/1-390761711) and Cryo Electron Microscopy, Heidelberg University / Medical Faculty, BioQuant, Im Neuenheimer Feld 267, 69120, Heidelberg, Germany
| | - Hans-Ulrich Kauczor
- Department of Diagnostic and Interventional Radiology, University Hospital Heidelberg, Im Neuenheimer Feld 420, 69120, Heidelberg, Germany
- Translational Lung Research Center Heidelberg (TLRC), Im Neuenheimer Feld 130.3, 69120, Heidelberg, Germany
| | - Mark O Wielpütz
- Department of Diagnostic and Interventional Radiology, University Hospital Heidelberg, Im Neuenheimer Feld 420, 69120, Heidelberg, Germany
- Translational Lung Research Center Heidelberg (TLRC), Im Neuenheimer Feld 130.3, 69120, Heidelberg, Germany
- Department of Diagnostic Radiology and Neuroradiology, University Hospital Greifswald, Ferdinand-Sauerbruch-Strasse, 17475, Greifswald, Germany
| | - Christian Dullin
- Department of Diagnostic and Interventional Radiology, University Hospital Heidelberg, Im Neuenheimer Feld 420, 69120, Heidelberg, Germany.
- Translational Lung Research Center Heidelberg (TLRC), Im Neuenheimer Feld 130.3, 69120, Heidelberg, Germany.
- Italian synchrotron "Elettra", Strada Statale 14 - km 163,5 in AREA Science Park, Basovizza, Italy.
- Department of Clinical and Interventional Radiology, University Medicine Goettingen, Robert-Koch-Str. 40, 37075, Goettingen, Germany.
- Translational Molecular Imaging, MPI for Multidisciplinary Sciences - City Campus, Herman Rein Str. 3, 37075, Goettingen, Germany.
| | - Willi L Wagner
- Department of Diagnostic and Interventional Radiology, University Hospital Heidelberg, Im Neuenheimer Feld 420, 69120, Heidelberg, Germany
- Translational Lung Research Center Heidelberg (TLRC), Im Neuenheimer Feld 130.3, 69120, Heidelberg, Germany
- Department of Diagnostic Radiology and Neuroradiology, University Hospital Greifswald, Ferdinand-Sauerbruch-Strasse, 17475, Greifswald, Germany
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Schaeper JJ, Kampshoff CA, Wolf BJ, Roos L, Michanski S, Ruhwedel T, Eckermann M, Meyer A, Jeschke M, Wichmann C, Moser T, Salditt T. 3D virtual histology of rodent and primate cochleae with multi-scale phase-contrast X-ray tomography. Sci Rep 2025; 15:7933. [PMID: 40050327 PMCID: PMC11885485 DOI: 10.1038/s41598-025-89431-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2024] [Accepted: 02/05/2025] [Indexed: 03/09/2025] Open
Abstract
Multi-scale X-ray phase contrast tomography (XPCT) enables three-dimensional (3D), non-destructive imaging of intact small animal cochlea and apical cochlear turns. Here we report on post-mortem imaging of excised non-human primate and rodent cochleae at different [Formula: see text]-CT and nano-CT synchrotron instruments. We explore different sample embeddings, stainings and imaging regimes. Under optimized conditions of sample preparation, instrumentation, imaging protocol, and phase retrieval, high image quality and detail level can be achieved in 3D reconstructions. The showcased instrumentation and imaging protocols along with the reconstucted volumes can serve as benchmarks and reference for multi-scale microanatomy and 3D histology. The provided benchmarks and imaging protocols of this work cover a wide range of scales and are intended as augmented imaging tools for auditory research.
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Affiliation(s)
- Jannis J Schaeper
- Institute for X-Ray Physics, University of Göttingen, 37077, Göttingen, Germany
- Cluster of Excellence "Multiscale Bioimaging: From Molecular Machines to Networks of Excitable Cells", University of Göttingen, 37075, Göttingen, Germany
| | - Christoph A Kampshoff
- Department of Otolaryngology, University Medical Center Göttingen, 37075, Göttingen, Germany
- Institute for Auditory Neuroscience and Inner Ear Lab, University Medical Center Göttingen, 37075, Göttingen, Germany
| | - Bettina J Wolf
- Institute for Auditory Neuroscience and Inner Ear Lab, University Medical Center Göttingen, 37075, Göttingen, Germany
- Else-Kröner-Fresenius Center for Optogenetic Therapies, University Medical Center Göttingen, 37075, Göttingen, Germany
- Cluster of Excellence "Multiscale Bioimaging: From Molecular Machines to Networks of Excitable Cells", University of Göttingen, 37075, Göttingen, Germany
| | - Lennart Roos
- Department of Otolaryngology, University Medical Center Göttingen, 37075, Göttingen, Germany
- Institute for Auditory Neuroscience and Inner Ear Lab, University Medical Center Göttingen, 37075, Göttingen, Germany
- Else-Kröner-Fresenius Center for Optogenetic Therapies, University Medical Center Göttingen, 37075, Göttingen, Germany
- Cluster of Excellence "Multiscale Bioimaging: From Molecular Machines to Networks of Excitable Cells", University of Göttingen, 37075, Göttingen, Germany
| | - Susann Michanski
- Institute for Auditory Neuroscience and Inner Ear Lab, University Medical Center Göttingen, 37075, Göttingen, Germany
- Molecular Architecture of Synapses Group, Institute for Auditory Neuroscience and InnerEarLab, University Medical Center Göttingen, Göttingen, Germany
- University Medical Center Göttingen, Center for Biostructural Imaging of Neurodegeneration, Göttingen, Germany
| | - Torben Ruhwedel
- Max Planck Institute for Multidisciplinary Sciences, 37075, Göttingen, Germany
| | - Marina Eckermann
- Beamline ID16A, European Synchrotron Radiation Facility, 38000, Grenoble, France
| | - Alexander Meyer
- Department of Otolaryngology, University Medical Center Göttingen, 37075, Göttingen, Germany
| | - Marcus Jeschke
- Institute for Auditory Neuroscience and Inner Ear Lab, University Medical Center Göttingen, 37075, Göttingen, Germany
- Cognitive Hearing in Primates Group, German Primate Center, 37077, Göttingen, Germany
- Else-Kröner-Fresenius Center for Optogenetic Therapies, University Medical Center Göttingen, 37075, Göttingen, Germany
| | - Carolin Wichmann
- Institute for Auditory Neuroscience and Inner Ear Lab, University Medical Center Göttingen, 37075, Göttingen, Germany
- Molecular Architecture of Synapses Group, Institute for Auditory Neuroscience and InnerEarLab, University Medical Center Göttingen, Göttingen, Germany
- University Medical Center Göttingen, Center for Biostructural Imaging of Neurodegeneration, Göttingen, Germany
- Cluster of Excellence "Multiscale Bioimaging: From Molecular Machines to Networks of Excitable Cells", University of Göttingen, 37075, Göttingen, Germany
| | - Tobias Moser
- Department of Otolaryngology, University Medical Center Göttingen, 37075, Göttingen, Germany
- Institute for Auditory Neuroscience and Inner Ear Lab, University Medical Center Göttingen, 37075, Göttingen, Germany
- Auditory Neuroscience and Synaptic Nanophysiology Group, Max-Planck-Institute for Multidisciplinary Sciences, Göttingen, Germany
- Else-Kröner-Fresenius Center for Optogenetic Therapies, University Medical Center Göttingen, 37075, Göttingen, Germany
- Cluster of Excellence "Multiscale Bioimaging: From Molecular Machines to Networks of Excitable Cells", University of Göttingen, 37075, Göttingen, Germany
| | - Tim Salditt
- Institute for X-Ray Physics, University of Göttingen, 37077, Göttingen, Germany.
- Cluster of Excellence "Multiscale Bioimaging: From Molecular Machines to Networks of Excitable Cells", University of Göttingen, 37075, Göttingen, Germany.
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Rahdar S, Basir Z, Tabandeh MR, Ghotbeddin Z, Khazaeel K. Betaine alleviates cerebellar endoplasmic reticulum stress and oxidative imbalance in a cuprizone model of multiple sclerosis in rat. NAUNYN-SCHMIEDEBERG'S ARCHIVES OF PHARMACOLOGY 2025; 398:2651-2664. [PMID: 39249501 DOI: 10.1007/s00210-024-03381-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/02/2024] [Accepted: 08/14/2024] [Indexed: 09/10/2024]
Abstract
Multiple sclerosis (MS) is the most common demyelinating disease of the central nervous system, especially the cerebellum, with numerous physical and mental symptoms. Oxidative stress caused by inflammation can play a role in the occurrence of this disease. Betaine, a natural methyl donor compound, has potent neuroprotective effects. Here, we investigated the effects of betaine on motor behavior, cerebellar histological changes, oxidative stress response, and endoplasmic reticulum stress in a cuprizone (CPZ)-induced multiple sclerosis model in male rats. Twenty Wistar adult male rats were randomly divided into four groups including control, MS, betaine-treated MS, and betaine groups. MS was induced by feeding animals with rodent chow containing 0.5% CPZ for 12 weeks. Betaine was daily administrated as 1% in drinking water for the last 6 weeks. The motor behavioral performance was evaluated by open field, rotarod, and reverse basket tests. Histological analysis of the cerebellum was performed by hematoxylin and eosin (H&E) and Cresyl violet (Nissl) staining. Oxidative stress factors (GSH, GSSG, GPX, GR, and GT) were assessed in the experimental groups and finally, the expression of ERS-associated proteins was measured using western blot analysis. Data showed that treatment with betaine could effectively prevent and reverse the adverse behavioral manifestation compared with the MS group. Betaine treatment protected cerebellar demyelination and neuron and Purkinje cell degeneration against CPZ-induced demyelination. Betaine attenuated the protein levels of ESR-related proteins in the cerebellum of MS rats and similarly increased the level of enzymes related to antioxidants in the cerebellum. Therefore, our results suggest that oral administration of betaine may be used as a novel adjunct therapy against cerebellar dysfunctions in an animal model of MS.
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Affiliation(s)
- Samaneh Rahdar
- Department of Basic Sciences, Division of Histology, Faculty of Veterinary Medicine, Shahid Chamran University of Ahvaz, Ahvaz, Iran
| | - Zahra Basir
- Department of Basic Sciences, Division of Histology, Faculty of Veterinary Medicine, Shahid Chamran University of Ahvaz, Ahvaz, Iran.
| | - Mohammad Reza Tabandeh
- Department of Basic Sciences, Division of Biochemistry and Molecular Biology, Faculty of Veterinary Medicine, Shahid Chamran University of Ahvaz, Ahvaz, Iran
- Stem cells and Transgenic Technology Research Center, Shahid Chamran University of Ahvaz, Ahvaz, Iran
| | - Zohreh Ghotbeddin
- Stem cells and Transgenic Technology Research Center, Shahid Chamran University of Ahvaz, Ahvaz, Iran
- Department of Basic Sciences, Division of Physiology, Faculty of Veterinary Medicine, Shahid Chamran University of Ahvaz, Ahvaz, Iran
| | - Kaveh Khazaeel
- Stem cells and Transgenic Technology Research Center, Shahid Chamran University of Ahvaz, Ahvaz, Iran
- Department of Basic Sciences, Division of Anatomy and Embryology, Faculty of Veterinary Medicine, Shahid Chamran University of Ahvaz, Ahvaz, Iran
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Albers J, Svetlove A, Duke E. Synchrotron X-ray imaging of soft biological tissues - principles, applications and future prospects. J Cell Sci 2024; 137:jcs261953. [PMID: 39440473 PMCID: PMC11529875 DOI: 10.1242/jcs.261953] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2024] Open
Abstract
Synchrotron-based tomographic phase-contrast X-ray imaging (SRµCT or SRnCT) is a versatile isotropic three-dimensional imaging technique that can be used to study biological samples spanning from single cells to human-sized specimens. SRµCT and SRnCT take advantage of the highly brilliant and coherent X-rays produced by a synchrotron light source. This enables fast data acquisition and enhanced image contrast for soft biological samples owing to the exploitation of phase contrast. In this Review, we provide an overview of the basics behind the technique, discuss its applications for biologists and provide an outlook on the future of this emerging technique for biology. We introduce the latest advances in the field, such as whole human organs imaged with micron resolution, using X-rays as a tool for virtual histology and resolving neuronal connections in the brain.
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Affiliation(s)
- Jonas Albers
- European Molecular Biology Laboratory, Hamburg Unit c/o DESY, Notkestraße 85, 22607 Hamburg, Germany
| | - Angelika Svetlove
- European Molecular Biology Laboratory, Hamburg Unit c/o DESY, Notkestraße 85, 22607 Hamburg, Germany
| | - Elizabeth Duke
- European Molecular Biology Laboratory, Hamburg Unit c/o DESY, Notkestraße 85, 22607 Hamburg, Germany
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Saccomano G, Pinamonti M, Longo E, Marcuzzo T, Tromba G, Dreossi D, Brun F. The potential of x-ray virtual histology in the diagnosis of skin tumors. Skin Res Technol 2024; 30:e13801. [PMID: 39363439 PMCID: PMC11449805 DOI: 10.1111/srt.13801] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2024] [Accepted: 05/27/2024] [Indexed: 10/05/2024]
Abstract
BACKGROUND Histopathological analysis represents the gold standard in clinical practice for diagnosing skin neoplasms. While the current diagnostic workflow has specialized in producing robust and accurate results, interpreting tissue architecture and malignant cellular morphology correctly remains one of the greatest challenges for pathologists. This paper aims to explore the prospect of applying x-ray virtual histology to human skin tumor excisions and correlating it with the histological validation. MATERIALS AND METHODS Seven skin biopsies containing intriguing melanoma types and pigmented skin lesions were scanned using x-ray Computed micro-Tomography (μCT) and then sectioned for conventional histology assessment. RESULTS The tissue microarchitecture reconstructed by μCT offers detailed insights into diagnosing the malignancy or benignity of the skin lesions. Three-dimensional reconstruction via x-ray virtual histology reveals infiltrative patterns in basal cell carcinoma and evaluated invasiveness in melanoma. The technology enables the identification of pagetoid distributions of neoplastic cells and the assessment of melanoma depth in three dimensions. CONCLUSION Although the proposed approach is not intended to replace conventional histology, the non-destructive nature of the sample and the clarity provided by virtual inspection demonstrate the promising impact of μCT as a valid support method prior to conventional histological sectioning. Indeed, μCT images can suggest the optimal sectioning position before using a microtome, as is commonly performed in histological practice. Moreover, the three-dimensional nature of the proposed approach paves the way for a more accurate assessment of significant prognostic factors in melanoma, such as Breslow thickness, by considering the whole micro-volume rather than a two-dimensional observation.
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Affiliation(s)
- Giulia Saccomano
- Elettra‐Sincrotrone Trieste S.C.p.A.BasovizzaItaly
- Department of Engineering and ArchitectureUniversity of TriesteTriesteItaly
| | - Maurizio Pinamonti
- Department of Medical, Surgical and Health SciencesUniversity Hospital of TriesteTriesteItaly
| | - Elena Longo
- Elettra‐Sincrotrone Trieste S.C.p.A.BasovizzaItaly
| | - Thomas Marcuzzo
- Department of Medical, Surgical and Health SciencesUniversity Hospital of TriesteTriesteItaly
| | | | | | - Francesco Brun
- Department of Engineering and ArchitectureUniversity of TriesteTriesteItaly
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Cornet A, Ronca A, Shen J, Zontone F, Chushkin Y, Cammarata M, Garbarino G, Sprung M, Westermeier F, Deschamps T, Ruta B. High-pressure X-ray photon correlation spectroscopy at fourth-generation synchrotron sources. JOURNAL OF SYNCHROTRON RADIATION 2024; 31:527-539. [PMID: 38597746 PMCID: PMC11075710 DOI: 10.1107/s1600577524001784] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/15/2023] [Accepted: 02/23/2024] [Indexed: 04/11/2024]
Abstract
A new experimental setup combining X-ray photon correlation spectroscopy (XPCS) in the hard X-ray regime and a high-pressure sample environment has been developed to monitor the pressure dependence of the internal motion of complex systems down to the atomic scale in the multi-gigapascal range, from room temperature to 600 K. The high flux of coherent high-energy X-rays at fourth-generation synchrotron sources solves the problems caused by the absorption of diamond anvil cells used to generate high pressure, enabling the measurement of the intermediate scattering function over six orders of magnitude in time, from 10-3 s to 103 s. The constraints posed by the high-pressure generation such as the preservation of X-ray coherence, as well as the sample, pressure and temperature stability, are discussed, and the feasibility of high-pressure XPCS is demonstrated through results obtained on metallic glasses.
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Affiliation(s)
- Antoine Cornet
- Institut Néel, Université Grenoble Alpes and Centre National de la Recherche Scientifique, 25 rue des Martyrs – BP 166, 38042 Grenoble, France
| | - Alberto Ronca
- Institut Néel, Université Grenoble Alpes and Centre National de la Recherche Scientifique, 25 rue des Martyrs – BP 166, 38042 Grenoble, France
| | - Jie Shen
- Institut Néel, Université Grenoble Alpes and Centre National de la Recherche Scientifique, 25 rue des Martyrs – BP 166, 38042 Grenoble, France
| | - Federico Zontone
- European Synchrotron Radiation Facility, 71 avenue des Martyrs, CS 40220, 38043 Grenoble, France
| | - Yuriy Chushkin
- European Synchrotron Radiation Facility, 71 avenue des Martyrs, CS 40220, 38043 Grenoble, France
| | - Marco Cammarata
- European Synchrotron Radiation Facility, 71 avenue des Martyrs, CS 40220, 38043 Grenoble, France
| | - Gaston Garbarino
- European Synchrotron Radiation Facility, 71 avenue des Martyrs, CS 40220, 38043 Grenoble, France
| | | | | | - Thierry Deschamps
- University of Lyon, Université Claude Bernard Lyon 1, CNRS, Institut Lumière Matière, F-6922 Villeurbanne, France
| | - Beatrice Ruta
- Institut Néel, Université Grenoble Alpes and Centre National de la Recherche Scientifique, 25 rue des Martyrs – BP 166, 38042 Grenoble, France
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Savatović S, Zdora MC, De Marco F, Bikis C, Olbinado M, Rack A, Müller B, Thibault P, Zanette I. Multi-resolution X-ray phase-contrast and dark-field tomography of human cerebellum with near-field speckles. BIOMEDICAL OPTICS EXPRESS 2024; 15:142-161. [PMID: 38223169 PMCID: PMC10783905 DOI: 10.1364/boe.502664] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/01/2023] [Revised: 10/30/2023] [Accepted: 11/09/2023] [Indexed: 01/16/2024]
Abstract
In this study, we use synchrotron-based multi-modal X-ray tomography to examine human cerebellar tissue in three dimensions at two levels of spatial resolution (2.3 µm and 11.9 µm). We show that speckle-based imaging (SBI) produces results that are comparable to propagation-based imaging (PBI), a well-established phase-sensitive imaging method. The different SBI signals provide complementary information, which improves tissue differentiation. In particular, the dark-field signal aids in distinguishing tissues with similar average electron density but different microstructural variations. The setup's high resolution and the imaging technique's excellent phase sensitivity enabled the identification of different cellular layers and additionally, different cell types within these layers. We also correlated this high-resolution phase-contrast information with measured dark-field signal levels. These findings demonstrate the viability of SBI and the potential benefit of the dark-field modality for virtual histology of brain tissue.
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Affiliation(s)
- Sara Savatović
- Department of Physics, University of Trieste, Via Valerio 2, 34127 Trieste, Italy
- Elettra-Sincrotrone Trieste, Strada Statale 14 – km 163.5, 34149 Basovizza, Italy
| | - Marie-Christine Zdora
- Department of Biomedical Engineering, ETH Zürich, Gloriastrasse 35, 8092 Zürich, Switzerland
- Paul Scherrer Institut, Forschungsstrasse 111, 5232 Villigen PSI, Switzerland
| | - Fabio De Marco
- Department of Physics, University of Trieste, Via Valerio 2, 34127 Trieste, Italy
- Elettra-Sincrotrone Trieste, Strada Statale 14 – km 163.5, 34149 Basovizza, Italy
| | - Christos Bikis
- Psychiatric Hospital in Winterthur, Wieshofstrasse 102, 8408 Winterthur, Switzerland
- Biomaterials Science Center, Department of Biomedical Engineering, University of Basel, Hegenheimermattweg 167 B/C, 4123 Allschwil, Switzerland
| | - Margie Olbinado
- Paul Scherrer Institut, Forschungsstrasse 111, 5232 Villigen PSI, Switzerland
| | - Alexander Rack
- ESRF – The European Synchrotron, CS40220, CEDEX 09, 38043 Grenoble, France
| | - Bert Müller
- Biomaterials Science Center, Department of Biomedical Engineering, University of Basel, Hegenheimermattweg 167 B/C, 4123 Allschwil, Switzerland
| | - Pierre Thibault
- Department of Physics, University of Trieste, Via Valerio 2, 34127 Trieste, Italy
- Elettra-Sincrotrone Trieste, Strada Statale 14 – km 163.5, 34149 Basovizza, Italy
| | - Irene Zanette
- Elettra-Sincrotrone Trieste, Strada Statale 14 – km 163.5, 34149 Basovizza, Italy
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Cognigni F, Temporiti MEE, Nicola L, Gueninchault N, Tosi S, Rossi M. Exploring the infiltrative and degradative ability of Fusarium oxysporum on polyethylene terephthalate (PET) using correlative microscopy and deep learning. Sci Rep 2023; 13:22987. [PMID: 38151495 PMCID: PMC10752890 DOI: 10.1038/s41598-023-50199-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2023] [Accepted: 12/16/2023] [Indexed: 12/29/2023] Open
Abstract
Managing the worldwide steady increase in the production of plastic while mitigating the Earth's global pollution is one of the greatest challenges nowadays. Fungi are often involved in biodegradation processes thanks to their ability to penetrate into substrates and release powerful catabolic exoenzymes. However, studying the interaction between fungi and plastic substrates is challenging due to the deep hyphal penetration, which hinders visualisation and evaluation of fungal activity. In this study, a multiscale and multimodal correlative microscopy workflow was employed to investigate the infiltrative and degradative ability of Fusarium oxysporum fungal strain on polyethylene terephthalate (PET) fragments. The use of non-destructive high-resolution 3D X-ray microscopy (XRM) coupled with a state-of-art Deep Learning (DL) reconstruction algorithm allowed optimal visualisation of the distribution of the fungus on the PET fragment. The fungus preferentially developed on the edges and corners of the fragment, where it was able to penetrate into the material through fractures. Additional analyses with scanning electron microscopy (SEM), Raman and energy dispersive X-ray spectroscopy (EDX) allowed the identification of the different phases detected by XRM. The correlative microscopy approach unlocked a more comprehensive understanding of the fungus-plastic interaction, including elemental information and polymeric composition.
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Affiliation(s)
- Flavio Cognigni
- Department of Basic and Applied Sciences for Engineering (SBAI), University of Rome LA SAPIENZA, 00185, Rome, Italy
| | - Marta Elisabetta Eleonora Temporiti
- Laboratory of Mycology, Department of Earth and Environmental Sciences, University of Pavia, 27100, Pavia, Italy
- National Biodiversity Future Centre, 90133, Palermo, Italy
| | - Lidia Nicola
- Laboratory of Mycology, Department of Earth and Environmental Sciences, University of Pavia, 27100, Pavia, Italy.
| | | | - Solveig Tosi
- Laboratory of Mycology, Department of Earth and Environmental Sciences, University of Pavia, 27100, Pavia, Italy
- National Biodiversity Future Centre, 90133, Palermo, Italy
| | - Marco Rossi
- Department of Basic and Applied Sciences for Engineering (SBAI), University of Rome LA SAPIENZA, 00185, Rome, Italy
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