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Jernelv IL, Hjelme DR, Aksnes A. Infrared measurements of glucose in peritoneal fluid with a tuneable quantum cascade laser. BIOMEDICAL OPTICS EXPRESS 2020; 11:3818-3829. [PMID: 33014568 PMCID: PMC7510913 DOI: 10.1364/boe.393617] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/25/2020] [Revised: 04/29/2020] [Accepted: 05/01/2020] [Indexed: 06/11/2023]
Abstract
Fast and accurate continuous glucose monitoring is needed in future systems for control of blood glucose levels in type 1 diabetes patients. Direct spectroscopic measurement of glucose in the peritoneal cavity is an attractive alternative to conventional electrochemical sensors placed subcutaneously. We demonstrate the feasibility of fast glucose measurements in peritoneal fluid using a fibre-coupled tuneable mid-infrared quantum cascade laser. Mid-infrared spectra (1200-925 cm-1) of peritoneal fluid samples from pigs with physiological glucose levels (32-426 mg/dL, or 1.8-23.7 mmol/L) were acquired with a tuneable quantum cascade laser employing both transmission and attenuated total reflection (ATR) spectroscopy. Using partial least-squares regression, glucose concentrations were predicted with mean absolute percentage errors (MAPEs) of 8.7% and 12.2% in the transmission and ATR configurations, respectively. These results show that highly accurate concentration predictions are possible with mid-infrared spectroscopy of peritoneal fluid, and represent a first step towards a miniaturised optical sensor for intraperitoneal continuous glucose monitoring.
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Affiliation(s)
| | - Dag Roar Hjelme
- Department of Electronic Systems, Norwegian University of Science and Technology (NTNU), O.S. Bragstads plass 2A, 7491 Trondheim, Norway
| | - Astrid Aksnes
- Department of Electronic Systems, Norwegian University of Science and Technology (NTNU), O.S. Bragstads plass 2A, 7491 Trondheim, Norway
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2
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Dahabiyeh LA, Mansour RSH, Saleh SS, Kamel G. Investigating the molecular structure of placenta and plasma in pre-eclampsia by infrared microspectroscopy. J Pharm Biomed Anal 2020; 184:113186. [PMID: 32105942 DOI: 10.1016/j.jpba.2020.113186] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2019] [Revised: 02/17/2020] [Accepted: 02/17/2020] [Indexed: 10/25/2022]
Abstract
Pre-eclampsia (PE) is a serious hypertensive disorder with unclear etiology and lack of reliable diagnostic tests. In this study, IR microspectroscopy was applied to identify molecular changes associated with the pathogenesis of PE in placental tissues and plasma samples from pre-eclamptic women and normotensive matched controls. The obtained spectra were analyzed by multivariate analysis in the spectral ranges of 3050-2800 cm-1 and 1855-1485 cm-1 corresponding to lipid and protein-carbonyl components, respectively. In the lipid region, an increase in CH2/CH3 ratio was noticed and higher level of unsaturation index in placenta was evident. New lipid species emerged as a consequence of oxidative stress. The more intense peak at 1740 cm-1 in PE reflected higher level of LDL and VLDL. In the protein region, a decrease in the α-helix structure associated with gain in β-sheet and β-turn structures was detected. Our results revealed significant conformational changes in the protein secondary structure in PE illustrated by peak shifts and intensity alterations, particularly in amide I component. Variations in lipid order, membrane integrity, fatty acid saturation and plasma lipid profile were also detected in PE. The ROC curve generated from plasma samples yielded AUC values of 98.4% and 99.9% for lipid and protein-carbonyl regions, respectively. The current study shed light on the promising role of IR microspectroscopy as a new analytical tool that can aid in providing better diagnosis and understanding of the pathophysiology of PE.
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Affiliation(s)
- Lina A Dahabiyeh
- Department of Pharmaceutical Sciences, School of Pharmacy, The University of Jordan, Queen Rania St, Amman, 11942, Jordan.
| | | | - Shawqi S Saleh
- Department of Obstetrics and Gynaecology, School of Medicine, The University of Jordan, 11942, Amman, Jordan
| | - Gihan Kamel
- SESAME Synchrotron (Synchrotron-light for Experimental Science and Applications in the Middle East), 19252, Allan, Jordan; Department of Physics, Faculty of Science, Helwan University, Cairo, Egypt
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3
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Rassel S, Xu C, Zhang S, Ban D. Noninvasive blood glucose detection using a quantum cascade laser. Analyst 2020; 145:2441-2456. [PMID: 32167098 DOI: 10.1039/c9an02354b] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Abstract
A Quantum Cascade Laser (QCL) was invented in the late 90s as a promising mid-infrared light source and it has contributed to the fields of industry, military, medicine, and biology. The room temperature operation, watt-level output power, compact size, and wide tuning capability of this laser advanced the field of noninvasive blood glucose detection with the use of transmission, absorption, and photoacoustic spectroscopy. This review provides a complete overview of the recent progress and technical details of these spectroscopy techniques, using QCL as an infrared light source for detecting blood glucose concentrations in diabetic patients.
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Affiliation(s)
- Shazzad Rassel
- Waterloo Institute for Nanotechnology and Department of Electrical and Computer Engineering, University of Waterloo, 200 University Ave W, Waterloo, ON N2L 3G1, Canada.
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4
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Infrared Spectroscopy with a Fiber-Coupled Quantum Cascade Laser for Attenuated Total Reflection Measurements Towards Biomedical Applications. SENSORS 2019; 19:s19235130. [PMID: 31771133 PMCID: PMC6929073 DOI: 10.3390/s19235130] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/15/2019] [Revised: 11/12/2019] [Accepted: 11/20/2019] [Indexed: 12/18/2022]
Abstract
The development of rapid and accurate biomedical laser spectroscopy systems in the mid-infrared has been enabled by the commercial availability of external-cavity quantum cascade lasers (EC-QCLs). EC-QCLs are a preferable alternative to benchtop instruments such as Fourier transform infrared spectrometers for sensor development as they are small and have high spectral power density. They also allow for the investigation of multiple analytes due to their broad tuneability and through the use of multivariate analysis. This article presents an in vitro investigation with two fiber-coupled measurement setups based on attenuated total reflection spectroscopy and direct transmission spectroscopy for sensing. A pulsed EC-QCL (1200–900 cm−1) was used for measurements of glucose and albumin in aqueous solutions, with lactate and urea as interferents. This analyte composition was chosen as an example of a complex aqueous solution with relevance for biomedical sensors. Glucose concentrations were determined in both setup types with root-mean-square error of cross-validation (RMSECV) of less than 20 mg/dL using partial least-squares (PLS) regression. These results demonstrate accurate analyte measurements, and are promising for further development of fiber-coupled, miniaturised in vivo sensors based on mid-infrared spectroscopy.
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Isensee K, Kröger-Lui N, Petrich W. Biomedical applications of mid-infrared quantum cascade lasers - a review. Analyst 2019; 143:5888-5911. [PMID: 30444222 DOI: 10.1039/c8an01306c] [Citation(s) in RCA: 27] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
Mid-infrared spectroscopy has been applied to research in biology and medicine for more than 20 years and conceivable applications have been identified. More recently, these applications have been shown to benefit from the use of quantum cascade lasers due to their specific properties, namely high spectral power density, small beam parameter product, narrow emission spectrum and, if needed, tuning capabilities. This review provides an overview of the achievements and illustrates some applications which benefit from the key characteristics of quantum cascade laser-based mid-infrared spectroscopy using examples such as breath analysis, the investigation of serum, non-invasive glucose monitoring in bulk tissue and the combination of spectroscopy and microscopy of tissue thin sections for rapid histopathology.
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Affiliation(s)
- Katharina Isensee
- Kirchhoff-Institute for Physics, Heidelberg University, INF 277, 69120 Heidelberg, Germany.
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6
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Haase K, Kröger-Lui N, Pucci A, Schönhals A, Petrich W. Advancements in quantum cascade laser-based infrared microscopy of aqueous media. Faraday Discuss 2018; 187:119-34. [PMID: 27032367 DOI: 10.1039/c5fd00177c] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Abstract
The large mid-infrared absorption coefficient of water frequently hampers the rapid, label-free infrared microscopy of biological objects in their natural aqueous environment. However, the high spectral power density of quantum cascade lasers is shifting this limitation such that mid-infrared absorbance images can be acquired in situ within signal-to-noise ratios of up to 100. Even at sample thicknesses well above 50 μm, signal-to-noise ratios above 10 are readily achieved. The quantum cascade laser-based microspectroscopy of aqueous media is exemplified by imaging an aqueous yeast solution and quantifying glucose consumption, ethanol generation as well as the production of carbon dioxide gas during fermentation.
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Affiliation(s)
- K Haase
- Heidelberg University, Kirchhoff Institute for Physics, Im Neuenheimer Feld 227, 69120 Heidelberg, Germany.
| | - N Kröger-Lui
- Heidelberg University, Kirchhoff Institute for Physics, Im Neuenheimer Feld 227, 69120 Heidelberg, Germany.
| | - A Pucci
- Heidelberg University, Kirchhoff Institute for Physics, Im Neuenheimer Feld 227, 69120 Heidelberg, Germany.
| | - A Schönhals
- Heidelberg University, Kirchhoff Institute for Physics, Im Neuenheimer Feld 227, 69120 Heidelberg, Germany.
| | - W Petrich
- Heidelberg University, Kirchhoff Institute for Physics, Im Neuenheimer Feld 227, 69120 Heidelberg, Germany.
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Rabe JH, A Sammour D, Schulz S, Munteanu B, Ott M, Ochs K, Hohenberger P, Marx A, Platten M, Opitz CA, Ory DS, Hopf C. Fourier Transform Infrared Microscopy Enables Guidance of Automated Mass Spectrometry Imaging to Predefined Tissue Morphologies. Sci Rep 2018; 8:313. [PMID: 29321555 PMCID: PMC5762902 DOI: 10.1038/s41598-017-18477-6] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2017] [Accepted: 12/12/2017] [Indexed: 12/27/2022] Open
Abstract
Multimodal imaging combines complementary platforms for spatially resolved tissue analysis that are poised for application in life science and personalized medicine. Unlike established clinical in vivo multimodality imaging, automated workflows for in-depth multimodal molecular ex vivo tissue analysis that combine the speed and ease of spectroscopic imaging with molecular details provided by mass spectrometry imaging (MSI) are lagging behind. Here, we present an integrated approach that utilizes non-destructive Fourier transform infrared (FTIR) microscopy and matrix assisted laser desorption/ionization (MALDI) MSI for analysing single-slide tissue specimen. We show that FTIR microscopy can automatically guide high-resolution MSI data acquisition and interpretation without requiring prior histopathological tissue annotation, thus circumventing potential human-annotation-bias while achieving >90% reductions of data load and acquisition time. We apply FTIR imaging as an upstream modality to improve accuracy of tissue-morphology detection and to retrieve diagnostic molecular signatures in an automated, unbiased and spatially aware manner. We show the general applicability of multimodal FTIR-guided MALDI-MSI by demonstrating precise tumor localization in mouse brain bearing glioma xenografts and in human primary gastrointestinal stromal tumors. Finally, the presented multimodal tissue analysis method allows for morphology-sensitive lipid signature retrieval from brains of mice suffering from lipidosis caused by Niemann-Pick type C disease.
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Affiliation(s)
- Jan-Hinrich Rabe
- Center for Applied Research in Applied Biomedical Mass Spectrometry (ABIMAS), Mannheim University of Applied Sciences, Paul-Wittsack Str. 10, 68163, Mannheim, Germany
- Institute of Medical Technology, Heidelberg University and Mannheim University of Applied Sciences, Paul-Wittsack Str. 10, 68163, Mannheim, Germany
| | - Denis A Sammour
- Center for Applied Research in Applied Biomedical Mass Spectrometry (ABIMAS), Mannheim University of Applied Sciences, Paul-Wittsack Str. 10, 68163, Mannheim, Germany
- Institute of Medical Technology, Heidelberg University and Mannheim University of Applied Sciences, Paul-Wittsack Str. 10, 68163, Mannheim, Germany
| | - Sandra Schulz
- Center for Applied Research in Applied Biomedical Mass Spectrometry (ABIMAS), Mannheim University of Applied Sciences, Paul-Wittsack Str. 10, 68163, Mannheim, Germany
- Institute of Medical Technology, Heidelberg University and Mannheim University of Applied Sciences, Paul-Wittsack Str. 10, 68163, Mannheim, Germany
| | - Bogdan Munteanu
- Center for Applied Research in Applied Biomedical Mass Spectrometry (ABIMAS), Mannheim University of Applied Sciences, Paul-Wittsack Str. 10, 68163, Mannheim, Germany
- Institute of Medical Technology, Heidelberg University and Mannheim University of Applied Sciences, Paul-Wittsack Str. 10, 68163, Mannheim, Germany
| | - Martina Ott
- German Cancer Consortium (DKTK) CCU Neuroimmunology and Brain Tumor Immunology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Katharina Ochs
- German Cancer Consortium (DKTK) CCU Neuroimmunology and Brain Tumor Immunology, German Cancer Research Center (DKFZ), Heidelberg, Germany
- Department of Neurology and National Center of Tumor Diseases, University Hospital Heidelberg, Heidelberg, Germany
| | - Peter Hohenberger
- University Medical Center Mannheim of Heidelberg University, Mannheim, Germany
| | - Alexander Marx
- University Medical Center Mannheim of Heidelberg University, Mannheim, Germany
| | - Michael Platten
- German Cancer Consortium (DKTK) CCU Neuroimmunology and Brain Tumor Immunology, German Cancer Research Center (DKFZ), Heidelberg, Germany
- University Medical Center Mannheim of Heidelberg University, Mannheim, Germany
| | - Christiane A Opitz
- Brain Cancer Metabolism Group, German Cancer Research Center (DKFZ), Heidelberg, Germany
- Department of Neurology and National Center of Tumor Diseases, University Hospital Heidelberg, Heidelberg, Germany
| | - Daniel S Ory
- Diabetic Cardiovascular Disease Center and Department of Medicine, Washington University School of Medicine, St. Louis, Missouri, 63110, USA
| | - Carsten Hopf
- Center for Applied Research in Applied Biomedical Mass Spectrometry (ABIMAS), Mannheim University of Applied Sciences, Paul-Wittsack Str. 10, 68163, Mannheim, Germany.
- Institute of Medical Technology, Heidelberg University and Mannheim University of Applied Sciences, Paul-Wittsack Str. 10, 68163, Mannheim, Germany.
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Isensee K, Müller N, Pucci A, Petrich W. Towards a quantum cascade laser-based implant for the continuous monitoring of glucose. Analyst 2018; 143:6025-6036. [DOI: 10.1039/c8an01382a] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023]
Abstract
Anin vitroinvestigation of a quantum cascade laser-based transflection optofluidic interface for the continuous glucose monitoring in biofluids is presented with respect to its glucose sensitivity and specificity, its glucose exchange time, its resistance against temperature variations and its long-term stability.
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Affiliation(s)
- Katharina Isensee
- Roche Diabetes Care GmbH
- 68305 Mannheim
- Germany
- Kirchhoff-Institute for Physics
- Heidelberg University
| | - Niklas Müller
- Kirchhoff-Institute for Physics
- Heidelberg University
- 69120 Heidelberg
- Germany
| | - Annemarie Pucci
- Kirchhoff-Institute for Physics
- Heidelberg University
- 69120 Heidelberg
- Germany
| | - Wolfgang Petrich
- Roche Diabetes Care GmbH
- 68305 Mannheim
- Germany
- Kirchhoff-Institute for Physics
- Heidelberg University
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9
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Schönhals A, Tholl H, Glasmacher M, Kröger-Lui N, Pucci A, Petrich W. Optical properties of porcine dermis in the mid-infrared absorption band of glucose. Analyst 2017; 142:1235-1243. [DOI: 10.1039/c6an01757f] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Mid-infrared absorption and scattering properties of porcine dermis are quantified using quantum cascade laser-based goniometry.
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Affiliation(s)
- Arthur Schönhals
- Kirchhoff Institute for Physics
- Heidelberg University
- 69120 Heidelberg
- Germany
| | - Hans Tholl
- Diehl BGT Defence GmbH & Co. KG
- 88662 Überlingen
- Germany
| | | | - Niels Kröger-Lui
- Kirchhoff Institute for Physics
- Heidelberg University
- 69120 Heidelberg
- Germany
| | - Annemarie Pucci
- Kirchhoff Institute for Physics
- Heidelberg University
- 69120 Heidelberg
- Germany
| | - Wolfgang Petrich
- Kirchhoff Institute for Physics
- Heidelberg University
- 69120 Heidelberg
- Germany
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10
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Schwaighofer A, Brandstetter M, Lendl B. Quantum cascade lasers (QCLs) in biomedical spectroscopy. Chem Soc Rev 2017; 46:5903-5924. [DOI: 10.1039/c7cs00403f] [Citation(s) in RCA: 102] [Impact Index Per Article: 14.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
This review focuses on the recent applications of QCLs in mid-IR spectroscopy of clinically relevant samples.
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Affiliation(s)
- Andreas Schwaighofer
- Institute of Chemical Technologies and Analytics
- Vienna University of Technology
- 1060 Vienna
- Austria
| | | | - Bernhard Lendl
- Institute of Chemical Technologies and Analytics
- Vienna University of Technology
- 1060 Vienna
- Austria
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11
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Composition and Function of the Interstitial Fluid. Protein Sci 2016. [DOI: 10.1201/9781315374307-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
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12
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Haase K, Kröger-Lui N, Pucci A, Schönhals A, Petrich W. Real-time mid-infrared imaging of living microorganisms. JOURNAL OF BIOPHOTONICS 2016; 9:61-66. [PMID: 26572683 DOI: 10.1002/jbio.201500264] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/03/2015] [Revised: 10/27/2015] [Accepted: 10/28/2015] [Indexed: 06/05/2023]
Abstract
The speed and efficiency of quantum cascade laser-based mid-infrared microspectroscopy are demonstrated using two different model organisms as examples. For the slowly moving Amoeba proteus, a quantum cascade laser is tuned over the wavelength range of 7.6 µm to 8.6 µm (wavenumbers 1320 cm(-1) and 1160 cm(-1) , respectively). The recording of a hyperspectral image takes 11.3 s whereby an average signal-to-noise ratio of 29 is achieved. The limits of time resolution are tested by imaging the fast moving Caenorhabditis elegans at a discrete wavenumber of 1265 cm(-1) . Mid-infrared imaging is performed with the 640 × 480 pixel video graphics array (VGA) standard and at a full-frame time resolution of 0.02 s (i.e. well above the most common frame rate standards). An average signal-to-noise ratio of 16 is obtained. To the best of our knowledge, these findings constitute the first mid-infrared imaging of living organisms at VGA standard and video frame rate.
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Affiliation(s)
- Katharina Haase
- Heidelberg University, Kirchhoff-Institute for Physics, Im Neuenheimer Feld 227, 69120, Heidelberg, Germany.
| | - Niels Kröger-Lui
- Heidelberg University, Kirchhoff-Institute for Physics, Im Neuenheimer Feld 227, 69120, Heidelberg, Germany
| | - Annemarie Pucci
- Heidelberg University, Kirchhoff-Institute for Physics, Im Neuenheimer Feld 227, 69120, Heidelberg, Germany
| | - Arthur Schönhals
- Heidelberg University, Kirchhoff-Institute for Physics, Im Neuenheimer Feld 227, 69120, Heidelberg, Germany
| | - Wolfgang Petrich
- Heidelberg University, Kirchhoff-Institute for Physics, Im Neuenheimer Feld 227, 69120, Heidelberg, Germany
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13
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Kröger-Lui N, Gretz N, Haase K, Kränzlin B, Neudecker S, Pucci A, Regenscheit A, Schönhals A, Petrich W. Rapid identification of goblet cells in unstained colon thin sections by means of quantum cascade laser-based infrared microspectroscopy. Analyst 2015; 140:2086-92. [PMID: 25649324 DOI: 10.1039/c4an02001d] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
Changes in the volume covered by mucin-secreting goblet cell regions within colon thin sections may serve as a means to differentiate between ulcerative colitis and infectious colitis. Here we show that rapid, quantum cascade laser-based mid-infrared microspectroscopy might be able to contribute to the differential diagnosis of colitis ulcerosa, an inflammatory bowel disease. Infrared hyperspectral images of mouse colon thin sections were obtained within 7.5 minutes per section with a pixel size of 3.65 × 3.65 μm(2) and a field of view of 2.8 × 3.1 mm(2). The spectra were processed by training a random decision forest classifier on the basis of k-means clustering on one thin section. The trained algorithm was then applied to 5 further thin sections for a blinded validation and it was able to identify goblet cells in all sections. The rapid identification of goblet cells within these unstained, paraffinized thin sections of colon tissue was enabled by the high content of glycopeptides within the goblet cells as revealed by the pronounced spectral signatures in the 7.6 μm-8.6 μm and the 9.2 μm-9.7 μm wavelength ranges of the electromagnetic spectrum. More so, the simple calculation of the ratio between the absorbance values at 9.29 μm and 8.47 μm provides the potential to further shorten the time for measurement and analysis of a thin section down to well below 1 minute.
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Affiliation(s)
- N Kröger-Lui
- Heidelberg University, Kirchhoff Institute for Physics, Im Neuenheimer Feld 227, Heidelberg, 69120 Germany.
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14
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Byrne HJ, Baranska M, Puppels GJ, Stone N, Wood B, Gough KM, Lasch P, Heraud P, Sulé-Suso J, Sockalingum GD. Spectropathology for the next generation: Quo vadis? Analyst 2015; 140:2066-73. [DOI: 10.1039/c4an02036g] [Citation(s) in RCA: 94] [Impact Index Per Article: 10.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Vibrational spectroscopy for biomedical applications has shown great promise although its translation into clinical practice has, as yet, been relatively slow. This Editorial assesses the challenges facing the field and the potential way forward.
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Affiliation(s)
- Hugh J. Byrne
- FOCAS Research Institute
- Dublin Institute of Technology
- Dublin 8
- Ireland
| | | | - Gerwin J. Puppels
- RiverD International B.V
- 3029 AK Rotterdam
- the Netherlands
- Erasmus-University Medical Center
- Center for Optical Diagnostics & Therapy
| | - Nick Stone
- Biomedical Spectroscopy Lab
- School of Physics
- College of Engineering
- Mathematics and Physical Sciences
- University of Exeter
| | - Bayden Wood
- Centre for Biospectroscopy and School of Chemistry
- Monash University
- Clayton
- Australia
| | | | - Peter Lasch
- Robert Koch-Institut
- Center for Biological Threats and Special Pathogens: Proteomics and Spectroscopy (ZBS6)
- 13353 Berlin
- Germany
| | - Phil Heraud
- Centre for Biospectroscopy and School of Chemistry
- Monash University
- Australia
| | - Josep Sulé-Suso
- Institute for Science & Technology in Medicine
- Keele University
- Stoke-on-Trent
- UK
| | - Ganesh D. Sockalingum
- Université de Reims Champagne-Ardenne
- MéDIAN-Biophotonique et Technologies pour la Santé
- UFR de Pharmacie
- 51096 Reims Cedex
- France
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