Surface-enhanced Raman scattering for the diagnosis of ulcerative colitis: will it change the rules of the game?
Ulcerative colitis (UC) is a relapsing-remitting inflammatory bowel disease that requires numerous costly invasive investigations which lead to physical and psychological patient discomfort. We need a non-invasive technological approach that would significantly improve its diagnosis. Surface-enhance...
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Published in | Analytical and bioanalytical chemistry Vol. 413; no. 3; pp. 827 - 838 |
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Main Authors | , , , , , , |
Format | Journal Article |
Language | English |
Published |
Berlin/Heidelberg
Springer Berlin Heidelberg
01.01.2021
Springer Springer Nature B.V |
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Abstract | Ulcerative colitis (UC) is a relapsing-remitting inflammatory bowel disease that requires numerous costly invasive investigations which lead to physical and psychological patient discomfort. We need a non-invasive technological approach that would significantly improve its diagnosis. Surface-enhanced Raman scattering (SERS) is a growing technique that can provide a molecular diagnostic fingerprint in just a few minutes, without the need for prior sample preparation. The aim of this pilot in vivo study was to prove that multivariate analysis of SER spectra collected on plasma samples could be employed for non-invasive diagnosis of UC. Plasma samples were collected from healthy subjects (
n
= 35) and patients with UC (
n
= 28). SERS spectra were acquired using a 785-nm excitation laser line and a solid plasmonic substrate developed in our laboratory using an original procedure described in the literature. The classification accuracy yielded by SERS was assessed by principal component analysis-linear discriminant analysis (PCA-LDA) and partial least squares discriminant analysis (PLS-DA). PCA-LDA differentiated UC samples from those of healthy subjects with a sensitivity of 86%, a specificity of 92%, and an accuracy of 89%, the AUC being 0.96. The PLS-DA analysis resulted in a sensitivity of 89%, a specificity of 94%, an accuracy of 92%, and an AUC value of 0.92. Several spectral bands were associated with UC: 376–420, 440–513, 686–715, 919–939, 1035–1062, 1083–1093, 1120–1132, 1148–1156, 1191–1211, 1234–1262, 1275–1294, 1382–1405, 1511–1526, and 1693–1702 cm
−1
. Changes in plasma levels of amino acids, proteins, lipids, and other compounds were noted using SERS in patients with UC. Multivariate analysis of SER spectra collected on a solid plasmonic substrate represents a promising alternative to diagnosing UC, as it is non-invasive, easy to use, and fast. |
---|---|
AbstractList | Ulcerative colitis (UC) is a relapsing-remitting inflammatory bowel disease that requires numerous costly invasive investigations which lead to physical and psychological patient discomfort. We need a non-invasive technological approach that would significantly improve its diagnosis. Surface-enhanced Raman scattering (SERS) is a growing technique that can provide a molecular diagnostic fingerprint in just a few minutes, without the need for prior sample preparation. The aim of this pilot in vivo study was to prove that multivariate analysis of SER spectra collected on plasma samples could be employed for non-invasive diagnosis of UC. Plasma samples were collected from healthy subjects (
n
= 35) and patients with UC (
n
= 28). SERS spectra were acquired using a 785-nm excitation laser line and a solid plasmonic substrate developed in our laboratory using an original procedure described in the literature. The classification accuracy yielded by SERS was assessed by principal component analysis-linear discriminant analysis (PCA-LDA) and partial least squares discriminant analysis (PLS-DA). PCA-LDA differentiated UC samples from those of healthy subjects with a sensitivity of 86%, a specificity of 92%, and an accuracy of 89%, the AUC being 0.96. The PLS-DA analysis resulted in a sensitivity of 89%, a specificity of 94%, an accuracy of 92%, and an AUC value of 0.92. Several spectral bands were associated with UC: 376–420, 440–513, 686–715, 919–939, 1035–1062, 1083–1093, 1120–1132, 1148–1156, 1191–1211, 1234–1262, 1275–1294, 1382–1405, 1511–1526, and 1693–1702 cm
−1
. Changes in plasma levels of amino acids, proteins, lipids, and other compounds were noted using SERS in patients with UC. Multivariate analysis of SER spectra collected on a solid plasmonic substrate represents a promising alternative to diagnosing UC, as it is non-invasive, easy to use, and fast. Ulcerative colitis (UC) is a relapsing-remitting inflammatory bowel disease that requires numerous costly invasive investigations which lead to physical and psychological patient discomfort. We need a non-invasive technological approach that would significantly improve its diagnosis. Surface-enhanced Raman scattering (SERS) is a growing technique that can provide a molecular diagnostic fingerprint in just a few minutes, without the need for prior sample preparation. The aim of this pilot in vivo study was to prove that multivariate analysis of SER spectra collected on plasma samples could be employed for non-invasive diagnosis of UC. Plasma samples were collected from healthy subjects (n = 35) and patients with UC (n = 28). SERS spectra were acquired using a 785-nm excitation laser line and a solid plasmonic substrate developed in our laboratory using an original procedure described in the literature. The classification accuracy yielded by SERS was assessed by principal component analysis-linear discriminant analysis (PCA-LDA) and partial least squares discriminant analysis (PLS-DA). PCA-LDA differentiated UC samples from those of healthy subjects with a sensitivity of 86%, a specificity of 92%, and an accuracy of 89%, the AUC being 0.96. The PLS-DA analysis resulted in a sensitivity of 89%, a specificity of 94%, an accuracy of 92%, and an AUC value of 0.92. Several spectral bands were associated with UC: 376-420, 440-513, 686-715, 919-939, 1035-1062, 1083-1093, 1120-1132, 1148-1156, 1191-1211, 1234-1262, 1275-1294, 1382-1405, 1511-1526, and 1693-1702 cm.sup.-1. Changes in plasma levels of amino acids, proteins, lipids, and other compounds were noted using SERS in patients with UC. Multivariate analysis of SER spectra collected on a solid plasmonic substrate represents a promising alternative to diagnosing UC, as it is non-invasive, easy to use, and fast. Ulcerative colitis (UC) is a relapsing-remitting inflammatory bowel disease that requires numerous costly invasive investigations which lead to physical and psychological patient discomfort. We need a non-invasive technological approach that would significantly improve its diagnosis. Surface-enhanced Raman scattering (SERS) is a growing technique that can provide a molecular diagnostic fingerprint in just a few minutes, without the need for prior sample preparation. The aim of this pilot in vivo study was to prove that multivariate analysis of SER spectra collected on plasma samples could be employed for non-invasive diagnosis of UC. Plasma samples were collected from healthy subjects (n = 35) and patients with UC (n = 28). SERS spectra were acquired using a 785-nm excitation laser line and a solid plasmonic substrate developed in our laboratory using an original procedure described in the literature. The classification accuracy yielded by SERS was assessed by principal component analysis-linear discriminant analysis (PCA-LDA) and partial least squares discriminant analysis (PLS-DA). PCA-LDA differentiated UC samples from those of healthy subjects with a sensitivity of 86%, a specificity of 92%, and an accuracy of 89%, the AUC being 0.96. The PLS-DA analysis resulted in a sensitivity of 89%, a specificity of 94%, an accuracy of 92%, and an AUC value of 0.92. Several spectral bands were associated with UC: 376-420, 440-513, 686-715, 919-939, 1035-1062, 1083-1093, 1120-1132, 1148-1156, 1191-1211, 1234-1262, 1275-1294, 1382-1405, 1511-1526, and 1693-1702 cm-1. Changes in plasma levels of amino acids, proteins, lipids, and other compounds were noted using SERS in patients with UC. Multivariate analysis of SER spectra collected on a solid plasmonic substrate represents a promising alternative to diagnosing UC, as it is non-invasive, easy to use, and fast.Ulcerative colitis (UC) is a relapsing-remitting inflammatory bowel disease that requires numerous costly invasive investigations which lead to physical and psychological patient discomfort. We need a non-invasive technological approach that would significantly improve its diagnosis. Surface-enhanced Raman scattering (SERS) is a growing technique that can provide a molecular diagnostic fingerprint in just a few minutes, without the need for prior sample preparation. The aim of this pilot in vivo study was to prove that multivariate analysis of SER spectra collected on plasma samples could be employed for non-invasive diagnosis of UC. Plasma samples were collected from healthy subjects (n = 35) and patients with UC (n = 28). SERS spectra were acquired using a 785-nm excitation laser line and a solid plasmonic substrate developed in our laboratory using an original procedure described in the literature. The classification accuracy yielded by SERS was assessed by principal component analysis-linear discriminant analysis (PCA-LDA) and partial least squares discriminant analysis (PLS-DA). PCA-LDA differentiated UC samples from those of healthy subjects with a sensitivity of 86%, a specificity of 92%, and an accuracy of 89%, the AUC being 0.96. The PLS-DA analysis resulted in a sensitivity of 89%, a specificity of 94%, an accuracy of 92%, and an AUC value of 0.92. Several spectral bands were associated with UC: 376-420, 440-513, 686-715, 919-939, 1035-1062, 1083-1093, 1120-1132, 1148-1156, 1191-1211, 1234-1262, 1275-1294, 1382-1405, 1511-1526, and 1693-1702 cm-1. Changes in plasma levels of amino acids, proteins, lipids, and other compounds were noted using SERS in patients with UC. Multivariate analysis of SER spectra collected on a solid plasmonic substrate represents a promising alternative to diagnosing UC, as it is non-invasive, easy to use, and fast. Ulcerative colitis (UC) is a relapsing-remitting inflammatory bowel disease that requires numerous costly invasive investigations which lead to physical and psychological patient discomfort. We need a non-invasive technological approach that would significantly improve its diagnosis. Surface-enhanced Raman scattering (SERS) is a growing technique that can provide a molecular diagnostic fingerprint in just a few minutes, without the need for prior sample preparation. The aim of this pilot in vivo study was to prove that multivariate analysis of SER spectra collected on plasma samples could be employed for non-invasive diagnosis of UC. Plasma samples were collected from healthy subjects (n = 35) and patients with UC (n = 28). SERS spectra were acquired using a 785-nm excitation laser line and a solid plasmonic substrate developed in our laboratory using an original procedure described in the literature. The classification accuracy yielded by SERS was assessed by principal component analysis-linear discriminant analysis (PCA-LDA) and partial least squares discriminant analysis (PLS-DA). PCA-LDA differentiated UC samples from those of healthy subjects with a sensitivity of 86%, a specificity of 92%, and an accuracy of 89%, the AUC being 0.96. The PLS-DA analysis resulted in a sensitivity of 89%, a specificity of 94%, an accuracy of 92%, and an AUC value of 0.92. Several spectral bands were associated with UC: 376–420, 440–513, 686–715, 919–939, 1035–1062, 1083–1093, 1120–1132, 1148–1156, 1191–1211, 1234–1262, 1275–1294, 1382–1405, 1511–1526, and 1693–1702 cm⁻¹. Changes in plasma levels of amino acids, proteins, lipids, and other compounds were noted using SERS in patients with UC. Multivariate analysis of SER spectra collected on a solid plasmonic substrate represents a promising alternative to diagnosing UC, as it is non-invasive, easy to use, and fast. Ulcerative colitis (UC) is a relapsing-remitting inflammatory bowel disease that requires numerous costly invasive investigations which lead to physical and psychological patient discomfort. We need a non-invasive technological approach that would significantly improve its diagnosis. Surface-enhanced Raman scattering (SERS) is a growing technique that can provide a molecular diagnostic fingerprint in just a few minutes, without the need for prior sample preparation. The aim of this pilot in vivo study was to prove that multivariate analysis of SER spectra collected on plasma samples could be employed for non-invasive diagnosis of UC. Plasma samples were collected from healthy subjects (n = 35) and patients with UC (n = 28). SERS spectra were acquired using a 785-nm excitation laser line and a solid plasmonic substrate developed in our laboratory using an original procedure described in the literature. The classification accuracy yielded by SERS was assessed by principal component analysis-linear discriminant analysis (PCA-LDA) and partial least squares discriminant analysis (PLS-DA). PCA-LDA differentiated UC samples from those of healthy subjects with a sensitivity of 86%, a specificity of 92%, and an accuracy of 89%, the AUC being 0.96. The PLS-DA analysis resulted in a sensitivity of 89%, a specificity of 94%, an accuracy of 92%, and an AUC value of 0.92. Several spectral bands were associated with UC: 376-420, 440-513, 686-715, 919-939, 1035-1062, 1083-1093, 1120-1132, 1148-1156, 1191-1211, 1234-1262, 1275-1294, 1382-1405, 1511-1526, and 1693-1702 cm . Changes in plasma levels of amino acids, proteins, lipids, and other compounds were noted using SERS in patients with UC. Multivariate analysis of SER spectra collected on a solid plasmonic substrate represents a promising alternative to diagnosing UC, as it is non-invasive, easy to use, and fast. Ulcerative colitis (UC) is a relapsing-remitting inflammatory bowel disease that requires numerous costly invasive investigations which lead to physical and psychological patient discomfort. We need a non-invasive technological approach that would significantly improve its diagnosis. Surface-enhanced Raman scattering (SERS) is a growing technique that can provide a molecular diagnostic fingerprint in just a few minutes, without the need for prior sample preparation. The aim of this pilot in vivo study was to prove that multivariate analysis of SER spectra collected on plasma samples could be employed for non-invasive diagnosis of UC. Plasma samples were collected from healthy subjects (n = 35) and patients with UC (n = 28). SERS spectra were acquired using a 785-nm excitation laser line and a solid plasmonic substrate developed in our laboratory using an original procedure described in the literature. The classification accuracy yielded by SERS was assessed by principal component analysis-linear discriminant analysis (PCA-LDA) and partial least squares discriminant analysis (PLS-DA). PCA-LDA differentiated UC samples from those of healthy subjects with a sensitivity of 86%, a specificity of 92%, and an accuracy of 89%, the AUC being 0.96. The PLS-DA analysis resulted in a sensitivity of 89%, a specificity of 94%, an accuracy of 92%, and an AUC value of 0.92. Several spectral bands were associated with UC: 376–420, 440–513, 686–715, 919–939, 1035–1062, 1083–1093, 1120–1132, 1148–1156, 1191–1211, 1234–1262, 1275–1294, 1382–1405, 1511–1526, and 1693–1702 cm−1. Changes in plasma levels of amino acids, proteins, lipids, and other compounds were noted using SERS in patients with UC. Multivariate analysis of SER spectra collected on a solid plasmonic substrate represents a promising alternative to diagnosing UC, as it is non-invasive, easy to use, and fast. |
Audience | Academic |
Author | Petrushev, Bobe Știufiuc, Rareș Mărginean, Radu Fischer, Petra Tanțău, Marcel Tefas, Cristian Toma, Valentin |
Author_xml | – sequence: 1 givenname: Cristian orcidid: 0000-0002-8263-7923 surname: Tefas fullname: Tefas, Cristian email: tefascristian@gmail.com organization: Gastroenterology Department, “Prof. Dr. Octavian Fodor” Institute of Gastroenterology and Hepatology, Department of Internal Medicine, “Iuliu Hațieganu” University of Medicine and Pharmacy – sequence: 2 givenname: Radu surname: Mărginean fullname: Mărginean, Radu organization: MedFuture - Research Center for Advanced Medicine, “Iuliu Hațieganu” University of Medicine and Pharmacy – sequence: 3 givenname: Valentin surname: Toma fullname: Toma, Valentin organization: MedFuture - Research Center for Advanced Medicine, “Iuliu Hațieganu” University of Medicine and Pharmacy – sequence: 4 givenname: Bobe surname: Petrushev fullname: Petrushev, Bobe organization: Pathology Department, “Prof. Dr. Octavian Fodor” Institute of Gastroenterology and Hepatology – sequence: 5 givenname: Petra surname: Fischer fullname: Fischer, Petra organization: Gastroenterology Department, “Prof. Dr. Octavian Fodor” Institute of Gastroenterology and Hepatology – sequence: 6 givenname: Marcel surname: Tanțău fullname: Tanțău, Marcel organization: Gastroenterology Department, “Prof. Dr. Octavian Fodor” Institute of Gastroenterology and Hepatology, Department of Internal Medicine, “Iuliu Hațieganu” University of Medicine and Pharmacy – sequence: 7 givenname: Rareș surname: Știufiuc fullname: Știufiuc, Rareș organization: MedFuture - Research Center for Advanced Medicine, “Iuliu Hațieganu” University of Medicine and Pharmacy, Department of Pharmaceutical Physics-Biophysics, “Iuliu Hațieganu” University of Medicine and Pharmacy |
BackLink | https://www.ncbi.nlm.nih.gov/pubmed/33161464$$D View this record in MEDLINE/PubMed |
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Keywords | Inflammatory bowel disease Solid plasmonic substrate SERS Surface-enhanced Raman spectroscopy Ulcerative colitis |
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References | Moisoiu, Stefancu, Gulei, Boitor, Magdo, Raduly (CR13) 2019; 14 Shiomi, Nishiumi, Ooi, Hatano, Shinohara, Yoshie (CR34) 2011; 17 Premasiri, Lee, Ziegler (CR21) 2012; 116 CR19 Magro, Gionchetti, Eliakim, Ardizzone, Armuzzi, Barreiro-de Acosta (CR17) 2017; 11 Lakatos, Lakatos (CR39) 2008; 14 Lin, Chen, Feng, Pan, Li, Chen (CR28) 2011; 7 Talari, Movasaghi, Rehman, Rehman (CR29) 2015; 50 Mosli, Zou, Garg, Feagan, MacDonald, Chande (CR40) 2015; 110 Chong, Jun (CR30) 2005; 78 Schicho, Nazyrova, Shaykhutdinov, Duggan, Vogel, Storr (CR38) 2010; 9 CR33 CR32 Van Der Walt, Colbert, Varoquaux (CR31) 2011; 13 Lin, Pan, Huang, Chen, Qiu, Shi (CR20) 2014; 4 Bonifacio, Cervo, Sergo (CR22) 2015; 407 Hong, Ahn, Park, Lee, Lee, Huh (CR37) 2010; 33 Palmieri, Mazza, Castellana, Panza, Latiano, Corritore (CR4) 2016; 20 Li, Li, Zeng, Zhang, Guo, Liu (CR26) 2015; 5 Vermeire (CR3) 2007; 3 Schroeder, Tremaine, Ilstrup (CR16) 1987; 317 Chernavskaia, Heuke, Vieth, Friedrich, Schürmann, Atreya (CR12) 2016; 6 Bi, Walsh, Mahadevan-Jansen, Herline (CR11) 2011; 54 Jansson, Willing, Lucio, Fekete, Dicksved, Halfvarson (CR36) 2009; 4 Tontini, Vecchi, Pastorelli, Neurath, Neumann (CR1) 2015; 21 Bielecki, Bocklitz, Schmitt, Krafft, Marquardt, Gharbi (CR7) 2012; 17 Bonifacio, Dalla Marta, Spizzo, Cervo, Steffan, Colombatti (CR24) 2014; 406 Pence, Beaulieu, Horst, Bi, Herline, Schwartz (CR10) 2017; 8 Moore, Carter, Nietert, Stewart (CR41) 2011; 4 CR9 Știufiuc, Toma, Buse, Mărginean, Morar-Bolba, Culic (CR14) 2020; 10 González-Solís, Luévano-Colmenero, Vargas-Mancilla (CR25) 2013; 22 Feng, Lin, Lin, Li, Huang, Chen (CR27) 2013; 138 Chang, Malter, Hudesman (CR2) 2015; 21 Veenstra, Palyvoda, Alahwal, Jovanovski, Reisner, King (CR8) 2014; 25 Cervo, Mansutti, Del Mistro, Spizzo, Colombatti, Steffan (CR23) 2015; 407 Silverberg, Satsangi, Ahmad, Arnott, Bernstein, Brant (CR18) 2005; 19 Wood, Kendall, Hutchings, Lloyd, Stone, Shepherd (CR6) 2014; 16 Burczynski, Peterson, Twine, Zuberek, Brodeur, Casciotti (CR35) 2006; 8 Le Ru, Blackie, Meyer, Etchegoint (CR5) 2007; 111 Rutgeerts, Sandborn, Feagan, Reinisch, Olson, Johanns (CR15) 2005; 353 Y Shiomi (3036_CR34) 2011; 17 O Chernavskaia (3036_CR12) 2016; 6 R Schicho (3036_CR38) 2010; 9 O Palmieri (3036_CR4) 2016; 20 YS Hong (3036_CR37) 2010; 33 S Vermeire (3036_CR3) 2007; 3 S Cervo (3036_CR23) 2015; 407 JJ Wood (3036_CR6) 2014; 16 D Lin (3036_CR20) 2014; 4 3036_CR19 A Bonifacio (3036_CR24) 2014; 406 M Veenstra (3036_CR8) 2014; 25 C Bielecki (3036_CR7) 2012; 17 JL González-Solís (3036_CR25) 2013; 22 GE Tontini (3036_CR1) 2015; 21 3036_CR32 S Van Der Walt (3036_CR31) 2011; 13 3036_CR33 V Moisoiu (3036_CR13) 2019; 14 GF Știufiuc (3036_CR14) 2020; 10 3036_CR9 S Li (3036_CR26) 2015; 5 IG Chong (3036_CR30) 2005; 78 J Lin (3036_CR28) 2011; 7 J Jansson (3036_CR36) 2009; 4 A Bonifacio (3036_CR22) 2015; 407 EC Le Ru (3036_CR5) 2007; 111 CG Moore (3036_CR41) 2011; 4 MS Silverberg (3036_CR18) 2005; 19 PL Lakatos (3036_CR39) 2008; 14 X Bi (3036_CR11) 2011; 54 KW Schroeder (3036_CR16) 1987; 317 S Feng (3036_CR27) 2013; 138 S Chang (3036_CR2) 2015; 21 F Magro (3036_CR17) 2017; 11 WR Premasiri (3036_CR21) 2012; 116 IJ Pence (3036_CR10) 2017; 8 ACS Talari (3036_CR29) 2015; 50 ME Burczynski (3036_CR35) 2006; 8 P Rutgeerts (3036_CR15) 2005; 353 MH Mosli (3036_CR40) 2015; 110 |
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the discrimination of ulcerative colitis and Crohn’s disease using Raman spectroscopy publication-title: Dis Colon Rectum doi: 10.1007/DCR.0b013e3181fcf68d – volume: 4 start-page: 332 issue: 5 year: 2011 end-page: 337 ident: CR41 article-title: Recommendations for planning pilot studies in clinical and translational research publication-title: Clin Transl Sci doi: 10.1111/j.1752-8062.2011.00347.x – volume: 4 start-page: 4751 year: 2014 ident: CR20 article-title: Label-free blood plasma test based on surface-enhanced Raman scattering for tumor stages detection in nasopharyngeal cancer publication-title: Sci Rep doi: 10.1038/srep04751 – volume: 138 start-page: 3967 year: 2013 end-page: 3974 ident: CR27 article-title: Blood plasma surface-enhanced Raman spectroscopy for non-invasive optical detection of cervical cancer publication-title: Analyst doi: 10.1039/c3an36890d – volume: 21 start-page: 11246 year: 2015 end-page: 11259 ident: CR2 article-title: Disease monitoring in inflammatory 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Bioanal Chem doi: 10.1007/s00216-014-7622-1 – ident: CR9 – volume: 25 start-page: 56 year: 2014 end-page: 59 ident: CR8 article-title: Raman spectroscopy in the diagnosis of ulcerative colitis publication-title: Eur J Pediatr Surg doi: 10.1055/s-0034-1387951 – ident: CR32 – volume: 110 start-page: 802 year: 2015 end-page: 819 ident: CR40 article-title: C-reactive protein, fecal calprotectin, and stool lactoferrin for detection of endoscopic activity in symptomatic inflammatory bowel disease patients: a systematic review and meta-analysis publication-title: Am J Gastroenterol doi: 10.1038/ajg.2015.120 – volume: 11 start-page: 649 year: 2017 end-page: 670 ident: CR17 article-title: Third European evidence-based consensus on diagnosis and management of ulcerative colitis. 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SubjectTerms | Accuracy Amino acids Analysis Analytical Chemistry Biochemistry Characterization and Evaluation of Materials Chemistry Chemistry and Materials Science Diagnosis Diagnostic systems Discriminant analysis Food Science In vivo methods and tests Inflammatory bowel disease Inflammatory bowel diseases Intestine Laboratory Medicine Lipids Methods Monitoring/Environmental Analysis Multivariate analysis patients Plasma levels Plasmonics Principal components analysis Raman effect Raman spectra Raman spectroscopy Research Paper Sample preparation Spectra Spectral bands Substrates Ulcerative colitis |
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Title | Surface-enhanced Raman scattering for the diagnosis of ulcerative colitis: will it change the rules of the game? |
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