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Abu-Aqil G, Sharaha U, Suleiman M, Riesenberg K, Lapidot I, Salman A, Huleihel M. Culture-independent susceptibility determination of E. coli isolated directly from patients’ urine using FTIR and machine-learning. Analyst 2022; 147:4815-4823. [DOI: 10.1039/d2an01253g] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
One of the most common human bacterial infections is the urinary tract infection (UTI).
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Affiliation(s)
- George Abu-Aqil
- Department of Microbiology, Immunology and Genetics, Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva 84105, Israel
| | - Uraib Sharaha
- Department of Microbiology, Immunology and Genetics, Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva 84105, Israel
| | - Manal Suleiman
- Department of Microbiology, Immunology and Genetics, Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva 84105, Israel
| | - Klaris Riesenberg
- Director of Microbiology Laboratory, Soroka University Medical Center, Beer-Sheva 84105, Israel
| | - Itshak Lapidot
- Department of Electrical and Electronics Engineering, ACLP-Afeka Center for Language Processing, Afeka Tel-Aviv Academic College of Engineering, Tel-Aviv 69107, Israel
| | - Ahmad Salman
- Department of Physics, SCE - Shamoon College of Engineering, Beer-Sheva 84100, Israel
| | - Mahmoud Huleihel
- Department of Microbiology, Immunology and Genetics, Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva 84105, Israel
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Kaprou GD, Bergšpica I, Alexa EA, Alvarez-Ordóñez A, Prieto M. Rapid Methods for Antimicrobial Resistance Diagnostics. Antibiotics (Basel) 2021; 10:209. [PMID: 33672677 PMCID: PMC7924329 DOI: 10.3390/antibiotics10020209] [Citation(s) in RCA: 45] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2021] [Revised: 02/09/2021] [Accepted: 02/13/2021] [Indexed: 02/06/2023] Open
Abstract
Antimicrobial resistance (AMR) is one of the most challenging threats in public health; thus, there is a growing demand for methods and technologies that enable rapid antimicrobial susceptibility testing (AST). The conventional methods and technologies addressing AMR diagnostics and AST employed in clinical microbiology are tedious, with high turnaround times (TAT), and are usually expensive. As a result, empirical antimicrobial therapies are prescribed leading to AMR spread, which in turn causes higher mortality rates and increased healthcare costs. This review describes the developments in current cutting-edge methods and technologies, organized by key enabling research domains, towards fighting the looming AMR menace by employing recent advances in AMR diagnostic tools. First, we summarize the conventional methods addressing AMR detection, surveillance, and AST. Thereafter, we examine more recent non-conventional methods and the advancements in each field, including whole genome sequencing (WGS), matrix-assisted laser desorption/ionization time-of-flight (MALDI-TOF) spectrometry, Fourier transform infrared (FTIR) spectroscopy, and microfluidics technology. Following, we provide examples of commercially available diagnostic platforms for AST. Finally, perspectives on the implementation of emerging concepts towards developing paradigm-changing technologies and methodologies for AMR diagnostics are discussed.
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Affiliation(s)
- Georgia D. Kaprou
- Department of Food Hygiene and Technology, University of León, 24071 León, Spain; (I.B.); (E.A.A.); (A.A.-O.); (M.P.)
- Luxembourg Centre for Systems Biomedicine, University of Luxembourg, L-4367 Belvaux, Luxembourg
| | - Ieva Bergšpica
- Department of Food Hygiene and Technology, University of León, 24071 León, Spain; (I.B.); (E.A.A.); (A.A.-O.); (M.P.)
- Institute of Food Safety, Animal Health and Environment BIOR, LV-1076 Riga, Latvia
| | - Elena A. Alexa
- Department of Food Hygiene and Technology, University of León, 24071 León, Spain; (I.B.); (E.A.A.); (A.A.-O.); (M.P.)
| | - Avelino Alvarez-Ordóñez
- Department of Food Hygiene and Technology, University of León, 24071 León, Spain; (I.B.); (E.A.A.); (A.A.-O.); (M.P.)
- Institute of Food Science and Technology, University of León, 24071 León, Spain
| | - Miguel Prieto
- Department of Food Hygiene and Technology, University of León, 24071 León, Spain; (I.B.); (E.A.A.); (A.A.-O.); (M.P.)
- Institute of Food Science and Technology, University of León, 24071 León, Spain
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Altharawi A, Rahman KM, Chan KLA. Identifying the Responses from the Estrogen Receptor-Expressed MCF7 Cells Treated in Anticancer Drugs of Different Modes of Action Using Live-Cell FTIR Spectroscopy. ACS OMEGA 2020; 5:12698-12706. [PMID: 32548453 PMCID: PMC7288356 DOI: 10.1021/acsomega.9b04369] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/19/2019] [Accepted: 03/26/2020] [Indexed: 05/04/2023]
Abstract
Recently, we have shown that changes in Fourier transform infrared (FTIR) spectra of living MDA-MB-231 cells (a triple negative cell line) upon exposure to anticancer drugs reflect the changes in the cellular compositions which are correlated to the modes of action of drugs. In the present study, MCF7 cells (an estrogen receptor expressing breast cancer cell line) were exposed to three anticancer drugs belonging to two well-characterized anticancer classes: selective estrogen receptor modulators (SERMs) and DNA-intercalating agent. First, we evaluated if the changes in the spectrum of cells are according to the modes of action of drugs and the characteristics of the MCF7 cell line in the same way as the MDA-MB-231 cell. Living MCF7 cells were treated in the three drugs at half maximal inhibitory concentration (IC50), and the difference spectra were analyzed using principal component analysis (PCA). The results demonstrated clear separation between tamoxifen/toremifene (SERM)-treated cells from the doxorubicin (DNA-intercalator)-treated and untreated cells (control). Tamoxifen and toremifene induced similar spectral changes in the cellular compositions of MCF7 cells and lead to the clustering of these two drugs in the same quadrant of the principal component 1 (PC1) versus PC2 score plots. The separation is mostly attributed to their similar modes of actions. However, doxorubicin-treated MCF7 cells highlighted spectral changes that mainly occur in bands at 1085 and 1200-1240 cm-1, which could be associated with the DNA-intercalation effects of the drug. Second, the pairwise PCA at various individual time points was employed to investigate whether the spectral changes of MCF7 and MDA-MB-231 cells in response to the IC50 of tamoxifen/toremifene and doxorubicin are dependent on the characteristics of the cell lines. The estrogen-expressing MCF7 cells demonstrated significant differences in response to the SERMs in comparison to the triple negative MDA-MB-231 cells, suggesting that different modes of action have taken place in the two tested cell lines. In contrast, the doxorubicin-treated MDA-MB-231 and MCF7 cells show similar changes in 1150-950 cm-1, which indicates that the DNA intercalation effect of doxorubicin is found in both cell lines. The results have demonstrated that live-cell FTIR analysis is sensitive to the different modes of action from the same drugs on cells with different characteristics.
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Affiliation(s)
- Ali Altharawi
- Institute
of Pharmaceutical Science, School of Cancer Studies and Pharmaceutical
Sciences, King’s College London, London SE1 9NH, U.K.
- College
of Pharmacy, Prince Sattam Bin Abdulaziz
University, Al-Kharj 16278, Kingdom of Saudi Arabia
| | - Khondaker Miraz Rahman
- Institute
of Pharmaceutical Science, School of Cancer Studies and Pharmaceutical
Sciences, King’s College London, London SE1 9NH, U.K.
| | - Ka Lung Andrew Chan
- Institute
of Pharmaceutical Science, School of Cancer Studies and Pharmaceutical
Sciences, King’s College London, London SE1 9NH, U.K.
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Gieroba B, Krysa M, Wojtowicz K, Wiater A, Pleszczyńska M, Tomczyk M, Sroka-Bartnicka A. The FT-IR and Raman Spectroscopies as Tools for Biofilm Characterization Created by Cariogenic Streptococci. Int J Mol Sci 2020; 21:E3811. [PMID: 32471277 PMCID: PMC7313032 DOI: 10.3390/ijms21113811] [Citation(s) in RCA: 46] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2020] [Revised: 05/21/2020] [Accepted: 05/25/2020] [Indexed: 12/18/2022] Open
Abstract
Fourier transform infrared (FT-IR) and Raman spectroscopy and mapping were applied to the analysis of biofilms produced by bacteria of the genus Streptococcus. Bacterial biofilm, also called dental plaque, is the main cause of periodontal disease and tooth decay. It consists of a complex microbial community embedded in an extracellular matrix composed of highly hydrated extracellular polymeric substances and is a combination of salivary and bacterial proteins, lipids, polysaccharides, nucleic acids, and inorganic ions. This study confirms the value of Raman and FT-IR spectroscopies in biology, medicine, and pharmacy as effective tools for bacterial product characterization.
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Affiliation(s)
- Barbara Gieroba
- Department of Biopharmacy, Medical University of Lublin, Chodzki 4a, 20-093 Lublin, Poland; (B.G.); (M.K.); (K.W.)
| | - Mikolaj Krysa
- Department of Biopharmacy, Medical University of Lublin, Chodzki 4a, 20-093 Lublin, Poland; (B.G.); (M.K.); (K.W.)
| | - Kinga Wojtowicz
- Department of Biopharmacy, Medical University of Lublin, Chodzki 4a, 20-093 Lublin, Poland; (B.G.); (M.K.); (K.W.)
| | - Adrian Wiater
- Department of Industrial and Environmental Microbiology, Institute of Biological Sciences, Maria Curie-Skłodowska University, Akademicka 19, 20-033 Lublin, Poland; (A.W.); (M.P.)
| | - Małgorzata Pleszczyńska
- Department of Industrial and Environmental Microbiology, Institute of Biological Sciences, Maria Curie-Skłodowska University, Akademicka 19, 20-033 Lublin, Poland; (A.W.); (M.P.)
| | - Michał Tomczyk
- Department of Pharmacognosy, Faculty of Pharmacy, Medical University of Białystok, ul. Mickiewicza 2a, 15-230 Białystok, Poland;
| | - Anna Sroka-Bartnicka
- Department of Biopharmacy, Medical University of Lublin, Chodzki 4a, 20-093 Lublin, Poland; (B.G.); (M.K.); (K.W.)
- Department of Genetics and Microbiology, Maria Curie-Skłodowska University, Akademicka 19, 20-033 Lublin, Poland
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Wiercigroch E, Staniszewska-Slezak E, Szkaradek K, Wojcik T, Ozaki Y, Baranska M, Malek K. FT-IR Spectroscopic Imaging of Endothelial Cells Response to Tumor Necrosis Factor-α: To Follow Markers of Inflammation Using Standard and High-Magnification Resolution. Anal Chem 2018; 90:3727-3736. [PMID: 29504750 DOI: 10.1021/acs.analchem.7b03089] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
Two endothelial cell lines were selected as models to investigate an effect of incubation with cytokine tumor necrosis factor type α (TNF-α) using Fourier transform infrared (FT-IR) imaging spectroscopy. Both cell lines are often used in laboratories and are typical lung vascular endothelial cells (HMLVEC) derived from the fusion of umbilical vein endothelial cells with lung adenocarcinoma cells (EA.hy926). This study was focused on alteration of spectral changes accompanying inflammation at the cellular level by applying two resolution systems of FT-IR microscopy. The standard approach, with a pixel size of ca. 5.5 μm2, determined the inflammatory state of the whole cell, while a high-magnification resolution (pixel size of ca. 1.1 μm2) provided information at the subcellular level. Importantly, the analysis of IR spectra recorded with different modes produced similar results overall and yielded unambiguous classification of inflamed cells. Generally, the most significant changes in the cells under the influence of TNF-α are related with lipids-their composition and concentration; however, segregation of cells into subcellular compartments provided an additional insight into proteins and nucleic acids related events. The observed spectral alterations are specific for the type of endothelial cell line.
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Affiliation(s)
- Ewelina Wiercigroch
- Faculty of Chemistry , Jagiellonian University , Gronostajowa 2 , 30-387 Krakow , Poland
| | | | - Kinga Szkaradek
- Jagiellonian Centre for Experimental Therapeutics , Jagiellonian University , Bobrzynskiego 14 , 30-348 Krakow , Poland
| | - Tomasz Wojcik
- Jagiellonian Centre for Experimental Therapeutics , Jagiellonian University , Bobrzynskiego 14 , 30-348 Krakow , Poland
| | - Yukihiro Ozaki
- Department of Chemistry , School of Science and Technology, Kwansei Gakuin University , Gakuen 2-1 , Sanda , Hyogo 669-1337 , Japan
| | - Malgorzata Baranska
- Faculty of Chemistry , Jagiellonian University , Gronostajowa 2 , 30-387 Krakow , Poland.,Jagiellonian Centre for Experimental Therapeutics , Jagiellonian University , Bobrzynskiego 14 , 30-348 Krakow , Poland
| | - Kamilla Malek
- Faculty of Chemistry , Jagiellonian University , Gronostajowa 2 , 30-387 Krakow , Poland
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Yan J, Zhang F, Huang Q. FTIR Microspectroscopy Probes Particle-Radiation Effect on HCT116 cells (p53+/+, p53–/–). Radiat Res 2018; 189:156-164. [DOI: 10.1667/rr14883.1] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
Affiliation(s)
- Jingwen Yan
- Key Laboratory of Ion Beam Bioengineering, Hefei Institutes of Physical Science, Chinese Academy of Sciences, Hefei, China
| | - Fengqiu Zhang
- Henan Key Laboratory of Ion Beam Bioengineering, School of Physical Engineering, Zhengzhou University, Zhengzhou, China; and
| | - Qing Huang
- Key Laboratory of Ion Beam Bioengineering, Hefei Institutes of Physical Science, Chinese Academy of Sciences, Hefei, China
- University of Science and Technology of China, Hefei, China
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Wongwattanakul M, Hahnvajanawong C, Tippayawat P, Chio-Srichan S, Leelayuwat C, Limpaiboon T, Jearanaikoon P, Heraud P. Classification of Gemcitabine resistant Cholangiocarcinoma cell lines using synchrotron FTIR microspectroscopy. JOURNAL OF BIOPHOTONICS 2017; 10:367-376. [PMID: 26996159 DOI: 10.1002/jbio.201500253] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/24/2015] [Revised: 02/09/2016] [Accepted: 03/02/2016] [Indexed: 06/05/2023]
Abstract
Cholangiocarcinoma (CCA), a cancer of bile duct epithelium, is a major health problem in Thailand especially in the northeast. Overall treatment outcomes have not shown much improvement because the disease is usually detected at an advanced stage and often shows chemotherapeutic resistance. High-throughput Fourier Transform Infrared (FTIR) microspectroscopy can be used for cell classification and has the potential to diagnose cancer and possibly predict chemo-response. This study was aimed to differentiate gemcitabine-sensitive and gemcitabine-resistant induction in two CCA cell lines (KKU-M139 and KKU-M214) and xenograft tissues using synchrotron-FTIR microspectroscopy. Partial Least Squares Discriminant Analysis (PLS-DA) could discriminate between chemo-sensitive and chemo-resistant cells in the FTIR fingerprint spectral region (1800-1000 cm-1 ) with more than 90% sensitivity and specificity. The chemo-resistant and chemo-sensitive phenotypes were different in protein (amide I, amide II), lipids (carbonyl group and CH3 deformation) and phosphodiester from nucleic acids. Additionally, spectra from xenograft tissues showed similar results to the cell line study with marked differences between chemo-resistant and chemo-sensitive CCA tissues, and PLS-DA could discriminate the chemotherapeutic response with 98% sensitivity and specificity. This is the first study to demonstrate the use of FTIR microspectroscopy to assess chemo-response both in vitro and in vivo.
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Affiliation(s)
- Molin Wongwattanakul
- Centre for Research and Development of Medical Diagnostic Laboratories, Faculty of Associated Medical Sciences, Khon Kaen University, Khon Kaen, 40002, Thailand
- Liver Fluke and Cholangiocarcinoma Research center, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand
- Biomedical Sciences, Graduate School,, Khon Kaen University, Khon Kaen, Thailand
| | - Chariya Hahnvajanawong
- Liver Fluke and Cholangiocarcinoma Research center, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand
- Department of Microbiology, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand
| | - Patcharaporn Tippayawat
- Centre for Research and Development of Medical Diagnostic Laboratories, Faculty of Associated Medical Sciences, Khon Kaen University, Khon Kaen, 40002, Thailand
| | - Sirinart Chio-Srichan
- Synchrotron Light Research Institute (Public Organization), Nakhon Ratchasima, Thailand
| | - Chanvit Leelayuwat
- Centre for Research and Development of Medical Diagnostic Laboratories, Faculty of Associated Medical Sciences, Khon Kaen University, Khon Kaen, 40002, Thailand
- Liver Fluke and Cholangiocarcinoma Research center, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand
| | - Temduang Limpaiboon
- Centre for Research and Development of Medical Diagnostic Laboratories, Faculty of Associated Medical Sciences, Khon Kaen University, Khon Kaen, 40002, Thailand
- Liver Fluke and Cholangiocarcinoma Research center, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand
| | - Patcharee Jearanaikoon
- Centre for Research and Development of Medical Diagnostic Laboratories, Faculty of Associated Medical Sciences, Khon Kaen University, Khon Kaen, 40002, Thailand
- Liver Fluke and Cholangiocarcinoma Research center, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand
| | - Philip Heraud
- Department of Anatomy and Developmental Biology, Monash University, Victoria, Australia
- Centre for Biospectroscopy, School of Chemistry, Monash University, Clayton, VIC 3800, Australia
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Junhom C, Weerapreeyakul N, Tanthanuch W, Thumanu K. Partial least squares regression and fourier transform infrared (FTIR) microspectroscopy for prediction of resistance in hepatocellular carcinoma HepG2 cells. Exp Cell Res 2017; 351:82-90. [DOI: 10.1016/j.yexcr.2016.12.027] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2016] [Revised: 12/27/2016] [Accepted: 12/31/2016] [Indexed: 02/07/2023]
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Sahu RK, Salman A, Mordechai S. Tracing overlapping biological signals in mid-infrared using colonic tissues as a model system. World J Gastroenterol 2017; 23:286-296. [PMID: 28127202 PMCID: PMC5236508 DOI: 10.3748/wjg.v23.i2.286] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/28/2016] [Revised: 10/19/2016] [Accepted: 11/16/2016] [Indexed: 02/06/2023] Open
Abstract
AIM To understand the interference of carbohydrates absorbance in nucleic acids signals during diagnosis of malignancy using Fourier transform infrared (FTIR) spectroscopy.
METHODS We used formalin fixed paraffin embedded colonic tissues to obtain infrared (IR) spectra in the mid IR region using a bruker II IR microscope with a facility for varying the measurement area by varying the aperture available. Following this procedure we could measure different regions of the crypt circles containing different biochemicals. Crypts from 18 patients were measured. Circular crypts with a maximum diameter of 120 μm and a lumen of about 30 μm were selected for uniformity. The spectral data was analyzed using conventional and advanced computational methods.
RESULTS Among the various components that are observed to contribute to the diagnostic capabilities of FTIR, the carbohydrates and nucleic acids are prominent. However there are intrinsic difficulties in the diagnostic capabilities due to the overlap of major absorbance bands of nucleic acids, carbohydrates and phospholipids in the mid-IR region. The result demonstrates colonic tissues as a biological system suitable for studying interference of carbohydrates and nucleic acids under ex vivo conditions. Among the diagnostic parameters that are affected by the absorbance from nucleic acids is the RNA/DNA ratio, dependent on absorbance at 1121 cm-1 and 1020 cm-1 that is used to classify the normal and cancerous tissues especially during FTIR based diagnosis of colonic malignancies. The signals of the nucleic acids and the ratio (RNA/DNA) are likely increased due to disappearance of interfering components like carbohydrates and phosphates along with an increase in amount of RNA.
CONCLUSION The present work, proposes one mechanism for the observed changes in the nucleic acid absorbance in mid-IR during disease progression (carcinogenesis).
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Junhom C, Weerapreeyakul N, Tanthanuch W, Thumanu K. FTIR microspectroscopy defines early drug resistant human hepatocellular carcinoma (HepG2) cells. Exp Cell Res 2016; 340:71-80. [DOI: 10.1016/j.yexcr.2015.12.007] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2015] [Revised: 12/01/2015] [Accepted: 12/15/2015] [Indexed: 01/10/2023]
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FTIR spectral signature of anticancer drugs. Can drug mode of action be identified? BIOCHIMICA ET BIOPHYSICA ACTA-PROTEINS AND PROTEOMICS 2015; 1864:85-101. [PMID: 26327318 DOI: 10.1016/j.bbapap.2015.08.010] [Citation(s) in RCA: 36] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/25/2015] [Revised: 08/18/2015] [Accepted: 08/25/2015] [Indexed: 12/26/2022]
Abstract
Infrared spectroscopy has brought invaluable information about proteins and about the mechanism of action of enzymes. These achievements are difficult to transpose to living organisms as all biological molecules absorb in the mid infrared, with usually a high degree of overlap. Deciphering the contribution of each enzyme is therefore almost impossible. On the other hand, small changes in the infrared spectra of cells induced by environmental conditions or drugs may provide an accurate signature of the metabolic shift experienced by the cell as a response to a change in the growth medium. The present paper aims at reviewing the contribution of infrared spectroscopy to the description of small chemical changes that occur in cells when they are exposed to a drug. In particular, this review will focus on cancer cells and anti-cancer drugs. Results accumulated so far tend to demonstrate that infrared spectroscopy could be a very accurate descriptor of the mode of action of anticancer drugs. If confirmed, such a segmentation of potential drugs according to their "mode of action" will be invaluable for the discovery of new therapeutic molecules. This article is part of a Special Issue entitled: Physiological Enzymology and Protein Functions.
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Rak S, De Zan T, Stefulj J, Kosović M, Gamulin O, Osmak M. FTIR spectroscopy reveals lipid droplets in drug resistant laryngeal carcinoma cells through detection of increased ester vibrational bands intensity. Analyst 2015; 139:3407-15. [PMID: 24834449 DOI: 10.1039/c4an00412d] [Citation(s) in RCA: 41] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
The major obstacle to successful chemotherapy of cancer patients is drug resistance. Previously we explored the molecular mechanisms of curcumin cross-resistance in carboplatin resistant human laryngeal carcinoma 7T cells. Following curcumin treatment we found a reduction in curcumin accumulation, and reduced induction of reactive oxygen species (ROS) and their downstream effects, compared to parental HEp-2 cells. In order to shed more light on mechanisms involved in drug resistance of 7T cells, in the present study we applied Fourier transform infrared (FTIR) spectroscopy, a technique that provides information about the nature and quantities of all molecules present in the cell. By comparing the spectra from parental HEp-2 cells and their 7T subline, we found an increase in the intensity of ester vibrational bands in 7T cells. This implied an increase in the amount of cholesteryl esters in resistant cells, which we confirmed by an enzymatic assay. Since cholesteryl esters are localized in lipid droplets, we confirmed their higher quantity and serum dependency in 7T cells compared to HEp-2 cells. Moreover, treatment with oleic acid induced more lipid droplets in 7T when compared to HEp-2 cells, as shown by flow cytometry. We can conclude that along with previously determined molecular mechanisms of curcumin resistance in 7T cells, these cells exhibit an increased content of cholesteryl esters and lipid droplets, suggesting an alteration in cellular lipid metabolism as a possible additional mechanism of drug resistance. Furthermore, our results suggest the use of FTIR spectroscopy as a promising technique in drug resistance research.
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Affiliation(s)
- Sanjica Rak
- Division of Molecular Biology, Ruđer Bošković Institute, Bijenička cesta 54, HR-10000 Zagreb, Croatia.
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Fale PL, Altharawi A, Chan KLA. In situ Fourier transform infrared analysis of live cells' response to doxorubicin. BIOCHIMICA ET BIOPHYSICA ACTA-MOLECULAR CELL RESEARCH 2015; 1853:2640-8. [PMID: 26231933 DOI: 10.1016/j.bbamcr.2015.07.018] [Citation(s) in RCA: 40] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/22/2015] [Revised: 07/08/2015] [Accepted: 07/26/2015] [Indexed: 11/15/2022]
Abstract
The study of the response of cancer cells to chemotherapy drugs is of high importance due to the specificity of some drugs to certain types of cancer and the resistance of some specific cancer types to chemotherapy drugs. Our aim was to develop and apply the label-free and non-destructive Fourier transform infrared (FTIR) method to determine the sensitivity of three different cancer cell-lines to a common anti-cancer drug doxorubicin at different concentrations and to demonstrate that information about the mechanism of resistance to the chemotherapy drug can be extracted from spectral data. HeLa, PC3, and Caco-2 cells were seeded and grown on an attenuated total reflection (ATR) crystal, doxorubicin was applied at the clinically significant concentration of 0.1-20 μM, and spectra of the cells were collected hourly over 20 h. Analysis of the amide bands was correlated with cell viability, which had been cross validated with MTT assays, allowing to determine that the three cell lines had significantly different resistance to doxorubicin. The difference spectra and principal component analysis (PCA) highlighted the subtle chemical changes in the living cells under treatment. Spectral regions assigned to nucleic acids (mainly 1085 cm(-1)) and carbohydrates (mainly 1024 cm(-1)) showed changes that could be related to the mode of action of the drug and the mechanism of resistance of the cell lines to doxorubicin. This is a cost-effective method that does not require bioassay reagents but allows label-free, non-destructive and in situ analysis of chemical changes in live cells, using standard FTIR equipment adapted to ATR measurements.
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Affiliation(s)
- Pedro L Fale
- Institute of Pharmaceutical Science, King's College London, SE1 9NH, UK
| | - Ali Altharawi
- Institute of Pharmaceutical Science, King's College London, SE1 9NH, UK
| | - K L Andrew Chan
- Institute of Pharmaceutical Science, King's College London, SE1 9NH, UK.
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Bunaciu AA, Fleschin Ş, Aboul-Enein HY. Biomedical investigations using Fourier transform-infrared microspectroscopy. Crit Rev Anal Chem 2015; 44:270-6. [PMID: 25391565 DOI: 10.1080/10408347.2013.829389] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
Abstract
One of the most exciting recent developments in infrared spectroscopy has been the coupling of the spectrometer to an infrared microscope. The combination of the new infrared spectrometer and a microscope was a natural thought of scientists in these fields. This development has been so rewarding and so useful in solving today's chemical problems that infrared microspectroscopy has quickly become a significant subclassification of infrared spectroscopy. Infrared microspectroscopy has a much longer history than the recent enthusiasm would imply, however. The great interest in the use of infrared spectroscopy to solve biomedical problems that occurred in recent years shortly spread into the medical and biological fields. The aim of this review is to discuss the new developments in applications of FT-IR microspectroscopy in biomedical analysis, covering the period between 2008 and 2013.
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Affiliation(s)
- Andrei A Bunaciu
- a SCIENT - Research Center for Instrumental Analysis (S.C. CROMATEC_PLUS S.R.L.) , Bucharest , Romania
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Wu BB, Gong YP, Wu XH, Chen YY, Chen FF, Jin LT, Cheng BR, Hu F, Xiong B. Fourier transform infrared spectroscopy for the distinction of MCF-7 cells treated with different concentrations of 5-fluorouracil. J Transl Med 2015; 13:108. [PMID: 25884618 PMCID: PMC4391530 DOI: 10.1186/s12967-015-0468-2] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2014] [Accepted: 03/18/2015] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND In order to provide personalized treatment to patients with breast cancer, an accurate, reliable and cost-efficient analytical technique is needed for drug screening and evaluation of tumor response to chemotherapy. METHODS Attenuated total reflectance Fourier transform infrared spectroscopy (ATR-FTIR) was used as a tool to assess cancer cell response to chemotherapy. MCF-7 cells (human breast adenocarcinoma cell line) were treated with different concentrations of 5-fluorouracil (5-FU). The inhibition of cell proliferation was monitored by MTT, and apoptosis rates were determined by flow cytometry. Finally, spectra of the cell populations were acquired by ATR-FTIR. RESULTS The cell response to 5-FU was detectable at different concentrations by ATR-FTIR. First, a band observed at 1741 cm(-1), representing membrane phospholipids, was enhanced with increasing 5-FU concentrations. In addition, the MCF-7 cell spectrum shifted progressively from 1153 to 1170 cm(-1) with increasing drug doses. Finally, the normalized band intensity of 1741 cm(-1)/Amide I was highly correlated with the percentage of apoptotic cells as assessed by partial correlation analysis. CONCLUSIONS These findings suggest that the effects of different concentrations of drugs can be monitored by ATR-FTIR, which may help evaluate the response to chemotherapy and improve treatment strategies.
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Affiliation(s)
- Bi-Bo Wu
- Department of Oncology, Zhongnan Hospital of Wuhan University, Hubei Key Laboratory of Tumour Biological Behaviors, Hubei Cancer Clinical Study Center, No. 169 Donghu Road, Wuhan, 430071, China.
| | - Yi-Ping Gong
- Department of Breast Surgery, Hubei Cancer Hospital, Wuhan, China.
| | - Xin-Hong Wu
- Department of Breast Surgery, Hubei Cancer Hospital, Wuhan, China.
| | - Yuan-Yuan Chen
- Department of Oncology, Zhongnan Hospital of Wuhan University, Hubei Key Laboratory of Tumour Biological Behaviors, Hubei Cancer Clinical Study Center, No. 169 Donghu Road, Wuhan, 430071, China.
| | - Fang-Fang Chen
- Department of Oncology, Zhongnan Hospital of Wuhan University, Hubei Key Laboratory of Tumour Biological Behaviors, Hubei Cancer Clinical Study Center, No. 169 Donghu Road, Wuhan, 430071, China.
| | - Li-Ting Jin
- Department of Breast Surgery, Hubei Cancer Hospital, Wuhan, China.
| | - Bo-Ran Cheng
- Department of Oncology, Zhongnan Hospital of Wuhan University, Hubei Key Laboratory of Tumour Biological Behaviors, Hubei Cancer Clinical Study Center, No. 169 Donghu Road, Wuhan, 430071, China.
| | - Fen Hu
- Department of Oncology, Zhongnan Hospital of Wuhan University, Hubei Key Laboratory of Tumour Biological Behaviors, Hubei Cancer Clinical Study Center, No. 169 Donghu Road, Wuhan, 430071, China.
| | - Bin Xiong
- Department of Oncology, Zhongnan Hospital of Wuhan University, Hubei Key Laboratory of Tumour Biological Behaviors, Hubei Cancer Clinical Study Center, No. 169 Donghu Road, Wuhan, 430071, China.
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Ren Z, Do LD, Bechkoff G, Mebarek S, Keloglu N, Ahamada S, Meena S, Magne D, Pikula S, Wu Y, Buchet R. Direct determination of phosphatase activity from physiological substrates in cells. PLoS One 2015; 10:e0120087. [PMID: 25785438 PMCID: PMC4364917 DOI: 10.1371/journal.pone.0120087] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2014] [Accepted: 01/19/2015] [Indexed: 01/09/2023] Open
Abstract
A direct and continuous approach to determine simultaneously protein and phosphate concentrations in cells and kinetics of phosphate release from physiological substrates by cells without any labeling has been developed. Among the enzymes having a phosphatase activity, tissue non-specific alkaline phosphatase (TNAP) performs indispensable, multiple functions in humans. It is expressed in numerous tissues with high levels detected in bones, liver and neurons. It is absolutely required for bone mineralization and also necessary for neurotransmitter synthesis. We provided the proof of concept that infrared spectroscopy is a reliable assay to determine a phosphatase activity in the osteoblasts. For the first time, an overall specific phosphatase activity in cells was determined in a single step by measuring simultaneously protein and substrate concentrations. We found specific activities in osteoblast like cells amounting to 116 ± 13 nmol min(-1) mg(-1) for PPi, to 56 ± 11 nmol min(-1) mg(-1) for AMP, to 79 ± 23 nmol min(-1) mg(-1) for beta-glycerophosphate and to 73 ± 15 nmol min(-1) mg(-1) for 1-alpha-D glucose phosphate. The assay was also effective to monitor phosphatase activity in primary osteoblasts and in matrix vesicles. The use of levamisole--a TNAP inhibitor--served to demonstrate that a part of the phosphatase activity originated from this enzyme. An IC50 value of 1.16 ± 0.03 mM was obtained for the inhibition of phosphatase activity of levamisole in osteoblast like cells. The infrared assay could be extended to determine any type of phosphatase activity in other cells. It may serve as a metabolomic tool to monitor an overall phosphatase activity including acid phosphatases or other related enzymes.
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Affiliation(s)
- Zhongyuan Ren
- Université de Lyon, Villeurbanne, France
- Université Lyon 1, Villeurbanne, France
- INSA-Lyon, Villeurbanne, France
- CPE Lyon, Villeurbanne, France
- Institut de Chimie et Biochimie Moléculaires et Supramoléculaires, Villeurbanne, France
- CNRS UMR 5246, Villeurbanne, France
- State Key Laboratory of Supramolecular Structure and Materials, Jilin University Changchun, 130012, China
| | - Le Duy Do
- Université de Lyon, Villeurbanne, France
- Université Lyon 1, Villeurbanne, France
- INSA-Lyon, Villeurbanne, France
- CPE Lyon, Villeurbanne, France
- Institut de Chimie et Biochimie Moléculaires et Supramoléculaires, Villeurbanne, France
- CNRS UMR 5246, Villeurbanne, France
- Department of Biochemistry, Nencki Institute of Experimental Biology and Polish Academy of Sciences, 02–093 Warsaw, Poland
| | - Géraldine Bechkoff
- Université de Lyon, Villeurbanne, France
- Université Lyon 1, Villeurbanne, France
- INSA-Lyon, Villeurbanne, France
- CPE Lyon, Villeurbanne, France
- Institut de Chimie et Biochimie Moléculaires et Supramoléculaires, Villeurbanne, France
- CNRS UMR 5246, Villeurbanne, France
| | - Saida Mebarek
- Université de Lyon, Villeurbanne, France
- Université Lyon 1, Villeurbanne, France
- INSA-Lyon, Villeurbanne, France
- CPE Lyon, Villeurbanne, France
- Institut de Chimie et Biochimie Moléculaires et Supramoléculaires, Villeurbanne, France
- CNRS UMR 5246, Villeurbanne, France
| | - Nermin Keloglu
- Université de Lyon, Villeurbanne, France
- Université Lyon 1, Villeurbanne, France
- INSA-Lyon, Villeurbanne, France
- CPE Lyon, Villeurbanne, France
- Institut de Chimie et Biochimie Moléculaires et Supramoléculaires, Villeurbanne, France
- CNRS UMR 5246, Villeurbanne, France
| | - Saandia Ahamada
- Université de Lyon, Villeurbanne, France
- Université Lyon 1, Villeurbanne, France
- INSA-Lyon, Villeurbanne, France
- CPE Lyon, Villeurbanne, France
- Institut de Chimie et Biochimie Moléculaires et Supramoléculaires, Villeurbanne, France
- CNRS UMR 5246, Villeurbanne, France
| | - Saurabh Meena
- Université de Lyon, Villeurbanne, France
- Université Lyon 1, Villeurbanne, France
- INSA-Lyon, Villeurbanne, France
- CPE Lyon, Villeurbanne, France
- Institut de Chimie et Biochimie Moléculaires et Supramoléculaires, Villeurbanne, France
- CNRS UMR 5246, Villeurbanne, France
| | - David Magne
- Université de Lyon, Villeurbanne, France
- Université Lyon 1, Villeurbanne, France
- INSA-Lyon, Villeurbanne, France
- CPE Lyon, Villeurbanne, France
- Institut de Chimie et Biochimie Moléculaires et Supramoléculaires, Villeurbanne, France
- CNRS UMR 5246, Villeurbanne, France
| | - Slawomir Pikula
- Department of Biochemistry, Nencki Institute of Experimental Biology and Polish Academy of Sciences, 02–093 Warsaw, Poland
| | - Yuqing Wu
- State Key Laboratory of Supramolecular Structure and Materials, Jilin University Changchun, 130012, China
| | - René Buchet
- Université de Lyon, Villeurbanne, France
- Université Lyon 1, Villeurbanne, France
- INSA-Lyon, Villeurbanne, France
- CPE Lyon, Villeurbanne, France
- Institut de Chimie et Biochimie Moléculaires et Supramoléculaires, Villeurbanne, France
- CNRS UMR 5246, Villeurbanne, France
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Biomarkers for Detection and Monitoring of B16 Melanoma in Mouse Urine and Feces. J Biomark 2015; 2015:841245. [PMID: 26317038 PMCID: PMC4437384 DOI: 10.1155/2015/841245] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2014] [Revised: 01/01/2015] [Accepted: 01/29/2015] [Indexed: 11/25/2022] Open
Abstract
Melanoma is the most malignant type of skin cancer. Early detection of melanoma is thus critical for patient prognosis and survival. At present, examination by a skilled dermatologist followed by biopsy of suspicious lesions is the diagnostic gold standard. The aim of the present study was to examine an alternative and noninvasive method for the diagnosis of melanoma at an early stage. We identified and compared the volatile organic compounds (VOCs) in mouse urine and feces, before and after a subcutaneous injection of B16 melanoma cells. We identified a total of 16 VOCs in urine and 13 VOCs in feces that could serve as potential biomarkers. Statistical analysis significantly discriminated between the cancer and control groups. These results should be validated in a larger-scale animal study, after which a study could be designed in patients to develop a melanoma biomarker.
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Classification of Colletotrichum coccodes isolates into vegetative compatibility groups using infrared attenuated total reflectance spectroscopy and multivariate analysis. Methods 2014; 68:325-30. [DOI: 10.1016/j.ymeth.2014.02.021] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2013] [Revised: 01/18/2014] [Accepted: 02/15/2014] [Indexed: 11/21/2022] Open
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19
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Application of FTIR microspectroscopy for characterization of biomolecular changes in human melanoma cells treated by sesamol and kojic acid. J Dermatol Sci 2013; 73:241-50. [PMID: 24296160 DOI: 10.1016/j.jdermsci.2013.11.002] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2013] [Revised: 09/26/2013] [Accepted: 11/04/2013] [Indexed: 11/21/2022]
Abstract
BACKGROUND Hyperpigmentation is aesthetic undesirable. Sesamol and the standard antimelanogenic agent (kojic acid) were shown to hinder melanogenesis by blocking tyrosinase and reducing melanin content. OBJECTIVE The FTIR microspectroscopy was used in an attempt to find a novel method to define biological alternation in a melanogenesis inhibition of sesamol and kojic acid. METHODS Tyrosinase inhibition and melanin content of sesamol and kojic acid were evaluated. The FTIR microspectroscopy was adopted to define the vibrational characteristic involved with the melanogenesis in the untreated SK-MEL2 cells vs. the sesamol- and kojic-treated SK-MEL2 cells. RESULTS Sesamol and kojic acid inhibited mushroom tyrosinase at IC₅₀ of 0.33 μg/ml and 6.1±0.4 μg/ml, respectively. Moreover, 30 μg/ml sesamol inhibited 23.55±8.25% cellular tyrosinase activity in human SK-MEL2 cells, while 600 μg/ml kojic acid inhibited 33.9±1.4% cellular tyrosinase activity in the same cells. In the SK-MEL2-treated with two inhibitors, the FTIR spectra assigned to the lipid and nucleic acid bands were significantly depleted with the secondary protein structure shifted to a more β-pleated secondary protein one. CONCLUSION Both sesamol and kojic acid display a similar pattern of antimelanogenesis activity albeit to a different degree. The mechanism of their whitening effect may be via the alteration of (a) the enzyme conformation disallowing the ordinary enzyme-substrate interaction and maybe (b) the integrity of the lipid-containing melanosome. Our results support the alternative use of FTIR microspectroscopy as a simple and reagent-free method for characterization of biomolecular changes in human melanoma cells.
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20
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Oral cancer diagnostics based on infrared spectral markers and wax physisorption kinetics. Anal Bioanal Chem 2013; 405:1995-2007. [PMID: 23318761 DOI: 10.1007/s00216-012-6625-z] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2012] [Revised: 11/13/2012] [Accepted: 12/03/2012] [Indexed: 10/27/2022]
Abstract
Infrared microspectroscopy is an emerging approach for disease analysis owing to its capability for in situ chemical characterization of pathological processes. Synchrotron-based infrared microspectroscopy (SR-IMS) provides ultra-high spatial resolution for profiling biochemical events associated with disease progression. Spectral alterations were observed in cultured oral cells derived from healthy, precancerous, primary, and metastatic cancers. An innovative wax-physisorption-based kinetic FTIR imaging method for the detection of oral precancer and cancer was demonstrated successfully. The approach is based on determining the residual amount of paraffin wax (C(25)H(52)) or beeswax (C(46)H(92)O(2)) on a sample surface after xylene washing. This amount is used as a signpost of the degree of physisorption that altered during malignant transformation. The results of linear discriminant analysis (LDA) of oral cell lines indicated that the methylene (CH(2)) and methyl group (CH(3)) stretching vibrations in the range of 3,000-2,800 cm(-1) have the highest accuracy rate (89.6 %) to discriminate the healthy keratinocytes (NHOK) from cancer cells. The results of wax-physisorption-based FTIR imaging showed a stronger physisorption with beeswax in oral precancerous and cancer cells as compared with that of NHOK, which showed a strong capability with paraffin wax. The infrared kinetic study of oral cavity tissue showed a consistency in the wax physisorption of the cell lines. On the basis of our findings, these results show the potential use of wax-physisorption-based kinetic FTIR imaging for the early screening of oral cancer lesions and the chemical changes during oral carcinogenesis.
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21
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Gaigneaux A, Goormaghtigh E. A new dimension for cell identification by FTIR spectroscopy: depth profiling in attenuated total reflection. Analyst 2013; 138:4070-5. [DOI: 10.1039/c3an00193h] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
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22
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Travo A, Desplat V, Barron E, Poychicot-Coustau E, Guillon J, Déléris G, Forfar I. Basis of a FTIR spectroscopy methodology for automated evaluation of Akt kinase inhibitor on leukemic cell lines used as model. Anal Bioanal Chem 2012; 404:1733-43. [PMID: 22850898 DOI: 10.1007/s00216-012-6283-1] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2012] [Revised: 07/13/2012] [Accepted: 07/17/2012] [Indexed: 01/27/2023]
Abstract
The PI3K/Akt-signaling pathway, associated with cancer development and disease progression, is recognized to be an anti-tumor drug target that could present important therapeutic benefit. However, no targeted Akt medicines have been commercialized yet, reflecting that drug selection procedures requires significant improvement from early research to clinical trials. Thus, new methods permitting both the evaluation of cytotoxic and proliferation inhibition effect on cancer cells but also to provide a global fingerprint of the drug action mechanism of new Akt inhibitor candidates are of major interest. Because it can detect very subtle molecular changes and could provide a global fingerprint of drug effects on cells, Fourier-transform infrared (FTIR) spectroscopy appears to be a promising method to develop new time- and cost-saving tools for chemical library screening improvements. In this study, we combine FTIR spectroscopy, advanced chemometrics analysis and cross-validation by standard biological assays to establish a basis of a mid-throughput methodology for rapid and automated assessment of cell response to Akt inhibitors and quantitative evaluation of their anti-proliferative effects. Our results shows that our methodology is able (1) to detect cell response to an Akt inhibitor exposure even for very low doses, (2) to provide biochemical information of interest about its effects on the cell metabolism, lipidome, and proteome, (3) to predict accurately resulting cell proliferation inhibition rate. Thus, further based on a large spectral data base, our methodology could contribute to facilitate preliminary screening of chemical libraries and improving the selection procedure of drug candidates in laboratory routine.
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Affiliation(s)
- Adrian Travo
- University Bordeaux, Pharmacochimie, FRE 3396, Bordeaux, France
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23
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Salman A, Pomerantz A, Tsror L, Lapidot I, Moreh R, Mordechai S, Huleihel M. Utilizing FTIR-ATR spectroscopy for classification and relative spectral similarity evaluation of different Colletotrichum coccodes isolates. Analyst 2012; 137:3558-64. [PMID: 22728584 DOI: 10.1039/c2an35233h] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
Colletotrichum coccodes (C. coccodes) is a pathogenic fungus which causes anthracnose on tomatoes and black dot disease in potatoes. It is important to differentiate among these isolates and to detect the origin of newly discovered isolates, in order to treat the disease in its early stages. However, distinguishing between isolates using common biological methods is time-consuming, and not always available. We used Fourier Transform Infra-Red (FTIR)-Attenuated Total Reflectance (ATR) spectroscopy and advanced mathematical and statistical methods to distinguish between different isolates of C. coccodes. To our knowledge, this is the first time that FTIR-ATR spectroscopy was used, combined with multivariate analysis, to classify such a large number of 15 isolates belonging to the same species. We obtained a success rate of approximately 90% which was achieved using the region 800-1775 cm(-1). In addition we succeeded in determining the relative spectral similarity between different fungal isolates by developing a new algorithm. This method could be an important potential diagnostic tool in agricultural research, since it may outline the extent of the biological similarity between fungal isolates. Based on the PCA calculations, we grouped the fifteen isolates included in this study into four different degrees of similarity.
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Affiliation(s)
- A Salman
- Department of Physics, SCE-Shamoon College of Engineering, Beer-Sheva 84100, Israel.
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Abstract
Fungi are considered as serious pathogens for many plants, potentially causing severe economic damage. Early detection and identification of these pathogens is crucial for their timely control. The methods available for identification of fungi are time consuming and not always very specific. In this study, the potential of FTIR-ATR spectroscopy was examined together with advanced mathematical principle component analysis (PCA) and statistical linear discriminant analysis (LDA) to differentiate among 10 isolates of Fusarium oxysporum. The results are encouraging and indicate that FTIR-ATR can successfully detect different isolates of Fusarium oxysporum. Based on PCA and LDA calculations in the region 850–1775 cm-1with 16 PC's, the different strains from the same fungal genus could be classified with 75.3% and 69.5% success rates using the “leave one out” method and “20–80% algorithm” respectively.
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25
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Salman A, Lapidot I, Pomerantz A, Tsror L, Shufan E, Moreh R, Mordechai S, Huleihel M. Identification of fungal phytopathogens using Fourier transform infrared-attenuated total reflection spectroscopy and advanced statistical methods. JOURNAL OF BIOMEDICAL OPTICS 2012; 17:017002. [PMID: 22352668 DOI: 10.1117/1.jbo.17.1.017002] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/31/2023]
Abstract
The early diagnosis of phytopathogens is of a great importance; it could save large economical losses due to crops damaged by fungal diseases, and prevent unnecessary soil fumigation or the use of fungicides and bactericides and thus prevent considerable environmental pollution. In this study, 18 isolates of three different fungi genera were investigated; six isolates of Colletotrichum coccodes, six isolates of Verticillium dahliae and six isolates of Fusarium oxysporum. Our main goal was to differentiate these fungi samples on the level of isolates, based on their infrared absorption spectra obtained using the Fourier transform infrared-attenuated total reflection (FTIR-ATR) sampling technique. Advanced statistical and mathematical methods: principal component analysis (PCA), linear discriminant analysis (LDA), and k-means were applied to the spectra after manipulation. Our results showed significant spectral differences between the various fungi genera examined. The use of k-means enabled classification between the genera with a 94.5% accuracy, whereas the use of PCA [3 principal components (PCs)] and LDA has achieved a 99.7% success rate. However, on the level of isolates, the best differentiation results were obtained using PCA (9 PCs) and LDA for the lower wavenumber region (800-1775 cm(-1)), with identification success rates of 87%, 85.5%, and 94.5% for Colletotrichum, Fusarium, and Verticillium strains, respectively.
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Affiliation(s)
- Ahmad Salman
- SCE-Sami Shamoon College of Engineering, Department of Physics, Beer-Sheva 84100, Israel. mahmoudh@ bgu.ac.il
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van den Driesche S, Witarski W, Pastorekova S, Breiteneder H, Hafner C, Vellekoop MJ. A label-free indicator for tumor cells based on the CH2-stretch ratio. Analyst 2011; 136:2397-402. [PMID: 21499645 DOI: 10.1039/c1an15076f] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
In this paper, we assess the potential of a label-free infrared absorbance based measurement method for determination of the CH(2)-symmetric to CH(2)-antisymmetric stretch ratio, to aid in the detection of the presence of cancer cells and to differentiate between various cancer cells. For this study a normal epithelial kidney cell line, two carcinoma epithelial kidney cell lines, an adult primary human melanocyte cell line, and three human melanoma cell lines were investigated. For the measurements we used a self-designed IR sensor which has the potential to be further developed in a point-of-care instrument. To investigate the mechanism influencing the CH(2)-stretch ratio of mammalian cell membranes, a normal epithelial kidney cell line was exposed to the plasma membrane bound cholesterol reducing agent methyl-β-cyclodextrin. This methodology yielded statistically significant CH(2)-stretch ratio differences between the individual cell lines, normal and tumorous, of both epithelial kidney and melanocyte origin. Measurement results of normal epithelial kidney cells exposed to methyl-β-cyclodextrin indicate that an increase in the CH(2)-stretch ratio arises when there is a decrease in, or redistribution of, the membrane stabilizing agent cholesterol. This study proves that the proposed cell type discrimination method, based on the CH(2)-symmetric to CH(2)-antisymmetric stretch ratio, allows the discrimination between normal and tumor cells. In addition, the method shows high potential for improvement of staging of suspicious tissues.
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Affiliation(s)
- Sander van den Driesche
- Institute of Sensor and Actuator Systems, Vienna University of Technology, Gusshausstrasse 27-29, 1040, Vienna, Austria.
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27
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Erukhimovitch V, Bogomolny E, Huleihil M, Huleihel M. Infrared spectral changes identified during different stages of herpes viruses infection in vitro. Analyst 2011; 136:2818-24. [PMID: 21611647 DOI: 10.1039/c1an15319f] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
Abstract
Microscopic Fourier transform infrared spectroscopy (FTIR) which is based on the characteristic molecular vibrational spectra of cells was previously applied for the identification of various biological samples. In the present study, FTIR spectroscopy was used for the characterization of different stages during the development of herpes viruses infection. Vero cells in culture were infected with high and low doses of different herpes viruses [herpes simplex virus types 1 and 2 (HSV-1, -2) or varicella-zoster virus (VZV)], and cellular changes were observed by optical and electron microscopy and analyzed by FTIR microscopy at different periods of time post-infection. Specific different spectral changes were observed at various stages of the viral infection development. The spectral intensity in the 1220-1260 cm(-1) region (mainly attributed to phosphate levels) was considerably increased in all infected cells compared to normal uninfected cells during the early stages of the viral infection development. However, at the late stages of the viral infection development (when all the cells in the infected culture lost their spindle shape and became circular) the spectral intensities in this region significantly decreased in the infected compared to the control cells. In addition, the peak at 1023 cm(-1), attributed to carbohydrates, almost fully disappeared at early stages of the viral infection development, whereas at late stages of the infection it raised to an equivalent or higher level than that of the uninfected control cells. These results support the potential of developing FTIR microspectroscopy as a simple, reagent free method for the early detection and accurate differentiation of different stages during the development of herpes virus infection.
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Affiliation(s)
- V Erukhimovitch
- Analytical Equipment Unit, Ben-Gurion University of the Negev, Beer-Sheva, Israel
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Grading of intrinsic and acquired cisplatin-resistant human melanoma cell lines: an infrared ATR study. EUROPEAN BIOPHYSICS JOURNAL: EBJ 2011; 40:795-804. [DOI: 10.1007/s00249-011-0695-2] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/25/2010] [Revised: 03/13/2011] [Accepted: 03/16/2011] [Indexed: 11/25/2022]
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29
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Salman A, Pomerantz A, Tsror L, Lapidot I, Zwielly A, Moreh R, Mordechai S, Huleihel M. Distinction of Fusarium oxysporum fungal isolates (strains) using FTIR-ATR spectroscopy and advanced statistical methods. Analyst 2011; 136:988-95. [DOI: 10.1039/c0an00801j] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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30
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Miller LM, Dumas P. From structure to cellular mechanism with infrared microspectroscopy. Curr Opin Struct Biol 2010; 20:649-56. [PMID: 20739176 DOI: 10.1016/j.sbi.2010.07.007] [Citation(s) in RCA: 83] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2010] [Revised: 07/23/2010] [Accepted: 07/23/2010] [Indexed: 10/19/2022]
Abstract
Current efforts in structural biology aim to integrate structural information within the context of cellular organization and function. X-rays and infrared radiation stand at opposite ends of the electromagnetic spectrum and act as complementary probes for achieving this goal. Intense and bright beams are produced by synchrotron radiation, and are efficiently used in the wavelength domain extending from hard X-rays to the far-infrared (or THz) regime. While X-ray crystallography provides exquisite details on atomic structure, Fourier transform infrared microspectroscopy (FTIRM) is emerging as a spectroscopic probe and imaging tool for correlating molecular structure to biochemical dynamics and function. In this manuscript, the role of synchrotron FTIRM in bridging the gap towards 'functional biology' is discussed based upon recent achievements, with a critical assessment of the contributions to biological and biomedical research.
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Affiliation(s)
- Lisa M Miller
- National Synchrotron Light Source, Brookhaven National Laboratory, Upton, NY, USA.
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31
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Zwielly A, Mordechai S, Sinielnikov I, Salman A, Bogomolny E, Argov S. Advanced statistical techniques applied to comprehensive FTIR spectra on human colonic tissues. Med Phys 2010; 37:1047-55. [PMID: 20384240 DOI: 10.1118/1.3298013] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022] Open
Abstract
PURPOSE Colon cancer is a major public health problem due to its high disease rate and death toll worldwide. The use of FTIR microscopy in the field of cancer diagnosis has become attractive over the past 20 years. In the present study, the authors investigated the potential of FTIR microscopy to define spectral changes among normal, polyp, and cancer human colonic biopsied tissues. METHODS A large database of FTIR microscopic spectra was compiled from 230 human colonic biopsies. The database was divided into five subgroups: Normal, cancerous tissues, and three stages of benign colonic polyps, namely, mild, moderate, and severe polyps, which are precursors of carcinoma. All biopsied tissue sections were classified concurrently by an expert pathologist. The authors applied the principal components analysis (PCA) model to reduce the dimension of the original data size to 13 principal components. RESULTS While PCA analysis shows only partial success in distinguishing among cancer, polyp, and the normal tissues, multivariate analysis (e.g., LDA) shows a promising distinction even within the polyp subgroups. CONCLUSIONS Good classification accuracy among normal, polyp, and cancer groups was achieved with a success rate of approximately 85%. These results strongly support the potential of developing FTIR microscopy as a simple, reagent-free tool for early detection of colon cancer and, in particular, for discriminating among the benign premalignant colonic polyps having increasing degrees of dysplasia severity (mild, moderate, and severe).
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Affiliation(s)
- A Zwielly
- Department of Physics, Cancer Research Center, Ben-Gurion University (BGU), Beer-Sheva 84105, Israel
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Zelig U, Dror Z, Iskovich S, Zwielly A, Ben-Harush M, Nathan I, Mordechai S, Kapelushnik J. Biochemical analysis and quantification of hematopoietic stem cells by infrared spectroscopy. JOURNAL OF BIOMEDICAL OPTICS 2010; 15:037008. [PMID: 20615037 DOI: 10.1117/1.3442728] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/29/2023]
Abstract
Identification of hematopoietic stem cells (HSCs) in different stages of maturation is one of the major issues in stem cell research and bone marrow (BM) transplantation. Each stage of maturation of HSCs is characterized by a series of distinct glycoproteins present on the cell plasma membrane surface, named a cluster of differentiation (CD). Currently, complicated and expensive procedures based on CD expression are needed for identification and isolation of HSCs. This method is under dispute, since the correct markers' composition is not strictly clear, thus there is need for a better method for stem cell characterization. In the present study, Fourier transform infrared (FTIR) spectroscopy is employed as a novel optical method for identification and characterization of HSCs based on their entire biochemical features. FTIR spectral analysis of isolated mice HSCs reveals several spectral markers related to lipids, nucleic acids, and carbohydrates, which distinguish HSCs from BM cells. The unique "open" conformation of HSC DNA as identified by FTIR is exploited for HSCs quantification in the BM. The proposed method of FTIR spectroscopy for HSC identification and quantification can contribute to stem cell research and BM transplantation.
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Affiliation(s)
- Udi Zelig
- Ben-Gurion University of the Negev, Department of Biomedical Engineering, Beer-Sheva 84105 Israel
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Bogomolny E, Huleihel M, Salman A, Zwielly A, Moreh R, Mordechai S. Attenuated total reflectance spectroscopy: a promising technique for early detection of premalignancy. Analyst 2010; 135:1934-40. [DOI: 10.1039/b920591h] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2023]
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Bellisola G, Della Peruta M, Vezzalini M, Moratti E, Vaccari L, Birarda G, Piccinini M, Cinque G, Sorio C. Tracking InfraRed signatures of drugs in cancer cells by Fourier Transform microspectroscopy. Analyst 2010; 135:3077-86. [DOI: 10.1039/c0an00509f] [Citation(s) in RCA: 36] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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