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Benesova I, Nenutil R, Urminsky A, Lattova E, Uhrik L, Grell P, Kokas FZ, Halamkova J, Zdrahal Z, Vojtesek B, Novotny MV, Hernychova L. N-glycan profiling of tissue samples to aid breast cancer subtyping. Sci Rep 2024; 14:320. [PMID: 38172220 PMCID: PMC10764792 DOI: 10.1038/s41598-023-51021-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2023] [Accepted: 12/29/2023] [Indexed: 01/05/2024] Open
Abstract
Breast cancer is a highly heterogeneous disease. Its intrinsic subtype classification for diagnosis and choice of therapy traditionally relies on the presence of characteristic receptors. Unfortunately, this classification is often not sufficient for precise prediction of disease prognosis and treatment efficacy. The N-glycan profiles of 145 tumors and 10 healthy breast tissues were determined using Matrix-Assisted Laser Desorption-Ionization Time-of-Flight Mass Spectrometry. The tumor samples were classified into Mucinous, Lobular, No-Special-Type, Human Epidermal Growth Factor 2 + , and Triple-Negative Breast Cancer subtypes. Statistical analysis was conducted using the reproducibility-optimized test statistic software package in R, and the Wilcoxon rank sum test with continuity correction. In total, 92 N-glycans were detected and quantified, with 59 consistently observed in over half of the samples. Significant variations in N-glycan signals were found among subtypes. Mucinous tumor samples exhibited the most distinct changes, with 28 significantly altered N-glycan signals. Increased levels of tri- and tetra-antennary N-glycans were notably present in this subtype. Triple-Negative Breast Cancer showed more N-glycans with additional mannose units, a factor associated with cancer progression. Individual N-glycans differentiated Human Epidermal Growth Factor 2 + , No-Special-Type, and Lobular cancers, whereas lower fucosylation and branching levels were found in N-glycans significantly increased in Luminal subtypes (Lobular and No-Special-Type tumors). Clinically normal breast tissues featured a higher abundance of signals corresponding to N-glycans with bisecting moiety. This research confirms that histologically distinct breast cancer subtypes have a quantitatively unique set of N-glycans linked to clinical parameters like tumor size, proliferative rate, lymphovascular invasion, and metastases to lymph nodes. The presented results provide novel information that N-glycan profiling could accurately classify human breast cancer samples, offer stratification of patients, and ongoing disease monitoring.
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Affiliation(s)
- Iva Benesova
- Research Centre for Applied Molecular Oncology, Masaryk Memorial Cancer Institute, Zluty kopec 7, 656 53, Brno, Czech Republic
| | - Rudolf Nenutil
- Department of Pathology, Masaryk Memorial Cancer Institute, Zluty kopec 7, 656 53, Brno, Czech Republic
| | - Adam Urminsky
- Research Centre for Applied Molecular Oncology, Masaryk Memorial Cancer Institute, Zluty kopec 7, 656 53, Brno, Czech Republic
- National Center for Biomolecular Research, Faculty of Science, Masaryk University, Kotlarska 2, Brno, Czech Republic
| | - Erika Lattova
- National Center for Biomolecular Research, Faculty of Science, Masaryk University, Kotlarska 2, Brno, Czech Republic
- Central European Institute of Technology, Masaryk University, Kamenice 753/5, 625 00, Brno, Czech Republic
| | - Lukas Uhrik
- Research Centre for Applied Molecular Oncology, Masaryk Memorial Cancer Institute, Zluty kopec 7, 656 53, Brno, Czech Republic
| | - Peter Grell
- Department of Comprehensive Cancer Care, Masaryk Memorial Cancer Institute, Zluty kopec 7, 656 53, Brno, Czech Republic
| | - Filip Zavadil Kokas
- Research Centre for Applied Molecular Oncology, Masaryk Memorial Cancer Institute, Zluty kopec 7, 656 53, Brno, Czech Republic
| | - Jana Halamkova
- Department of Comprehensive Cancer Care, Masaryk Memorial Cancer Institute, Zluty kopec 7, 656 53, Brno, Czech Republic
| | - Zbynek Zdrahal
- National Center for Biomolecular Research, Faculty of Science, Masaryk University, Kotlarska 2, Brno, Czech Republic
- Central European Institute of Technology, Masaryk University, Kamenice 753/5, 625 00, Brno, Czech Republic
| | - Borivoj Vojtesek
- Research Centre for Applied Molecular Oncology, Masaryk Memorial Cancer Institute, Zluty kopec 7, 656 53, Brno, Czech Republic
| | - Milos V Novotny
- Research Centre for Applied Molecular Oncology, Masaryk Memorial Cancer Institute, Zluty kopec 7, 656 53, Brno, Czech Republic.
- Department of Chemistry, Indiana University, 800 E. Kirkwood Avenue, Bloomington, IN, 47405, USA.
| | - Lenka Hernychova
- Research Centre for Applied Molecular Oncology, Masaryk Memorial Cancer Institute, Zluty kopec 7, 656 53, Brno, Czech Republic.
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Popovic M, Liu Y, Lattova E, Mann D, Curreli S, Zdráhal Z, Edelman M, Bryant J. In vivo and in vitro cell-based model of lung adenocarcinoma from patients with pleural effusion. Neoplasma 2021; 68:498-508. [PMID: 33567851 DOI: 10.4149/neo_2021_200906n953] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2020] [Accepted: 12/20/2020] [Indexed: 11/08/2022]
Abstract
Lung adenocarcinoma (LAC) is a common and aggressive form of lung cancer that is increasing in incidence among never smokers at a younger age. Current treatment of patients with LAC is insufficient and there is a need for identification of effective biomarkers and development of therapeutic targets. These demands require also improved models for in vivo and in vitro experimentation. In this study, we describe the establishment of two LAC cell lines, named LuCa-3 and LuCa-6. Both were derived from pleural effusion (PE) cells of LAC patients (L3 and L6) and readily propagated as tumor xenografts in immunodeficient mice. PE cells from the patient L6 exhibited also the capacity for in vitro growth and were cultured in two forms: (i) as a suspension growing cell population, labeled LuCa-6S, composed of non-clumping single cells; and (ii) as a monolayer-like culture, labeled LuCa-6A, exhibiting tight cell-to-cell and to culture surface adherence. Unique features of these two sublines and their cell clones are the capacity to convert from a non-clumping single-cell suspension into the adherent growth pattern and vice versa. Immunostaining of patients' tumor tissue xenografts and cultured subline cells displayed markers specific for the phenotype of human LAC. LuCa-6S and LuCa-6A cells did not reveal a noticeable disparity in quantitative growth characteristics. However, a number of differences were detected between these two cell populations manifested in detection or intensities of antigen expressions on the cell surface (CD133, SFTPC) and in the nucleus (TTF-1) including pluripotent (OCT-4, SOX-2, NANOG) genes in cancer stem-like cells (CSCs). Dissimilarities between these two sublines were also detected in N-glycan profiles and in the sensitivity to natural killer cells. Salient features of these subline cell populations are responsiveness to selective upregulation of the pluripotent genes in subsets of CSCs via conversion of their growth patterns and/or by using culture stem media with growth factors. The described in vivo/in vitro model enables broader experimental approaches in studies of lung adenocarcinoma.
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Affiliation(s)
- Mikulas Popovic
- The Institute of Human Virology, University of Maryland School of Medicine, Baltimore, Maryland, United States
| | - Yiling Liu
- The Institute of Human Virology, University of Maryland School of Medicine, Baltimore, Maryland, United States
| | - Erika Lattova
- Central European Institute for Technology, Faculty of Science Masaryk University, Brno, Czech Republic
| | - Dean Mann
- The Pathology Department, University of Maryland School of Medicine, Baltimore, Maryland, United States
| | - Sabrina Curreli
- The Institute of Human Virology, University of Maryland School of Medicine, Baltimore, Maryland, United States
| | - Zbyněk Zdráhal
- National Centre for Biomolecular Research, Faculty of Science Masaryk University, Brno, Czech Republic
| | - Martin Edelman
- Marlene and Stewart Greenebaum Comprehensive Cancer Center, Baltimore, Maryland, United States.,Fox Chase Cancer Center, Philadelphia, Pennsylvania, United States
| | - Joseph Bryant
- The Institute of Human Virology, University of Maryland School of Medicine, Baltimore, Maryland, United States
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Liu B, Villacres-Barragan C, Lattova E, Spearman M, Butler M. Differential affects of low glucose on the macroheterogeneity and microheterogeneity of glycosylation in CHO-EG2 camelid monoclonal antibodies. BMC Proc 2013. [PMCID: PMC3980241 DOI: 10.1186/1753-6561-7-s6-p112] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022] Open
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Wada Y, Azadi P, Costello CE, Dell A, Dwek RA, Geyer H, Geyer R, Kakehi K, Karlsson NG, Kato K, Kawasaki N, Khoo KH, Kim S, Kondo A, Lattova E, Mechref Y, Miyoshi E, Nakamura K, Narimatsu H, Novotny MV, Packer NH, Perreault H, Peter-Katalinic J, Pohlentz G, Reinhold VN, Rudd PM, Suzuki A, Taniguchi N. Comparison of the methods for profiling glycoprotein glycans--HUPO Human Disease Glycomics/Proteome Initiative multi-institutional study. Glycobiology 2007; 17:411-22. [PMID: 17223647 DOI: 10.1093/glycob/cwl086] [Citation(s) in RCA: 331] [Impact Index Per Article: 19.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Mass spectrometry (MS) of glycoproteins is an emerging field in proteomics, poised to meet the technical demand for elucidation of the structural complexity and functions of the oligosaccharide components of molecules. Considering the divergence of the mass spectrometric methods employed for oligosaccharide analysis in recent publications, it is necessary to establish technical standards and demonstrate capabilities. In the present study of the Human Proteome Organisation (HUPO) Human Disease Glycomics/Proteome Initiative (HGPI), the same samples of transferrin and immunoglobulin-G were analyzed for N-linked oligosaccharides and their relative abundances in 20 laboratories, and the chromatographic and mass spectrometric analysis results were evaluated. In general, matrix-assisted laser desorption/ionization (MALDI) time-of-flight MS of permethylated oligosaccharide mixtures carried out in six laboratories yielded good quantitation, and the results can be correlated to those of chromatography of reductive amination derivatives. For underivatized oligosaccharide alditols, graphitized carbon-liquid chromatography (LC)/electrospray ionization (ESI) MS detecting deprotonated molecules in the negative ion mode provided acceptable quantitation. The variance of the results among these three methods was small. Detailed analyses of tryptic glycopeptides employing either nano LC/ESI MS/MS or MALDI MS demonstrated excellent capability to determine site-specific or subclass-specific glycan profiles in these samples. Taking into account the variety of MS technologies and options for distinct protocols used in this study, the results of this multi-institutional study indicate that MS-based analysis appears as the efficient method for identification and quantitation of oligosaccharides in glycomic studies and endorse the power of MS for glycopeptide characterization with high sensitivity in proteomic programs.
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Affiliation(s)
- Yoshinao Wada
- Osaka Medical Center and Research Institute for Maternal and Child Health, 840 Murodo-cho, Izumi, Osaka 594-1101, Japan.
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Kapkova P, Lattova E, Perreault H. Nonretentive Solid-Phase Extraction of Phosphorylated Peptides from Complex Peptide Mixtures for Detection by Matrix-Assisted Laser Desorption/Ionization Mass Spectrometry. Anal Chem 2006; 78:7027-33. [PMID: 17007530 DOI: 10.1021/ac060485v] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Widespread interest in protein phosphorylation has led to the development of a variety of methods for the analysis of phosphoproteomes of different types of organisms. Many applications involve pretreatment of the sample before mass spectrometric measurement and can crucially improve the detection efficiency of individual phosphopeptides. Despite intense research efforts, separation and extraction of phosphorylated peptides, especially multiphosphorylated ones, remain challenging tasks and need to be further explored and expanded with unconventional approaches. In this study, we describe the application of nonretentive solid-phase extraction (SPE) to the analysis of phosphopeptides using the highly cross-linked polystyrene-divinylbenzene material Strata-X. This study indicates that the procedure allows for the preferential extraction of phosphopeptides regardless of their extent of phosphorylation. The Strata-X material primarily retains nonphosphorylated peptides by hydrophobic interaction, whereas the inherent hydrophilicity of phosphorylated peptides leads to their partitioning into the aqueous phase. Phosphopeptides that were rapidly segregated out of tryptic digest mixtures and collected in the early aqueous fractions generated intense signals in mass spectra. The method was developed using SPE Strata-X columns, then suited for detection and sequencing of phosphopeptides by miniaturizing the system to the scale of custom-made microcolumns. This provided fast isolation of phosphopeptides from protein digests along with direct MALDI on-target deposition. The possibility of on-target washing during sample preparation is also presented.
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Affiliation(s)
- Petra Kapkova
- Department of Chemistry, University of Manitoba, Winnipeg, Manitoba, Canada.
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Lattova E, Perreault H, Krokhin O. Matrix-assisted laser desorption/ionization tandem mass spectrometry and post-source decay fragmentation study of phenylhydrazones of N-linked oligosaccharides from ovalbumin. J Am Soc Mass Spectrom 2004; 15:725-735. [PMID: 15121202 DOI: 10.1016/j.jasms.2004.01.012] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/24/2003] [Revised: 01/27/2004] [Accepted: 01/27/2004] [Indexed: 05/24/2023]
Abstract
N-linked oligosaccharides were released from hen ovalbumin by PNGase F and derivatized with phenylhydrazine. They were then examined by matrix-assisted laser desorption/ionization (MALDI) mass spectrometry. Phenylhydrazones of N-glycans under MALDI-tandem mass spectrometry (MS/MS) and post-source decay (PSD) conditions produced relatively similar fragmentation patterns; however, more cross-ring cleavages and fragment ions corresponding to low abundance isomeric structures were detected by MS/MS and not in PSD. Most fragment ions corresponded to glycosidic cleavages with preferential loss of residues from the chitobiose core and the 3-antenna. Sialylated phenylhydrazone-N-glycans, characterized here for the first time in ovalbumin by tandem mass spectrometry, underwent losses of sialic acid residues followed the same fragmentation pathways observed with neutral derivatized glycans. The relative abundances of some fragment ions indicated the linkage position of sialic acid and provided information on the number of residues attached to the 6-antenna. Also, new structures of ovalbumin glycans were observed as part of this study and are reported here.
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Affiliation(s)
- Erika Lattova
- Chemistry Department, University of Manitoba, Winnipeg, Manitoba, Canada
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Abstract
N-linked oligosaccharide standards obtained from commercial sources were derivatized with phenylhydrazine (PHN) and analyzed by on-line reversed-phase high performance liquid chromatography (HPLC)/electrospray ionization mass spectrometry (ESI-MS). This procedure was then applied to mixtures of N-glycans enzymatically released from hen ovalbumin. Under ESI-MS conditions, phenylhydrazones of asialylated oligosaccharide standards and ovalbumin glycans produced mainly [M + 2H]2+ molecular ions at low cone voltage values, while minimal fragmentation was observed. Reversed-phase HPLC/ESI-MS total and selected ion chromatograms obtained for derivatized N-glycans from ovalbumin showed partial but useful separation. Overall glycan profiles obtained by ESI-MS were compared with results obtained by matrix-assisted laser desorption/ionization (MALDI)-MS. Qualitatively, profiles were similar from one technique to the other in terms of relative abundance of glycans versus composition. Post-source decay (PSD) analysis of the [M + Na]+ ions of PHN-glycans showed dominant B, C and internal B/Y, C/Y cleavages. These patterns were helpful in relating fragmentation to proposed structures. Cross-ring cleavage fragment ions (A-type) were also observed in most cases. The PHN derivatization method is fast and simple. It produces abundant parent ions in both MALDI-MS and ESI-MS, while avoiding the presence of salt contaminants during the labeling procedure.
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Affiliation(s)
- Erika Lattova
- Chemistry Department, University of Manitoba, 144 Dysart Road, Winnipeg, Man., Canada R3T 2N2
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Lattova E, Perreault H. Labelling saccharides with phenylhydrazine for electrospray and matrix-assisted laser desorption-ionization mass spectrometry. J Chromatogr B Analyt Technol Biomed Life Sci 2003; 793:167-79. [PMID: 12880864 DOI: 10.1016/s1570-0232(03)00374-x] [Citation(s) in RCA: 75] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
A well-known reaction of carbonyl compounds with phenylhydrazine has been applied to saccharides, providing increased sensitivity for mass spectrometric (MS) and ultraviolet (UV) detection during high-performance liquid chromatographic (HPLC) separations. After a simple derivatization procedure for 1 h at 70 degrees C and purification of the reaction mixture from excess reagent by extraction, the sugar derivatives were characterized by direct injection or on-line HPLC/electrospray ionization (ESI) and by matrix-assisted laser desorption/ionization (MALDI) MS. Because no salts are used or produced upon reaction, this procedure is very simple and suitable for the tagging of saccharides. The reaction allows for on-target derivatization and products are very stable. The derivatization procedure has been applied to commercially-obtained small saccharides and standard N-linked oligosaccharides. Lastly, hen ovalbumin N-glycans were detached enzymatically and characterized by MALDI-MS as their phenylhydrazone derivatives.
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Affiliation(s)
- Erika Lattova
- Chemistry Department, University of Manitoba, 144 Dysart Road, Manitoba, Winnipeg, Canada R3T 2N2
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Kovacik V, Patoprsty V, Lattova E, Petrus L, Ovcharenko V, Pihlaja K. Electron ionization mass spectra of acetals of beta-D-glycopyranosylnitromethanes. J Mass Spectrom 1999; 34:1322-1327. [PMID: 10587628 DOI: 10.1002/(sici)1096-9888(199912)34:12<1322::aid-jms888>3.0.co;2-#] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Subscribe] [Scholar Register] [Indexed: 05/23/2023]
Abstract
O-Isopropylidene and O-benzylidene acetals of common 2, 6-anhydro-1-deoxy-1-nitroalditols (beta-D-glyco- pyranosylnitromethanes) derived from D-glucose, D-galactose and D-mannose were studied by electron ionization (EI) mass spectrometry. Fragment pathways of the title compounds were studied using accurate mass measurements, collision-induced dissociation, B/E and B2/E measurements of selected ions and mass spectra of O-deuterium-labelled compound. The fragmentation pathways and some differences found among the mass spectra of stereoisomers are discussed. Noteworthy is the splitting off of the (.)NO(2) radical and elimination of acetone from the molecular ions of 4, 6-O-benzylidene-2, 3-O-isopropylidene-beta-D-galactopyranosylnitromethane. This fragmentation route of relatively high abundance was not observed in the case of D-gluco and D-manno analogues. The differences in the EI mass spectra of stereoisomers may help to provide some information serving for the estimation of the stereochemical arrangement of compounds of this type. Copyright 1999 John Wiley & Sons, Ltd.
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Affiliation(s)
- V Kovacik
- Institute of Chemistry, Slovak Academy of Sciences, Dubravska cesta 9, SK-84238 Bratislava, Slovak Republic
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