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Differential Peripheral Blood Glycoprotein Profiles in Symptomatic and Asymptomatic COVID-19. Viruses 2022; 14:v14030553. [PMID: 35336960 PMCID: PMC8951729 DOI: 10.3390/v14030553] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2021] [Revised: 02/25/2022] [Accepted: 03/04/2022] [Indexed: 01/25/2023] Open
Abstract
Glycosylation is the most common form of post-translational modification of proteins, critically affecting their structure and function. Using liquid chromatography and mass spectrometry for high-resolution site-specific quantification of glycopeptides coupled with high-throughput artificial intelligence-powered data processing, we analyzed differential protein glycoisoform distributions of 597 abundant serum glycopeptides and nonglycosylated peptides in 50 individuals who had been seriously ill with COVID-19 and in 22 individuals who had recovered after an asymptomatic course of COVID-19. As additional comparison reference phenotypes, we included 12 individuals with a history of infection with a common cold coronavirus, 16 patients with bacterial sepsis, and 15 healthy subjects without history of coronavirus exposure. We found statistically significant differences, at FDR < 0.05, for normalized abundances of 374 of the 597 peptides and glycopeptides interrogated between symptomatic and asymptomatic COVID-19 patients. Similar statistically significant differences were seen when comparing symptomatic COVID-19 patients to healthy controls (350 differentially abundant peptides and glycopeptides) and common cold coronavirus seropositive subjects (353 differentially abundant peptides and glycopeptides). Among healthy controls and sepsis patients, 326 peptides and glycopeptides were found to be differentially abundant, of which 277 overlapped with biomarkers that showed differential expression between symptomatic COVID-19 cases and healthy controls. Among symptomatic COVID-19 cases and sepsis patients, 101 glycopeptide and peptide biomarkers were found to be statistically significantly abundant. Using both supervised and unsupervised machine learning techniques, we found specific glycoprotein profiles to be strongly predictive of symptomatic COVID-19 infection. LASSO-regularized multivariable logistic regression and K-means clustering yielded accuracies of 100% in an independent test set and of 96% overall, respectively. Our findings are consistent with the interpretation that a majority of glycoprotein modifications observed which are shared among symptomatic COVID-19 and sepsis patients likely represent a generic consequence of a severe systemic immune and inflammatory state. However, there are glycoisoform changes that are specific and particular to severe COVID-19 infection. These may be representative of either COVID-19-specific consequences or susceptibility to or predisposition for a severe course of the disease. Our findings support the potential value of glycoproteomic biomarkers in the biomedical understanding and, potentially, the clinical management of serious acute infectious conditions.
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Abstract
There is a long research history of studying the function of glycosylation in relation to the development and progression of different types of cancer. The technological advances of the "omic" have in the last decade have afforded many new opportunities and approaches for studying the cancer glycome. A collection of research articles has been assembled that collectively summarize the progress in this area for each type of major O-linked and N-linked glycan species and other classes of glycans, as well as what is known about specific glycans associated with individual types of cancer (brain, breast, colon, liver, lung, ovarian, pancreatic, prostate). These chapters also include descriptions of the latest cutting-edge technologies that have been developed recently for cancer glycomic studies. An introduction to these topics and highlights of emerging areas of research opportunity for cancer glycomics are presented. This includes the development of new glycomics-based cancer biomarkers and therapeutic targets, as well as different integrated cancer "omics" strategies.
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Affiliation(s)
- Richard R Drake
- Department of Cell and Molecular Pharmacology and Experimental Therapeutics, Medical University of South Carolina, Charleston, South Carolina, USA.
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Ilanchezhian S, Sachanandam P. Salubrious effects of plumbagin on carbohydrate components of glycoproteins in mammary tumour. J Pharm Pharmacol 2011. [DOI: 10.1111/j.2042-7158.1998.tb02416.x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Affiliation(s)
- Shanmugam Ilanchezhian
- Department of Medical Biochemstry, Dr. ALM Post-Graduate Institute of Basic Medical Sciences, University of Madras, Taramani Campus, Chennai 600 113, India
| | - Panchanatham Sachanandam
- Department of Medical Biochemstry, Dr. ALM Post-Graduate Institute of Basic Medical Sciences, University of Madras, Taramani Campus, Chennai 600 113, India
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CAMPBELL PN, KERNOT BA, ROITT IM. A comparison of the serum proteins of normal rats with those of rats bearing liver tumours. Biochem J 2000; 71:155-9. [PMID: 13628547 PMCID: PMC1196763 DOI: 10.1042/bj0710155] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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SAIFER A, WEINTRAUB SK. Serum protein-bound fucose levels in certain chronic diseases. A clinical-statistical study. Clin Chim Acta 1998; 6:174-80. [PMID: 13745420 DOI: 10.1016/0009-8981(61)90082-1] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
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BUCHANAN WW, KOUTRAS DA, ALEXANDER WD, CROOKS J. The serum proteins in thyroid disease. BRITISH MEDICAL JOURNAL 1998; 1:979-82. [PMID: 13874241 PMCID: PMC1957796 DOI: 10.1136/bmj.1.5283.979] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
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Pinnaduwage PD, Bhavanandan VP, Davidson EA. Isolation and characterization of a wheat germ agglutinin-binding glycoprotein from B16 mouse melanoma cells. Carbohydr Res 1986; 151:51-64. [PMID: 3768903 DOI: 10.1016/s0008-6215(00)90329-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
Cells of B16 mouse melanoma grown in serum-free medium in the presence of [3H]glucosamine secreted or shed labeled glycoproteins. A wheat germ agglutinin-binding glycoprotein was isolated that accounted for 37% of the total [3H]glucosamine incorporated; it had a molecular weight of approximately 50,000 and was absent in less-tumorgenic wheat germ agglutinin (isolectin I)-resistant variants of the cells. The glycoprotein contained approximately 25% of serine and threonine plus equimolar amounts of glucosamine and galactosamine, indicating both N- and O-linked oligosaccharide chains. Neuraminidase treatment released approximately 60% of the glycoprotein's 3H radioactivity as N-acetylneuraminic acid. The sialoglycoprotein did not, but the desialylated species did, bind (97%) to ricin-Sepharose, suggesting the presence of terminal sialic acid and penultimate galactose residues in most of the saccharide units. Alkaline borohydride released 61% of the glycoprotein's radioactivity as oligosaccharide alcohols that were mainly tetrasaccharides (75%) with some branched trisaccharides (10%) from the O-linked structures. Hydrazinolysis and analysis of the alkaline borohydride-resistant portion of the glycoprotein indicated the presence of mainly triantennary, complex-type structures (N-linked) containing three sialic acids residues plus L-fucose. Serial lectin-affinity chromatography of the hydrazine-released saccharides with concanavalin A-agarose, pea lectin-agarose, L-PHA-agarose, and E-PHA-agarose, indicated the absence of high-mannose or hybrid-type structures and further confirmed the presence of triantennary, complex-type units.
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Fox OF, Kishore GS, Carubelli R. Sialic acid metabolism in rats undergoing chemically-induced mammary gland carcinogenesis in specific dietary states. Cancer Lett 1979; 7:251-7. [PMID: 116765 DOI: 10.1016/s0304-3835(79)80051-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
The enzymes responsible for the activation, transfer and hydrolysis of sialic acids were investigated in female rats with mammary adenocarcinomas induced by administration of a single oral dose (10 mg) of 7,12-dimethylbenz[alpha]anthracene. The carcinogenic process was modulated by the levels and degree of unsaturation of the dietary lipids. Tumor incidence was highest in rats fed a diet containing 20% corn oil, intermediate with 18% coconut oil plus 2% linoleic acid, and lowest in the group receiving a diet with 2% linoleic acid. Sialyltransferase and CMP-N-acetylneuraminic acid synthetase activities were higher in tumors than in control mammary glands. Neuraminidase activity, on the other hand, was higher in control tissue than in tumors. In addition to these tumor-related effects, comparison of the enzyme levels in mammary tissues from control animals of the 3 dietary groups revealed the presence of diet-related effects on sialic acid metabolism. In the livers of tumor-bearing rats, only minor changes of enzyme activities were detected.
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Jasani B, Donaldson LJ, Ratcliffe JG, Sokhi GS. Mechanism of impaired glucose tolerance in patients with neoplasia. Br J Cancer 1978; 38:287-92. [PMID: 698044 PMCID: PMC2009725 DOI: 10.1038/bjc.1978.200] [Citation(s) in RCA: 34] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
Abstract
The disappearance rate (k) of i.v. glucose was measured in cachectic and non-cachectic cancer patients and tumour-free controls. The respective k values were found to be 1.06 +/- 0.27 (mean +/- s.d.), 1.64 +/- 0.34 and 1.63 +/- 0.23. Of the other parameters measured, only plasma albumin level was found to vary significantly amongst the 3 categories, the mean level being the lowest in cachectic cancer patients. The means of total plasma protein, fasting blood glucose and plasma liver enzyme concentrations were similar in the 3 groups. Glucagon, a potent insulin secretogogue, failed to augment the fasting insulin level in cachectic but did so in non-cachectic cancer patients. Taken together, the findings suggest that the reduced glucose tolerance in patients with neoplasia is due to impairment of insulin release exhibited predominantly by ill-nourished advanced cancer patients having a moderate to sever degree of hypoalbuminemia.
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RESSLER N, SCHULZ JL, JOSEPH RR. The nature of serum protein abnormalities in cancer. Clin Chim Acta 1963; 8:972-3. [PMID: 14089574 DOI: 10.1016/0009-8981(63)90025-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
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RESSLER N, KAUFMAN JH, GLAS WW. Investigation of serum proteins in cancer by electrophoresis in an antibody containing medium. Clin Chim Acta 1962; 7:365-73. [PMID: 14491571 DOI: 10.1016/0009-8981(62)90035-9] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
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TOMBS MP, JAMES DC, MACLAGAN NF. Chromatography of serum proteins with special reference to α-globulins. Clin Chim Acta 1961; 6:163-9. [PMID: 13777311 DOI: 10.1016/0009-8981(61)90080-8] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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KENT NH, GEY GO. Comparative biochemical studies on human placental cord and adult sera used in tissue culture. Arch Biochem Biophys 1960; 89:59-65. [PMID: 14408550 DOI: 10.1016/0003-9861(60)90012-6] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
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Experimentelle Untersuchungen zum Nachweis chemischer (metallischer) Reagine aus dem Blut mit Hilfe des Agar-Diffusions-Verfahrens. Arch Dermatol Res 1959. [DOI: 10.1007/bf00492398] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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BALDWIN RW, HARRIES HJ. Serum Protein and Glycoprotein Changes During Growth of Experimental Tumours in the Rat. Br J Cancer 1958; 12:99-107. [PMID: 13536219 PMCID: PMC2074003 DOI: 10.1038/bjc.1958.13] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022] Open
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BURROWS D, NEILL DW. Investigation of the Immunologically Active Constituent of Serum of Patients with Carcinoma. BRITISH MEDICAL JOURNAL 1958; 1:370-1. [PMID: 13499953 PMCID: PMC2027431 DOI: 10.1136/bmj.1.5067.370] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
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OWEN JA. Paper Electrophoresis of Proteins and Protein-Bound Substances in Clinical Investigations. Adv Clin Chem 1958; Vol. 1:237-300. [PMID: 13571032 DOI: 10.1016/s0065-2423(08)60360-1] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
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SCHULTZ J, GRANNIS G, KIMMEL H, SHAY H. Characterization of the electrophoretic components of the sera of dog, rat and man in terms of six amino acids. Arch Biochem Biophys 1955; 57:174-86. [PMID: 13239198 DOI: 10.1016/0003-9861(55)90190-9] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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SCHULTZ J, GRANNIS G, KIMMEL H, SHAY H. The characterization of proteins of animal sera separated by zone electrophoresis on starch. Arch Biochem Biophys 1955; 55:169-74. [PMID: 14362613 DOI: 10.1016/0003-9861(55)90555-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
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Robbins J, Petermann ML, Rall J. ELECTROPHORESIS OF THE THYROXINE-BINDING PROTEIN OF SERUM AT pH 4.5. J Biol Chem 1955. [DOI: 10.1016/s0021-9258(18)71128-9] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022] Open
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BOSELLI A, PIEMONTE M. ALTERAZIONI DELLA PROTIDEMIA NELLA DIVERSA EVOLUZIONE DELLE METASTASI DA CANCRO MAMMARIO. TUMORI JOURNAL 1953; 39:236-75. [PMID: 13122788 DOI: 10.1177/030089165303900402] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
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