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Wang Y, Juan L, Peng J, Wang T, Zang T, Wang Y. Explore potential disease related metabolites based on latent factor model. BMC Genomics 2022; 23:269. [PMID: 35387615 PMCID: PMC8985251 DOI: 10.1186/s12864-022-08504-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2022] [Accepted: 03/25/2022] [Indexed: 11/17/2022] Open
Abstract
Background In biological systems, metabolomics can not only contribute to the discovery of metabolic signatures for disease diagnosis, but is very helpful to illustrate the underlying molecular disease-causing mechanism. Therefore, identification of disease-related metabolites is of great significance for comprehensively understanding the pathogenesis of diseases and improving clinical medicine. Results In the paper, we propose a disease and literature driven metabolism prediction model (DLMPM) to identify the potential associations between metabolites and diseases based on latent factor model. We build the disease glossary with disease terms from different databases and an association matrix based on the mapping between diseases and metabolites. The similarity of diseases and metabolites is used to complete the association matrix. Finally, we predict potential associations between metabolites and diseases based on the matrix decomposition method. In total, 1,406 direct associations between diseases and metabolites are found. There are 119,206 unknown associations between diseases and metabolites predicted with a coverage rate of 80.88%. Subsequently, we extract training sets and testing sets based on data increment from the database of disease-related metabolites and assess the performance of DLMPM on 19 diseases. As a result, DLMPM is proven to be successful in predicting potential metabolic signatures for human diseases with an average AUC value of 82.33%. Conclusion In this paper, a computational model is proposed for exploring metabolite-disease pairs and has good performance in predicting potential metabolites related to diseases through adequate validation. The results show that DLMPM has a better performance in prioritizing candidate diseases-related metabolites compared with the previous methods and would be helpful for researchers to reveal more information about human diseases.
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Affiliation(s)
- Yongtian Wang
- School of Computer Science, Northwestern Polytechnical University, Xi'an, China. .,Key Laboratory of Big Data Storage and Management Ministry of Industry and Information Technology, Northwestern Polytechnical University, Xi'an, China.
| | - Liran Juan
- School of Life Science and Technology, Harbin Institute of Technology, Harbin, China
| | - Jiajie Peng
- School of Computer Science, Northwestern Polytechnical University, Xi'an, China.,Key Laboratory of Big Data Storage and Management Ministry of Industry and Information Technology, Northwestern Polytechnical University, Xi'an, China
| | - Tao Wang
- School of Computer Science, Northwestern Polytechnical University, Xi'an, China.,Key Laboratory of Big Data Storage and Management Ministry of Industry and Information Technology, Northwestern Polytechnical University, Xi'an, China
| | - Tianyi Zang
- School of Computer Science and Technology, Harbin Institute of Technology, Harbin, China.
| | - Yadong Wang
- School of Computer Science and Technology, Harbin Institute of Technology, Harbin, China.
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Farid M, Corbo CP, Alonso ADC. Tau binds ATP and induces its aggregation. Microsc Res Tech 2013; 77:133-7. [PMID: 24258797 DOI: 10.1002/jemt.22319] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2013] [Revised: 09/20/2013] [Accepted: 11/08/2013] [Indexed: 01/31/2023]
Abstract
Tau is a microtubule-associated protein mainly found in neurons. The protein is associated with process of microtubule assembly, which plays an important role in intracellular transport and cell structure of the neuron. Tauopathies are a group of neurodegenerative diseases specifically associated with tau abnormalities. While a well-defined mechanism remains unknown, most facts point to tau as a prominent culprit in neurodegeneration. In most cases of Tauopathies, aggregates of hyperphosphorylated tau have been found. Two proposals are present when discussing tau toxicity, one being the aggregation of tau proteins and the other points toward a conformational change within the protein. Previous work we carried out showed tau hyperphosphorylation promotes tau to behave abnormally resulting in microtubule assembly disruption as well as a breakdown in tau self-assembly. We found that tau's N-terminal region has a putative site for ATP/GTP binding. In this paper we demonstrate that tau is able to bind ATP and not GTP, that this binding induces tau self-assembly into filaments. At 1 mM ATP the filaments are 4-7 nm in width, whereas at 10 mM ATP the filaments appeared to establish lateral interaction, bundling and twisting, forming filaments that resembled the Paired Helical Filaments (PHF) isolated from Alzheimer disease brain. ATP-induced self-assembly is not energy dependent because the nonhydrolysable analogue of the ATP induces the same assembly.
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Affiliation(s)
- Mina Farid
- Department of Biology and Center for Developmental Neuroscience, College of Staten Island and Graduate Center, The City University of New York, Staten Island, New York, 10314
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R. HIBBERD M. A. HOWARD A. G. HUNNI A. Mercury from Dental Amalgam Fillings: Studies on Oral Chelating Agents for Assessing and Reducing Mercury Burdens in Humans. ACTA ACUST UNITED AC 2009. [DOI: 10.1080/13590849861998] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/16/2022]
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Butterfield DA, Kanski J. Brain protein oxidation in age-related neurodegenerative disorders that are associated with aggregated proteins. Mech Ageing Dev 2001; 122:945-62. [PMID: 11348660 DOI: 10.1016/s0047-6374(01)00249-4] [Citation(s) in RCA: 288] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Protein oxidation, one of a number of brain biomarkers of oxidative stress, is increased in several age-related neurodegenerative disorders or animal models thereof, including Alzheimer's disease, Huntington's disease, prion disorders, such as Creutzfeld-Jakob disease, and alpha-synuclein disorders, such as Parkinson's disease and frontotemporal dementia. Each of these neurodegenerative disorders is associated with aggregated proteins in brain. However, the relationship among protein oxidation, protein aggregation, and neurodegeneration remain unclear. The current rapid progress in elucidation of mechanisms of protein oxidation in neuronal loss should provide further insight into the importance of free radical oxidative stress in these neurodegenerative disorders.
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Affiliation(s)
- D A Butterfield
- Department of Chemistry, Center of Membrane Sciences, and Sanders-Brown Center on Aging, 121 Chemistry-Physics Building, University of Kentucky, Lexington, KY 40506-0055, USA.
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Pavlinkova G, Rajagopalan K, Muller S, Chavan A, Sievert G, Lou D, O'Toole C, Haley B, Kohler H. Site-specific photobiotinylation of immunoglobulins, fragments and light chain dimers. J Immunol Methods 1997; 201:77-88. [PMID: 9032411 DOI: 10.1016/s0022-1759(96)00214-1] [Citation(s) in RCA: 16] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
Herein we report a new method to rapidly photoinsert biotin into a specific and highly conserved site on the Ig structure using a mild photochemical activation step. This site resides in the Fv fragment and involves invariant residues which provide base stacking interactions to the purine ring of ATP (Rajagopalan et al. (1996) Proc. Natl. Acad. Sci. USA 93, 6019-6024). Biotin was coupled to either the phosphate or the ribose of the 8-azidopurine nucleotide or nucleoside photoaffinity probe and shown to insert into the affinity site efficiently. Several monoclonal and polyclonal antibodies, as well as enzymatic and recombinant antibody fragments and light chain dimers were photoaffinity biotinylated and used in ELISA, FACS and Western blots. The selectivity of this site-specific biotinylation method also allows for biotinylation of antibodies in culture supernatants and immune sera without prior purification. Because the biotinylation takes place under physiological conditions and within a short time period, photobiotinylation would be the preferred method for antibodies which are easily damaged by classical non-site specific random biotinylation chemistry.
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Affiliation(s)
- G Pavlinkova
- Department of Microbiology and Immunology, University of Kentucky, Lexington 40436, USA
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Lorscheider FL, Vimy MJ, Summers AO, Zwiers H. The dental amalgam mercury controversy--inorganic mercury and the CNS; genetic linkage of mercury and antibiotic resistances in intestinal bacteria. Toxicology 1995; 97:19-22. [PMID: 7716785 DOI: 10.1016/0300-483x(94)02964-v] [Citation(s) in RCA: 27] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Abstract
Mercury (Hg) vapor exposure from dental amalgam has been demonstrated to exceed the sum of all other exposure sources. Therefore the effects of inorganic Hg exposure upon cell function in the brain and in the intestinal bacteria have recently been examined. In rats we demonstrate that ADP-ribosylation of tubulin and actin brain proteins is markedly inhibited, and that ionic Hg can thus alter a neurochemical reaction involved with maintaining neuron membrane structure. In monkeys we show that Hg, specifically from amalgam, will enrich the intestinal flora with Hg-resistant bacterial species which in turn also become resistant to antibiotics.
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Affiliation(s)
- F L Lorscheider
- Department of Medical Physiology, Faculty of Medicine, University of Calgary, Alberta, Canada
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Jayaram B, Haley B. Identification of peptides within the base binding domains of the GTP- and ATP-specific binding sites of tubulin. J Biol Chem 1994. [DOI: 10.1016/s0021-9258(17)41853-9] [Citation(s) in RCA: 26] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
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Butterfield DA, Hensley K, Hall N, Umhauer S, Carney J. Interaction of tacrine and velnacrine with neocortical synaptosomal membranes: relevance to Alzheimer's disease. Neurochem Res 1993; 18:989-94. [PMID: 8232727 DOI: 10.1007/bf00966758] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
Abstract
The acridine-based, potential Alzheimer's disease therapeutic agents, tacrine and velnacrine, were incubated with rat or gerbil neocortical synaptosomal membranes. Electron paramagnetic resonance employing a protein-specific spin label was used to monitor this interaction. Analogous to their effects in erythrocyte membranes [Butterfield and Rangachari (1992) Biochem. Biophys. Res. Commun. 185: 596-603], in the present studies both agents decreased segmental motion of spin labeled synaptosomal membrane proteins, consistent with increased cytoskeletal protein-protein interactions (0.001 < P < 0.005), and tacrine was more potent than velnacrine. These results are discussed with possible relevance to molecular actions of the agents and molecular alterations in Alzheimer's disease.
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Affiliation(s)
- D A Butterfield
- Department of Chemistry, University of Kentucky, Lexington 40506-0055
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Gunnersen D, Haley B. Detection of glutamine synthetase in the cerebrospinal fluid of Alzheimer diseased patients: a potential diagnostic biochemical marker. Proc Natl Acad Sci U S A 1993; 89:11949-53. [PMID: 1361232 PMCID: PMC50675 DOI: 10.1073/pnas.89.24.11949] [Citation(s) in RCA: 61] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
In this report, 8- and 2-azidoadenosine 5'-[gamma-32P]triphosphate were used to examine cerebrospinal fluid (CSF) samples for the presence of an ATP binding protein unique to individuals with Alzheimer disease (AD). A 42-kDa ATP binding protein was found in the CSF of AD patients that is not observed in CSF from normal patients or other neurological controls. The photolabeling is saturated with 30 microM 2-azidoadenosine 5'-[gamma-32P]triphosphate. Photoinsertion can be totally prevented by the addition of 25 microM ATP. Photoinsertion of 2-azidoadenosine 5'-triphosphate into the protein is only weakly protected by other nucleotides such as ADP and GTP, indicating that this is a specific ATP binding protein. A total of 83 CSF samples were examined in a blind manner. The 42-kDa protein was detected in 38 of 39 AD CSF samples and in only 1 of 44 control samples. This protein was identified as glutamine synthetase [GS; glutamate-ammonia ligase; L-glutamate:ammonia ligase (ADP-forming), EC 6.3.1.2] based on similar nucleotide binding properties, comigration on two-dimensional gels, reaction with a polyclonal anti-GS antibody, and the presence of significant GS enzyme activity in AD CSF. In brain, GS plays a key role in elimination of free ammonia and also converts the neurotransmitter and excitotoxic amino acid glutamate to glutamine, which is not neurotoxic. The involvement of GS, if any, in the onset of AD is unknown. However, the presence of GS in the CSF of terminal AD patients suggests that this enzyme may be a useful diagnostic marker and that further study is warranted to determine any possible role for glutamate metabolism in the pathology of AD.
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Affiliation(s)
- D Gunnersen
- Department of Biochemistry, College of Pharmacy, University of Kentucky, Lexington 40536-0084
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Khatoon S, Grundke-Iqbal I, Iqbal K. Brain levels of microtubule-associated protein tau are elevated in Alzheimer's disease: a radioimmuno-slot-blot assay for nanograms of the protein. J Neurochem 1992; 59:750-3. [PMID: 1629745 DOI: 10.1111/j.1471-4159.1992.tb09432.x] [Citation(s) in RCA: 244] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
The microtubule-associated protein tau, which stimulates the assembly of alpha-beta tubulin heterodimers into microtubules, is abnormally phosphorylated in Alzheimer's disease (AD) brain and is the major component of paired helical filaments. In the present study, the levels of tau and abnormally phosphorylated tau were determined in brain homogenates of AD and age-matched control cases. A radioimmuno-slot-blot assay was developed, using a primary monoclonal antibody, Tau-1, and a secondary antibody, antimouse 125I-immunoglobulin G. To assay the abnormally phosphorylated tau, the blots were treated with alkaline phosphatase before immunolabeling. The levels of total tau were about eightfold higher in AD (7.3 +/- 2.7 ng/micrograms of protein) than in control cases (0.9 +/- 0.2 ng/micrograms), and this increase was in the form of the abnormally phosphorylated protein. These studies indicate that the abnormal phosphorylation--not a decrease in the level of tau--is a likely cause of neurofibrillary degeneration in AD.
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Affiliation(s)
- S Khatoon
- New York State Institute for Basic Research in Developmental Disabilities, Staten Island, New York 10314
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Shoemaker M, Lin PC, Haley B. Identification of the guanine binding domain peptide of the GTP-binding site of glucagon. Protein Sci 1992; 1:884-91. [PMID: 1304373 PMCID: PMC2142160 DOI: 10.1002/pro.5560010706] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
Glucagon, a peptide hormone synthesized and secreted by alpha islet cells, regulates glucose homeostasis by several mechanisms. Using [gamma 32P]8N3GTP, a proven photoaffinity probe for GTP, a specific nucleotide binding site on human glucagon was detected that showed preference for GTP. Half-maximal saturation of photoinsertion into the polypeptide hormone was at 8-12 microM with either [alpha 32P]8N3GTP or [gamma 32P]8N3GTP. GTP protected photolabeling with an apparent kd of 15 microM, whereas ATP was less effective as a protector, exhibiting an apparent kd of about 30 microM. Maximal protection by GTP and ATP was over 90%. UTP, CTP, GDP, ADP, GMP, AMP, guanosine, adenosine, guanine, and adenine were much less effective protectors, indicating that binding is specific for purine nucleoside triphosphates, particularly GTP. Mg2+ at 150 microM enhanced photoinsertion (twofold), whereas at 2-10 mM, it inhibited photoinsertion. Both Ca2+ and Zn2+ at 0.2 mM decreased photoinsertion about 45%. Purification of chymotryptic and tryptic digests of photolabeled glucagon by reverse-phase high performance liquid chromatography (HPLC) revealed that the N-terminal peptide, HSQGTF, was the only peptide region covalently photomodified by [32P]8N3GTP. GTP, if present during photolysis, greatly reduced both photoinsertion into glucagon and the amount of radiolabeled peptide recovered on HPLC. The specificity of binding to the N-terminal region is suggestive of a physiological role for a glucagon-GTP complex in the mechanism of action of this hormone.
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Affiliation(s)
- M Shoemaker
- Division of Medicinal Chemistry & Pharmaceutics, College of Pharmacy, University of Kentucky Medical Center, Lexington 40536-0093
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Di Patre PL. Cytoskeletal alterations might account for the phylogenetic vulnerability of the human brain to Alzheimer's disease. Med Hypotheses 1991; 34:165-70. [PMID: 2041492 DOI: 10.1016/0306-9877(91)90187-4] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
A theory is presented here in the attempt to explain why Alzheimer's disease (AD) primarily affects areas of the human brain that have been acquired recently in phylogenesis. Disturbances in cytoskeletal function are proposed to play a fundamental role in triggering the sequence of pathologic events leading to the occurrence of AD-related histopathological markers and to the degeneration and death of neurons. These deficits are supposed to occur more likely in neuronal populations that possess a high degree of plasticity, the substrate of memory functions, and that constitute, in fact, the phylogenetically new telencephalic regions of the human brain.
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Affiliation(s)
- P L Di Patre
- Institute of Pathology, Case Western Reserve University, Cleveland, Ohio 44106
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King SM, Kim H, Haley BE. Strategies and reagents for photoaffinity labeling of mechanochemical proteins. Methods Enzymol 1991; 196:449-66. [PMID: 1827869 DOI: 10.1016/0076-6879(91)96039-t] [Citation(s) in RCA: 17] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
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Wenstrup D, Ehmann WD, Markesbery WR. Trace element imbalances in isolated subcellular fractions of Alzheimer's disease brains. Brain Res 1990; 533:125-31. [PMID: 2085723 DOI: 10.1016/0006-8993(90)91804-p] [Citation(s) in RCA: 132] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
Concentrations of 13 trace elements (Ag, Br, Co, Cr, Cs, Fe, Hg, K, Na, Rb, Sc, Se, Zn) in isolated subcellular fractions (whole brain, nuclei, mitochondria, microsomes) of temporal lobe from autopsied Alzheimer's disease (AD) patients and normal controls were determined utilizing instrumental neutron activation analysis. Comparison of AD and controls revealed elevated Br (whole brain) and Hg (microsomes) and diminished Rb (whole brain, nuclear and microsomes), Se (microsomes) and Zn (nuclear) in AD. The elevated Br and Hg and diminished Rb are consistent with our previous studies in AD bulk brain specimens. Comparison of element ratios revealed increased Hg/Se, Hg/Zn and Zn/Se mass ratios in AD. Se and Zn play a protective role against Hg toxicity and our data suggest that they are utilized to detoxify Hg in the AD brain. Overall our studies suggest that Hg could be an important toxic element in AD. Whether Hg deposition in AD is a primary or secondary event remains to be determined.
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Affiliation(s)
- D Wenstrup
- Department of Chemistry, University of Kentucky, Lexington
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