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1.
Int J Radiat Oncol Biol Phys ; 117(3): 533-550, 2023 11 01.
Article in English | MEDLINE | ID: mdl-37244628

ABSTRACT

PURPOSE: The ongoing lack of data standardization severely undermines the potential for automated learning from the vast amount of information routinely archived in electronic health records (EHRs), radiation oncology information systems, treatment planning systems, and other cancer care and outcomes databases. We sought to create a standardized ontology for clinical data, social determinants of health, and other radiation oncology concepts and interrelationships. METHODS AND MATERIALS: The American Association of Physicists in Medicine's Big Data Science Committee was initiated in July 2019 to explore common ground from the stakeholders' collective experience of issues that typically compromise the formation of large inter- and intra-institutional databases from EHRs. The Big Data Science Committee adopted an iterative, cyclical approach to engaging stakeholders beyond its membership to optimize the integration of diverse perspectives from the community. RESULTS: We developed the Operational Ontology for Oncology (O3), which identified 42 key elements, 359 attributes, 144 value sets, and 155 relationships ranked in relative importance of clinical significance, likelihood of availability in EHRs, and the ability to modify routine clinical processes to permit aggregation. Recommendations are provided for best use and development of the O3 to 4 constituencies: device manufacturers, centers of clinical care, researchers, and professional societies. CONCLUSIONS: O3 is designed to extend and interoperate with existing global infrastructure and data science standards. The implementation of these recommendations will lower the barriers for aggregation of information that could be used to create large, representative, findable, accessible, interoperable, and reusable data sets to support the scientific objectives of grant programs. The construction of comprehensive "real-world" data sets and application of advanced analytical techniques, including artificial intelligence, holds the potential to revolutionize patient management and improve outcomes by leveraging increased access to information derived from larger, more representative data sets.


Subject(s)
Neoplasms , Radiation Oncology , Humans , Artificial Intelligence , Consensus , Neoplasms/radiotherapy , Informatics
2.
Cell Host Microbe ; 29(7): 1199-1208.e5, 2021 07 14.
Article in English | MEDLINE | ID: mdl-34139173

ABSTRACT

Clinical studies have demonstrated associations between circulating levels of the gut-microbiota-derived metabolite trimethylamine-N-oxide (TMAO) and stroke incident risk. However, a causal role of gut microbes in stroke has not yet been demonstrated. Herein we show that gut microbes, through dietary choline and TMAO generation, directly impact cerebral infarct size and adverse outcomes following stroke. Fecal microbial transplantation from low- versus high-TMAO-producing human subjects into germ-free mice shows that both TMAO generation and stroke severity are transmissible traits. Furthermore, employing multiple murine stroke models and transplantation of defined microbial communities with genetically engineered human commensals into germ-free mice, we demonstrate that the microbial cutC gene (an enzymatic source of choline-to-TMA transformation) is sufficient to transmit TMA/TMAO production, heighten cerebral infarct size, and lead to functional impairment. We thus reveal that gut microbiota in general, specifically the metaorganismal TMAO pathway, directly contributes to stroke severity.


Subject(s)
Bacteria/metabolism , Gastrointestinal Microbiome , Methylamines/metabolism , Oxides/metabolism , Stroke/microbiology , Animals , Bacteria/classification , Bacteria/genetics , Bacteria/isolation & purification , Choline/metabolism , Female , Humans , Male , Mice , Mice, Inbred C57BL , Severity of Illness Index , Stroke/metabolism , Stroke/pathology
3.
J Biol Chem ; 295(15): 4836-4848, 2020 04 10.
Article in English | MEDLINE | ID: mdl-32098873

ABSTRACT

Apolipoprotein A-I (apoA-I) is the major protein constituent of high-density lipoprotein (HDL) and a target of myeloperoxidase-dependent oxidation in the artery wall. In atherosclerotic lesions, apoA-I exhibits marked oxidative modifications at multiple sites, including Trp72 Site-specific mutagenesis studies have suggested, but have not conclusively shown, that oxidative modification of Trp72 of apoA-I impairs many atheroprotective properties of this lipoprotein. Herein, we used genetic code expansion technology with an engineered Saccharomyces cerevisiae tryptophanyl tRNA-synthetase (Trp-RS):suppressor tRNA pair to insert the noncanonical amino acid 5-hydroxytryptophan (5-OHTrp) at position 72 in recombinant human apoA-I and confirmed site-specific incorporation utilizing MS. In functional characterization studies, 5-OHTrp72 apoA-I (compared with WT apoA-I) exhibited reduced ABC subfamily A member 1 (ABCA1)-dependent cholesterol acceptor activity in vitro (41.73 ± 6.57% inhibition; p < 0.01). Additionally, 5-OHTrp72 apoA-I displayed increased activation and stabilization of paraoxonase 1 (PON1) activity (µmol/min/mg) when compared with WT apoA-I and comparable PON1 activation/stabilization compared with reconstituted HDL (WT apoA-I, 1.92 ± 0.04; 5-OHTrp72 apoA-I, 2.35 ± 0.0; and HDL, 2.33 ± 0.1; p < 0.001, p < 0.001, and p < 0.001, respectively). Following injection into apoA-I-deficient mice, 5-OHTrp72 apoA-I reached plasma levels comparable with those of native apoA-I yet exhibited significantly reduced (48%; p < 0.01) lipidation and evidence of HDL biogenesis. Collectively, these findings unequivocally reveal that site-specific oxidative modification of apoA-I via 5-OHTrp at Trp72 impairs cholesterol efflux and the rate-limiting step of HDL biogenesis both in vitro and in vivo.


Subject(s)
5-Hydroxytryptophan/metabolism , ATP Binding Cassette Transporter 1/metabolism , Apolipoprotein A-I/metabolism , Aryldialkylphosphatase/metabolism , Cholesterol/metabolism , Lipoproteins, HDL/biosynthesis , Tyrosine/metabolism , 5-Hydroxytryptophan/genetics , ATP Binding Cassette Transporter 1/genetics , Animals , Apolipoprotein A-I/genetics , Aryldialkylphosphatase/genetics , Biological Transport , Humans , Mice , Mice, Knockout , Oxidation-Reduction , Protein Binding
4.
Mol Cell Biol ; 39(16)2019 08 15.
Article in English | MEDLINE | ID: mdl-31138664

ABSTRACT

Increased ribosomal biogenesis occurs during tissue hypertrophy, but whether ribosomal biogenesis is impaired during atrophy is not known. We show that hyperammonemia, which occurs in diverse chronic disorders, impairs protein synthesis as a result of decreased ribosomal content and translational capacity. Transcriptome analyses, real-time PCR, and immunoblotting showed consistent reductions in the expression of the large and small ribosomal protein subunits (RPL and RPS, respectively) in hyperammonemic murine skeletal myotubes, HEK cells, and skeletal muscle from hyperammonemic rats and human cirrhotics. Decreased ribosomal content was accompanied by decreased expression of cMYC, a positive regulator of ribosomal biogenesis, as well as reduced expression and activity of ß-catenin, a transcriptional activator of cMYC. However, unlike the canonical regulation of ß-catenin via glycogen synthase kinase 3ß (GSK3ß)-dependent degradation, GSK3ß expression and phosphorylation were unaltered during hyperammonemia, and depletion of GSK3ß did not prevent ammonia-induced degradation of ß-catenin. Overexpression of GSK3ß-resistant variants, genetic depletion of IκB kinase ß (IKKß) (activated during hyperammonemia), protein interactions, and in vitro kinase assays showed that IKKß phosphorylated ß-catenin directly. Overexpressing ß-catenin restored hyperammonemia-induced perturbations in signaling responses that regulate ribosomal biogenesis. Our data show that decreased protein synthesis during hyperammonemia is mediated via a novel GSK3ß-independent, IKKß-dependent impairment of the ß-catenin-cMYC axis.


Subject(s)
Hyperammonemia/metabolism , Ribosome Subunits, Small/genetics , Ribosome Subunits, Small/metabolism , beta Catenin/chemistry , beta Catenin/genetics , Animals , Cell Line , Disease Models, Animal , Fibrosis , Gene Expression Profiling , Gene Expression Regulation , Glycogen Synthase Kinase 3 beta/genetics , Glycogen Synthase Kinase 3 beta/metabolism , HEK293 Cells , Humans , Hyperammonemia/genetics , I-kappa B Kinase/genetics , I-kappa B Kinase/metabolism , Mice , Proteolysis , Proteomics , Proto-Oncogene Proteins c-myc/genetics , Proto-Oncogene Proteins c-myc/metabolism , Rats , Sequence Analysis, RNA , Signal Transduction
5.
J Biol Chem ; 291(12): 6386-95, 2016 Mar 18.
Article in English | MEDLINE | ID: mdl-26797122

ABSTRACT

The interaction of lecithin-cholesterol acyltransferase (LCAT) with apolipoprotein A-I (apoA-I) plays a critical role in high-density lipoprotein (HDL) maturation. We previously identified a highly solvent-exposed apoA-I loop domain (Leu(159)-Leu(170)) in nascent HDL, the so-called "solar flare" (SF) region, and proposed that it serves as an LCAT docking site (Wu, Z., Wagner, M. A., Zheng, L., Parks, J. S., Shy, J. M., 3rd, Smith, J. D., Gogonea, V., and Hazen, S. L. (2007) Nat. Struct. Mol. Biol. 14, 861-868). The stability and role of the SF domain of apoA-I in supporting HDL binding and activation of LCAT are debated. Here we show by site-directed mutagenesis that multiple residues within the SF region (Pro(165), Tyr(166), Ser(167), and Asp(168)) of apoA-I are critical for both LCAT binding to HDL and LCAT catalytic efficiency. The critical role for possible hydrogen bond interaction at apoA-I Tyr(166) was further supported using reconstituted HDL generated from apoA-I mutants (Tyr(166) → Glu or Asn), which showed preservation in both LCAT binding affinity and catalytic efficiency. Moreover, the in vivo functional significance of NO2-Tyr(166)-apoA-I, a specific post-translational modification on apoA-I that is abundant within human atherosclerotic plaque, was further investigated by using the recombinant protein generated from E. coli containing a mutated orthogonal tRNA synthetase/tRNACUA pair enabling site-specific insertion of the unnatural amino acid into apoA-I. NO2-Tyr(166)-apoA-I, after subcutaneous injection into hLCAT(Tg/Tg), apoA-I(-/-) mice, showed impaired LCAT activation in vivo, with significant reduction in HDL cholesteryl ester formation. The present results thus identify multiple structural features within the solvent-exposed SF region of apoA-I of nascent HDL essential for optimal LCAT binding and catalytic efficiency.


Subject(s)
Apolipoprotein A-I/chemistry , Lipoproteins, HDL/chemistry , Phosphatidylcholine-Sterol O-Acyltransferase/chemistry , Animals , Humans , Kinetics , Mice, Inbred C57BL , Protein Binding , Protein Interaction Domains and Motifs
6.
J Biol Chem ; 291(4): 1890-1904, 2016 Jan 22.
Article in English | MEDLINE | ID: mdl-26567339

ABSTRACT

Paraoxonase 1 (PON1) is a high density lipoprotein (HDL)-associated protein with atherosclerosis-protective and systemic anti-oxidant functions. We recently showed that PON1, myeloperoxidase, and HDL bind to one another in vivo forming a functional ternary complex (Huang, Y., Wu, Z., Riwanto, M., Gao, S., Levison, B. S., Gu, X., Fu, X., Wagner, M. A., Besler, C., Gerstenecker, G., Zhang, R., Li, X. M., Didonato, A. J., Gogonea, V., Tang, W. H., et al. (2013) J. Clin. Invest. 123, 3815-3828). However, specific residues on PON1 involved in the HDL-PON1 interaction remain unclear. Unambiguous identification of protein residues involved in docking interactions to lipid surfaces poses considerable methodological challenges. Here we describe a new strategy that uses a novel synthetic photoactivatable and click chemistry-taggable phospholipid probe, which, when incorporated into HDL, was used to identify amino acid residues on PON1 that directly interact with the lipoprotein phospholipid surface. Several specific PON1 residues (Leu-9, Tyr-185, and Tyr-293) were identified through covalent cross-links with the lipid probes using affinity isolation coupled to liquid chromatography with on-line tandem mass spectrometry. Based upon the crystal structure for PON1, the identified residues are all localized in relatively close proximity on the surface of PON1, defining a domain that binds to the HDL lipid surface. Site-specific mutagenesis of the identified PON1 residues (Leu-9, Tyr-185, and Tyr-293), coupled with functional studies, reveals their importance in PON1 binding to HDL and both PON1 catalytic activity and stability. Specifically, the residues identified on PON1 provide important structural insights into the PON1-HDL interaction. More generally, the new photoactivatable and affinity-tagged lipid probe developed herein should prove to be a valuable tool for identifying contact sites supporting protein interactions with lipid interfaces such as found on cell membranes or lipoproteins.


Subject(s)
Aryldialkylphosphatase/chemistry , Aryldialkylphosphatase/metabolism , Lipoproteins, HDL/metabolism , Amino Acid Motifs , Apolipoprotein A-I/genetics , Apolipoprotein A-I/metabolism , Aryldialkylphosphatase/genetics , Catalysis , Crystallography, X-Ray , Humans , Mutagenesis, Site-Directed , Protein Binding
7.
Cell ; 163(7): 1585-95, 2015 Dec 17.
Article in English | MEDLINE | ID: mdl-26687352

ABSTRACT

Trimethylamine (TMA) N-oxide (TMAO), a gut-microbiota-dependent metabolite, both enhances atherosclerosis in animal models and is associated with cardiovascular risks in clinical studies. Here, we investigate the impact of targeted inhibition of the first step in TMAO generation, commensal microbial TMA production, on diet-induced atherosclerosis. A structural analog of choline, 3,3-dimethyl-1-butanol (DMB), is shown to non-lethally inhibit TMA formation from cultured microbes, to inhibit distinct microbial TMA lyases, and to both inhibit TMA production from physiologic polymicrobial cultures (e.g., intestinal contents, human feces) and reduce TMAO levels in mice fed a high-choline or L-carnitine diet. DMB inhibited choline diet-enhanced endogenous macrophage foam cell formation and atherosclerotic lesion development in apolipoprotein e(-/-) mice without alterations in circulating cholesterol levels. The present studies suggest that targeting gut microbial production of TMA specifically and non-lethal microbial inhibitors in general may serve as a potential therapeutic approach for the treatment of cardiometabolic diseases.


Subject(s)
Atherosclerosis/drug therapy , Choline/analogs & derivatives , Gastrointestinal Tract/microbiology , Hexanols/administration & dosage , Lyases/antagonists & inhibitors , Methylamines/metabolism , Animals , Apolipoproteins E/genetics , Atherosclerosis/metabolism , Cholesterol/metabolism , Choline/metabolism , Diet , Feces/chemistry , Foam Cells/metabolism , Humans , Lyases/metabolism , Mice , Mice, Inbred C57BL , Microbiota
8.
J Biol Chem ; 289(15): 10276-10292, 2014 Apr 11.
Article in English | MEDLINE | ID: mdl-24558038

ABSTRACT

We reported previously that apolipoprotein A-I (apoA-I) is oxidatively modified in the artery wall at tyrosine 166 (Tyr(166)), serving as a preferred site for post-translational modification through nitration. Recent studies, however, question the extent and functional importance of apoA-I Tyr(166) nitration based upon studies of HDL-like particles recovered from atherosclerotic lesions. We developed a monoclonal antibody (mAb 4G11.2) that recognizes, in both free and HDL-bound forms, apoA-I harboring a 3-nitrotyrosine at position 166 apoA-I (NO2-Tyr(166)-apoA-I) to investigate the presence, distribution, and function of this modified apoA-I form in atherosclerotic and normal artery wall. We also developed recombinant apoA-I with site-specific 3-nitrotyrosine incorporation only at position 166 using an evolved orthogonal nitro-Tyr-aminoacyl-tRNA synthetase/tRNACUA pair for functional studies. Studies with mAb 4G11.2 showed that NO2-Tyr(166)-apoA-I was easily detected in atherosclerotic human coronary arteries and accounted for ∼ 8% of total apoA-I within the artery wall but was nearly undetectable (>100-fold less) in normal coronary arteries. Buoyant density ultracentrifugation analyses showed that NO2-Tyr(166)-apoA-I existed as a lipid-poor lipoprotein with <3% recovered within the HDL-like fraction (d = 1.063-1.21). NO2-Tyr(166)-apoA-I in plasma showed a similar distribution. Recovery of NO2-Tyr(166)-apoA-I using immobilized mAb 4G11.2 showed an apoA-I form with 88.1 ± 8.5% reduction in lecithin-cholesterol acyltransferase activity, a finding corroborated using a recombinant apoA-I specifically designed to include the unnatural amino acid exclusively at position 166. Thus, site-specific nitration of apoA-I at Tyr(166) is an abundant modification within the artery wall that results in selective functional impairments. Plasma levels of this modified apoA-I form may provide insights into a pathophysiological process within the diseased artery wall.


Subject(s)
Apolipoprotein A-I/metabolism , Plaque, Atherosclerotic/metabolism , Tyrosine/metabolism , Animals , Antibodies, Monoclonal/chemistry , Aorta/metabolism , Coronary Vessels/pathology , Escherichia coli/metabolism , Humans , Male , Mice , Mice, Inbred BALB C , Peroxidases/metabolism , Protein Processing, Post-Translational , Reactive Nitrogen Species , Recombinant Proteins/metabolism , Tyrosine/analogs & derivatives , Ultracentrifugation
9.
Nat Med ; 20(2): 193-203, 2014 Feb.
Article in English | MEDLINE | ID: mdl-24464187

ABSTRACT

Recent studies have indicated that high-density lipoproteins (HDLs) and their major structural protein, apolipoprotein A1 (apoA1), recovered from human atheroma are dysfunctional and are extensively oxidized by myeloperoxidase (MPO). In vitro oxidation of either apoA1 or HDL particles by MPO impairs their cholesterol acceptor function. Here, using phage display affinity maturation, we developed a high-affinity monoclonal antibody that specifically recognizes both apoA1 and HDL that have been modified by the MPO-H2O2-Cl(-) system. An oxindolyl alanine (2-OH-Trp) moiety at Trp72 of apoA1 is the immunogenic epitope. Mutagenesis studies confirmed a critical role for apoA1 Trp72 in MPO-mediated inhibition of the ATP-binding cassette transporter A1 (ABCA1)-dependent cholesterol acceptor activity of apoA1 in vitro and in vivo. ApoA1 containing a 2-OH-Trp72 group (oxTrp72-apoA1) is in low abundance within the circulation but accounts for 20% of the apoA1 in atherosclerosis-laden arteries. OxTrp72-apoA1 recovered from human atheroma or plasma is lipid poor, virtually devoid of cholesterol acceptor activity and demonstrated both a potent proinflammatory activity on endothelial cells and an impaired HDL biogenesis activity in vivo. Elevated oxTrp72-apoA1 levels in subjects presenting to a cardiology clinic (n = 627) were associated with increased cardiovascular disease risk. Circulating oxTrp72-apoA1 levels may serve as a way to monitor a proatherogenic process in the artery wall.


Subject(s)
Apolipoprotein A-I/metabolism , Cardiovascular Diseases/genetics , Lipoproteins, HDL/metabolism , Peroxidase/metabolism , Plaque, Atherosclerotic/genetics , Plaque, Atherosclerotic/metabolism , Alanine/analogs & derivatives , Alanine/genetics , Antibodies, Monoclonal , Apolipoprotein A-I/genetics , Apolipoprotein A-I/immunology , Cell Surface Display Techniques , Chromatography, Liquid , Enzyme-Linked Immunosorbent Assay , Epitopes/genetics , Fluorescent Antibody Technique , Humans , Immunohistochemistry , Lipoproteins, HDL/immunology , Mutagenesis , Odds Ratio , Oxidation-Reduction , Oxindoles , Tandem Mass Spectrometry , Vascular Cell Adhesion Molecule-1/metabolism
10.
J Clin Invest ; 123(9): 3815-28, 2013 Sep.
Article in English | MEDLINE | ID: mdl-23908111

ABSTRACT

Myeloperoxidase (MPO) and paraoxonase 1 (PON1) are high-density lipoprotein-associated (HDL-associated) proteins mechanistically linked to inflammation, oxidant stress, and atherosclerosis. MPO is a source of ROS during inflammation and can oxidize apolipoprotein A1 (APOA1) of HDL, impairing its atheroprotective functions. In contrast, PON1 fosters systemic antioxidant effects and promotes some of the atheroprotective properties attributed to HDL. Here, we demonstrate that MPO, PON1, and HDL bind to one another, forming a ternary complex, wherein PON1 partially inhibits MPO activity, while MPO inactivates PON1. MPO oxidizes PON1 on tyrosine 71 (Tyr71), a modified residue found in human atheroma that is critical for HDL binding and PON1 function. Acute inflammation model studies with transgenic and knockout mice for either PON1 or MPO confirmed that MPO and PON1 reciprocally modulate each other's function in vivo. Further structure and function studies identified critical contact sites between APOA1 within HDL, PON1, and MPO, and proteomics studies of HDL recovered from acute coronary syndrome (ACS) subjects revealed enhanced chlorotyrosine content, site-specific PON1 methionine oxidation, and reduced PON1 activity. HDL thus serves as a scaffold upon which MPO and PON1 interact during inflammation, whereupon PON1 binding partially inhibits MPO activity, and MPO promotes site-specific oxidative modification and impairment of PON1 and APOA1 function.


Subject(s)
Aryldialkylphosphatase/metabolism , Lipoproteins, HDL/metabolism , Peroxidase/metabolism , Amino Acid Sequence , Animals , Aryldialkylphosphatase/chemistry , Case-Control Studies , Cell Line , Deuterium Exchange Measurement , Enzyme Stability , Humans , Lipoproteins, HDL/chemistry , Mice , Mice, Inbred C57BL , Mice, Knockout , Oxidation-Reduction , Peroxidase/chemistry , Plaque, Atherosclerotic/enzymology , Protein Binding , Protein Interaction Domains and Motifs , Protein Structure, Secondary
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