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1.
Mol Pharmacol ; 105(6): 395-410, 2024 May 17.
Artículo en Inglés | MEDLINE | ID: mdl-38580446

RESUMEN

Liver fatty acid binding protein 1 (FABP1) binds diverse endogenous lipids and is highly expressed in the human liver. Binding to FABP1 alters the metabolism and homeostasis of endogenous lipids in the liver. Drugs have also been shown to bind to rat FABP1, but limited data are available for human FABP1 (hFABP1). FABP1 has a large binding pocket, and up to two fatty acids can bind to FABP1 simultaneously. We hypothesized that drug binding to hFABP1 results in formation of ternary complexes and that FABP1 binding alters drug metabolism. To test these hypotheses, native protein mass spectrometry (MS) and fluorescent 11-(dansylamino)undecanoic acid (DAUDA) displacement assays were used to characterize drug binding to hFABP1, and diclofenac oxidation by cytochrome P450 2C9 (CYP2C9) was studied in the presence and absence of hFABP1. DAUDA binding to hFABP1 involved high (Kd,1 = 0.2 µM) and low (Kd,2 > 10 µM) affinity binding sites. Nine drugs bound to hFABP1 with equilibrium dissociation constant (Kd) values ranging from 1 to 20 µM. None of the tested drugs completely displaced DAUDA from hFABP1, and fluorescence spectra showed evidence of ternary complex formation. Formation of DAUDA-hFABP1-diclofenac ternary complex was verified with native MS. Docking predicted diclofenac binding in the portal region of FABP1 with DAUDA in the binding cavity. The catalytic rate constant of diclofenac hydroxylation by CYP2C9 was decreased by ∼50% (P < 0.01) in the presence of FABP1. Together, these results suggest that drugs form ternary complexes with hFABP1 and that hFABP1 binding in the liver will alter drug metabolism and clearance. SIGNIFICANCE STATEMENT: Many commonly prescribed drugs bind fatty acid binding protein 1 (FABP1), forming ternary complexes with FABP1 and the fluorescent fatty acid 11-(dansylamino)undecanoic acid. These findings suggest that drugs will bind to apo-FABP1 and fatty acid-bound FABP1 in the human liver. The high expression of FABP1 in the liver, together with drug binding to FABP1, may alter drug disposition processes in vivo.


Asunto(s)
Citocromo P-450 CYP2C9 , Diclofenaco , Proteínas de Unión a Ácidos Grasos , Unión Proteica , Proteínas de Unión a Ácidos Grasos/metabolismo , Humanos , Diclofenaco/metabolismo , Citocromo P-450 CYP2C9/metabolismo , Sitios de Unión , Hígado/metabolismo , Oxidación-Reducción , Preparaciones Farmacéuticas/metabolismo
2.
Drug Metab Rev ; 56(2): 145-163, 2024.
Artículo en Inglés | MEDLINE | ID: mdl-38478383

RESUMEN

Drug withdrawal post-marketing due to cardiotoxicity is a major concern for drug developers, regulatory agencies, and patients. One common mechanism of cardiotoxicity is through inhibition of cardiac ion channels, leading to prolongation of the QT interval and sometimes fatal arrythmias. Recently, oxylipin signaling compounds have been shown to bind to and alter ion channel function, and disruption in their cardiac levels may contribute to QT prolongation. Cytochrome P450 2J2 (CYP2J2) is the predominant CYP isoform expressed in cardiomyocytes, where it oxidizes arachidonic acid to cardioprotective epoxyeicosatrienoic acids (EETs). In addition to roles in vasodilation and angiogenesis, EETs bind to and activate various ion channels. CYP2J2 inhibition can lower EET levels and decrease their ability to preserve cardiac rhythm. In this review, we investigated the ability of known CYP inhibitors to cause QT prolongation using Certara's Drug Interaction Database. We discovered that among the multiple CYP isozymes, CYP2J2 inhibitors were more likely to also be QT-prolonging drugs (by approximately 2-fold). We explored potential binding interactions between these inhibitors and CYP2J2 using molecular docking and identified four amino acid residues (Phe61, Ala223, Asn231, and Leu402) predicted to interact with QT-prolonging drugs. The four residues are located near the opening of egress channel 2, highlighting the potential importance of this channel in CYP2J2 binding and inhibition. These findings suggest that if a drug inhibits CYP2J2 and interacts with one of these four residues, then it may have a higher risk of QT prolongation and more preclinical studies are warranted to assess cardiovascular safety.


Asunto(s)
Citocromo P-450 CYP2J2 , Inhibidores Enzimáticos del Citocromo P-450 , Sistema Enzimático del Citocromo P-450 , Síndrome de QT Prolongado , Humanos , Sistema Enzimático del Citocromo P-450/metabolismo , Síndrome de QT Prolongado/inducido químicamente , Síndrome de QT Prolongado/metabolismo , Inhibidores Enzimáticos del Citocromo P-450/farmacología , Animales
3.
Drug Metab Dispos ; 51(11): 1455-1462, 2023 11.
Artículo en Inglés | MEDLINE | ID: mdl-37562955

RESUMEN

In pharmacogenomic studies, the use of human liver microsomes as a model system to evaluate the impact of complex genomic traits (i.e., linkage-disequilibrium patterns, coding, and non-coding variation, etc.) on efficiency of drug metabolism is challenging. To accurately predict the true effect size of genomic traits requires large richly sampled datasets representative of the study population. Moreover, the acquisition of this data can be labor-intensive if the study design or bioanalytical methods are not high throughput, and it is potentially unfeasible if the abundance of sample needed for experiments is limited. To overcome these challenges, we developed a novel strategic approach using non-linear mixed effects models (NLME) to determine enzyme kinetic parameters for individual liver specimens using sparse data. This method can facilitate evaluation of the impact that complex genomic traits have on the metabolism of xenobiotics in vitro when tissue and other resources are limited. In addition to facilitating the accrual of data, it allows for rigorous testing of covariates as sources of kinetic parameter variability. In this in silico study, we present a practical application of such an approach using previously published in vitro cytochrome P450 (CYP) 2D6 data and explore the impact of sparse sampling, and experimental error on known kinetic parameter estimates of CYP2D6 mediated formation of 4-hydroxy-atomoxetine in human liver microsomes. SIGNIFICANCE STATEMENT: This study presents a novel non-linear mixed effects model (NLME)-based framework for evaluating the impact of complex genomic traits on saturable processes described by a Michaelis-Menten kinetics in vitro using sparse data. The utility of this approach extends beyond gene variant associations, including determination of covariate effects on in vitro kinetic parameters and reduced demand for precious experimental material.


Asunto(s)
Citocromo P-450 CYP2D6 , Sistema Enzimático del Citocromo P-450 , Humanos , Sistema Enzimático del Citocromo P-450/metabolismo , Citocromo P-450 CYP2D6/metabolismo , Microsomas Hepáticos/metabolismo , Hígado/metabolismo , Genómica , Cinética
4.
Proc Natl Acad Sci U S A ; 117(6): 2923-2929, 2020 02 11.
Artículo en Inglés | MEDLINE | ID: mdl-31974309

RESUMEN

Small heat shock proteins (sHSPs) are a class of ATP-independent molecular chaperones that play vital roles in maintaining protein solubility and preventing aberrant protein aggregation. They form highly dynamic, polydisperse oligomeric ensembles and contain long intrinsically disordered regions. Experimental challenges posed by these properties have greatly impeded our understanding of sHSP structure and mechanism of action. Here we characterize interactions between the human sHSP HspB1 (Hsp27) and microtubule-associated protein tau, which is implicated in multiple dementias, including Alzheimer's disease. We show that tau binds both to a well-known binding groove within the structured alpha-crystallin domain (ACD) and to sites within the enigmatic, disordered N-terminal region (NTR) of HspB1. However, only interactions involving the NTR lead to productive chaperone activity, whereas ACD binding is uncorrelated with chaperone function. The tau-binding groove in the ACD also binds short hydrophobic regions within HspB1 itself, and HspB1 mutations that disrupt these intrinsic ACD-NTR interactions greatly enhance chaperone activity toward tau. This leads to a mechanism in which the release of the disordered NTR from a binding groove on the ACD enhances chaperone activity toward tau. The study advances understanding of the mechanisms by which sHSPs achieve their chaperone activity against amyloid-forming clients and how cells defend against pathological tau aggregation. Furthermore, the resulting mechanistic model points to ways in which sHSP chaperone activity may be increased, either by native factors within the cell or by therapeutic intervention.


Asunto(s)
Proteínas de Choque Térmico/química , Proteínas de Choque Térmico/metabolismo , Chaperonas Moleculares/química , Chaperonas Moleculares/metabolismo , Proteínas tau/metabolismo , Proteínas de Choque Térmico/genética , Humanos , Modelos Moleculares , Chaperonas Moleculares/genética , Unión Proteica , Dominios Proteicos , alfa-Cristalinas/metabolismo , Proteínas tau/genética
5.
Biophys J ; 120(18): 4067-4078, 2021 09 21.
Artículo en Inglés | MEDLINE | ID: mdl-34384764

RESUMEN

Antibody-based therapeutics are the fastest-growing drug class on the market, used to treat aggressive forms of cancer, chronic autoimmune conditions, and numerous other disease states. Although the specificity, affinity, and versatility of therapeutic antibodies can provide an advantage over traditional small-molecule drugs, their development and optimization can be much more challenging and time-consuming. This is, in part, because the ideal formulation buffer systems used for in vitro characterization inadequately reflect the crowded biological environments (serum, endosomal lumen, etc.) that these drugs experience once administered to a patient. Such environments can perturb the binding of antibodies to their antigens and receptors, as well as homo- and hetero-aggregation, thereby altering therapeutic effect and disposition in ways that are incompletely understood. Although excluded volume effects are classically thought to favor binding, weak interactions with co-solutes in crowded conditions can inhibit binding. The second virial coefficient (B2) parameter quantifies such weak interactions and can be determined by a variety of techniques in dilute solution, but analogous methods in complex biological fluids are not well established. Here, we demonstrate that fluorescence correlation spectroscopy is able to measure diffusive B2-values directly in undiluted serum. Apparent second virial coefficient (B2,app) measurements of antibodies in serum reveal that changes in the balance between attractive and repulsive interactions can dramatically impact global nonideality. Furthermore, our findings suggest that the approach of isolating specific components and completing independent cross-term virial coefficient measurements may not be an effective approach to characterizing nonideality in serum. The approach presented here could enrich our understanding of the effects of biological environments on proteins in general and advance the development of therapeutic antibodies and other protein-based therapeutics.


Asunto(s)
Proteínas , Difusión , Humanos , Soluciones
6.
J Antimicrob Chemother ; 76(2): 292-296, 2021 01 19.
Artículo en Inglés | MEDLINE | ID: mdl-33057715

RESUMEN

OBJECTIVES: Tedizolid is an oxazolidinone antimicrobial with activity against Gram-positive bacteria, including MRSA. Tedizolid resistance is uncommon and tedizolid's capacity to select for cross-resistance to other antimicrobials is incompletely understood. The objective of this study was to further explore the phenotypic and genetic basis of tedizolid resistance in MRSA. METHODS: We selected for tedizolid resistance in an MRSA laboratory strain, N315, by serial passage until an isolate with an MIC ≥1 log2 dilution above the breakpoint for resistance (≥2 mg/L) was recovered. This isolate was subjected to WGS and susceptibility to a panel of related and unrelated antimicrobials was tested in order to determine cross-resistance. Homology modelling was performed to evaluate the potential impact of the mutation on target protein function. RESULTS: After 10 days of serial passage we recovered a phenotypically stable mutant with a tedizolid MIC of 4 mg/L. WGS revealed only one single nucleotide variant (A1345G) in rpoB, corresponding to amino acid substitution D449N. MICs of linezolid, chloramphenicol, retapamulin and quinupristin/dalfopristin increased by ≥2 log2 dilutions, suggesting the emergence of the so-called 'PhLOPSa' resistance phenotype. Susceptibility to other drugs, including rifampicin, was largely unchanged. Homology models revealed that the mutated residue of RNA polymerase would be unlikely to directly affect oxazolidinone action. CONCLUSIONS: To the best of our knowledge, this is the first time that an rpoB mutation has been implicated in resistance to PhLOPSa antimicrobials. The mechanism of resistance remains unclear, but is likely indirect, involving σ-factor binding or other alterations in transcriptional regulation.


Asunto(s)
Staphylococcus aureus Resistente a Meticilina , Oxazolidinonas , Antibacterianos/farmacología , Antibacterianos/uso terapéutico , Staphylococcus aureus Resistente a Meticilina/genética , Pruebas de Sensibilidad Microbiana , Mutación , Organofosfatos/farmacología , Oxazoles/farmacología , Pase Seriado , Tetrazoles
7.
Biophys J ; 119(5): 924-938, 2020 09 01.
Artículo en Inglés | MEDLINE | ID: mdl-32814060

RESUMEN

Protein/lipid coassembly is an understudied phenomenon that is important to the function of antimicrobial peptides as well as the pathological effects of amyloid. Here, we study the coassembly process of PAP248-286, a seminal peptide that displays both amyloid-forming and antimicrobial activity. PAP248-286 is a peptide fragment of prostatic acid phosphatase and has been reported to form amyloid fibrils, known as semen-derived enhancer of viral infection (SEVI), that enhance the viral infectivity of human immunodeficiency virus. We find that in addition to forming amyloid, PAP248-286 much more readily assembles with lipid vesicles into peptide/lipid coaggregates that resemble amyloid fibrils in some important ways but are a distinct species. The formation of these PAP248-286/lipid coaggregates, which we term "messicles," is controlled by the peptide:lipid (P:L) ratio and by the lipid composition. The optimal P:L ratio is around 1:10, and at least 70% anionic lipid is required for coaggregate formation. Once formed, messicles are not disrupted by subsequent changes in P:L ratio. We propose that messicles form through a polyvalent assembly mechanism, in which a critical surface density of PAP248-286 on liposomes enables peptide-mediated particle bridging into larger species. Even at ∼50-fold lower PAP248-286 concentrations, messicles form at least 10-fold faster than amyloid fibrils. It is therefore possible that some or all of the biological activities assigned to SEVI, the amyloid form of PAP248-286, could instead be attributed to a PAP248-286/lipid coaggregate. More broadly speaking, this work could provide a potential framework for the discovery and characterization of nonamyloid peptide/lipid coaggregates by other amyloid-forming proteins and antimicrobial peptides.


Asunto(s)
VIH-1 , Fosfatasa Ácida , Amiloide , Humanos , Lípidos , Péptidos , Semen
8.
J Biol Chem ; 293(8): 2687-2700, 2018 02 23.
Artículo en Inglés | MEDLINE | ID: mdl-29298892

RESUMEN

The microtubule-associated protein tau forms insoluble, amyloid-type aggregates in various dementias, most notably Alzheimer's disease. Cellular chaperone proteins play important roles in maintaining protein solubility and preventing aggregation in the crowded cellular environment. Although tau is known to interact with numerous chaperones, it remains unclear how these chaperones function mechanistically to prevent tau aggregation and how chaperones from different classes compare in terms of mechanism. Here, we focused on the small heat shock protein HspB1 (also known as Hsp27) and the constitutive chaperone Hsc70 (also known as HspA8) and report how each chaperone interacts with tau to prevent its fibril formation. Using fluorescence and NMR spectroscopy, we show that the two chaperones inhibit tau fibril formation by distinct mechanisms. HspB1 delayed tau fibril formation by weakly interacting with early species in the aggregation process, whereas Hsc70 was highly efficient at preventing tau fibril elongation, possibly by capping the ends of tau fibrils. Both chaperones recognized aggregation-prone motifs within the microtubule-binding repeat region of tau. However, HspB1 binding remained transient in both aggregation-promoting and non-aggregating conditions, whereas Hsc70 binding was significantly tighter under aggregation-promoting conditions. These differences highlight the fact that chaperones from different families play distinct but complementary roles in the prevention of pathological protein aggregation.


Asunto(s)
Amiloide/metabolismo , Regulación hacia Abajo , Proteínas del Choque Térmico HSC70/metabolismo , Proteínas de Choque Térmico HSP27/metabolismo , Modelos Moleculares , Agregación Patológica de Proteínas/metabolismo , Proteínas tau/metabolismo , Secuencias de Aminoácidos , Sustitución de Aminoácidos , Amiloide/química , Amiloide/efectos de los fármacos , Amiloide/ultraestructura , Anticoagulantes/farmacología , Microscopía por Crioelectrón , Dimerización , Regulación hacia Abajo/efectos de los fármacos , Proteínas del Choque Térmico HSC70/química , Proteínas del Choque Térmico HSC70/genética , Proteínas del Choque Térmico HSC70/ultraestructura , Proteínas de Choque Térmico HSP27/química , Proteínas de Choque Térmico HSP27/genética , Proteínas de Choque Térmico HSP27/ultraestructura , Proteínas de Choque Térmico , Heparina/farmacología , Humanos , Cinética , Chaperonas Moleculares , Mutación , Agregación Patológica de Proteínas/patología , Agregación Patológica de Proteínas/prevención & control , Dominios y Motivos de Interacción de Proteínas , Isoformas de Proteínas/química , Isoformas de Proteínas/metabolismo , Proteínas Recombinantes de Fusión/química , Proteínas Recombinantes de Fusión/metabolismo , Solubilidad , Proteínas tau/química , Proteínas tau/genética , Proteínas tau/ultraestructura
9.
Proc Natl Acad Sci U S A ; 113(50): 14336-14341, 2016 12 13.
Artículo en Inglés | MEDLINE | ID: mdl-27911791

RESUMEN

Tau is an intrinsically disordered protein with an important role in maintaining the dynamic instability of neuronal microtubules. Despite intensive study, a detailed understanding of the functional mechanism of tau is lacking. Here, we address this deficiency by using intramolecular single-molecule Förster Resonance Energy Transfer (smFRET) to characterize the conformational ensemble of tau bound to soluble tubulin heterodimers. Tau adopts an open conformation on binding tubulin, in which the long-range contacts between both termini and the microtubule binding region that characterize its compact solution structure are diminished. Moreover, the individual repeats within the microtubule binding region that directly interface with tubulin expand to accommodate tubulin binding, despite a lack of extension in the overall dimensions of this region. These results suggest that the disordered nature of tau provides the significant flexibility required to allow for local changes in conformation while preserving global features. The tubulin-associated conformational ensemble is distinct from its aggregation-prone one, highlighting differences between functional and dysfunctional states of tau. Using constraints derived from our measurements, we construct a model of tubulin-bound tau, which draws attention to the importance of the role of tau's conformational plasticity in function.


Asunto(s)
Proteínas Intrínsecamente Desordenadas/química , Proteínas Intrínsecamente Desordenadas/metabolismo , Tubulina (Proteína)/química , Tubulina (Proteína)/metabolismo , Proteínas tau/química , Proteínas tau/metabolismo , Animales , Sitios de Unión , Transferencia Resonante de Energía de Fluorescencia , Humanos , Cinética , Microtúbulos/metabolismo , Modelos Moleculares , Complejos Multiproteicos/química , Complejos Multiproteicos/metabolismo , Neuronas/metabolismo , Unión Proteica , Dominios y Motivos de Interacción de Proteínas , Multimerización de Proteína
10.
Biophys J ; 114(1): 53-64, 2018 01 09.
Artículo en Inglés | MEDLINE | ID: mdl-29320696

RESUMEN

We describe a strategy for experimentally-constraining computational simulations of intrinsically disordered proteins (IDPs), using α-synuclein, an IDP with a central role in Parkinson's disease pathology, as an example. Previously, data from single-molecule Förster Resonance Energy Transfer (FRET) experiments have been effectively utilized to generate experimentally constrained computational models of IDPs. However, the fluorophores required for single-molecule FRET experiments are not amenable to the study of short-range (<30 Å) interactions. Using ensemble FRET measurements allows one to acquire data from probes with multiple distance ranges, which can be used to constrain Monte Carlo simulations in PyRosetta. To appropriately employ ensemble FRET data as constraints, we optimized the shape and weight of constraining potentials to afford ensembles of structures that are consistent with experimental data. We also used this approach to examine the structure of α-synuclein in the presence of the compacting osmolyte trimethylamine-N-oxide. Despite significant compaction imparted by 2 M trimethylamine-N-oxide, the underlying ensemble of α-synuclein remains largely disordered and capable of aggregation, also in agreement with experimental data. These proof-of-concept experiments demonstrate that our modeling protocol enables one to efficiently generate experimentally constrained models of IDPs that incorporate atomic-scale detail, allowing one to study an IDP under a variety of conditions.


Asunto(s)
Transferencia Resonante de Energía de Fluorescencia , Método de Montecarlo , alfa-Sinucleína/química , alfa-Sinucleína/metabolismo , Regulación Alostérica
11.
Biochemistry ; 57(42): 6099-6107, 2018 10 23.
Artículo en Inglés | MEDLINE | ID: mdl-30247897

RESUMEN

Intrinsically disordered proteins play vital roles in biology, and their dysfunction contributes to many major disease states. These proteins remain challenging targets for rational ligand discovery or drug design because they are highly dynamic and fluctuate through a diverse set of conformations, frustrating structure-based approaches. To meet this challenge, we have developed protocols to efficiently identify active small molecule ligands of disordered proteins. Our approach utilizes enhanced sampling molecular dynamics and conformational analysis approaches optimized for disordered targets, coupled with computational docking and machine learning-based screens of compound libraries. By applying this protocol to an amyloid-forming segment of microtubule-associated protein tau, we successfully identified novel, chemically diverse tau ligands, including an inhibitor that delays the aggregation reaction in vitro without affecting the amount of aggregate formed at the steady state. Our results indicate that we have expanded the toolkit of protein aggregation inhibitors into new areas of chemical space and demonstrate the feasibility of our ligand discovery strategy.


Asunto(s)
Ligandos , Aprendizaje Automático , Simulación del Acoplamiento Molecular , Agregado de Proteínas/efectos de los fármacos , Proteínas tau/química , Humanos
12.
Mol Pharmacol ; 93(5): 489-503, 2018 05.
Artículo en Inglés | MEDLINE | ID: mdl-29476041

RESUMEN

The clearance of retinoic acid (RA) and its metabolites is believed to be regulated by the CYP26 enzymes, but the specific roles of CYP26A1, CYP26B1, and CYP26C1 in clearing active vitamin A metabolites have not been defined. The goal of this study was to establish the substrate specificity of CYP26C1, and determine whether CYP26C1 interacts with cellular retinoic acid binding proteins (CRABPs). CYP26C1 was found to effectively metabolize all-trans retinoic acid (atRA), 9-cis-retinoic acid (9-cis-RA), 13-cis-retinoic acid, and 4-oxo-atRA with the highest intrinsic clearance toward 9-cis-RA. In comparison with CYP26A1 and CYP26B1, CYP26C1 resulted in a different metabolite profile for retinoids, suggesting differences in the active-site structure of CYP26C1 compared with other CYP26s. Homology modeling of CYP26C1 suggested that this is attributable to the distinct binding orientation of retinoids within the CYP26C1 active site. In comparison with other CYP26 family members, CYP26C1 was up to 10-fold more efficient in clearing 4-oxo-atRA (intrinsic clearance 153 µl/min/pmol) than CYP26A1 and CYP26B1, suggesting that CYP26C1 may be important in clearing this active retinoid. In support of this, CRABPs delivered 4-oxo-atRA and atRA for metabolism by CYP26C1. Despite the tight binding of 4-oxo-atRA and atRA with CRABPs, the apparent Michaelis-Menten constant in biological matrix (Km) value of these substrates with CYP26C1 was not increased when the substrates were bound with CRABPs, in contrast to what is predicted by free drug hypothesis. Together these findings suggest that CYP26C1 is a 4-oxo-atRA hydroxylase and may be important in regulating the concentrations of this active retinoid in human tissues.


Asunto(s)
Familia 26 del Citocromo P450/metabolismo , Retinoides/metabolismo , Proteínas Celulares de Unión al Retinol/metabolismo , Familia 26 del Citocromo P450/química , Homeostasis , Humanos , Cinética , Ligandos , Simulación del Acoplamiento Molecular , Proteínas Celulares de Unión al Retinol/aislamiento & purificación , Especificidad por Sustrato
13.
Drug Metab Dispos ; 46(12): 1900-1907, 2018 12.
Artículo en Inglés | MEDLINE | ID: mdl-30232177

RESUMEN

The serum half-life and clearance of therapeutic monoclonal antibodies (mAbs) are critical factors that impact their efficacy and optimal dosing regimen. The pH-dependent binding of an mAb to the neonatal Fc receptor (FcRn) has long been recognized as an important determinant of its pharmacokinetics. However, FcRn affinity alone is not a reliable predictor of mAb half-life, suggesting that other biologic or biophysical mechanisms must be accounted for. mAb thermal stability, which reflects its unfolding and aggregation propensities, may also relate to its pharmacokinetic properties. However, no rigorous statistical regression methods have been used to identify combinations of physical parameters that best predict biologic properties. In this work, a panel of eight mAbs with published human pharmacokinetic data were selected for biophysical analyses of FcRn binding and thermal stability. Biolayer interferometry was used to characterize FcRn/mAb binding at acidic and neutral pH, while differential scanning calorimetry was used to determine thermodynamic unfolding parameters. Individual binding or stability parameters were generally weakly correlated with half-life and clearance values. Least absolute shrinkage and selection operator regression was used to identify the combination of two parameters with the best correlation to half-life and clearance as being the FcRn binding response at pH 7.0 and the change in heat capacity. Leave-one-out subsampling yielded a root mean square difference between observed and predicted half-life of just 2.7 days (16%). Thus, the incorporation of multiple biophysical parameters into a cohesive model may facilitate early-stage prediction of in vivo half-life and clearance based on simple in vitro experiments.


Asunto(s)
Anticuerpos Monoclonales/sangre , Antígenos de Histocompatibilidad Clase I/metabolismo , Inmunoglobulina G/sangre , Modelos Biológicos , Receptores Fc/metabolismo , Fenómenos Biofísicos , Semivida , Humanos , Inactivación Metabólica , Cinética , Aprendizaje Automático , Valor Predictivo de las Pruebas , Unión Proteica
15.
Biophys J ; 112(5): 868-880, 2017 Mar 14.
Artículo en Inglés | MEDLINE | ID: mdl-28297646

RESUMEN

Amyloid formation is implicated in a number of human diseases, and is thought to proceed via a nucleation-dependent polymerization mechanism. Experimenters often wish to relate changes in amyloid formation kinetics, for example, in response to small molecules to specific mechanistic steps along this pathway. However, fitting kinetic fibril formation data to a complex model including explicit rate constants results in an ill-posed problem with a vast number of potential solutions. The levels of uncertainty remaining in parameters calculated from these models, arising both from experimental noise and high levels of degeneracy or codependency in parameters, is often unclear. Here, we demonstrate that a combination of explicit mathematical models with an approximate Bayesian computation approach can be used to assign the mechanistic effects of modulators on amyloid fibril formation. We show that even when exact rate constants cannot be extracted, parameters derived from these rate constants can be recovered and used to assign mechanistic effects and their relative magnitudes with a great deal of confidence. Furthermore, approximate Bayesian computation provides a robust method for visualizing uncertainty remaining in the model parameters, regardless of its origin. We apply these methods to the problem of heparin-mediated tau polymerization, which displays complex kinetic behavior not amenable to analysis by more traditional methods. Our analysis indicates that the role of heparin cannot be explained by enhancement of nucleation alone, as has been previously proposed. The methods described here are applicable to a wide range of systems, as models can be easily adapted to account for new reactions and reversibility.


Asunto(s)
Amiloide/química , Modelos Moleculares , Multimerización de Proteína , Teorema de Bayes , Cinética , Fragmentos de Péptidos/química , Estructura Secundaria de Proteína , Proteínas tau/química
16.
Biochemistry ; 56(19): 2506-2517, 2017 05 16.
Artículo en Inglés | MEDLINE | ID: mdl-28441502

RESUMEN

The ATP binding cassette transporter P-glycoprotein (ABCB1 or P-gp) plays a major role in cellular resistance to drugs and drug interactions. Experimental studies support a mechanism with nucleotide-dependent fluctuation between inward-facing and outward-facing conformations, which are coupled to nucleotide hydrolysis. However, detailed insight into drug-dependent modulation of these conformational ensembles is lacking. Different drugs likely occupy partially overlapping but distinct sites and are therefore variably coupled to nucleotide binding and hydrolysis. Many fluorescent drug analogues are used in cell-based transport models; however, their specific interactions with P-gp have not been studied, and this limits interpretation of transport assays in terms of molecular models. Here we monitor binding of the fluorescent probe substrates BODIPY-verapamil, BODIPY-vinblastine, and Flutax-2 at low occupancy to murine P-gp in lipid nanodiscs via fluorescence correlation spectroscopy, in variable nucleotide-bound states. Changes in affinity for the different nucleotide-dependent conformations are probe-dependent. For BODIPY-verapamil and BODIPY-vinblastine, there are 2-10-fold increases in KD in the nucleotide-bound or vanadate-trapped state, compared to that in the nucleotide-free state. In contrast, the affinity of Flutax-2 is unaffected by nucleotide or vanadate trapping. In further contrast to BODIPY-verapamil and BODIPY-vinblastine, Flutax-2 does not cause stimulation of ATP hydrolysis despite the fact that it is transported in vesicle-based transport assays. Whereas the established substrates verapamil, paclitaxel, and vinblastine displace BODIPY-verapamil or BODIPY-vinblastine from their high-affinity sites, the transport substrate Flutax-2 is not displaced by any of these substrates. The results demonstrate a unique binding site for Flutax-2 that allows for transport without stimulation of ATP hydrolysis.


Asunto(s)
Subfamilia B de Transportador de Casetes de Unión a ATP/metabolismo , Membrana Dobles de Lípidos/química , Modelos Moleculares , Subfamilia B de Transportador de Casetes de Unión a ATP/química , Subfamilia B de Transportador de Casetes de Unión a ATP/genética , Adenosina Trifosfato/metabolismo , Animales , Sitios de Unión , Unión Competitiva , Transporte Biológico , Compuestos de Boro/metabolismo , Dimiristoilfosfatidilcolina/química , Colorantes Fluorescentes/metabolismo , Humanos , Hidrólisis , Cinética , Ligandos , Ratones , Nanoestructuras/química , Conformación Proteica , Proteínas Recombinantes de Fusión/química , Proteínas Recombinantes de Fusión/metabolismo , Proteínas Recombinantes/química , Proteínas Recombinantes/metabolismo , Taxoides/metabolismo , Verapamilo/análogos & derivados , Verapamilo/metabolismo , Vinblastina/análogos & derivados , Vinblastina/metabolismo
17.
Biochemistry ; 56(17): 2251-2260, 2017 05 02.
Artículo en Inglés | MEDLINE | ID: mdl-28394577

RESUMEN

Submicrometer aggregates are frequently present at low levels in antibody-based therapeutics. Although intuition suggests that the fraction of the aggregate or the size of the aggregate present might correlate with deleterious clinical properties or formulation difficulties, it has been challenging to demonstrate which aggregate states, if any, trigger specific biological effects. One source of uncertainty about the putative linkage between aggregation and safety or efficacy lies in the likelihood that noncovalent aggregation differs in ideal buffers versus in serum and biological tissues; self-association or association with other proteins may vary widely with environment. Therefore, methods for monitoring aggregation and aggregate behavior in biologically relevant matrices could provide a tool for better predicting aggregate-dependent clinical outcomes and provide a basis for antibody engineering prior to clinical studies. Here, we generate models for soluble aggregates of THIOMABs and a bispecific antibody (bsAb) of defined size and exploit fluorescence correlation spectroscopy to monitor their diffusion properties in serum and viscosity-matched buffers. The monomers, dimers, and trimers of both THIOMABs and a bsAb reveal a modest increase in diffusion time in serum greater than expected for an increase in viscosity alone. A mixture of larger aggregates containing mostly bsAb pentamers exhibits a marked increase in diffusion time in serum and much greater intrasample variability, consistent with significant aggregation or interactions with serum components. The results indicate that small aggregates of several IgG platforms are not likely to aggregate with serum components, but nanometer-scale aggregates larger than trimers can interact with the serum in an Ab-dependent manner.


Asunto(s)
Anticuerpos Biespecíficos/química , Proteínas Sanguíneas/química , Inmunoglobulina G/química , Agregado de Proteínas , Trastuzumab/química , Algoritmos , Anticuerpos Biespecíficos/efectos adversos , Anticuerpos Biespecíficos/análisis , Anticuerpos Biespecíficos/genética , Proteínas Sanguíneas/análisis , Reactivos de Enlaces Cruzados/farmacología , Difusión , Ditiotreitol/farmacología , Composición de Medicamentos , Glutaral/farmacología , Humanos , Hidrodinámica , Inmunoglobulina G/efectos adversos , Inmunoglobulina G/análisis , Inmunoglobulina G/genética , Peso Molecular , Tamaño de la Partícula , Proteínas Recombinantes/efectos adversos , Proteínas Recombinantes/análisis , Proteínas Recombinantes/química , Reproducibilidad de los Resultados , Solubilidad , Reactivos de Sulfhidrilo/farmacología , Trastuzumab/efectos adversos , Trastuzumab/análisis , Viscosidad
18.
Drug Metab Dispos ; 45(12): 1364-1371, 2017 12.
Artículo en Inglés | MEDLINE | ID: mdl-29018033

RESUMEN

CYP4Z1 is an "orphan" cytochrome P450 (P450) enzyme that has provoked interest because of its hypothesized role in breast cancer through formation of the signaling molecule 20-hydroxyeicosatetraenoic acid (20-HETE). We expressed human CYP4Z1 in Saccharomyces cerevisiae and evaluated its catalytic capabilities toward arachidonic and lauric acids (AA and LA). Specific and sensitive mass spectrometry assays enabled discrimination of the regioselectivity of hydroxylation of these two fatty acids. CYP4Z1 generated 7-, 8-, 9-, 10-, and 11-hydroxy LA, whereas the 12-hydroxy metabolite was not detected. HET0016, the prototypic CYP4 inhibitor, only weakly inhibited laurate metabolite formation (IC50 ∼15 µM). CYP4Z1 preferentially oxidized AA to the 14(S),15(R)-epoxide with high regioselectivity and stereoselectivity, a reaction that was also insensitive to HET0016, but neither 20-HETE nor 20-carboxy-AA were detectable metabolites. Docking of LA and AA into a CYP4Z1 homology model was consistent with this preference for internal fatty acid oxidation. Thus, human CYP4Z1 has an inhibitor profile and product regioselectivity distinct from most other CYP4 enzymes, consistent with CYP4Z1's lack of a covalently linked heme. These data suggest that, if CYP4Z1 modulates breast cancer progression, it does so by a mechanism other than direct production of 20-HETE.


Asunto(s)
Neoplasias de la Mama/metabolismo , Familia 4 del Citocromo P450/metabolismo , Ácidos Hidroxieicosatetraenoicos/metabolismo , Ácidos Láuricos/metabolismo , Amidinas/farmacología , Familia 4 del Citocromo P450/antagonistas & inhibidores , Familia 4 del Citocromo P450/química , Familia 4 del Citocromo P450/aislamiento & purificación , Progresión de la Enfermedad , Humanos , Hidroxilación/efectos de los fármacos , Quinasas Asociadas a Receptores de Interleucina-1 , Espectrometría de Masas , Microsomas Hepáticos , Simulación del Acoplamiento Molecular , Oxidación-Reducción/efectos de los fármacos , Proteínas Recombinantes/química , Proteínas Recombinantes/aislamiento & purificación , Proteínas Recombinantes/metabolismo , Saccharomyces cerevisiae
19.
Biochemistry ; 54(22): 3555-64, 2015 Jun 09.
Artículo en Inglés | MEDLINE | ID: mdl-25966003

RESUMEN

Islet amyloid polypeptide (IAPP) is a peptide hormone whose pathological self-assembly is a hallmark of the progression of type II diabetes. IAPP-membrane interactions catalyze its higher-order self-assembly and also underlie its toxic effects toward cells. While there is great interest in developing small molecule reagents capable of altering the structure and behavior of oligomeric, membrane-bound IAPP, the dynamic and heterogeneous nature of this ensemble makes it recalcitrant to traditional approaches. Here, we build on recent insights into the nature of membrane-bound states and develop a combined computational and experimental strategy to address this problem. The generalized structural approach efficiently identified diverse compounds from large commercial libraries with previously unrecognized activities toward the gain-of-function behaviors of IAPP. The use of appropriate computational prescreening reduced the experimental burden by orders of magnitude relative to unbiased high-throughput screening. We found that rationally targeting experimentally derived models of membrane-bound dimers identified several compounds that demonstrate the remarkable ability to enhance IAPP-membrane binding and one compound that enhances IAPP-mediated cytotoxicity. Taken together, these findings imply that membrane binding per se is insufficient to generate cytotoxicity; instead, enhanced sampling of rare states within the membrane-bound ensemble may potentiate IAPP's toxic effects.


Asunto(s)
Membrana Celular/metabolismo , Citotoxinas/toxicidad , Polipéptido Amiloide de los Islotes Pancreáticos/toxicidad , Línea Celular Tumoral , Citotoxinas/química , Citotoxinas/metabolismo , Diabetes Mellitus Tipo 2/metabolismo , Diabetes Mellitus Tipo 2/patología , Humanos , Polipéptido Amiloide de los Islotes Pancreáticos/química , Polipéptido Amiloide de los Islotes Pancreáticos/metabolismo , Unión Proteica , Estructura Cuaternaria de Proteína , Relación Estructura-Actividad
20.
J Virol ; 88(6): 3577-85, 2014 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-24403576

RESUMEN

UNLABELLED: The conformational changes within single HIV-1 Gag molecules that occur during assembly into immature viruses are poorly understood. Using an in vitro assembly assay, it has been proposed that HIV-1 Gag undergoes a conformational transition from a compact conformation in solution to an extended rod-like conformation in virus-like particles (VLPs). Here we used single-molecule Förster resonance energy transfer (smFRET) to test this model by directly probing the conformation of single HIV-1 Gag molecules. We demonstrate that monomeric HIV-1 Gag lacking the p6 domain and the N-terminal myristoyl moiety is found in solution predominantly in a compact conformation. Gag in this conformation, and in the presence of nucleic acid, assembles into 30-nm-diameter particles. However, with the addition of inositol hexakisphosphate, Gag adopts a linear conformation and assembles into full-sized ∼100-to-150-nm-diameter VLPs. Parallel fluorescence correlation spectroscopy measurements show that this conformational transition occurs early in the assembly process when Gag oligomers are small, perhaps as early as upon dimerization. Thus, smFRET measurements confirm that HIV-1 Gag transitions from a compact to a linear conformation during the formation of VLPs. Our results are consistent with a model whereby binding of HIV-1 Gag to phosphoinositides at the plasma membrane stabilizes an extended conformation and promotes oligomerization into the radially aligned immature capsid. IMPORTANCE: The establishment of single-molecule fluorescence techniques reveals the conformational state of individual HIV-1 Gag molecules prior to and during in vitro assembly into virus-like particles. The data demonstrate that Gag in distinct conformations forms particles with different morphologies. In the compact conformation, in the presence of nucleic acid, Gag forms spherical particles of a diameter of approximately 30 nm. In the extended conformation, Gag forms spherical virus-like particles of approximately 100-nm diameter. The adoption of the extended conformation required the presence of inositol hexakisphosphate in addition to nucleic acid. Our results are consistent with a model whereby binding of HIV-1 Gag to phosphoinositides at the plasma membrane stabilizes an extended conformation and promotes oligomerization into the radially aligned immature capsid.


Asunto(s)
Infecciones por VIH/virología , VIH-1/fisiología , Ensamble de Virus , Productos del Gen gag del Virus de la Inmunodeficiencia Humana/química , Dimerización , VIH-1/química , VIH-1/genética , Humanos , Conformación Proteica , Virión/química , Virión/genética , Virión/fisiología , Productos del Gen gag del Virus de la Inmunodeficiencia Humana/genética , Productos del Gen gag del Virus de la Inmunodeficiencia Humana/metabolismo
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