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1.
PLoS Pathog ; 17(2): e1009225, 2021 02.
Artículo en Inglés | MEDLINE | ID: mdl-33596266

RESUMEN

Since the initial report of the novel Coronavirus Disease 2019 (COVID-19) emanating from Wuhan, China, Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2) has spread globally. While the effects of SARS-CoV-2 infection are not completely understood, there appears to be a wide spectrum of disease ranging from mild symptoms to severe respiratory distress, hospitalization, and mortality. There are no Food and Drug Administration (FDA)-approved treatments for COVID-19 aside from remdesivir; early efforts to identify efficacious therapeutics for COVID-19 have mainly focused on drug repurposing screens to identify compounds with antiviral activity against SARS-CoV-2 in cellular infection systems. These screens have yielded intriguing hits, but the use of nonhuman immortalized cell lines derived from non-pulmonary or gastrointestinal origins poses any number of questions in predicting the physiological and pathological relevance of these potential interventions. While our knowledge of this novel virus continues to evolve, our current understanding of the key molecular and cellular interactions involved in SARS-CoV-2 infection is discussed in order to provide a framework for developing the most appropriate in vitro toolbox to support current and future drug discovery efforts.


Asunto(s)
Descubrimiento de Drogas , SARS-CoV-2/fisiología , Tropismo Viral , Internalización del Virus , Replicación Viral , COVID-19/virología , Catepsinas , Línea Celular , Desarrollo de Medicamentos , Endocitosis , Furina , Humanos , SARS-CoV-2/efectos de los fármacos , Serina Endopeptidasas , Tratamiento Farmacológico de COVID-19
2.
Bioorg Med Chem Lett ; 89: 129303, 2023 06 01.
Artículo en Inglés | MEDLINE | ID: mdl-37146837

RESUMEN

Lens epithelial-derived growth factor (LEDGF) increases the efficiency of proviral DNA integration into the host genome by interacting with HIV integrase (IN) and directing it to a chromatin environment that favors viral transcription. Allosteric integrase inhibitors (ALLINIs), such as known 2-(tert-butoxy)acetic acid (1), bind to the LEDGF pocket on the catalytic core domain (CCD) of IN, but exert more potent antiviral activities by inhibition of late-stage HIV-1 replication events than through disruption of proviral integration at an earlier phase. A high-throughput screen (HTS) for compounds that disrupt IN-LEDGF interaction led to the identification of a novel arylsulfonamide series, as exemplified by 2, possessing ALLINI-like properties. Further SAR studies led to more potent compound 21 and provided key chemical biology probes revealing that arylsulfonamides are a novel class of ALLINIs with a distinct binding mode than that of 2-(tert-butoxy)acetic acids.


Asunto(s)
Fármacos Anti-VIH , Inhibidores de Integrasa VIH , Integrasa de VIH , Inhibidores de Integrasa VIH/farmacología , Inhibidores de Integrasa VIH/química , Regulación Alostérica , Dominio Catalítico , Integrasa de VIH/metabolismo
3.
Neurobiol Dis ; 159: 105507, 2021 11.
Artículo en Inglés | MEDLINE | ID: mdl-34509608

RESUMEN

Mutations in the lysosomal enzyme glucocerebrosidase (GCase, GBA1 gene) are the most common genetic risk factor for developing Parkinson's disease (PD). GCase metabolizes the glycosphingolipids glucosylceramide (GlcCer) and glucosylsphingosine (GlcSph). Mutations in GBA1 reduce enzyme activity and the resulting accumulation of glycosphingolipids may contribute to the underlying pathology of PD, possibly via altering lysosomal function. While reduction of GCase activity exacerbates α-synuclein (α-syn) aggregation, it has not been determined that this effect is the result of altered glycosphingolipid levels and lysosome function or some other effect of altering GCase. The glycosphingolipid GlcCer is synthesized by a single enzyme, glucosylceramide synthase (GCS), and small molecule inhibitors (GCSi) reduce cellular glycosphingolipid levels. In the present studies, we utilize a preformed fibril (PFF) rodent primary neuron in vitro model of α-syn pathology to investigate the relationship between glycosphingolipid levels, α-syn pathology, and lysosomal function. In primary cultures, pharmacological inhibition of GCase and D409V GBA1 mutation enhanced accumulation of glycosphingolipids and insoluble phosphorylated α-syn. Administration of a novel small molecule GCSi, benzoxazole 1 (BZ1), significantly decreased glycosphingolipid concentrations in rodent primary neurons and reduced α-syn pathology. BZ1 rescued lysosomal deficits associated with the D409V GBA1 mutation and α-syn PFF administration, and attenuated α-syn induced neurodegeneration of dopamine neurons. In vivo studies revealed BZ1 had pharmacological activity and reduced glycosphingolipids in the mouse brain to a similar extent observed in neuronal cultures. These data support the hypothesis that reduction of glycosphingolipids through GCS inhibition may impact progression of synucleinopathy and BZ1 is useful tool to further examine this important biology.


Asunto(s)
Benzoxazoles/farmacología , Neuronas Dopaminérgicas/efectos de los fármacos , Glucosilceramidasa/genética , Glucosiltransferasas/antagonistas & inhibidores , Glicoesfingolípidos/metabolismo , Lisosomas/efectos de los fármacos , Sinucleinopatías/metabolismo , alfa-Sinucleína/efectos de los fármacos , Animales , Neuronas Dopaminérgicas/metabolismo , Técnicas In Vitro , Lisosomas/metabolismo , Ratones , Neuronas/efectos de los fármacos , Neuronas/metabolismo , Enfermedad de Parkinson/genética , Enfermedad de Parkinson/metabolismo , Cultivo Primario de Células , Agregado de Proteínas , Ratas , Sinucleinopatías/genética , alfa-Sinucleína/metabolismo
4.
Anal Chem ; 93(23): 8161-8169, 2021 06 15.
Artículo en Inglés | MEDLINE | ID: mdl-34032423

RESUMEN

Polysorbate is widely used to maintain stability of biotherapeutic proteins in pharmaceutical formulation development. Degradation of polysorbate can lead to particle formation in drug products, which is a major quality concern and potential patient risk factor. Enzymatic activity from residual host cell enzymes such as lipases and esterases plays a major role for polysorbate degradation. Their high activity, often at very low concentration, constitutes a major analytical challenge in the biopharmaceutical industry. In this study, we evaluated and optimized the activity-based protein profiling (ABPP) approach to identify active enzymes responsible for polysorbate degradation. Using an optimized chemical probe, we established the first global profile of active serine hydrolases in harvested cell culture fluid (HCCF) for monoclonal antibodies (mAbs) production from two Chinese hamster ovary (CHO) cell lines. A total of eight known lipases were identified by ABPP with enzyme activity information, while only five lipases were identified by a traditional abundance-based proteomics (TABP) approach. Interestingly, phospholipase B-like 2 (PLBL2), a well-known problematic HCP was not found to be active in process-intermediates from two different mAbs. In a proof-of-concept study with downstream samples, phospholipase A2 group VII (PLA2G7) was only identified by ABPP and confirmed to contribute to polysorbate-80 degradation for the first time. The established ABBP approach is approved to be able to identify low-abundance host cell enzymes and fills the gap between lipase abundance and activity, which enables more meaningful polysorbate degradation investigations for biotherapeutic development.


Asunto(s)
Productos Biológicos , Polisorbatos , Animales , Anticuerpos Monoclonales , Células CHO , Cricetinae , Cricetulus , Humanos
5.
Microbiol Spectr ; 12(4): e0358623, 2024 Apr 02.
Artículo en Inglés | MEDLINE | ID: mdl-38391232

RESUMEN

Although smallpox has been eradicated, other orthopoxviruses continue to be a public health concern as exemplified by the ongoing Mpox (formerly monkeypox) global outbreak. While medical countermeasures (MCMs) previously approved by the Food and Drug Administration for the treatment of smallpox have been adopted for Mpox, previously described vulnerabilities coupled with the questionable benefit of at least one of the therapeutics during the 2022 Mpox outbreak reinforce the need for identifying and developing other MCMs against orthopoxviruses. Here, we screened a panel of Merck proprietary small molecules and identified a novel nucleoside inhibitor with potent broad-spectrum antiviral activity against multiple orthopoxviruses. Efficacy testing of a 7-day dosing regimen of the orally administered nucleoside in a murine model of severe orthopoxvirus infection yielded a dose-dependent increase in survival. Treated animals had greatly reduced lesions in the lung and nasal cavity, particularly in the 10 µg/mL dosing group. Viral levels were also markedly lower in the UMM-766-treated animals. This work demonstrates that this nucleoside analog has anti-orthopoxvirus efficacy and can protect against severe disease in a murine orthopox model.IMPORTANCEThe recent monkeypox virus pandemic demonstrates that members of the orthopoxvirus, which also includes variola virus, which causes smallpox, remain a public health issue. While currently FDA-approved treatment options exist, risks that resistant strains of orthopoxviruses may arise are a great concern. Thus, continued exploration of anti-poxvirus treatments is warranted. Here, we developed a template for a high-throughput screening assay to identify anti-poxvirus small-molecule drugs. By screening available drug libraries, we identified a compound that inhibited orthopoxvirus replication in cell culture. We then showed that this drug can protect animals against severe disease. Our findings here support the use of existing drug libraries to identify orthopoxvirus-targeting drugs that may serve as human-safe products to thwart future outbreaks.


Asunto(s)
Mpox , Orthopoxvirus , Viruela , Virus de la Viruela , Animales , Ratones , Humanos , Nucleósidos/uso terapéutico , Viruela/tratamiento farmacológico , Viruela/prevención & control , Modelos Animales de Enfermedad
6.
ACS Med Chem Lett ; 15(1): 123-131, 2024 Jan 11.
Artículo en Inglés | MEDLINE | ID: mdl-38229758

RESUMEN

Inhibition of glucosylceramide synthase (GCS) has been proposed as a therapeutic strategy for the treatment of Parkinson's Disease (PD), particularly in patients where glycosphingolipid accumulation and lysosomal impairment are thought to be contributing to disease progression. Herein, we report the late-stage optimization of an orally bioavailable and CNS penetrant isoindolinone class of GCS inhibitors. Starting from advanced lead 1, we describe efforts to identify an improved compound with a lower human dose projection, minimal P-glycoprotein (P-gp) efflux, and acceptable pregnane X receptor (PXR) profile through fluorine substitution. Our strategy involved the use of predicted volume ligand efficiency to advance compounds with greater potential for low human doses down our screening funnel. We also applied minimized electrostatic potentials (Vmin) calculations for hydrogen bond acceptor sites to rationalize P-gp SAR. Together, our strategies enabled the alignment of a lower human dose with reduced P-gp efflux, and favorable PXR selectivity for the discovery of compound 12.

7.
Viruses ; 16(7)2024 Jul 18.
Artículo en Inglés | MEDLINE | ID: mdl-39066320

RESUMEN

Severe acute respiratory syndrome coronavirus type 2 (SARS-CoV-2) continues to be a global threat due to its ability to evolve and generate new subvariants, leading to new waves of infection. Additionally, other coronaviruses like Middle East respiratory syndrome coronavirus (MERS-CoV, formerly known as hCoV-EMC), which first emerged in 2012, persist and continue to present a threat of severe illness to humans. The continued identification of novel coronaviruses, coupled with the potential for genetic recombination between different strains, raises the possibility of new coronavirus clades of global concern emerging. As a result, there is a pressing need for pan-CoV therapeutic drugs and vaccines. After the extensive optimization of an HCV protease inhibitor screening hit, a novel 3CLPro inhibitor (MK-7845) was discovered and subsequently profiled. MK-7845 exhibited nanomolar in vitro potency with broad spectrum activity against a panel of clinical SARS-CoV-2 subvariants and MERS-CoV. Furthermore, when administered orally, MK-7845 demonstrated a notable reduction in viral burdens by >6 log orders in the lungs of transgenic mice infected with SARS-CoV-2 (K18-hACE2 mice) and MERS-CoV (K18-hDDP4 mice).


Asunto(s)
Antivirales , SARS-CoV-2 , Animales , Ratones , SARS-CoV-2/efectos de los fármacos , Humanos , Antivirales/farmacología , Proteasas 3C de Coronavirus/antagonistas & inhibidores , Coronavirus del Síndrome Respiratorio de Oriente Medio/efectos de los fármacos , Coronavirus del Síndrome Respiratorio de Oriente Medio/genética , Tratamiento Farmacológico de COVID-19 , Inhibidores de Proteasas/farmacología , COVID-19/virología , Infecciones por Coronavirus/tratamiento farmacológico , Infecciones por Coronavirus/virología
8.
J Med Chem ; 67(5): 3935-3958, 2024 Mar 14.
Artículo en Inglés | MEDLINE | ID: mdl-38365209

RESUMEN

As SARS-CoV-2 continues to circulate, antiviral treatments are needed to complement vaccines. The virus's main protease, 3CLPro, is an attractive drug target in part because it recognizes a unique cleavage site, which features a glutamine residue at the P1 position and is not utilized by human proteases. Herein, we report the invention of MK-7845, a novel reversible covalent 3CLPro inhibitor. While most covalent inhibitors of SARS-CoV-2 3CLPro reported to date contain an amide as a Gln mimic at P1, MK-7845 bears a difluorobutyl substituent at this position. SAR analysis and X-ray crystallographic studies indicate that this group interacts with His163, the same residue that forms a hydrogen bond with the amide substituents typically found at P1. In addition to promising in vivo efficacy and an acceptable projected human dose with unboosted pharmacokinetics, MK-7845 exhibits favorable properties for both solubility and absorption that may be attributable to the unusual difluorobutyl substituent.


Asunto(s)
COVID-19 , Glutamina , Humanos , Glutamina/química , SARS-CoV-2 , Cisteína Endopeptidasas/química , Invenciones , Inhibidores de Proteasas/farmacología , Amidas , Antivirales/farmacología , Antivirales/química
9.
ACS Med Chem Lett ; 14(2): 146-155, 2023 Feb 09.
Artículo en Inglés | MEDLINE | ID: mdl-36793422

RESUMEN

Parkinson's disease is the second most prevalent progressive neurodegenerative disorder characterized by the loss of dopaminergic neurons in the substantia nigra. Loss-of-function mutations in GBA, the gene that encodes for the lysosomal enzyme glucosylcerebrosidase, are a major genetic risk factor for the development of Parkinson's disease potentially through the accumulation of glucosylceramide and glucosylsphingosine in the CNS. A therapeutic strategy to reduce glycosphingolipid accumulation in the CNS would entail inhibition of the enzyme responsible for their synthesis, glucosylceramide synthase (GCS). Herein, we report the optimization of a bicyclic pyrazole amide GCS inhibitor discovered through HTS to low dose, oral, CNS penetrant, bicyclic pyrazole urea GCSi's with in vivo activity in mouse models and ex vivo activity in iPSC neuronal models of synucleinopathy and lysosomal dysfunction. This was accomplished through the judicious use of parallel medicinal chemistry, direct-to-biology screening, physics-based rationalization of transporter profiles, pharmacophore modeling, and use a novel metric: volume ligand efficiency.

10.
ACS Chem Biol ; 17(9): 2595-2604, 2022 09 16.
Artículo en Inglés | MEDLINE | ID: mdl-36044633

RESUMEN

Although current antiretroviral therapy can control HIV-1 replication and prevent disease progression, it is not curative. Identifying mechanisms that can lead to eradication of persistent viral reservoirs in people living with HIV-1 (PLWH) remains an outstanding challenge to achieving cure. Utilizing a phenotypic screen, we identified a novel chemical class capable of killing HIV-1 infected peripheral blood mononuclear cells. Tool compounds ICeD-1 and ICeD-2 ("inducer of cell death-1 and 2"), optimized for potency and selectivity from screening hits, were used to deconvolute the mechanism of action using a combination of chemoproteomic, biochemical, pharmacological, and genetic approaches. We determined that these compounds function by modulating dipeptidyl peptidase 9 (DPP9) and activating the caspase recruitment domain family member 8 (CARD8) inflammasome. Efficacy of ICeD-1 and ICeD-2 was dependent on HIV-1 protease activity and synergistic with efavirenz, which promotes premature activation of HIV-1 protease at high concentrations in infected cells. This in vitro synergy lowers the efficacious cell kill concentration of efavirenz to a clinically relevant dose at concentrations of ICeD-1 or ICeD-2 that do not result in complete DPP9 inhibition. These results suggest engagement of the pyroptotic pathway as a potential approach to eliminate HIV-1 infected cells.


Asunto(s)
Infecciones por VIH , VIH-1 , Alquinos , Benzoxazinas , Proteínas Adaptadoras de Señalización CARD/metabolismo , Ciclopropanos , Dipeptidil-Peptidasas y Tripeptidil-Peptidasas/metabolismo , Infecciones por VIH/tratamiento farmacológico , VIH-1/metabolismo , Humanos , Inflamasomas/metabolismo , Leucocitos Mononucleares , Proteínas de Neoplasias/metabolismo
11.
ACS Med Chem Lett ; 12(8): 1275-1282, 2021 Aug 12.
Artículo en Inglés | MEDLINE | ID: mdl-34413956

RESUMEN

PKG1α is a central node in cGMP signaling. Current therapeutics that look to activate this pathway rely on elevation of cGMP levels and subsequent activation of PKG1α. Direct activation of PKG1α could potentially drive additional efficacy without associated side effects of blanket cGMP elevation. We undertook a high-throughput screen to identify novel activators. After triaging through numerous false positive hits, attributed to compound mediated oxidation and activation of PKG1α, a piperidine series of compounds was validated. The hit 1 was a weak activator with EC50 = 47 µM. The activity could be improved to single digit micromolar, as seen in compounds 21 and 25 (7.0 and 3.7 µM, respectively). Several compounds were tested in a pVASP cell-based assay, and for compounds with moderate permeability, good agreement was observed between the biochemical and functional assays. These compounds will function as efficient tools to further interrogate PKG1α biology.

12.
ACS Med Chem Lett ; 12(4): 540-547, 2021 Apr 08.
Artículo en Inglés | MEDLINE | ID: mdl-33854701

RESUMEN

A novel series of histone deacetylase (HDAC) inhibitors lacking a zinc-binding moiety has been developed and described herein. HDAC isozyme profiling and kinetic studies indicate that these inhibitors display a selectivity preference for HDACs 1, 2, 3, 10, and 11 via a rapid equilibrium mechanism, and crystal structures with HDAC2 confirm that these inhibitors do not interact with the catalytic zinc. The compounds are nonmutagenic and devoid of electrophilic and mutagenic structural elements and exhibit off-target profiles that are promising for further optimization. The efficacy of this new class in biochemical and cell-based assays is comparable to the marketed HDAC inhibitors belinostat and vorinostat. These results demonstrate that the long-standing pharmacophore model of HDAC inhibitors requiring a metal binding motif should be revised and offers a distinct class of HDAC inhibitors.

13.
ACS Med Chem Lett ; 12(1): 99-106, 2021 Jan 14.
Artículo en Inglés | MEDLINE | ID: mdl-33488970

RESUMEN

By employing a phenotypic screen, a set of compounds, exemplified by 1, were identified which potentiate the ability of histone deacetylase inhibitor vorinostat to reverse HIV latency. Proteome enrichment followed by quantitative mass spectrometric analysis employing a modified analogue of 1 as affinity bait identified farnesyl transferase (FTase) as the primary interacting protein in cell lysates. This ligand-FTase binding interaction was confirmed via X-ray crystallography and temperature dependent fluorescence studies, despite 1 lacking structural and binding similarity to known FTase inhibitors. Although multiple lines of evidence established the binding interaction, these ligands exhibited minimal inhibitory activity in a cell-free biochemical FTase inhibition assay. Subsequent modification of the biochemical assay by increasing anion concentration demonstrated FTase inhibitory activity in this novel class. We propose 1 binds together with the anion in the active site to inhibit farnesyl transferase. Implications for phenotypic screening deconvolution and HIV reactivation are discussed.

14.
Cell Chem Biol ; 27(1): 32-40.e3, 2020 01 16.
Artículo en Inglés | MEDLINE | ID: mdl-31653597

RESUMEN

Proprotein convertase substilisin-like/kexin type 9 (PCSK9) is a serine protease involved in a protein-protein interaction with the low-density lipoprotein (LDL) receptor that has both human genetic and clinical validation. Blocking this protein-protein interaction prevents LDL receptor degradation and thereby decreases LDL cholesterol levels. Our pursuit of small-molecule direct binders for this difficult to drug PPI target utilized affinity selection/mass spectrometry, which identified one confirmed hit compound. An X-ray crystal structure revealed that this compound was binding in an unprecedented allosteric pocket located between the catalytic and C-terminal domain. Optimization of this initial hit, using two distinct strategies, led to compounds with high binding affinity to PCSK9. Direct target engagement was demonstrated in the cell lysate with a cellular thermal shift assay. Finally, ligand-induced protein degradation was shown with a proteasome recruiting tag attached to the high-affinity allosteric ligand for PCSK9.


Asunto(s)
Descubrimiento de Drogas , Evaluación Preclínica de Medicamentos , Proproteína Convertasa 9/metabolismo , Proteolisis/efectos de los fármacos , Inhibidores de Serina Proteinasa/farmacología , Bibliotecas de Moléculas Pequeñas/farmacología , Humanos , Ligandos , Modelos Moleculares , Estructura Molecular , Inhibidores de Serina Proteinasa/química , Bibliotecas de Moléculas Pequeñas/química
15.
Nat Biotechnol ; 20(8): 805-9, 2002 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-12091914

RESUMEN

Proteomics research requires methods to characterize the expression and function of proteins in complex mixtures. Toward this end, chemical probes that incorporate known affinity labeling agents have facilitated the activity-based profiling of certain enzyme families. To accelerate the discovery of proteomics probes for enzyme classes lacking cognate affinity labels, we describe here a combinatorial strategy. Members of a probe library bearing a sulfonate ester chemotype were screened against complex proteomes for activity-dependent protein reactivity, resulting in the labeling of at least six mechanistically distinct enzyme classes. Surprisingly, none of these enzymes represented targets of previously described proteomics probes. The sulfonate library was used to identify an omega-class glutathione S-transferase whose activity was upregulated in invasive human breast cancer lines. These results indicate that activity-based probes compatible with whole-proteome analysis can be developed for numerous enzyme classes and applied to identify enzymes associated with discrete pathological states.


Asunto(s)
Marcadores de Afinidad/metabolismo , Enzimas/clasificación , Enzimas/metabolismo , Proteómica/métodos , Marcadores de Afinidad/química , Animales , Sitios de Unión , Neoplasias de la Mama/enzimología , Células COS , Técnicas Químicas Combinatorias , Enzimas/química , Enzimas/genética , Colorantes Fluorescentes/química , Colorantes Fluorescentes/metabolismo , Glutatión Transferasa/clasificación , Glutatión Transferasa/metabolismo , Humanos , Immunoblotting , Ratones , Técnicas de Sonda Molecular , Estructura Molecular , Células Tumorales Cultivadas
16.
ACS Chem Biol ; 12(11): 2858-2865, 2017 11 17.
Artículo en Inglés | MEDLINE | ID: mdl-29024587

RESUMEN

Allosteric integrase inhibitors (ALLINIs) bind to the lens epithelial-derived growth factor (LEDGF) pocket on HIV-1 integrase (IN) and possess potent antiviral effects. Rather than blocking proviral integration, ALLINIs trigger IN conformational changes that have catastrophic effects on viral maturation, rendering the virions assembled in the presence of ALLINIs noninfectious. A high-throughput screen for compounds that disrupt the IN·LEDGF interaction was executed, and extensive triage led to the identification of a t-butylsulfonamide series, as exemplified by 1. The chemical, biochemical, and virological characterization of this series revealed that 1 and its analogs produce an ALLINI-like phenotype through engagement of IN sites distinct from the LEDGF pocket. Key to demonstrating target engagement and differentiating this new series from the existing ALLINIs was the development of a fluorescence polarization probe of IN (FLIPPIN) based on the t-butylsulfonamide series. These findings further solidify the late antiviral mechanism of ALLINIs and point toward opportunities to develop structurally and mechanistically novel antiretroviral agents with unique resistance patterns.


Asunto(s)
Regulación Alostérica/efectos de los fármacos , Infecciones por VIH/tratamiento farmacológico , Inhibidores de Integrasa VIH/química , Inhibidores de Integrasa VIH/farmacología , Integrasa de VIH/metabolismo , VIH-1/efectos de los fármacos , Línea Celular , Descubrimiento de Drogas , Infecciones por VIH/metabolismo , Infecciones por VIH/virología , VIH-1/metabolismo , Humanos , Péptidos y Proteínas de Señalización Intercelular/metabolismo , Mapas de Interacción de Proteínas/efectos de los fármacos , Sulfonamidas/química , Sulfonamidas/farmacología
17.
SLAS Discov ; 22(8): 995-1006, 2017 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-28426940

RESUMEN

High-throughput screening (HTS) is a widespread method in early drug discovery for identifying promising chemical matter that modulates a target or phenotype of interest. Because HTS campaigns involve screening millions of compounds, it is often desirable to initiate screening with a subset of the full collection. Subsequently, virtual screening methods prioritize likely active compounds in the remaining collection in an iterative process. With this approach, orthogonal virtual screening methods are often applied, necessitating the prioritization of hits from different approaches. Here, we introduce a novel method of fusing these prioritizations and benchmark it prospectively on 17 screening campaigns using virtual screening methods in three descriptor spaces. We found that the fusion approach retrieves 15% to 65% more active chemical series than any single machine-learning method and that appropriately weighting contributions of similarity and machine-learning scoring techniques can increase enrichment by 1% to 19%. We also use fusion scoring to evaluate the tradeoff between screening more chemical matter initially in lieu of replicate samples to prevent false-positives and find that the former option leads to the retrieval of more active chemical series. These results represent guidelines that can increase the rate of identification of promising active compounds in future iterative screens.


Asunto(s)
Evaluación Preclínica de Medicamentos , Heurística , Interfaz Usuario-Computador , Aprendizaje Automático
19.
J Biomol Screen ; 20(5): 606-15, 2015 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-25681434

RESUMEN

HIV-1 protease (PR) represents one of the primary targets for developing antiviral agents for the treatment of HIV-infected patients. To identify novel PR inhibitors, a label-free, high-throughput mass spectrometry (HTMS) assay was developed using the RapidFire platform and applied as an orthogonal assay to confirm hits identified in a fluorescence resonance energy transfer (FRET)-based primary screen of > 1 million compounds. For substrate selection, a panel of peptide substrates derived from natural processing sites for PR was evaluated on the RapidFire platform. As a result, KVSLNFPIL, a new substrate measured to have a ~ 20- and 60-fold improvement in k cat/K m over the frequently used sequences SQNYPIVQ and SQNYPIV, respectively, was identified for the HTMS screen. About 17% of hits from the FRET-based primary screen were confirmed in the HTMS confirmatory assay including all 304 known PR inhibitors in the set, demonstrating that the HTMS assay is effective at triaging false-positives while capturing true hits. Hence, with a sampling rate of ~7 s per well, the RapidFire HTMS assay enables the high-throughput evaluation of peptide substrates and functions as an efficient tool for hits triage in the discovery of novel PR inhibitors.


Asunto(s)
Descubrimiento de Drogas/métodos , Transferencia Resonante de Energía de Fluorescencia/métodos , Inhibidores de la Proteasa del VIH/farmacología , Ensayos Analíticos de Alto Rendimiento , Relación Dosis-Respuesta a Droga , Humanos , Cinética , Pruebas de Sensibilidad Microbiana , Especificidad por Sustrato
20.
J Biomol Screen ; 20(2): 212-22, 2015 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-25336354

RESUMEN

As a label-free technology, mass spectrometry (MS) enables assays to be generated that monitor the conversion of substrates with native sequences to products without the requirement for substrate modifications or indirect detection methods. Although traditional liquid chromatography (LC)-MS methods are relatively slow for a high-throughput screening (HTS) paradigm, with cycle times typically ≥ 60 s per sample, the Agilent RapidFire High-Throughput Mass Spectrometry (HTMS) System, with a cycle time of 5-7 s per sample, enables rapid analysis of compound numbers compatible with HTS. By monitoring changes in mass directly, HTMS assays can be used as a triaging tool by eliminating large numbers of false positives resulting from fluorescent compound interference or from compounds interacting with hydrophobic fluorescent dyes appended to substrates. Herein, HTMS assays were developed for multiple protease programs, including cysteine, serine, and aspartyl proteases, and applied as a confirmatory assay. The confirmation rate for each protease assay averaged <30%, independent of the primary assay technology used (i.e., luminescent, fluorescent, and time-resolved fluorescent technologies). Importantly, >99% of compounds designed to inhibit the enzymes were confirmed by the corresponding HTMS assay. Hence, HTMS is an effective tool for removing detection-based false positives from ultrahigh-throughput screening, resulting in hit lists enriched in true actives for downstream dose response titrations and hit-to-lead efforts.


Asunto(s)
Ensayos Analíticos de Alto Rendimiento/métodos , Espectrometría de Masas/métodos , Péptido Hidrolasas/metabolismo , Relación Dosis-Respuesta a Droga , Descubrimiento de Drogas , Pruebas de Enzimas/métodos , Pruebas de Enzimas/normas , Ensayos Analíticos de Alto Rendimiento/normas , Humanos , Espectrometría de Masas/normas , Inhibidores de Proteasas/farmacología , Reproducibilidad de los Resultados , Especificidad por Sustrato
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