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1.
Nat Commun ; 15(1): 7761, 2024 Sep 05.
Artículo en Inglés | MEDLINE | ID: mdl-39237523

RESUMEN

Structure-based virtual screening is a key tool in early drug discovery, with growing interest in the screening of multi-billion chemical compound libraries. However, the success of virtual screening crucially depends on the accuracy of the binding pose and binding affinity predicted by computational docking. Here we develop a highly accurate structure-based virtual screen method, RosettaVS, for predicting docking poses and binding affinities. Our approach outperforms other state-of-the-art methods on a wide range of benchmarks, partially due to our ability to model receptor flexibility. We incorporate this into a new open-source artificial intelligence accelerated virtual screening platform for drug discovery. Using this platform, we screen multi-billion compound libraries against two unrelated targets, a ubiquitin ligase target KLHDC2 and the human voltage-gated sodium channel NaV1.7. For both targets, we discover hit compounds, including seven hits (14% hit rate) to KLHDC2 and four hits (44% hit rate) to NaV1.7, all with single digit micromolar binding affinities. Screening in both cases is completed in less than seven days. Finally, a high resolution X-ray crystallographic structure validates the predicted docking pose for the KLHDC2 ligand complex, demonstrating the effectiveness of our method in lead discovery.


Asunto(s)
Inteligencia Artificial , Descubrimiento de Drogas , Simulación del Acoplamiento Molecular , Descubrimiento de Drogas/métodos , Humanos , Canal de Sodio Activado por Voltaje NAV1.7/metabolismo , Canal de Sodio Activado por Voltaje NAV1.7/química , Unión Proteica , Cristalografía por Rayos X , Ligandos , Ubiquitina-Proteína Ligasas/metabolismo , Ubiquitina-Proteína Ligasas/química , Bibliotecas de Moléculas Pequeñas/química , Bibliotecas de Moléculas Pequeñas/farmacología , Evaluación Preclínica de Medicamentos/métodos
2.
Channels (Austin) ; 18(1): 2325032, 2024 12.
Artículo en Inglés | MEDLINE | ID: mdl-38445990

RESUMEN

Ion channels play key roles in human physiology and are important targets in drug discovery. The atomic-scale structures of ion channels provide invaluable insights into a fundamental understanding of the molecular mechanisms of channel gating and modulation. Recent breakthroughs in deep learning-based computational methods, such as AlphaFold, RoseTTAFold, and ESMFold have transformed research in protein structure prediction and design. We review the application of AlphaFold, RoseTTAFold, and ESMFold to structural modeling of ion channels using representative voltage-gated ion channels, including human voltage-gated sodium (NaV) channel - NaV1.8, human voltage-gated calcium (CaV) channel - CaV1.1, and human voltage-gated potassium (KV) channel - KV1.3. We compared AlphaFold, RoseTTAFold, and ESMFold structural models of NaV1.8, CaV1.1, and KV1.3 with corresponding cryo-EM structures to assess details of their similarities and differences. Our findings shed light on the strengths and limitations of the current state-of-the-art deep learning-based computational methods for modeling ion channel structures, offering valuable insights to guide their future applications for ion channel research.


Asunto(s)
Calcio , Canales Iónicos , Humanos , Potasio
3.
bioRxiv ; 2023 Jan 27.
Artículo en Inglés | MEDLINE | ID: mdl-36747729

RESUMEN

Capsaicin receptor TRPV1 is a nociceptor for vanilloid molecules such as capsaicin and resiniferatoxin (RTX). Even though cryo-EM structures of TRPV1 in complex with these molecules are available, how their binding energetically favors the open conformation is not known. Here we report an approach to control the number of bound RTX molecules (0-to-4) in functional mouse TRPV1. The approach allowed direct measurements of each of the intermediate open states under equilibrium conditions at both macroscopic and single-molecule levels. We found that RTX binding to each of the four subunits contributes virtually the same activation energy, which we estimated to be 1.86 kcal/mol and found to arise predominately from destabilizing the closed conformation. We further showed that sequential bindings of RTX increase open probability without altering single-channel conductance, confirming that there is likely a single open-pore conformation for TRPV1 activated by RTX.

4.
FASEB J ; 31(7): 3167-3178, 2017 07.
Artículo en Inglés | MEDLINE | ID: mdl-28400471

RESUMEN

Voltage-gated sodium channels (NaVs) are activated by transiting the voltage sensor from the deactivated to the activated state. The crystal structures of several bacterial NaVs have captured the voltage sensor module (VSM) in an activated state, but structure of the deactivated voltage sensor remains elusive. In this study, we sought to identify peptide toxins stabilizing the deactivated VSM of bacterial NaVs. We screened fractions from several venoms and characterized a cystine knot toxin called JZTx-27 from the venom of tarantula Chilobrachys jingzhao as a high-affinity antagonist of the prokaryotic NaVs NsVBa (nonselective voltage-gated Bacillus alcalophilus) and NaChBac (bacterial sodium channel from Bacillus halodurans) (IC50 = 112 nM and 30 nM, respectively). JZTx-27 was more efficacious at weaker depolarizing voltages and significantly slowed the activation but accelerated the deactivation of NsVBa, whereas the local anesthetic drug lidocaine was shown to antagonize NsVBa without affecting channel gating. Mutation analysis confirmed that JZTx-27 bound to S3-4 linker of NsVBa, with F98 being the critical residue in determining toxin affinity. All electrophysiological data and in silico analysis suggested that JZTx-27 trapped VSM of NsVBa in one of the deactivated states. In mammalian NaVs, JZTx-27 preferably inhibited the inactivation of NaV1.5 by targeting the fourth transmembrane domain. To our knowledge, this is the first report of peptide antagonist for prokaryotic NaVs. More important, we proposed that JZTx-27 stabilized the NsVBa VSM in the deactivated state and may be used as a probe to determine the structure of the deactivated VSM of NaVs.-Tang, C., Zhou, X., Nguyen, P. T., Zhang, Y., Hu, Z., Zhang, C., Yarov-Yarovoy, V., DeCaen, P. G., Liang, S., Liu, Z. A novel tarantula toxin stabilizes the deactivated voltage sensor of bacterial sodium channel.


Asunto(s)
Bacillus/metabolismo , Venenos de Araña/química , Bloqueadores del Canal de Sodio Activado por Voltaje/farmacología , Canales de Sodio Activados por Voltaje/fisiología , Secuencia de Aminoácidos , Animales , Sitios de Unión , Fenómenos Electrofisiológicos , Humanos , Unión Proteica , Conformación Proteica , Arañas/fisiología
5.
Trop Med Int Health ; 13(10): 1297-302, 2008 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-18937745

RESUMEN

OBJECTIVES: To determine the effectiveness of hand hygiene in a developing healthcare setting in reducing nosocomial infections (NIs). METHOD: Prospective study measuring NI rates in a urology ward in Ho Chi Minh City, Vietnam, before and after implementation of a hand hygiene programme with an alcohol-based decontaminant, and compliance rates of medical staff and carers with hand hygiene using standardised observation sheets. RESULTS: Incidence of NIs fell by 84%, from 13.1% to 2.1%, after implementation of the hand hygiene programme. Extended-spectrum beta-lactamase production was detected in 38.2%-50% of Enterobacteriaceae isolated from clinical samples. Length of patient stay and cost to the patient for antibiotics were reduced after implementation of the hand hygiene programme. CONCLUSION: The hand hygiene programme was effective in reducing incidence of NIs, leading to shorter inpatient stays and reduced treatment costs. Such programmes with measurable outcomes can be implemented at minimal cost in developing health contexts and should be promoted in all healthcare settings.


Asunto(s)
Antiinfecciosos Locales/administración & dosificación , Infecciones Bacterianas/prevención & control , Infección Hospitalaria/prevención & control , Desinfección de las Manos/métodos , Adulto , Anciano , Anciano de 80 o más Años , Infecciones Bacterianas/economía , Infecciones Bacterianas/microbiología , Recuento de Colonia Microbiana/métodos , Infección Hospitalaria/microbiología , Etanol/administración & dosificación , Femenino , Adhesión a Directriz , Mano/microbiología , Desinfección de las Manos/normas , Promoción de la Salud , Humanos , Tiempo de Internación/economía , Masculino , Persona de Mediana Edad , Personal de Hospital , Estudios Prospectivos , Vietnam
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