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1.
Cell ; 184(12): 3192-3204.e16, 2021 06 10.
Artículo en Inglés | MEDLINE | ID: mdl-33974910

RESUMEN

Infection with severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) is initiated by binding of the viral Spike protein to host receptor angiotensin-converting enzyme 2 (ACE2), followed by fusion of viral and host membranes. Although antibodies that block this interaction are in emergency use as early coronavirus disease 2019 (COVID-19) therapies, the precise determinants of neutralization potency remain unknown. We discovered a series of antibodies that potently block ACE2 binding but exhibit divergent neutralization efficacy against the live virus. Strikingly, these neutralizing antibodies can inhibit or enhance Spike-mediated membrane fusion and formation of syncytia, which are associated with chronic tissue damage in individuals with COVID-19. As revealed by cryoelectron microscopy, multiple structures of Spike-antibody complexes have distinct binding modes that not only block ACE2 binding but also alter the Spike protein conformational cycle triggered by ACE2 binding. We show that stabilization of different Spike conformations leads to modulation of Spike-mediated membrane fusion with profound implications for COVID-19 pathology and immunity.


Asunto(s)
Anticuerpos Neutralizantes/química , Células Gigantes/metabolismo , Glicoproteína de la Espiga del Coronavirus/química , Enzima Convertidora de Angiotensina 2/química , Enzima Convertidora de Angiotensina 2/genética , Enzima Convertidora de Angiotensina 2/inmunología , Enzima Convertidora de Angiotensina 2/metabolismo , Animales , Anticuerpos Neutralizantes/inmunología , Anticuerpos Neutralizantes/metabolismo , Complejo Antígeno-Anticuerpo/química , Complejo Antígeno-Anticuerpo/metabolismo , Sitios de Unión , Células CHO , COVID-19/patología , COVID-19/virología , Cricetinae , Cricetulus , Microscopía por Crioelectrón , Células Gigantes/citología , Humanos , Fusión de Membrana , Biblioteca de Péptidos , Unión Proteica , Dominios Proteicos , Estructura Cuaternaria de Proteína , SARS-CoV-2/aislamiento & purificación , SARS-CoV-2/metabolismo , Glicoproteína de la Espiga del Coronavirus/inmunología , Glicoproteína de la Espiga del Coronavirus/metabolismo
2.
Nat Methods ; 20(4): 512-522, 2023 04.
Artículo en Inglés | MEDLINE | ID: mdl-36823332

RESUMEN

In response to the emergence of SARS-CoV-2 variants of concern, the global scientific community, through unprecedented effort, has sequenced and shared over 11 million genomes through GISAID, as of May 2022. This extraordinarily high sampling rate provides a unique opportunity to track the evolution of the virus in near real-time. Here, we present outbreak.info , a platform that currently tracks over 40 million combinations of Pango lineages and individual mutations, across over 7,000 locations, to provide insights for researchers, public health officials and the general public. We describe the interpretable visualizations available in our web application, the pipelines that enable the scalable ingestion of heterogeneous sources of SARS-CoV-2 variant data and the server infrastructure that enables widespread data dissemination via a high-performance API that can be accessed using an R package. We show how outbreak.info can be used for genomic surveillance and as a hypothesis-generation tool to understand the ongoing pandemic at varying geographic and temporal scales.


Asunto(s)
COVID-19 , SARS-CoV-2 , Humanos , Genómica , Brotes de Enfermedades , Mutación
3.
Brief Bioinform ; 25(3)2024 Mar 27.
Artículo en Inglés | MEDLINE | ID: mdl-38711370

RESUMEN

Across many scientific disciplines, the development of computational models and algorithms for generating artificial or synthetic data is gaining momentum. In biology, there is a great opportunity to explore this further as more and more big data at multi-omics level are generated recently. In this opinion, we discuss the latest trends in biological applications based on process-driven and data-driven aspects. Moving ahead, we believe these methodologies can help shape novel multi-omics-scale cellular inferences.


Asunto(s)
Algoritmos , Biología Computacional , Biología Computacional/métodos , Genómica/métodos , Humanos , Macrodatos , Proteómica/métodos , Multiómica
4.
PLoS Biol ; 20(8): e3001769, 2022 08.
Artículo en Inglés | MEDLINE | ID: mdl-35998195

RESUMEN

We propose a novel, non-discriminatory classification of monkeypox virus diversity. Together with the World Health Organization, we named three clades (I, IIa and IIb) in order of detection. Within IIb, the cause of the current global outbreak, we identified multiple lineages (A.1, A.2, A.1.1 and B.1) to support real-time genomic surveillance.


Asunto(s)
Monkeypox virus , Mpox , Brotes de Enfermedades , Genómica , Humanos , Mpox/diagnóstico , Mpox/epidemiología , Monkeypox virus/genética
5.
Nucleic Acids Res ; 50(W1): W36-W43, 2022 07 05.
Artículo en Inglés | MEDLINE | ID: mdl-35640594

RESUMEN

Proteins in food and personal care products can pose a risk for an immediate immunoglobulin E (IgE)-mediated allergic response. Bioinformatic tools can assist to predict and investigate the allergenic potential of proteins. Here we present AllerCatPro 2.0, a web server that can be used to predict protein allergenicity potential with better accuracy than other computational methods and new features that help assessors making informed decisions. AllerCatPro 2.0 predicts the similarity between input proteins using both their amino acid sequences and predicted 3D structures towards the most comprehensive datasets of reliable proteins associated with allergenicity. These datasets currently include 4979 protein allergens, 162 low allergenic proteins, and 165 autoimmune allergens with manual expert curation from the databases of WHO/International Union of Immunological Societies (IUIS), Comprehensive Protein Allergen Resource (COMPARE), Food Allergy Research and Resource Program (FARRP), UniProtKB and Allergome. Various examples of profilins, autoimmune allergens, low allergenic proteins, very large proteins, and nucleotide input sequences showcase the utility of AllerCatPro 2.0 for predicting protein allergenicity potential. The AllerCatPro 2.0 web server is freely accessible at https://allercatpro.bii.a-star.edu.sg.


Asunto(s)
Alérgenos , Computadores , Internet , Proteínas , Programas Informáticos , Humanos , Alérgenos/química , Alérgenos/inmunología , Secuencia de Aminoácidos , Hipersensibilidad a los Alimentos/etiología , Hipersensibilidad a los Alimentos/inmunología , Proteínas/química , Proteínas/inmunología , Cosméticos/efectos adversos , Cosméticos/química , Conformación Proteica , Conjuntos de Datos como Asunto
6.
J Infect Dis ; 2023 Nov 23.
Artículo en Inglés | MEDLINE | ID: mdl-37996071

RESUMEN

BACKGROUND: The emergence of rapidly evolving SARS-CoV-2 variants, coupled with waning vaccine-induced immunity, has contributed to the rise of vaccine breakthrough infections. It is crucial to understand how vaccine-induced protection is mediated. METHODS: We examined two prospective cohorts of mRNA-vaccinated-and-boosted individuals during the Omicron wave of infection in Singapore. RESULTS: We found that, individuals, who remain uninfected over the follow-up period, had a higher variant-specific IgA, but not IgG, antibody response at 1-month post booster vaccination, compared with individuals who became infected. CONCLUSIONS: We conclude that IgA may have a potential contributory role in protection against Omicron infection.

7.
Emerg Infect Dis ; 29(4): 778-781, 2023 04.
Artículo en Inglés | MEDLINE | ID: mdl-36696624

RESUMEN

Mpox was diagnosed in 2 women returning to Vietnam from the United Arab Emirates. The monkeypox viruses belonged to an emerging sublineage, A.2.1, distinct from B.1, which is responsible for the ongoing multicountry outbreak. Women could contribute to mpox transmission, and enhanced genomic surveillance is needed to clarify pathogen evolution.


Asunto(s)
Monkeypox virus , Mpox , Humanos , Femenino , Mpox/diagnóstico , Mpox/epidemiología , Emiratos Árabes Unidos/epidemiología , Vietnam/epidemiología
8.
J Virol ; 96(15): e0091822, 2022 08 10.
Artículo en Inglés | MEDLINE | ID: mdl-35867563

RESUMEN

Oseltamivir-resistant influenza viruses arise due to amino acid mutations in key residues of the viral neuraminidase (NA). These changes often come at a fitness cost; however, it is known that permissive mutations in the viral NA can overcome this cost. This result was observed in former seasonal A(H1N1) viruses in 2007 which expressed the H275Y substitution (N1 numbering) with no apparent fitness cost and lead to widespread oseltamivir resistance. Therefore, this study aims to predict permissive mutations that may similarly enable fit H275Y variants to arise in currently circulating A(H1N1)pdm09 viruses. The first approach in this study utilized in silico analyses to predict potentially permissive mutations. The second approach involved the generation of a virus library which encompassed all possible NA mutations while keeping H275Y fixed. Fit variants were then selected by serially passaging the virus library either through ferrets by transmission or passaging once in vitro. The fitness impact of selected substitutions was further evaluated experimentally. The computational approach predicted three candidate permissive NA mutations which, in combination with each other, restored the replicative fitness of an H275Y variant. The second approach identified a stringent bottleneck during transmission between ferrets; however, three further substitutions were identified which may improve transmissibility. A comparison of fit H275Y variants in vitro and in experimentally infected animals showed a statistically significant correlation in the variants that were positively selected. Overall, this study provides valuable tools and insights into potential permissive mutations that may facilitate the emergence of a fit H275Y A(H1N1)pdm09 variant. IMPORTANCE Oseltamivir (Tamiflu) is the most widely used antiviral for the treatment of influenza infections. Therefore, resistance to oseltamivir is a public health concern. This study is important as it explores the different evolutionary pathways available to current circulating influenza viruses that may lead to widespread oseltamivir resistance. Specifically, this study develops valuable experimental and computational tools to evaluate the fitness landscape of circulating A(H1N1)pmd09 influenza viruses bearing the H275Y mutation. The H275Y substitution is most commonly reported to confer oseltamivir resistance but also leads to loss of virus replication and transmission fitness, which limits its spread. However, it is known from previous influenza seasons that influenza viruses can evolve to overcome this loss of fitness. Therefore, this study aims to prospectively predict how contemporary A(H1N1)pmd09 influenza viruses may evolve to overcome the fitness cost of bearing the H275Y NA substitution, which could result in widespread oseltamivir resistance.


Asunto(s)
Sustitución de Aminoácidos , Farmacorresistencia Viral , Aptitud Genética , Subtipo H1N1 del Virus de la Influenza A , Mutación , Neuraminidasa , Proteínas Virales , Animales , Antivirales/farmacología , Antivirales/uso terapéutico , Simulación por Computador , Modelos Animales de Enfermedad , Farmacorresistencia Viral/efectos de los fármacos , Farmacorresistencia Viral/genética , Hurones/virología , Aptitud Genética/genética , Humanos , Subtipo H1N1 del Virus de la Influenza A/enzimología , Subtipo H1N1 del Virus de la Influenza A/genética , Subtipo H1N1 del Virus de la Influenza A/fisiología , Gripe Humana/tratamiento farmacológico , Gripe Humana/transmisión , Gripe Humana/virología , Neuraminidasa/genética , Neuraminidasa/metabolismo , Oseltamivir/farmacología , Oseltamivir/uso terapéutico , Proteínas Virales/genética , Proteínas Virales/metabolismo
9.
Clin Infect Dis ; 75(1): e1128-e1136, 2022 08 24.
Artículo en Inglés | MEDLINE | ID: mdl-34423834

RESUMEN

BACKGROUND: The impact of SARS-CoV-2 variants of concern (VOCs) on disease severity is unclear. In this retrospective study, we compared the outcomes of patients infected with B.1.1.7, B.1.351, and B.1.617.2 with wild-type strains from early 2020. METHODS: National surveillance data from January to May 2021 were obtained and outcomes in relation to VOCs were explored. Detailed patient-level data from all patients with VOC infection admitted to our center between December 2020 and May 2021 were analyzed. Clinical outcomes were compared with a cohort of 846 patients admitted from January to April 2020. RESULTS: A total of 829 patients in Singapore in the study period were infected with these 3 VOCs. After adjusting for age and sex, B.1.617.2 was associated with higher odds of oxygen requirement, intensive care unit admission, or death (adjusted odds ratio [aOR], 4.90; 95% confidence interval [CI]: 1.43-30.78). Of these patients, 157 were admitted to our center. After adjusting for age, sex, comorbidities, and vaccination, the aOR for pneumonia with B.1.617.2 was 1.88 (95% CI: .95-3.76) compared with wild-type. These differences were not seen with B.1.1.7 and B.1.351. Vaccination status was associated with decreased severity. B.1.617.2 was associated with significantly lower polymerase chain reaction cycle threshold (Ct) values and longer duration of Ct value ≤30 (median duration 18 days for B.1.617.2, 13 days for wild-type). CONCLUSIONS: B.1.617.2 was associated with increased severity of illness, and with lower Ct values and longer viral shedding. These findings provide impetus for the rapid implementation of vaccination programs.


Asunto(s)
COVID-19 , SARS-CoV-2 , COVID-19/epidemiología , Estudios de Cohortes , Humanos , Estudios Retrospectivos , SARS-CoV-2/genética
10.
PLoS Pathog ; 16(6): e1008592, 2020 06.
Artículo en Inglés | MEDLINE | ID: mdl-32555740

RESUMEN

The neuraminidase (NA) inhibitor (NAI) oseltamivir (OST) is the most widely used influenza antiviral drug. Several NA amino acid substitutions are reported to reduce viral susceptibility to OST in in vitro assays. However, whether there is a correlation between the level of reduction in susceptibility in vitro and the efficacy of OST against these viruses in vivo is not well understood. In this study, a ferret model was utilised to evaluate OST efficacy against circulating influenza A and B viruses with a range of in vitro generated 50% inhibitory concentrations (IC50) values for OST. OST efficacy against an A(H1N1)pdm09 and an A(H1N1)pdm09 virus with the H275Y substitution in neuraminidase was also tested in the macaque model. The results from this study showed that OST had a significant impact on virological parameters compared to placebo treatment of ferrets infected with wild-type influenza A viruses with normal IC50 values (~1 nM). However, this efficacy was lower against wild-type influenza B and other viruses with higher IC50 values. Differing pathogenicity of the viruses made evaluation of clinical parameters difficult, although some effect of OST in reducing clinical signs was observed with influenza A(H1N1) and A(H1N1)pdm09 (H275Y) viruses. Viral titres in macaques were too low to draw conclusive results. Analysis of the ferret data revealed a correlation between IC50 and OST efficacy in reducing viral shedding but highlighted that the current WHO guidelines/criteria for defining normal, reduced or highly reduced inhibition in influenza B viruses based on in vitro data are not well aligned with the low in vivo OST efficacy observed for both wild-type influenza B viruses and those with reduced OST susceptibility.


Asunto(s)
Subtipo H1N1 del Virus de la Influenza A , Subtipo H3N2 del Virus de la Influenza A , Virus de la Influenza B , Infecciones por Orthomyxoviridae , Oseltamivir , Animales , Femenino , Masculino , Sustitución de Aminoácidos , Modelos Animales de Enfermedad , Evaluación Preclínica de Medicamentos , Hurones , Subtipo H1N1 del Virus de la Influenza A/genética , Subtipo H1N1 del Virus de la Influenza A/metabolismo , Subtipo H3N2 del Virus de la Influenza A/genética , Subtipo H3N2 del Virus de la Influenza A/metabolismo , Virus de la Influenza B/genética , Virus de la Influenza B/metabolismo , Macaca fascicularis , Macrólidos , Mutación Missense , Neuraminidasa/genética , Neuraminidasa/metabolismo , Infecciones por Orthomyxoviridae/tratamiento farmacológico , Infecciones por Orthomyxoviridae/genética , Infecciones por Orthomyxoviridae/metabolismo , Infecciones por Orthomyxoviridae/patología , Oseltamivir/farmacología
11.
Hum Mutat ; 42(9): 1107-1123, 2021 09.
Artículo en Inglés | MEDLINE | ID: mdl-34153149

RESUMEN

Next-generation sequencing technology has afforded the discovery of many novel variants that are of significance to inheritable pharmacogenomics (PGx) traits but a large proportion of them have unknown consequences. These include missense variants resulting in single amino acid substitutions in cytochrome P450 (CYP) proteins that can impair enzyme function, leading to altered drug efficacy and toxicity. While most unknown variants are rare, an overlooked minority are variants that are collectively rare but enriched in specific populations. Here, we analyzed sequence variation data in 141,456 individuals from across eight study populations in gnomAD for 38 CYP genes to identify such variants in addition to common variants. By further comparison with data from two PGx-specific databases (PharmVar and PharmGKB) and ClinVar, we identified 234 missense variants in 35 CYP genes, of which 107 were unknown to these databases. Most unknown variants (n = 83) were population-specific common variants and several (n = 7) were found in important CYP pharmacogenes (CYP2D6, CYP4F2, and CYP2C19). Overall, 29% (n = 31) of 107 unknown variants were predicted to affect CYP enzyme function although further biochemical characterization is necessary. These variants may elucidate part of the unexplained interpopulation differences observed in drug response.


Asunto(s)
Citocromo P-450 CYP2D6 , Sistema Enzimático del Citocromo P-450 , Citocromo P-450 CYP2D6/genética , Sistema Enzimático del Citocromo P-450/genética , Secuenciación de Nucleótidos de Alto Rendimiento/métodos , Humanos , Farmacogenética/métodos , Fenotipo
12.
Lancet ; 395(10229): 1039-1046, 2020 03 28.
Artículo en Inglés | MEDLINE | ID: mdl-32192580

RESUMEN

BACKGROUND: Three clusters of coronavirus disease 2019 (COVID-19) linked to a tour group from China, a company conference, and a church were identified in Singapore in February, 2020. METHODS: We gathered epidemiological and clinical data from individuals with confirmed COVID-19, via interviews and inpatient medical records, and we did field investigations to assess interactions and possible modes of transmission of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). Open source reports were obtained for overseas cases. We reported the median (IQR) incubation period of SARS-CoV-2. FINDINGS: As of Feb 15, 2020, 36 cases of COVID-19 were linked epidemiologically to the first three clusters of circumscribed local transmission in Singapore. 425 close contacts were quarantined. Direct or prolonged close contact was reported among affected individuals, although indirect transmission (eg, via fomites and shared food) could not be excluded. The median incubation period of SARS-CoV-2 was 4 days (IQR 3-6). The serial interval between transmission pairs ranged between 3 days and 8 days. INTERPRETATION: SARS-CoV-2 is transmissible in community settings, and local clusters of COVID-19 are expected in countries with high travel volume from China before the lockdown of Wuhan and institution of travel restrictions. Enhanced surveillance and contact tracing is essential to minimise the risk of widespread transmission in the community. FUNDING: None.


Asunto(s)
Trazado de Contacto , Infecciones por Coronavirus/epidemiología , Brotes de Enfermedades , Neumonía Viral/epidemiología , Vigilancia de la Población , Adulto , Betacoronavirus , COVID-19 , Defensa Civil , Congresos como Asunto , Infecciones por Coronavirus/transmisión , Femenino , Humanos , Control de Infecciones , Masculino , Persona de Mediana Edad , Pandemias , Neumonía Viral/transmisión , Características de la Residencia , SARS-CoV-2 , Singapur , Viaje
13.
Lancet ; 396(10251): 603-611, 2020 08 29.
Artículo en Inglés | MEDLINE | ID: mdl-32822564

RESUMEN

BACKGROUND: Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) variants with a 382-nucleotide deletion (∆382) in the open reading frame 8 (ORF8) region of the genome have been detected in Singapore and other countries. We investigated the effect of this deletion on the clinical features of infection. METHODS: We retrospectively identified patients who had been screened for the ∆382 variant and recruited to the PROTECT study-a prospective observational cohort study conducted at seven public hospitals in Singapore. We collected clinical, laboratory, and radiological data from patients' electronic medical records and serial blood and respiratory samples taken during hospitalisation and after discharge. Individuals infected with the ∆382 variant were compared with those infected with wild-type SARS-CoV-2. Exact logistic regression was used to examine the association between the infection groups and the development of hypoxia requiring supplemental oxygen (an indicator of severe COVID-19, the primary endpoint). Follow-up for the study's primary endpoint is completed. FINDINGS: Between Jan 22 and March 21, 2020, 278 patients with PCR-confirmed SARS-CoV-2 infection were screened for the ∆382 deletion and 131 were enrolled onto the study, of whom 92 (70%) were infected with the wild-type virus, ten (8%) had a mix of wild-type and ∆382-variant viruses, and 29 (22%) had only the ∆382 variant. Development of hypoxia requiring supplemental oxygen was less frequent in the ∆382 variant group (0 [0%] of 29 patients) than in the wild-type only group (26 [28%] of 92; absolute difference 28% [95% CI 14-28]). After adjusting for age and presence of comorbidities, infection with the ∆382 variant only was associated with lower odds of developing hypoxia requiring supplemental oxygen (adjusted odds ratio 0·07 [95% CI 0·00-0·48]) compared with infection with wild-type virus only. INTERPRETATION: The ∆382 variant of SARS-CoV-2 seems to be associated with a milder infection. The observed clinical effects of deletions in ORF8 could have implications for the development of treatments and vaccines. FUNDING: National Medical Research Council Singapore.


Asunto(s)
Infecciones por Coronavirus/virología , Eliminación de Gen , Genoma Viral/genética , Neumonía Viral/virología , Adulto , Anciano , Betacoronavirus , COVID-19 , Infecciones por Coronavirus/complicaciones , Infecciones por Coronavirus/epidemiología , Humanos , Hipoxia/etiología , Hipoxia/terapia , Persona de Mediana Edad , Sistemas de Lectura Abierta , Pandemias , Neumonía Viral/complicaciones , Neumonía Viral/epidemiología , Estudios Prospectivos , Terapia Respiratoria , SARS-CoV-2 , Índice de Severidad de la Enfermedad , Singapur/epidemiología , Replicación Viral
14.
Cell Mol Life Sci ; 77(17): 3423-3439, 2020 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-31722069

RESUMEN

SUGCT (C7orf10) is a mitochondrial enzyme that synthesizes glutaryl-CoA from glutarate in tryptophan and lysine catabolism, but it has not been studied in vivo. Although mutations in Sugct lead to Glutaric Aciduria Type 3 disease in humans, patients remain largely asymptomatic despite high levels of glutarate in the urine. To study the disease mechanism, we generated SugctKO mice and uncovered imbalanced lipid and acylcarnitine metabolism in kidney in addition to changes in the gut microbiome. After SugctKO mice were treated with antibiotics, metabolites were comparable to WT, indicating that the microbiome affects metabolism in SugctKO mice. SUGCT loss of function contributes to gut microbiota dysbiosis, leading to age-dependent pathological changes in kidney, liver, and adipose tissue. This is associated with an obesity-related phenotype that is accompanied by lipid accumulation in kidney and liver, as well as "crown-like" structures in adipocytes. Furthermore, we show that the SugctKO kidney pathology is accelerated and exacerbated by a high-lysine diet. Our study highlights the importance of non-essential genes with no readily detectable early phenotype, but with substantial contributions to the development of age-related pathologies, which result from an interplay between genetic background, microbiome, and diet in the health of mammals.


Asunto(s)
Envejecimiento , Coenzima A Transferasas/genética , Microbioma Gastrointestinal , Síndrome Metabólico/patología , Animales , Antibacterianos/farmacología , Bacterias/genética , Bacterias/aislamiento & purificación , Carnitina/análogos & derivados , Carnitina/metabolismo , Coenzima A Transferasas/deficiencia , Suplementos Dietéticos , Heces/microbiología , Microbioma Gastrointestinal/efectos de los fármacos , Humanos , Riñón/metabolismo , Riñón/patología , Metabolismo de los Lípidos , Hígado/metabolismo , Hígado/patología , Lisina/administración & dosificación , Síndrome Metabólico/metabolismo , Metaboloma/efectos de los fármacos , Ratones , Ratones Noqueados , Obesidad/metabolismo , Obesidad/patología , Triptófano/metabolismo
15.
Arch Toxicol ; 95(1): 355-374, 2021 01.
Artículo en Inglés | MEDLINE | ID: mdl-32909075

RESUMEN

Nuclear receptors (NRs) are key regulators of energy homeostasis, body development, and sexual reproduction. Xenobiotics binding to NRs may disrupt natural hormonal systems and induce undesired adverse effects in the body. However, many chemicals of concerns have limited or no experimental data on their potential or lack-of-potential endocrine-disrupting effects. Here, we propose a virtual screening method based on molecular docking for predicting potential endocrine-disrupting chemicals (EDCs) that bind to NRs. For 12 NRs, we systematically analyzed how multiple crystal structures can be used to distinguish actives and inactives found in previous high-throughput experiments. Our method is based on (i) consensus docking scores from multiple structures at a single functional state (agonist-bound or antagonist-bound), (ii) multiple functional states (agonist-bound and antagonist-bound), and (iii) multiple pockets (orthosteric site and alternative sites) of these NRs. We found that the consensus enrichment from multiple structures is better than or comparable to the best enrichment from a single structure. The discriminating power of this consensus strategy was further enhanced by a chemical similarity-weighted scoring scheme, yielding better or comparable enrichment for all studied NRs. Applying this optimized method, we screened 252 fatty acids against peroxisome proliferator-activated receptor gamma (PPARγ) and successfully identified 3 previously unknown fatty acids with Kd = 100-250 µM including two furan fatty acids: furannonanoic acid (FNA) and furanundecanoic acid (FUA), and one cyclopropane fatty acid: phytomonic acid (PTA). These results suggested that the proposed method can be used to rapidly screen and prioritize potential EDCs for further experimental evaluations.


Asunto(s)
Disruptores Endocrinos/metabolismo , Ácidos Grasos/metabolismo , Simulación del Acoplamiento Molecular , PPAR gamma/metabolismo , Receptores Citoplasmáticos y Nucleares/metabolismo , Pruebas de Toxicidad , Sitios de Unión , Bases de Datos de Proteínas , Disruptores Endocrinos/química , Disruptores Endocrinos/toxicidad , Ácidos Grasos/química , Ácidos Grasos/toxicidad , Estudios de Factibilidad , Ligandos , PPAR gamma/química , PPAR gamma/efectos de los fármacos , Unión Proteica , Conformación Proteica , Receptores Citoplasmáticos y Nucleares/química , Receptores Citoplasmáticos y Nucleares/efectos de los fármacos , Medición de Riesgo , Relación Estructura-Actividad , Resonancia por Plasmón de Superficie
16.
Arch Toxicol ; 95(9): 3031-3048, 2021 09.
Artículo en Inglés | MEDLINE | ID: mdl-34181028

RESUMEN

Cytochrome P450 1A1 (CYP1A1) metabolizes estrogens, melatonin, and other key endogenous signaling molecules critical for embryonic/fetal development. The enzyme has increasing expression during pregnancy, and its inhibition or knockout increases embryonic/fetal lethality and/or developmental problems. Here, we present a virtual screening model for CYP1A1 inhibitors based on the orthosteric and predicted allosteric sites of the enzyme. Using 1001 reference compounds with CYP1A1 activity data, we optimized the decision thresholds of our model and classified the training compounds with 68.3% balanced accuracy (91.0% sensitivity and 45.7% specificity). We applied our final model to 11 known CYP1A1 orthosteric binders and related compounds, and found that our ranking of the known orthosteric binders generally agrees with the relative activity of CYP1A1 in metabolizing these compounds. We also applied the model to 22 new test compounds with unknown/unclear CYP1A1 inhibitory activity, and predicted 16 of them are CYP1A1 inhibitors. The CYP1A1 potency and modes of inhibition of these 22 compounds were experimentally determined. We confirmed that most predicted inhibitors, including drugs contraindicated during pregnancy (amiodarone, bicalutamide, cyproterone acetate, ketoconazole, and tamoxifen) and environmental agents suspected to be endocrine disruptors (bisphenol A, diethyl and dibutyl phthalates, and zearalenone), are indeed potent inhibitors of CYP1A1. Our results suggest that virtual screening may be used as a rapid tier-one method to screen for potential CYP1A1 inhibitors, and flag them out for further experimental evaluations.


Asunto(s)
Citocromo P-450 CYP1A1/antagonistas & inhibidores , Inhibidores Enzimáticos del Citocromo P-450/farmacología , Sitio Alostérico , Animales , Simulación por Computador , Citocromo P-450 CYP1A1/metabolismo , Inhibidores Enzimáticos del Citocromo P-450/toxicidad , Disruptores Endocrinos/farmacología , Disruptores Endocrinos/toxicidad , Humanos
17.
Mol Biol Evol ; 36(7): 1580-1595, 2019 07 01.
Artículo en Inglés | MEDLINE | ID: mdl-30854550

RESUMEN

Subspecies nomenclature systems of pathogens are increasingly based on sequence data. The use of phylogenetics to identify and differentiate between clusters of genetically similar pathogens is particularly prevalent in virology from the nomenclature of human papillomaviruses to highly pathogenic avian influenza (HPAI) H5Nx viruses. These nomenclature systems rely on absolute genetic distance thresholds to define the maximum genetic divergence tolerated between viruses designated as closely related. However, the phylogenetic clustering methods used in these nomenclature systems are limited by the arbitrariness of setting intra and intercluster diversity thresholds. The lack of a consensus ground truth to define well-delineated, meaningful phylogenetic subpopulations amplifies the difficulties in identifying an informative distance threshold. Consequently, phylogenetic clustering often becomes an exploratory, ad hoc exercise. Phylogenetic Clustering by Linear Integer Programming (PhyCLIP) was developed to provide a statistically principled phylogenetic clustering framework that negates the need for an arbitrarily defined distance threshold. Using the pairwise patristic distance distributions of an input phylogeny, PhyCLIP parameterizes the intra and intercluster divergence limits as statistical bounds in an integer linear programming model which is subsequently optimized to cluster as many sequences as possible. When applied to the hemagglutinin phylogeny of HPAI H5Nx viruses, PhyCLIP was not only able to recapitulate the current WHO/OIE/FAO H5 nomenclature system but also further delineated informative higher resolution clusters that capture geographically distinct subpopulations of viruses. PhyCLIP is pathogen-agnostic and can be generalized to a wide variety of research questions concerning the identification of biologically informative clusters in pathogen phylogenies. PhyCLIP is freely available at http://github.com/alvinxhan/PhyCLIP, last accessed March 15, 2019.


Asunto(s)
Técnicas Genéticas , Filogenia , Programación Lineal , Programas Informáticos , Subtipo H5N1 del Virus de la Influenza A/genética
18.
Bioinformatics ; 35(17): 3020-3027, 2019 09 01.
Artículo en Inglés | MEDLINE | ID: mdl-30657872

RESUMEN

MOTIVATION: Due to the risk of inducing an immediate Type I (IgE-mediated) allergic response, proteins intended for use in consumer products must be investigated for their allergenic potential before introduction into the marketplace. The FAO/WHO guidelines for computational assessment of allergenic potential of proteins based on short peptide hits and linear sequence window identity thresholds misclassify many proteins as allergens. RESULTS: We developed AllerCatPro which predicts the allergenic potential of proteins based on similarity of their 3D protein structure as well as their amino acid sequence compared with a data set of known protein allergens comprising of 4180 unique allergenic protein sequences derived from the union of the major databases Food Allergy Research and Resource Program, Comprehensive Protein Allergen Resource, WHO/International Union of Immunological Societies, UniProtKB and Allergome. We extended the hexamer hit rule by removing peptides with high probability of random occurrence measured by sequence entropy as well as requiring 3 or more hexamer hits consistent with natural linear epitope patterns in known allergens. This is complemented with a Gluten-like repeat pattern detection. We also switched from a linear sequence window similarity to a B-cell epitope-like 3D surface similarity window which became possible through extensive 3D structure modeling covering the majority (74%) of allergens. In case no structure similarity is found, the decision workflow reverts to the old linear sequence window rule. The overall accuracy of AllerCatPro is 84% compared with other current methods which range from 51 to 73%. Both the FAO/WHO rules and AllerCatPro achieve highest sensitivity but AllerCatPro provides a 37-fold increase in specificity. AVAILABILITY AND IMPLEMENTATION: https://allercatpro.bii.a-star.edu.sg/. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.


Asunto(s)
Hipersensibilidad a los Alimentos , Alérgenos , Secuencia de Aminoácidos , Bases de Datos de Proteínas , Humanos , Proteínas , Alineación de Secuencia
19.
Crit Rev Toxicol ; 50(6): 521-530, 2020 07.
Artículo en Inglés | MEDLINE | ID: mdl-32729356

RESUMEN

The use of proteins and protein-containing materials in a variety of industrial and commercial products is increasing, with applications in pharmaceuticals, agrochemicals and consumer and personal care products. As a consequence there is a need to ensure potential and environmental risks are understood. One important requirement is an appreciation of the ability of proteins to induce allergic sensitization and allergic disease. However, there is currently no clear guidance for determination of whether or not to accept a new protein in a product based on potential allergenicity. A key requirement for effective risk assessment in this respect is an understanding of sensitizing potency. Here we describe issues and challenges associated with measurement of allergenic potency and explore emerging opportunities and possible ways forward. Effective assessment of the risk of allergy demands not only information about the likely conditions of exposure, but also an understanding of the sensitizing potency of protein allergens. For the purposes of this article sensitizing potency can be viewed as being the ease with which, and the concentration at which, proteins will induce sensitization in a previously non-sensitized subject. The immunological bases of protein allergy are summarized, and the properties that confer on proteins the ability to induce allergic sensitization are considered prior to a detailed exploration of the issues that have to be addressed for evaluation of sensitizing potency. Included among the important considerations are: the impact of route of exposure, identification of relevant dose metrics, and the requirement for reference standards. Finally, new and emerging opportunities to evaluate the sensitizing potency of allergenic proteins are reviewed, including the use of in silico modeling.


Asunto(s)
Alérgenos , Hipersensibilidad , Proteínas , Humanos
20.
Regul Toxicol Pharmacol ; 114: 104668, 2020 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-32335207

RESUMEN

The European Partnership for Alternative Approaches to Animal Testing (EPAA) convened a 'Blue Sky Workshop' on new ideas for non-animal approaches to predict repeated-dose systemic toxicity. The aim of the Workshop was to formulate strategic ideas to improve and increase the applicability, implementation and acceptance of modern non-animal methods to determine systemic toxicity. The Workshop concluded that good progress is being made to assess repeated dose toxicity without animals taking advantage of existing knowledge in toxicology, thresholds of toxicological concern, adverse outcome pathways and read-across workflows. These approaches can be supported by New Approach Methodologies (NAMs) utilising modern molecular technologies and computational methods. Recommendations from the Workshop were based around the needs for better chemical safety assessment: how to strengthen the evidence base for decision making; to develop, standardise and harmonise NAMs for human toxicity; and the improvement in the applicability and acceptance of novel techniques. "Disruptive thinking" is required to reconsider chemical legislation, validation of NAMs and the opportunities to move away from reliance on animal tests. Case study practices and data sharing, ensuring reproducibility of NAMs, were viewed as crucial to the improvement of non-animal test approaches for systemic toxicity.


Asunto(s)
Alternativas a las Pruebas en Animales , Pruebas de Toxicidad , Rutas de Resultados Adversos , Animales , Seguridad Química , Relación Dosis-Respuesta a Droga , Humanos
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