RESUMEN
Influenza viruses rapidly evolve to evade previously acquired human immunity. Maintaining vaccine efficacy necessitates continuous monitoring of antigenic differences among strains. Traditional serological methods for assessing these differences are labor-intensive and time-consuming, highlighting the need for efficient computational approaches. This paper proposes MetaFluAD, a meta-learning-based method designed to predict quantitative antigenic distances among strains. This method models antigenic relationships between strains, represented by their hemagglutinin (HA) sequences, as a weighted attributed network. Employing a graph neural network (GNN)-based encoder combined with a robust meta-learning framework, MetaFluAD learns comprehensive strain representations within a unified space encompassing both antigenic and genetic features. Furthermore, the meta-learning framework enables knowledge transfer across different influenza subtypes, allowing MetaFluAD to achieve remarkable performance with limited data. MetaFluAD demonstrates excellent performance and overall robustness across various influenza subtypes, including A/H3N2, A/H1N1, A/H5N1, B/Victoria, and B/Yamagata. MetaFluAD synthesizes the strengths of GNN-based encoding and meta-learning to offer a promising approach for accurate antigenic distance prediction. Additionally, MetaFluAD can effectively identify dominant antigenic clusters within seasonal influenza viruses, aiding in the development of effective vaccines and efficient monitoring of viral evolution.
Asunto(s)
Antígenos Virales , Humanos , Antígenos Virales/genética , Antígenos Virales/inmunología , Redes Neurales de la Computación , Gripe Humana/inmunología , Gripe Humana/virología , Gripe Humana/prevención & control , Biología Computacional/métodos , Orthomyxoviridae/inmunología , Orthomyxoviridae/genética , Glicoproteínas Hemaglutininas del Virus de la Influenza/genética , Glicoproteínas Hemaglutininas del Virus de la Influenza/inmunología , Aprendizaje AutomáticoRESUMEN
Cancer metastasis is the leading cause of cancer-related death. Metastasis occurs at all stages of tumor development, with unexplored changes occurring at the primary site and distant colonization sites. The growing understanding of the metastatic process of tumor cells has contributed to the emergence of better treatment options and strategies. This review summarizes a range of features related to tumor cell metastasis and nanobased drug delivery systems for inhibiting tumor metastasis. The mechanisms of tumor metastasis in the ideal order of metastatic progression were summarized. We focus on the prominent role of nanocarriers in the treatment of tumor metastasis, summarizing the latest applications of nanocarriers in combination with drugs to target important components and processes of tumor metastasis and providing ideas for more effective nanodrug delivery systems.
Asunto(s)
Sistemas de Liberación de Medicamentos , Neoplasias , Humanos , Neoplasias/tratamiento farmacológicoRESUMEN
The natural alkaloid gramine has attracted significant attention in both academic and industrial circles because of its potential and diverse biological activities, including antiviral, antibacterial, antifungal, anti-inflammatory and antitumor activities; application in therapy for Alzheimer's disease; serotonin-receptor-related activity; insecticidal activity; and application as an algicide. In this review, we focus on the research advances that have been made for gramine-based molecules since their discovery, providing key information on their extraction and separation, chemical synthesis and diverse biological activities. Data regarding their mechanisms of action are also presented. This comprehensive and critical review will serve as a guide for developing more drug candidates based on gramine skeletons.
Asunto(s)
Alcaloides , Alcaloides Indólicos , Alcaloides Indólicos/farmacología , Alcaloides/farmacología , Alcaloides/químicaRESUMEN
Uncoupling protein 1 (UCP1) is localized on the inner mitochondrial membrane and generates heat by uncoupling ATP synthesis from proton transit across the inner membrane. UCP1 is a key element of nonshivering thermogenesis and is most likely important in the regulation of body adiposity. Pigs (Artiodactyl family Suidae) lack a functional UCP1 gene, resulting in poor thermoregulation and susceptibility to cold, which is an economic and pig welfare issue owing to neonatal mortality. Pigs also have a tendency toward fat accumulation, which may be linked to their lack of UCP1, and thus influences the efficiency of pig production. Here, we report application of a CRISPR/Cas9-mediated, homologous recombination (HR)-independent approach to efficiently insert mouse adiponectin-UCP1 into the porcine endogenous UCP1 locus. The resultant UCP1 knock-in (KI) pigs showed an improved ability to maintain body temperature during acute cold exposure, but they did not have alterations in physical activity levels or total daily energy expenditure (DEE). Furthermore, ectopic UCP1 expression in white adipose tissue (WAT) dramatically decreased fat deposition by 4.89% (P < 0.01), consequently increasing carcass lean percentage (CLP; P < 0.05). Mechanism studies indicated that the loss of fat upon UCP1 activation in WAT was linked to elevated lipolysis. UCP1 KI pigs are a potentially valuable resource for agricultural production through their combination of cold adaptation, which improves pig welfare and reduces economic losses, with reduced fat deposition and increased lean meat production.
Asunto(s)
Tejido Adiposo Blanco/metabolismo , Tejido Adiposo Blanco/fisiología , Sistemas CRISPR-Cas/fisiología , Termogénesis/fisiología , Proteína Desacopladora 1/metabolismo , Adiposidad/fisiología , Animales , Temperatura Corporal/fisiología , Regulación de la Temperatura Corporal/fisiología , Frío , Metabolismo Energético/fisiología , Femenino , Lipólisis/fisiología , Masculino , Ratones , Mitocondrias/metabolismo , Proteínas Mitocondriales/metabolismo , PorcinosRESUMEN
Congenital hypothyroidism (CH) is one of the most prevalent endocrine diseases, for which the underlying mechanisms remain unknown; it is often accompanied by anemia and immunodeficiency in patients. Here, we created a severe CH model together with anemia and T lymphopenia to mimic the clinical features of hypothyroid patients by ethylnitrosourea (ENU) mutagenesis in Bama miniature pigs. A novel recessive c.1226A>G transition of the dual oxidase 2 (DUOX2) gene was identified as the causative mutation. This mutation hindered the production of hydrogen peroxide (H2O2) and thus contributed to thyroid hormone (TH) synthesis failure. Transcriptome sequencing analysis of the thymuses showed that Krüppel-like factor 9 (KLF9) was predominantly downregulated in hypothyroid mutants. KLF9 was verified to be directly regulated by TH in a TH receptor (TR)-dependent manner both in vivo and in vitro. Furthermore, knockdown of klf9 in zebrafish embryos impaired hematopoietic development including erythroid maturation and T lymphopoiesis. Our findings suggest that the TR-KLF9 axis is responsible for the hematopoietic dysfunction and might be exploited for the development of novel therapeutic interventions for thyroid diseases.
Asunto(s)
Hipotiroidismo Congénito/fisiopatología , Modelos Animales de Enfermedad , Hematopoyesis , Factores de Transcripción de Tipo Kruppel/metabolismo , Receptores de Hormona Tiroidea/metabolismo , Porcinos , Hormonas Tiroideas/fisiología , Animales , Hipotiroidismo Congénito/genética , Oxidasas Duales/genética , Etilnitrosourea , Regulación de la Expresión Génica , Genes Recesivos , Peróxido de Hidrógeno/metabolismo , Redes y Vías Metabólicas , Mutagénesis Sitio-Dirigida , Mutación , Timo , Secuenciación del Exoma , Pez Cebra , Proteínas de Pez Cebra/metabolismoRESUMEN
Human Waardenburg syndrome 2A (WS2A) is a dominant hearing loss (HL) syndrome caused by mutations in the microphthalmia-associated transcription factor (MITF) gene. In mouse models with MITF mutations, WS2A is transmitted in a recessive pattern, which limits the study of hearing loss (HL) pathology. In the current study, we performed ENU (ethylnitrosourea) mutagenesis that resulted in substituting a conserved lysine with a serine (p. L247S) in the DNA-binding domain of the MITF gene to generate a novel miniature pig model of WS2A. The heterozygous mutant pig (MITF +/L247S) exhibits a dominant form of profound HL and hypopigmentation in skin, hair, and iris, accompanied by degeneration of stria vascularis (SV), fused hair cells, and the absence of endocochlear potential, which indicate the pathology of human WS2A. Besides hypopigmentation and bilateral HL, the homozygous mutant pig (MITF L247S/L247S) and CRISPR/Cas9-mediated MITF bi-allelic knockout pigs both exhibited anophthalmia. Three WS2 patients carrying MITF mutations adjacent to the corresponding region were also identified. The pig models resemble the clinical symptom and molecular pathology of human WS2A patients perfectly, which will provide new clues for better understanding the etiology and development of novel treatment strategies for human HL.
Asunto(s)
Modelos Animales de Enfermedad , Etilnitrosourea/toxicidad , Pérdida Auditiva/genética , Factor de Transcripción Asociado a Microftalmía/genética , Mutación , Síndrome de Waardenburg/genética , Secuencia de Aminoácidos , Animales , Animales Modificados Genéticamente , Femenino , Pérdida Auditiva/inducido químicamente , Pérdida Auditiva/patología , Humanos , Masculino , Factor de Transcripción Asociado a Microftalmía/antagonistas & inhibidores , Mutagénesis , Mutágenos/toxicidad , Homología de Secuencia , Porcinos , Porcinos Enanos , Síndrome de Waardenburg/inducido químicamente , Síndrome de Waardenburg/patologíaRESUMEN
BACKGROUND: Epigenetic modifications (especially altered DNA methylation) resulting in altered gene expression may be one reason for development failure or abnormalities in cloned animals, but the underlying mechanism of the abnormal phenotype in cloned piglets remains unknown. Some cloned piglets in our study showed abnormal phenotypes such as large tongue (longer and thicker), weak muscles, and exomphalos. Here we conducted DNA methylation (DNAm) immunoprecipitation and high throughput sequencing (MeDIP-seq) and RNA sequencing (RNA-seq) of muscle tissues of cloned piglets to investigate the relationship of abnormal DNAm with gene dysregulation and the unusual phenotypes in cloned piglets. RESULTS: Analysis of the methylomes revealed that abnormal cloned piglets suffered more hypomethylation than hypermethylation compared to the normal cloned piglets, although the DNAm level in the CpG Island was higher in the abnormal cloned piglets. Some repetitive elements, such as SINE/tRNA-Glu Satellite/centr also showed differences. We detected 1,711 differentially expressed genes (DEGs) between the two groups, of which 243 genes also changed methylation level in the abnormal cloned piglets. The altered DNA methylation mainly affected the low and silently expressed genes. There were differences in both pathways and genes, such as the MAPK signalling pathway, the hypertrophic cardiomyopathy pathway, and the imprinted gene PLAGL1; all of which may play important roles in development of the abnormal phenotype. CONCLUSIONS: The abnormal cloned piglets showed substantial changes both in the DNAm and the gene expression. Our data may provide new insights into understanding the molecular mechanisms of the reprogramming of genetic information in cloned animals.
Asunto(s)
Clonación de Organismos , Metilación de ADN , Epigénesis Genética , Genómica , Porcinos/genética , Transcriptoma , Animales , Femenino , Ontología de Genes , Fenotipo , Reproducibilidad de los Resultados , Análisis de Secuencia de ADN , Porcinos/anatomía & histologíaRESUMEN
Pigs share many similarities with humans in terms of anatomy, physiology and genetics, and have long been recognized as important experimental animals in biomedical research. Using an N-ethyl-N-nitrosourea (ENU) mutagenesis screen, we previously identified a large number of pig mutants, which could be further established as human disease models. However, the identification of causative mutations in large animals with great heterogeneity remains a challenging endeavor. Here, we select one pig mutant, showing congenital nude skin and thyroid deficiency in a recessive inheritance pattern. We were able to efficiently map the causative mutation using family-based genome-wide association studies combined with whole-exome sequencing and a small sample size. A loss-of-function variant (c.1226 A>G) that resulted in a highly conserved amino acid substitution (D409G) was identified in the DUOX2 gene. This mutation, located within an exonic splicing enhancer motif, caused aberrant splicing of DUOX2 transcripts and resulted in lower H2O2 production, which might cause a severe defect in thyroid hormone production. Our findings suggest that exome sequencing is an efficient way to map causative mutations and that DUOX2D409G/D409G mutant pigs could be a potential large animal model for human congenital hypothyroidism.
Asunto(s)
Empalme Alternativo/genética , Hipotiroidismo Congénito/genética , Oxidasas Duales/genética , Exones/genética , Mutación/genética , Porcinos/genética , Animales , Secuencia de Bases , Elementos de Facilitación Genéticos/genética , Etilnitrosourea , Femenino , Genes Recesivos , Estudio de Asociación del Genoma Completo , Células HeLa , Homocigoto , Humanos , Peróxido de Hidrógeno/metabolismo , Patrón de Herencia/genética , Masculino , Linaje , ARN Mensajero/genética , ARN Mensajero/metabolismo , Hormonas Tiroideas/deficiencia , Hormonas Tiroideas/metabolismo , Secuenciación del ExomaRESUMEN
Harlequin ichthyosis (HI) is a severe genetic skin disorder and caused by mutation in the ATP-binding cassette A12 (ABCA12) gene. The retinoid administration has dramatically improved long-term survival of HI, but improvements are still needed. However, the ABCA12 null mice failed to respond to retinoid treatment, which impedes the development of novel cure strategies for HI. Here we generated an ethylnitrosourea mutagenic HI pig model (named Z9), which carries a novel deep intronic mutation IVS49-727 A>G in the ABCA12 gene, resulting in abnormal mRNA splicing and truncated protein production. Z9 pigs exhibit significant clinical symptom as human patients with HI. Most importantly, systemic retinoid treatment significantly prolonged the life span of the mutant pigs via improving epidermal maturation, decreasing epidermal apoptosis, and triggering the expression of ABCA6. Taken together, this pig model perfectly resembles the clinical symptom and molecular pathology of patients with HI and will be useful for understanding mechanistic insight and developing therapeutic strategies.
Asunto(s)
Transportadoras de Casetes de Unión a ATP/genética , Acitretina/uso terapéutico , Predisposición Genética a la Enfermedad , Ictiosis Lamelar/genética , Mutación , Acitretina/administración & dosificación , Alelos , Animales , Biopsia , Diferenciación Celular , Mapeo Cromosómico , Manejo de la Enfermedad , Modelos Animales de Enfermedad , Células Epidérmicas/efectos de los fármacos , Células Epidérmicas/metabolismo , Células Epidérmicas/patología , Expresión Génica , Estudios de Asociación Genética , Genotipo , Ictiosis Lamelar/diagnóstico , Ictiosis Lamelar/tratamiento farmacológico , Ictiosis Lamelar/metabolismo , Inmunohistoquímica , Intrones , Metabolismo de los Lípidos , Fenotipo , Piel/efectos de los fármacos , Piel/metabolismo , Piel/patología , PorcinosRESUMEN
N-ethyl-N-nitrosourea (ENU) mutagenesis is a powerful tool to generate mutants on a large scale efficiently, and to discover genes with novel functions at the whole-genome level in Caenorhabditis elegans, flies, zebrafish and mice, but it has never been tried in large model animals. We describe a successful systematic three-generation ENU mutagenesis screening in pigs with the establishment of the Chinese Swine Mutagenesis Consortium. A total of 6,770 G1 and 6,800 G3 pigs were screened, 36 dominant and 91 recessive novel pig families with various phenotypes were established. The causative mutations in 10 mutant families were further mapped. As examples, the mutation of SOX10 (R109W) in pig causes inner ear malfunctions and mimics human Mondini dysplasia, and upregulated expression of FBXO32 is associated with congenital splay legs. This study demonstrates the feasibility of artificial random mutagenesis in pigs and opens an avenue for generating a reservoir of mutants for agricultural production and biomedical research.