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1.
Bioinformation ; 20(7): 700-704, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-39309552

RESUMO

Omics studies use large-scale high-throughput data to explain changes underlying different traits or conditions. However, omics analysis often results in long lists of pathways that are difficult to interpret. Therefore, it is of interest to describe a tool named PAVER (Pathway Analysis Visualization with Embedding Representations) for large scale genomic analysis. PAVER curates similar pathways into groups, identifies the pathway most representative of each group, and provides publication-ready intuitive visualizations. PAVER clusters pathways defined by their vector embedding representations and then identifies the term most cosine similar to its respective cluster's average embedding. PAVER can integrate multiple pathway analyses, highlight relevant biological insights, and work with any pathway database.

2.
Cancer Genomics Proteomics ; 21(4): 350-360, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-38944422

RESUMO

BACKGROUND/AIM: Uveal melanoma is an ocular malignancy whose prognosis severely worsens following metastasis. In order to improve the understanding of molecular physiology of metastatic uveal melanoma, we identified genes and pathways implicated in metastatic vs non-metastatic uveal melanoma. PATIENTS AND METHODS: A previously published dataset from Gene Expression Omnibus (GEO) was used to identify differentially expressed genes between metastatic and non-metastatic samples as well as to conduct pathway and perturbagen analyses using Gene Set Enrichment Analysis (GSEA), EnrichR, and iLINCS. RESULTS: In male metastatic uveal melanoma samples, the gene LOC401052 is significantly down-regulated and FHDC1 is significantly up-regulated compared to non-metastatic male samples. In female samples, no significant differently expressed genes were found. Additionally, we identified many significant up-regulated immune response pathways in male metastatic uveal melanoma, including "T cell activation in immune response". In contrast, many top up-regulated female pathways involve iron metabolism, including "heme biosynthetic process". iLINCS perturbagen analysis identified that both male and female samples have similar discordant activity with growth factor receptors, but only female samples have discordant activity with progesterone receptor agonists. CONCLUSION: Our results from analyzing genes, pathways, and perturbagens demonstrate differences in metastatic processes between sexes.


Assuntos
Perfilação da Expressão Gênica , Melanoma , Neoplasias Uveais , Humanos , Neoplasias Uveais/genética , Neoplasias Uveais/patologia , Neoplasias Uveais/metabolismo , Melanoma/genética , Melanoma/patologia , Melanoma/metabolismo , Feminino , Masculino , Metástase Neoplásica , Regulação Neoplásica da Expressão Gênica , Transcriptoma , Fatores Sexuais
3.
Sci Adv ; 10(43): eadn7573, 2024 Oct 25.
Artigo em Inglês | MEDLINE | ID: mdl-39453995

RESUMO

Social dominance is essential for maintaining a stable society and has both positive and negative impacts on social animals, including humans. However, the regulatory mechanisms governing social dominance, as well as the crucial regulators and biomarkers involved, remain poorly understood. We discover that mice lacking acid-sensing ion channel 2 (ASIC2) exhibit persistently higher social dominance than their wild-type cagemates. Conversely, overexpression of ASIC2 in the medial prefrontal cortex reverses the dominance hierarchy observed in ASIC2 knockout (Asic2-/-) mice. Asic2-/- neurons exhibit increased synaptic transmission and plasticity, potentially mediated by protein kinase A signaling pathway. Furthermore, ASIC2 plays distinct functional roles in excitatory and inhibitory neurons, thereby modulating the balance of neuronal activities underlying social dominance behaviors-a phenomenon suggestive of a cell subtype-specific mechanism. This research lays the groundwork for understanding the mechanisms of social dominance, offering potential insights for managing social disorders, such as depression and anxiety.


Assuntos
Canais Iônicos Sensíveis a Ácido , Camundongos Knockout , Córtex Pré-Frontal , Predomínio Social , Animais , Córtex Pré-Frontal/metabolismo , Canais Iônicos Sensíveis a Ácido/metabolismo , Canais Iônicos Sensíveis a Ácido/genética , Camundongos , Neurônios/metabolismo , Transmissão Sináptica , Masculino , Plasticidade Neuronal , Comportamento Animal , Proteínas Quinases Dependentes de AMP Cíclico/metabolismo , Transdução de Sinais
4.
Sci Adv ; 10(25): eadk2299, 2024 06 21.
Artigo em Inglês | MEDLINE | ID: mdl-38896614

RESUMO

Noise-induced hearing loss (NIHL) is a common sensorineural hearing impairment that lacks U.S. Food and Drug Administration-approved drugs. To fill the gap in effective screening models, we used an in silico transcriptome-based drug screening approach, identifying 22 biological pathways and 64 potential small molecule treatments for NIHL. Two of these, afatinib and zorifertinib [epidermal growth factor receptor (EGFR) inhibitors], showed efficacy in zebrafish and mouse models. Further tests with EGFR knockout mice and EGF-morpholino zebrafish confirmed their protective role against NIHL. Molecular studies in mice highlighted EGFR's crucial involvement in NIHL and the protective effect of zorifertinib. When given orally, zorifertinib was found in the perilymph with favorable pharmacokinetics. In addition, zorifertinib combined with AZD5438 (a cyclin-dependent kinase 2 inhibitor) synergistically prevented NIHL in zebrafish. Our results underscore the potential for in silico transcriptome-based drug screening in diseases lacking efficient models and suggest EGFR inhibitors as potential treatments for NIHL, meriting clinical trials.


Assuntos
Receptores ErbB , Perda Auditiva Provocada por Ruído , Transcriptoma , Peixe-Zebra , Animais , Receptores ErbB/antagonistas & inibidores , Receptores ErbB/metabolismo , Receptores ErbB/genética , Camundongos , Perda Auditiva Provocada por Ruído/tratamento farmacológico , Perda Auditiva Provocada por Ruído/metabolismo , Perda Auditiva Provocada por Ruído/genética , Modelos Animais de Doenças , Simulação por Computador , Inibidores de Proteínas Quinases/farmacologia , Humanos , Avaliação Pré-Clínica de Medicamentos , Camundongos Knockout , Perfilação da Expressão Gênica
5.
Sci Transl Med ; 16(759): eadn2140, 2024 Aug 07.
Artigo em Inglês | MEDLINE | ID: mdl-39110778

RESUMO

Hearing loss is a major health concern in our society, affecting more than 400 million people worldwide. Among the causes, aminoglycoside therapy can result in permanent hearing loss in 40% to 60% of patients receiving treatment, and despite these high numbers, no drug for preventing or treating this type of hearing loss has yet been approved by the US Food and Drug Administration. We have previously conducted high-throughput screenings of bioactive compounds, using zebrafish as our discovery platform, and identified piplartine as a potential therapeutic molecule. In the present study, we expanded this work and characterized piplartine's physicochemical and therapeutic properties. We showed that piplartine had a wide therapeutic window and neither induced nephrotoxicity in vivo in zebrafish nor interfered with aminoglycoside antibacterial activity. In addition, a fluorescence-based assay demonstrated that piplartine did not inhibit cytochrome C activity in microsomes. Coadministration of piplartine protected from kanamycin-induced hair cell loss in zebrafish and protected hearing function, outer hair cells, and presynaptic ribbons in a mouse model of kanamycin ototoxicity. Last, we investigated piplartine's mechanism of action by phospho-omics, immunoblotting, immunohistochemistry, and molecular dynamics experiments. We found an up-regulation of AKT1 signaling in the cochleas of mice cotreated with piplartine. Piplartine treatment normalized kanamycin-induced up-regulation of TRPV1 expression and modulated the gating properties of this receptor. Because aminoglycoside entrance to the inner ear is, in part, mediated by TRPV1, these results suggested that by regulating TRPV1 expression, piplartine blocked aminoglycoside's entrance, thereby preventing the long-term deleterious effects of aminoglycoside accumulation in the inner ear compartment.


Assuntos
Aminoglicosídeos , Perda Auditiva , Canais de Cátion TRPV , Peixe-Zebra , Animais , Canais de Cátion TRPV/metabolismo , Aminoglicosídeos/farmacologia , Perda Auditiva/induzido quimicamente , Perda Auditiva/metabolismo , Perda Auditiva/prevenção & controle , Perda Auditiva/patologia , Camundongos , Ototoxicidade/metabolismo , Canamicina , Dioxolanos/farmacologia , Piperidonas
6.
bioRxiv ; 2023 Jun 09.
Artigo em Inglês | MEDLINE | ID: mdl-37333346

RESUMO

Noise-Induced Hearing Loss (NIHL) represents a widespread disease for which no therapeutics have been approved by the Food and Drug Administration (FDA). Addressing the conspicuous void of efficacious in vitro or animal models for high throughput pharmacological screening, we utilized an in silico transcriptome-oriented drug screening strategy, unveiling 22 biological pathways and 64 promising small molecule candidates for NIHL protection. Afatinib and zorifertinib, both inhibitors of the Epidermal Growth Factor Receptor (EGFR), were validated for their protective efficacy against NIHL in experimental zebrafish and murine models. This protective effect was further confirmed with EGFR conditional knockout mice and EGF knockdown zebrafish, both demonstrating protection against NIHL. Molecular analysis using Western blot and kinome signaling arrays on adult mouse cochlear lysates unveiled the intricate involvement of several signaling pathways, with particular emphasis on EGFR and its downstream pathways being modulated by noise exposure and Zorifertinib treatment. Administered orally, Zorifertinib was successfully detected in the perilymph fluid of the inner ear in mice with favorable pharmacokinetic attributes. Zorifertinib, in conjunction with AZD5438 - a potent inhibitor of cyclin dependent kinase 2 - produced synergistic protection against NIHL in the zebrafish model. Collectively, our findings underscore the potential application of in silico transcriptome-based drug screening for diseases bereft of efficient screening models and posit EGFR inhibitors as promising therapeutic agents warranting clinical exploration for combatting NIHL. Highlights: In silico transcriptome-based drug screens identify pathways and drugs against NIHL.EGFR signaling is activated by noise but reduced by zorifertinib in mouse cochleae.Afatinib, zorifertinib and EGFR knockout protect against NIHL in mice and zebrafish.Orally delivered zorifertinib has inner ear PK and synergizes with a CDK2 inhibitor.

7.
Sci Rep ; 12(1): 17300, 2022 10 15.
Artigo em Inglês | MEDLINE | ID: mdl-36243751

RESUMO

Protein kinases and their substrates form signaling networks partitioned across subcellular compartments to facilitate critical biological processes. While the subcellular roles of many individual kinases have been elucidated, a comprehensive assessment of the synaptic subkinome is lacking. Further, most studies of kinases focus on transcript, protein, and/or phospho-protein expression levels, providing an indirect measure of protein kinase activity. Prior work suggests that gene expression levels are not a good predictor of protein function. Thus, we assessed global serine/threonine protein kinase activity profiles in synaptosomal, nuclear, and cytosolic fractions from rat frontal cortex homogenate using peptide arrays. Comparisons made between fractions demonstrated differences in overall protein kinase activity. Upstream kinase analysis revealed a list of cognate kinases that were enriched in the synaptosomal fraction compared to the nuclear fraction. We identified many kinases in the synaptic fraction previously implicated in this compartment, while also identifying other kinases with little or no evidence for synaptic localization. Our results show the feasibility of assessing subcellular fractions with peptide activity arrays, as well as suggesting compartment specific activity profiles associated with established and novel kinases.


Assuntos
Peptídeos , Proteínas Quinases , Animais , Peptídeos/metabolismo , Fosforilação , Proteínas Quinases/metabolismo , Ratos , Serina/metabolismo , Frações Subcelulares/metabolismo , Treonina/metabolismo
8.
Biomed Pharmacother ; 138: 111437, 2021 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-33691249

RESUMO

Hyperinflammatory response caused by infections such as Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2) increases organ failure, intensive care unit admission, and mortality. Cytokine storm in patients with Coronavirus Disease 2019 (COVID-19) drives this pattern of poor clinical outcomes and is dependent upon the activity of the transcription factor complex nuclear factor kappa-light-chain-enhancer of activated B cells (NF-kappaB) and its downstream target gene interleukin 6 (IL6) which interacts with IL6 receptor (IL6R) and the IL6 signal transduction protein (IL6ST or gp130) to regulate intracellular inflammatory pathways. In this study, we compare transcriptomic signatures from a variety of drug-treated or genetically suppressed (i.e. knockdown) cell lines in order to identify a mechanism by which antidepressants such as fluoxetine demonstrate non-serotonergic, anti-inflammatory effects. Our results demonstrate a critical role for IL6ST and NF-kappaB Subunit 1 (NFKB1) in fluoxetine's ability to act as a potential therapy for hyperinflammatory states such as asthma, sepsis, and COVID-19.


Assuntos
Anti-Inflamatórios/uso terapêutico , Tratamento Farmacológico da COVID-19 , Receptor gp130 de Citocina/genética , Síndrome da Liberação de Citocina/tratamento farmacológico , Fluoxetina/uso terapêutico , Subunidade p50 de NF-kappa B/genética , SARS-CoV-2 , Anti-Inflamatórios/farmacologia , Fluoxetina/farmacologia , Humanos
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