RESUMO
Gliomas are lethal and aggressive form of brain tumors with resistance to conventional radiation and cytotoxic chemotherapies; inviting continuous efforts for drug discovery and drug delivery. Interestingly, small molecule hybrids are one such pharmacophore that continues to capture interest owing to their pluripotent medicinal effects. Accordingly, we earlier reported synthesis of potent Styryl-cinnamate hybrids (analogues of Salvianolic acid F) along with its plausible mode of action (MOA). We explored iTRAQ-LC/MS-MS technique to deduce differentially expressed landscape of native & phospho-proteins in treated glioma cells. Based on this, Protein-Protein Interactome (PPI) was looked into by employing computational tools and further validated in vitro. We hereby report that the Styryl-cinnamate hybrid, an analogue of natural Salvianolic acid F, alters key regulatory proteins involved in translation, cytoskeleton development, bioenergetics, DNA repair, angiogenesis and ubiquitination. Cell cycle analysis dictates arrest at G0/G1 stage along with reduced levels of cyclin D; involved in G1 progression. We discovered that Styryl-cinnamate hybrid targets glioma by intrinsically triggering metabolite-mediated stress. Various oncological circuits alleviated by the potential drug candidate strongly supports the role of such pharmacophores as anticancer drugs. Although, further analysis of SC hybrid in treating xenografts or solid tumors is yet to be explored but their candidature has gained huge impetus through this study. This study equips us better in understanding the shift in proteomic landscape after treating glioma cells with SC hybrid. It also allows us to elicit molecular targets of this potential drug before progressing to preclinical studies.
Assuntos
Alcenos/farmacologia , Cinamatos/farmacologia , Glioma/tratamento farmacológico , Polifenóis/farmacologia , Bibliotecas de Moléculas Pequenas/farmacologia , Alcenos/síntese química , Alcenos/química , Animais , Linhagem Celular Tumoral , Proliferação de Células/efeitos dos fármacos , Cinamatos/síntese química , Cinamatos/química , Química Computacional , Ciclina D/genética , Regulação Neoplásica da Expressão Gênica/efeitos dos fármacos , Glioma/genética , Glioma/patologia , Xenoenxertos , Humanos , Camundongos , Proteínas de Neoplasias/genética , Polifenóis/síntese química , Polifenóis/química , Mapas de Interação de Proteínas/efeitos dos fármacos , Proteômica , Bibliotecas de Moléculas Pequenas/síntese químicaRESUMO
Currently, no licensed vaccine is available for human visceral leishmaniasis (VL), a fatal disease caused by the protozoan parasite Leishmania donovani. Two of our live attenuated L. donovani vaccine candidates, either deleted for Centrin1 (LdCen1-/-) or p27 gene (Ldp27-/-), that display reduced growth in macrophages were studied to be safe, immunogenic and protective against VL in various animal models. This report involves the identification of differentially expressed proteins, their related pathways and its underlying mechanism in the intracellular stage of these parasites, using Isobaric Tags for Relative and Absolute Quantitation (iTRAQ) methods. Out of 50-60 proteins, found to be differentially expressed in these mutant parasites, 36 were found to be common in both the parasites. Such proteins mainly belong to the functional categories viz. metabolic enzymes, chaperones and stress proteins, proteins involved in translation, processing and transport and proteins involved in nucleic acid processing. Proteins known to be host protective, like Glyceraldehyde-3-phosphate dehydrogenase (GAPDH), cytochrome c, calreticulin and those responsible for inducing immune response, namely tubulins, DEAD box RNA helicases, HSP70 and tryparedoxin, have been detected to be modulated in these parasites. Such proteins could be predicted as biomarkers, with further scope of study for their role in growth attenuation. SIGNIFICANCE: This study aims at predicting proteomic biomarkers of Leishmania parasite growth attenuation, that have immunomodulatory role in the disease leishmaniasis. Advanced studies could be helpful in establishing the role of these identified proteins in parasitic virulence and to predict the host interaction at molecular level. Also, these proteins could be exploited as attenuation markers during the development of genetically modified live attenuated parasites as vaccine candidates. These could be cross validated in varied species of Leishmania and other tyrpanosomatids for similar response towards identifying them as universal biomarkers of attenuation.
Assuntos
Leishmania donovani , Leishmaniose Visceral , Animais , Humanos , Leishmaniose Visceral/prevenção & controle , Combinação Trimetoprima e Sulfametoxazol , Proteômica , Biomarcadores , Leishmania donovani/genética , Vacinas AtenuadasRESUMO
Unmanagable bleeding during combats, road accidents, and intraoperative or external injuries causes a significant rise in mortality. Any biomaterial that can intensify hemostasis, and reduce complications, can reduce mortality and increase the survivability of the subjects. In the present research, we attempted to develop a multifunctional surgical sealant (MfSS) by integrating fast disintegrating film (FDF), nanoporous fibers reinforced composite scaffold (NFRCS), and a flexible silicon layer (FSL). By integrating FDF, NFRCS, and FSL, MfSS was developed. MfSS comprises four layers: two FDFs, one NFRCS, and one FSL. The FSL was surface coated with tissue adhesive glue that retains the MfSS at the application and controls the pressure excited by the blood. The multi-functionality of the MfSS was attained by loading tranexamic acid (TXA) and Epigallocatechin gallate (EGCG) in FDF. The developed FDFs rapidly disintegrate at the application site in the blood pool, help attain high drug concentrations at the application site, and prevent drug washout because of blood. The in vitro characterization studies confirm the possibility of developing the MfSS with four different layers and FDF disintegration in citrated rat blood. The in vivo BCT assay confirms the MfSS activates and intensifies the blood coagulation process in two animal models. The MfSS could regulate the microenvironment, and TXA and EGCG loaded in the FDF could act at the cellular level, resulting in better wound healing in the excision wound model.
Assuntos
Segurança do Paciente , Ácido Tranexâmico , Animais , Ratos , Coagulação Sanguínea , Materiais Biocompatíveis , Bioensaio , SilícioRESUMO
Although machine learning (ML) has shown promise across disciplines, out-of-sample generalizability is concerning. This is currently addressed by sharing multi-site data, but such centralization is challenging/infeasible to scale due to various limitations. Federated ML (FL) provides an alternative paradigm for accurate and generalizable ML, by only sharing numerical model updates. Here we present the largest FL study to-date, involving data from 71 sites across 6 continents, to generate an automatic tumor boundary detector for the rare disease of glioblastoma, reporting the largest such dataset in the literature (n = 6, 314). We demonstrate a 33% delineation improvement for the surgically targetable tumor, and 23% for the complete tumor extent, over a publicly trained model. We anticipate our study to: 1) enable more healthcare studies informed by large diverse data, ensuring meaningful results for rare diseases and underrepresented populations, 2) facilitate further analyses for glioblastoma by releasing our consensus model, and 3) demonstrate the FL effectiveness at such scale and task-complexity as a paradigm shift for multi-site collaborations, alleviating the need for data-sharing.
Assuntos
Big Data , Glioblastoma , Humanos , Aprendizado de Máquina , Doenças Raras , Disseminação de InformaçãoRESUMO
Rationale and Objectives: To build a machine learning-based diagnostic model that can accurately distinguish adult supratentorial extraventricular ependymoma (STEE) from similarly appearing high-grade gliomas (HGG) using quantitative radiomic signatures from a multi-parametric MRI framework. Materials and Methods: We computed radiomic features on the preprocessed and segmented tumor masks from a pre-operative multimodal MRI dataset [contrast-enhanced T1 (T1ce), T2, fluid-attenuated inversion recovery (FLAIR), apparent diffusion coefficient (ADC)] from STEE (n = 15), HGG-Grade IV (HGG-G4) (n = 24), and HGG-Grade III (HGG-G3) (n = 36) patients, followed by an optimum two-stage feature selection and multiclass classification. Performance of multiple classifiers were evaluated on both unimodal and multimodal feature sets and most discriminative radiomic features involved in classification of STEE from HGG subtypes were obtained. Results: Multimodal features demonstrated higher classification performance over unimodal feature set in discriminating STEE and HGG subtypes with an accuracy of 68% on test data and above 80% on cross validation, along with an overall above 90% specificity. Among unimodal feature sets, those extracted from FLAIR demonstrated high classification performance in delineating all three tumor groups. Texture-based radiomic features particularly from FLAIR were most important in discriminating STEE from HGG-G4, whereas first-order features from T2 and ADC consistently ranked higher in differentiating multiple tumor groups. Conclusions: This study illustrates the utility of radiomics-based multimodal MRI framework in accurately discriminating similarly appearing adult STEE from HGG subtypes. Radiomic features from multiple MRI modalities could capture intricate and complementary information for a robust and highly accurate multiclass tumor classification.
RESUMO
So far, near-infrared (NIR) light responsive nanostructures have been well-defined in cancer nanomedicine. However, poor penetration and retention in tumors are the limiting factors. Here, we report the ultrahigh penetration and retention of carbanosilica (graphene quantum dots, GQDs embedded mesoporous silica) in solid tumors. After NIR light exposure, quick (0.5 h) emission from the tumor area is observed that is further retained up to a week (tested up to 10 days) with a single dose administration of nanohybrids. Emissive and photothermally active GQDs and porous silica shell (about 31% drug loading) make carbanosilica a promising nanotheranostic agent exhibiting 68.75% tumor shrinking compared to without NIR light exposure (34.48%). Generated heat (â¼52 °C) alters the permeability of tumor enhancing the accumulation of nanotheranostics into the tumor environment. Successive tumor imaging ensures the prolonged follow-up of image guided tumor regression due to synergistic therapeutic effect of nanohybrids.
Assuntos
Neoplasias/terapia , Dióxido de Silício/uso terapêutico , Grafite/química , Humanos , Nanopartículas/química , Pontos Quânticos/química , Dióxido de Silício/farmacologiaRESUMO
Management of severe malaria remains a critical global challenge. In this study, using a multiplexed quantitative proteomics pipeline we systematically investigated the plasma proteome alterations in non-severe and severe malaria patients. We identified a few parasite proteins in severe malaria patients, which could be promising from a diagnostic perspective. Further, from host proteome analysis we observed substantial modulations in many crucial physiological pathways, including lipid metabolism, cytokine signaling, complement, and coagulation cascades in severe malaria. We propose that severe manifestations of malaria are possibly underpinned by modulations of the host physiology and defense machinery, which is evidently reflected in the plasma proteome alterations. Importantly, we identified multiple blood markers that can effectively define different complications of severe falciparum malaria, including cerebral syndromes and severe anemia. The ability of our identified blood markers to distinguish different severe complications of malaria may aid in developing new clinical tests for monitoring malaria severity.
Assuntos
Malária Falciparum/diagnóstico , Malária Falciparum/patologia , Proteômica/métodos , Anemia/diagnóstico , Anemia/patologia , Biomarcadores/sangue , Dengue/diagnóstico , Dengue/metabolismo , Dengue/patologia , Humanos , Malária Falciparum/metabolismo , Malária Vivax/sangue , Malária Vivax/metabolismo , Malária Vivax/patologiaRESUMO
Dengue fever (DF) is a major global health burden with a pathophysiology that is still incompletely understood. Biomarkers that predict and explain susceptibility to DF and its progression to its more severe hemorrhagic form are much needed. DF is endemic in tropical and subtropical regions of the world, with a rapidly increasing incidence of disease severity. We conducted a clinical biomarker discovery study using both a case-control and longitudinal study design. Plasma proteome alterations in patients with DF (n = 12) and dengue hemorrhagic fever (DHF, n = 24) were analyzed in comparison to healthy controls (HCs, n = 16), using the isobaric tags for relative and absolute quantification (iTRAQ)-based quantitative proteomics methodology (false discovery rate of 1%, ≥2 peptides). Several proteins such as the alpha-2 macroglobulin, angiotensinogen, apolipoprotein B-100, serotransferrin, and ceruloplasmin were upregulated (fold change >1.2) in all DHF cases, and downregulated in DF (fold change <0.83), compared with HCs. Plasma cytokine profiling (8 DF, 8 DHF, and 8 HC) on two consecutive time points, at day 0 (day of admission) and days 5-7, found significant elevation in IL-1RA, IL-7, TNF-α, MCP1-MCAF, and MIP-1ß levels, but only in the DHF cases, which is the severe disease, and not in DF, compared with HCs (p < 0.05). These new observations on changes in the plasma proteome and cytokine profiles in patients with dengue infection identify several putative molecular leads for future biomarker development and precision medicine in relation to forecasting DF disease severity.
Assuntos
Biomarcadores/sangue , Citocinas/sangue , Dengue/diagnóstico , Proteômica/métodos , Índice de Gravidade de Doença , Adolescente , Adulto , Estudos de Casos e Controles , Dengue/sangue , Doenças Endêmicas , Feminino , Humanos , Incidência , Estudos Longitudinais , Masculino , Pessoa de Meia-Idade , Medicina de Precisão , Fatores de TempoRESUMO
Downy mildew is one of the severe diseases of pearl millet, globally affecting its commercial production. Priming of seeds of a susceptible cultivar of pearl millet with ß-aminobutyric acid (BABA) and Pseudomonas fluorescens has reduced the downy mildew disease incidence level under field studies. In the current study, proteomic approach was used to elucidate the poorly studied resistance mechanism in these elicitor primed pearl millet seeds in response to Sclerospora graminicola infection. 2DE-MS/MS based proteomic approach revealed that majority of the 63 differentially accumulated (p≤0.05) proteins associated with energy and metabolism followed by stress and defense category. Multivariate statistics disclosed that infection caused by the pathogen rather than elicitor treatment had a major influence on the dynamics of protein abundance. Mechanism of priming mediated by BABA and P. fluorescens were different from each other as evident by the protein abundance profile of hierarchical clustering analysis. Over-representation of proteins pertaining to glucose metabolism suggests that seed priming ensures plant protection against disease without compromising its normal growth and development. In addition the study forms a basis for future investigation by functional analysis of these differentially accumulated proteins to further unravel the resistance mechanism of elicitor primed plant against the S. graminicola. BIOLOGICAL SIGNIFICANCE: The study is based on the comparative proteomic analysis between BABA and P. fluorescens mediated resistance in pearl millet, in response to downy mildew causing biotroph - S. graminicola. To our knowledge, this article is the first to report on seedling proteome of pearl millet whose genome is not yet sequenced. In addition, the study also provides clue for the plausible antagonistic cross-talk that might exist between jasmonic acid signaling and salicylic acid signaling in SAR and ISR mediated resistance by BABA and P. fluorescens against the downy mildew pathogen. Furthermore, pearl millet seedling proteome being perturbed by pathogen inoculation was more apparent than that caused by elicitor treatment, as revealed by multivariate statistics like PCA. Analysis by gene enrichment tools further revealed that the glucose metabolism pathway was majorly being affected in our study. This could be attributed to the essential balance that is being maintained in energy diversion towards stress and normal physiological process due to the priming effect of the elicitors against biotic stress.