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1.
Postgrad Med J ; 2024 Aug 05.
Artigo em Inglês | MEDLINE | ID: mdl-39102373

RESUMO

BACKGROUND: With the rapid advancement of deep learning network technology, the application of facial recognition technology in the medical field has received increasing attention. OBJECTIVE: This study aims to systematically review the literature of the past decade on facial recognition technology based on deep learning networks in the diagnosis of rare dysmorphic diseases and facial paralysis, among other conditions, to determine the effectiveness and applicability of this technology in disease identification. METHODS: This study followed the Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines for literature search and retrieved relevant literature from multiple databases, including PubMed, on 31 December 2023. The search keywords included deep learning convolutional neural networks, facial recognition, and disease recognition. A total of 208 articles on facial recognition technology based on deep learning networks in disease diagnosis over the past 10 years were screened, and 22 articles were selected for analysis. The meta-analysis was conducted using Stata 14.0 software. RESULTS: The study collected 22 articles with a total sample size of 57 539 cases, of which 43 301 were samples with various diseases. The meta-analysis results indicated that the accuracy of deep learning in facial recognition for disease diagnosis was 91.0% [95% CI (87.0%, 95.0%)]. CONCLUSION: The study results suggested that facial recognition technology based on deep learning networks has high accuracy in disease diagnosis, providing a reference for further development and application of this technology.

2.
Postgrad Med J ; 2024 Jul 31.
Artigo em Inglês | MEDLINE | ID: mdl-39082396

RESUMO

BACKGROUND: The challenges posed by an aging society are increasingly recognized, particularly regarding the potential impacts of high-fat diets and the trend toward younger ages of disease onset. The purpose of this study was to clarify the relationships between the prevalence of stroke in the general US population and PhenoAge (PA) and PhenoAgeAccel (PAA). METHODS: Key methods included a correlation heatmap to explore linear relationships between some of the variables and weighted multivariable logistic regression to assess associations between PA, PAA, and stroke. Restricted cubic spline (RCS) analysis was used to investigate nonlinear relationships and dose-response effects. The ability of the PAA to predict stroke risk was assessed by a nomogram model and a receiver operating characteristic curve. RESULTS: After adjusting for confounding variables, both continuous and categorical PA and PAA were significantly associated with stroke prevalence. RCS analysis revealed a significant nonlinear relationship between PA and stroke prevalence. Further subgroup RCS analysis indicated that maintaining PA below 31.6 could provide greater benefits across all races and genders, specifically for individuals aged 40-80 years and those who are overweight or obese. CONCLUSION: This study highlights the importance of stroke prevention in overweight and obese populations. Monitoring intermediary factors such as high-density lipoprotein cholesterol and waist circumference may reduce stroke risk. Additionally, PA and PAA may serve as novel markers for stroke, offering new directions for health management in an aging society.

3.
Nanoscale ; 16(20): 9953-9965, 2024 May 23.
Artigo em Inglês | MEDLINE | ID: mdl-38693876

RESUMO

Sonodynamic therapy (SDT) is an advanced non-invasive cancer treatment strategy with moderate tissue penetration, less invasiveness and a reliable curative effect. However, due to the low stability, potential bio-toxicity and lack of tumor targeting capability of most sonosensitizers, the vast clinical application of SDT has been challenging and limited. Therefore, it is desirable to develop a novel approach to implement sonosensitizers to SDT for cancer treatments. In this study, an amphiphilic polypeptide was designed to effectively encapsulate rose bengal (RB) as a model sonosensitizer to form peptido-nanomicelles (REPNs). The as-fabricated REPNs demonstrated satisfactory tumor targeting and fluorescence performances, which made them superb imaging tracers in vivo. In the meantime, they generated considerable amounts of reactive oxygen species (ROS) to promote tumor cell apoptosis under ultrasound irradiation and showed excellent anti-tumor performance without obvious side effects. These engineered nanomicelles in combination with medical ultrasound may be used to achieve integrin αvß3-targeted sonodynamic therapy against breast cancer, and it is also a promising non-invasive cancer treatment strategy for clinical translations.


Assuntos
Neoplasias da Mama , Integrina alfaVbeta3 , Micelas , Peptídeos , Terapia por Ultrassom , Animais , Feminino , Humanos , Camundongos , Apoptose/efeitos dos fármacos , Neoplasias da Mama/tratamento farmacológico , Neoplasias da Mama/patologia , Linhagem Celular Tumoral , Integrina alfaVbeta3/metabolismo , Camundongos Endogâmicos BALB C , Camundongos Nus , Nanopartículas/química , Nanopartículas/uso terapêutico , Peptídeos/química , Peptídeos/farmacologia , Espécies Reativas de Oxigênio/metabolismo , Rosa Bengala/química , Rosa Bengala/farmacologia
4.
Nanoscale ; 16(15): 7547-7558, 2024 Apr 18.
Artigo em Inglês | MEDLINE | ID: mdl-38501312

RESUMO

The concept of combining external medical stimuli with internal functional biomaterials to achieve cancer-oriented treatments is being emergingly developed. Optical and acoustical activations have shown particular promise as non-invasive regulation modalities in cancer treatment and intervention. It is always challenging to leverage the contributions of optical and acoustical stimuli and find appropriate biomaterials to optimally match them. Herein, a type of hybrid nanomicelle (ICG@PEP@HA) containing ICG as a photo/sonosensitizer, an amphiphilic peptide for membrane penetration and hyaluronic acid for cluster determinant 44 (CD44) targeting was fabricated. Triggered by the external stimuli of laser and US irradiation, their photo/sonothermal performance, in vitro reactive oxygen species (ROS) production capability and tumor-targeting efficiency have been systematically evaluated. It was interestingly found that the external stimulus of laser irradiation induced a greater quantity of ROS, which resulted in significant cell apoptosis and tumor growth inhibition in the presence of ICG@PEP@HA. The individual analyses and corresponding rationales have been investigated. Meanwhile, these hybrid nanomicelles were administered into MDA-MB-231 tumor-bearing nude mice for PDT and SDT therapies and their biocompatibility assessment, and a prevailing PDT efficacy and reliable bio-safety have been evidenced based on the hematological analysis and histochemical staining. In summary, this study has validated a novel pathway to utilize these hybrid nanomicelles for laser/US-triggered localized tumor treatment, and the treatment efficiency may be leveraged by different external stimuli sources. It is also expected to give rise to full accessibility to clinical translations for human cancer treatments by means of the as-reported laser/US-nanomicelle combination strategy.


Assuntos
Hipertermia Induzida , Nanopartículas , Neoplasias , Fotoquimioterapia , Animais , Camundongos , Humanos , Camundongos Nus , Espécies Reativas de Oxigênio/metabolismo , Hipertermia Induzida/métodos , Fotoquimioterapia/métodos , Neoplasias/tratamento farmacológico , Materiais Biocompatíveis/uso terapêutico , Linhagem Celular Tumoral , Nanopartículas/uso terapêutico
5.
ACS Appl Mater Interfaces ; 16(3): 4071-4088, 2024 Jan 24.
Artigo em Inglês | MEDLINE | ID: mdl-38194589

RESUMO

Surgical resection remains the most common method of tumor treatment; however, the high recurrence and metastasis after surgery need to be solved urgently. Herein, we report an injectable zwitterionic hydrogel based on "thiol-ene" click chemistry containing doxorubicin (DOX) and a macrophage membrane (MM)-coated 1-methyl-tryptophan (1-MT)-loaded polyamide-amine dendrimer (P-DOX/1MT) for preventing the postoperative recurrence of tumors. The results indicated that P-DOX/1MT@MM exhibited enhanced recognition and uptake of the dendrimer by tumor cells and induced the immunogenic cell death. In the mice tumor model, the P-DOX/1MT@MM-Gel exhibited high therapeutic efficiency, which could significantly reduce the recurrence of the tumor, including suppressing tumor growth, promoting dendritic cell maturation, and increasing tumor-infiltrating cytotoxic T lymphocytes. The mechanism analysis revealed that the hydrogel greatly reduces the side effects to normal tissues and significantly improves its therapeutic effect. 1MT in the hydrogel is released more rapidly, improving the tumor suppressor microenvironment and increasing the tumor cell sensitivity to DOX. Then, the DOX in the P-DOX/1MT@MM effectively eliminatedo the residual tumor cells and exerted enhanced toxicity. In conclusion, this novel injectable hydrogel that combines chemotherapy and immunotherapy has the property of sequential drug release and is a promising strategy for preventing the postoperative recurrence of tumors.


Assuntos
Dendrímeros , Neoplasias , Animais , Camundongos , Hidrogéis/química , Micelas , Dendrímeros/farmacologia , Dendrímeros/uso terapêutico , Neoplasias/tratamento farmacológico , Doxorrubicina/química , Imunoterapia , Linhagem Celular Tumoral , Microambiente Tumoral
6.
Asian J Pharm Sci ; 18(5): 100851, 2023 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-37915760

RESUMO

Growing evidence suggests that the presence of cancer stem cells (CSCs) is a major challenge in current tumor treatments, especially the transition from non-CSCs to differentiation of CSCs for evading conventional therapies and driving metastasis. Here we propose a therapeutic strategy of synergistic differentiation therapy and phototherapy to induce differentiation of CSCs into mature tumor cells by differentiation inducers and synergistic elimination of them and normal cancer cells through phototherapy. In this work, we synthesized a biomimetic nanoplatform loaded with IR-780 and all-trans retinoic acid (ATRA) via biomineralization. This method can integrate aluminum ions into small-sized protein carriers to form nanoclusters, which undergo responsive degradation under acidic conditions and facilitate deep tumor penetration. With the help of CSC differentiation induced by ATRA, IR-780 inhibited the self-renewal of CSCs and cancer progression by generating hyperthermia and reactive oxygen species in a synergistic manner. Furthermore, ATRA can boost immunogenic cell death induced by phototherapy, thereby strongly causing a systemic anti-tumor immune response and efficiently eliminating CSCs and tumor cells. Taken together, this dual strategy represents a new paradigm of targeted eradication of CSCs and tumors by inducing CSC differentiation, improving photothermal therapy/photodynamic therapy and enhancing antitumor immunity.

7.
Medicine (Baltimore) ; 102(47): e36265, 2023 Nov 24.
Artigo em Inglês | MEDLINE | ID: mdl-38013317

RESUMO

This study aims to identify common molecular biomarkers between amyotrophic lateral sclerosis (ALS) and depression using bioinformatics methods, in order to provide potential targets and new ideas and methods for the diagnosis and treatment of these diseases. Microarray datasets GSE139384, GSE35978 and GSE87610 were obtained from the Gene Expression Omnibus (GEO) database, and differentially expressed genes (DEGs) between ALS and depression were identified. After screening for overlapping DEGs, gene ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analyses were performed. Furthermore, a protein-protein interaction (PPI) network was constructed using the STRING database and Cytoscape software, and hub genes were identified. Finally, a network between miRNAs and hub genes was constructed using the NetworkAnalyst tool, and possible key miRNAs were predicted. A total of 357 genes have been identified as common DEGs between ALS and depression. GO and KEGG enrichment analyses of the 357 DEGs showed that they were mainly involved in cytoplasmic translation. Further analysis of the PPI network using Cytoscape and MCODE plugins identified 6 hub genes, including mitochondrial ribosomal protein S12 (MRPS12), poly(rC) binding protein 1 (PARP1), SNRNP200, PCBP1, small G protein signaling modulator 1 (SGSM1), and DNA methyltransferase 1 (DNMT1). Five possible target miRNAs, including miR-221-5p, miR-21-5p, miR-100-5p, miR-30b-5p, and miR-615-3p, were predicted by constructing a miRNA-gene network. This study used bioinformatics techniques to explore the potential association between ALS and depression, and identified potential biomarkers. These biomarkers may provide new ideas and methods for the early diagnosis, treatment, and monitoring of ALS and depression.


Assuntos
Esclerose Lateral Amiotrófica , MicroRNAs , Humanos , Esclerose Lateral Amiotrófica/diagnóstico , Esclerose Lateral Amiotrófica/genética , Depressão/diagnóstico , Depressão/genética , Perfilação da Expressão Gênica , MicroRNAs/genética , Biomarcadores , Redes Reguladoras de Genes , Biologia Computacional/métodos
8.
ACS Nano ; 17(24): 24883-24900, 2023 Dec 26.
Artigo em Inglês | MEDLINE | ID: mdl-37883579

RESUMO

Surgical resection is the first-line therapy for breast cancer. However, residual tumor cells and the highly immunosuppressive tumor microenvironment (TME) continue to have a serious impact on tumor recurrence and metastasis postresection. Implantation of an in situ hydrogel system postresection has shown to be an effective treatment with great clinical potential. Herein, an injectable zwitterionic hydrogel system was developed for local drug delivery with enhanced immune activation and prevention of tumor recurrence. Driven by electrostatic interactions, poly(sulfobetaine methacrylate) (PSBMA) self-assembles into a hydrogel in saline, achieving low protein adsorption and tunable biodegradability. The chemotherapy drug doxorubicin (DOX) was loaded into copper peroxide nanoparticles (CuO2/DOX), which were coated with macrophage membranes to form tumor-targeting nanoparticles (M/CuO2/DOX). Next, M/CuO2/DOX and the stimulator of interferon genes (STING) agonist 2',3'-cGAMP were coloaded into PSBMA hydrogel (Gel@M/CuO2/DOX/STING). The hydrophilic STING agonist was first released by diffusion from hydrogel to activate the STING pathway and upregulate interferon (IFN) signaling related genes, remodeling the immunosuppressive TME. Then, M/CuO2/DOX targeted the residual tumor cells, combining with DOX-induced DNA damage, immunogenic tumor cell death, and copper death. Hence, this work combines chemodynamic therapy with STING pathway activation in TME, encouraging residual tumor cell death, promoting the maturation of dendritic cells, enhancing tumor-specific CD8+ T cell infiltration, and preventing postoperative recurrence and metastasis.


Assuntos
Hidrogéis , Nanopartículas , Humanos , Recidiva Local de Neoplasia/tratamento farmacológico , Cobre , Neoplasia Residual/tratamento farmacológico , Microambiente Tumoral , Doxorrubicina/farmacologia , Doxorrubicina/uso terapêutico , Interferons , Linhagem Celular Tumoral
9.
Biomater Sci ; 11(18): 6325-6341, 2023 Sep 12.
Artigo em Inglês | MEDLINE | ID: mdl-37555273

RESUMO

Triple-negative breast cancer (TNBC) is one of the most aggressive cancers with an immunosuppressive microenvironment, and achieving a satisfactory effect from monotherapies, such as chemotherapy, photodynamic therapy (PDT) or immunotherapy, remains difficult. To solve this puzzle, a deepening synergistic therapy strategy of DNA damage and immunogenic cell death (ICD) stimuli was proposed. We engineered a doxorubicin (DOX) and 4-(hydroxymethyl) phenylboronic acid pinacol ester (PBAP) prodrug polymer, and encapsulated chlorin e6 (Ce6) to obtain the hyaluronidase (HAase) and H2O2 dual-sensitive responsive nanoparticles (Ce6/HDP NPs). The NPs displayed efficient intratumoral accumulation and cellular internalization properties due to the active targeting of the hyaluronic acid (HA). The dual DNA damage of the chemotherapy and ROS production directly caused tumor cell apoptosis. The strong ICD stimuli, which were induced by ROS production and GSH depletion, generated an amplified immunogenicity to activate tumor immunotherapy in vivo. In this manner, the NPs could significantly inhibit primary tumor, abscopal tumor, pulmonary metastasis and recurrent tumor in a subcutaneous 4T1 tumor model, with effective biosafety. This study has provided a promising deepening synergistic therapy strategy against TNBC.


Assuntos
Nanopartículas , Fotoquimioterapia , Porfirinas , Neoplasias de Mama Triplo Negativas , Humanos , Neoplasias de Mama Triplo Negativas/tratamento farmacológico , Espécies Reativas de Oxigênio/metabolismo , Peróxido de Hidrogênio , Morte Celular Imunogênica , Porfirinas/farmacologia , Linhagem Celular Tumoral , Fármacos Fotossensibilizantes , Microambiente Tumoral
10.
Sci Rep ; 13(1): 4180, 2023 03 13.
Artigo em Inglês | MEDLINE | ID: mdl-36914737

RESUMO

We aimed to identify the molecular biomarkers of MDD disease progression to uncover potential mechanisms of major depressive disorder (MDD). In this study, three microarray data sets, GSE44593, GSE12654, and GSE54563, were cited from the Gene Expression Omnibus database for performance evaluation. To perform molecular functional enrichment analyses, differentially expressed genes (DEGs) were identified, and a protein-protein interaction network was configured using the Search Tool for the Retrieval of Interacting Genes/Proteins and Cytoscape. To assess multi-purpose functions and pathways, such as signal transduction, plasma membrane, protein binding, and cancer pathways, a total of 220 DEGs, including 143 upregulated and 77 downregulated genes, were selected. Additionally, six central genes were observed, including electron transport system variant transcription factor 6, FMS-related receptor tyrosine kinase 3, carnosine synthetase 1, solute carrier family 22 member 13, prostaglandin endoperoxide synthetase 2, and protein serine kinase H1, which had a significant impact on cell proliferation, extracellular exosome, protein binding, and hypoxia-inducible factor 1 signaling pathway. This study enhances our understanding of the molecular mechanism of the occurrence and progression of MDD and provides candidate targets for its diagnosis and treatment.


Assuntos
Transtorno Depressivo Maior , Humanos , Transtorno Depressivo Maior/genética , Depressão , Regulação Neoplásica da Expressão Gênica , Biomarcadores/metabolismo , Mapas de Interação de Proteínas/genética , Biologia Computacional , Biomarcadores Tumorais/genética , Perfilação da Expressão Gênica
11.
J Drug Target ; 31(4): 335-353, 2023 04.
Artigo em Inglês | MEDLINE | ID: mdl-36543743

RESUMO

Extracellular vesicles (EVs) could be produced by most cells and play an important role in disease development. As a subtype of EVs, exosomes exhibit suitable size, rich surface markers and diverse contents, making them more appealing as potential drug carriers. Compared with traditional synthetic nanoparticles, exosomes possess superior biocompatibility and much lower immunogenicity. This work reviewed the most up-to-date research progress of exosomes as carriers for nucleic acids, proteins and small molecule drugs for cancer and inflammation management. The drug loading strategies and potential cellular uptake behaviour of exosomes are highlighted, trying to provide reference for future exosome design and application.


Exosomes are secreted by a variety of cells and play an important role in the process of inter-cell communication.This paper provides a comprehensive review focussing on the up-to-date applications of exosomes as carriers of nucleic acids, proteins and small molecule drugs for cancer and inflammation management.This paper briefly introduces the basic properties of exosomes, from definition, biogenesis to cellular uptake manners.Various strategies to enable exosomes to efficiently load cargoes are highlighted.Problems to be solved when using exosomes to deliver drugs are discussed.


Assuntos
Exossomos , Vesículas Extracelulares , Neoplasias , Humanos , Portadores de Fármacos/metabolismo , Exossomos/metabolismo , Neoplasias/tratamento farmacológico , Neoplasias/metabolismo , Sistemas de Liberação de Medicamentos
12.
Acta Biomater ; 157: 551-565, 2023 02.
Artigo em Inglês | MEDLINE | ID: mdl-36513248

RESUMO

Photodynamic therapy (PDT) is a minimally invasive and locally effective treatment method, which has been used in the clinical treatment of a variety of superficial tumors. In recent years, PDT has received extensive attention due to its induction of immunogenic cell death (ICD). However, the repair mechanism of tumor cells and low immune response limit the further development of PDT. To this end, a multifunctional biomimetic nanoplatform 4T1Mem@PGA-Ce6/Ola (MPCO) is developed to co-deliver the photosensitizer Chlorin e6 (Ce6) and Olaparib (Ola) with the function of preventing DNA repair. The nanoplatform shows efficient tumor targeting and cellular internalization properties due to cell membrane camouflage, and Ce6 and Ola produce a significant synergistic anti-tumor effect under laser irradiation. Meanwhile, the nanoplatform can also activate the cyclic guanosine monophosphate-adenosine monophosphate synthase-interferon gene stimulator signaling (cGAS-STING) pathway to produce cytokines. The damage-associated molecular patterns induced by ICD can work with these cytokines to recruit and stimulate the maturation of dendritic cells and induce the systemic anti-tumor immune response. Overall, this multifunctional biomimetic nanoplatform integrating PDT, chemotherapy, and immunotherapy is highlighted here to boost anti-tumor therapy. STATEMENT OF SIGNIFICANCE: Self-repair of DNA damage is the most important reason for the failure of primary tumor eradication and the formation of secondary and metastatic tumors. To address this issue, a multifunctional biomimetic nanoplatform 4T1Mem@PGA-Ce6/Ola (MPCO) was developed to integrate a photosensitizer Chlorine a6 and a poly (ADP-ribose) polymerase inhibitor Olaparib. With tumor targeting ability and controlled release of drugs, the MPCO was expected to enhance tumor immunogenicity and facilitate antitumor immunity through the induction of immunogenic cell death as well as the activation of the cGAS-STING pathway. This study develops a promising combination strategy against tumors and has substantial implications for the prognosis of patients with breast cancer.


Assuntos
Antineoplásicos , Neoplasias da Mama , Nanopartículas , Fotoquimioterapia , Porfirinas , Humanos , Feminino , Fármacos Fotossensibilizantes/farmacologia , Fármacos Fotossensibilizantes/uso terapêutico , Neoplasias da Mama/tratamento farmacológico , Neoplasias da Mama/metabolismo , Fotoquimioterapia/métodos , Biomimética , Antineoplásicos/uso terapêutico , Porfirinas/farmacologia , Reparo do DNA , Citocinas , Linhagem Celular Tumoral , Nanopartículas/uso terapêutico
13.
Biomater Sci ; 10(22): 6583-6600, 2022 Nov 08.
Artigo em Inglês | MEDLINE | ID: mdl-36227002

RESUMO

Due to the complex bloodstream components, tumor microenvironment and tumor heterogeneity, traditional nanoparticles have a limited effect (low drug delivery efficiency and poor penetration to the deeper tumor) on eradicating tumors. To solve these challenges, novel platelet membrane-coated nanoparticles (PCDD NPs) were constructed for combined chemo-photodynamic- and immunotherapy of melanoma. The platelet membrane imparted the PCDD nanoparticles with an excellent long circulation effect and tumor targeting ability, which solved the issues of low drug delivery efficiency. After reaching the tumor cells, it releases the drug-loaded CDD micelles, becoming positively charged and facilitating the deep penetration of tumors. Cytotoxic and apoptosis experiments showed that PCDD nanoparticles have the strongest tumor cell killing ability. Based on the excellent results in vitro, PCDD was used to assess anti-tumor and distal tumor inhibition in rat models. The results revealed that the PCDD combined PDT, immunotherapy and chemotherapy could not only inhibit the primary tumor growth (inhibition rate: 92.0%) but also suppress the distant tumor growth (inhibition rate: 90.7%) and lung metastasis, which is far more effective compared to the commercial Taxotere®. Exploration of the molecular mechanism showed that in vivo immune response induced an increase in positive immune responders, suppressed negative immune suppressors, and established an inflammatory tumor immune environment, leading to excellent results in tumor suppression and lung metastasis. In conclusion, this novel multifunctional PCDD nanoparticle is a promising platform for tumor combined chemotherapy, photodynamic therapy (PDT) and immunotherapy.


Assuntos
Neoplasias Pulmonares , Nanopartículas , Fotoquimioterapia , Dibenzodioxinas Policloradas , Animais , Ratos , Espécies Reativas de Oxigênio , Biomimética , Linhagem Celular Tumoral , Fotoquimioterapia/métodos , Imunoterapia/métodos , Neoplasias Pulmonares/tratamento farmacológico , Fármacos Fotossensibilizantes/farmacologia , Fármacos Fotossensibilizantes/uso terapêutico , Microambiente Tumoral
14.
Med Sci Monit ; 28: e936409, 2022 Jul 10.
Artigo em Inglês | MEDLINE | ID: mdl-35810326

RESUMO

BACKGROUND Depression is a common disease worldwide, with about 280 million people having depression. The unique facial features of depression provide a basis for automatic recognition of depression with deep convolutional neural networks. MATERIAL AND METHODS In this study, we developed a depression recognition method based on facial images and a deep convolutional neural network. Based on 2-dimensional images, this method quantified the binary classification problem and distinguished patients with depression from healthy participants. Network training consisted of 2 steps: (1) 1020 pictures of depressed patients and 1100 pictures of healthy participants were used and divided into a training set, test set, and validation set at the ratio of 7: 2: 1; and (2) fully connected convolutional neural network (FCN), visual geometry group 11 (VGG11), visual geometry group 19 (VGG19), deep residual network 50 (ResNet50), and Inception version 3 convolutional neural network models were trained. RESULTS The FCN model achieved an accuracy of 98.23% and a precision of 98.11%. The Vgg11 model achieved an accuracy of 94.40% and a precision of 96.15%. The Vgg19 model achieved an accuracy of 97.35% and a precision of 98.13%. The ResNet50 model achieved an accuracy of 94.99% and a precision of 98.03%. The Inception version 3 model achieved an accuracy of 97.10% and a precision of 96.20%. CONCLUSIONS The results show that deep convolution neural networks can support the rapid, accurate, and automatic identification of depression.


Assuntos
Depressão , Redes Neurais de Computação , Depressão/diagnóstico por imagem , Humanos
15.
Front Immunol ; 13: 845093, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-35558081

RESUMO

Objective: To construct an immune-related gene prognostic index (IRGPI) for breast cancer (BC) and investigate its prognostic specificity and the molecular and immune characteristics. Methods: BC hub genes were identified from The Cancer Genome Atlas and immune-related databases using weighted gene co-expression network analysis (WGCNA). IRGPI was constructed using univariate, LASSO, and multivariate regression analyses, and was validated with GSE58812 and GSE97342 in the Gene Expression Omnibus database (GEO). At the same time, we evaluated the predictive ability of IRGPI for different BC subtypes. Subsequently, the molecular and immune characteristics, clinical relevance, and benefits of immune checkpoint inhibitor treatment were analyzed for different IRGPI subgroups. Results: IRGPI consisted of six genes: SOCS3, TCF7L2, TSLP NPR3, ANO6, and HMGB3. The IRGPI 1-, 5-, and 10-years area under curve (AUC) values were 0.635, 0.752, and 0.753, respectively, indicating that IRGPI has good potential in predicting the long-term survival of BC patients, consistent with the results in the GEO cohort. IRGPI showed good predictive power in four different breast cancer subtypes: ER positive, PR positive, HER2 positive and triple-negative (P<0.01). Compared with the low-IRGPI group, the high-IRGPI group had a worse prognosis and a lower degree of immune infiltrating cells (p < 0.05). IRGPI showed specificity in distinguishing age, TNM stage, ER, and HER2 statuses, and our study found that the high-IRGPI group had low tumor immune dysfunction and exclusion (TIDE), microsatellite instability (MSI), and T cell dysfunction scores (p < 0.05). In addition, compared with the TIDE and TIS models, showed that the AUCs of IRGPI were better during the 5-year follow-up. Conclusion: IRGPI can be used as an independent prognostic indicator of breast cancer, providing a method for monitoring the long-term treatment of BC.


Assuntos
Neoplasias da Mama , Feminino , Humanos , Inibidores de Checkpoint Imunológico , Prognóstico
16.
J Drug Target ; 30(1): 46-60, 2022 01.
Artigo em Inglês | MEDLINE | ID: mdl-33944641

RESUMO

Since the discovery of cell-penetrating peptides (CPP) in the 1980s, they have played a unique role in various fields owing to their excellent and unique cell membrane penetration function. In particular, in the treatment of tumours, CPPS have been used to deliver several types of 'cargos' to cancer cells. To address the insufficient targeting ability, non-selectivity, and blood instability, activatable cell-penetrating peptides, which can achieve targeted drug delivery in tumour treatment, enhance curative effects, and reduce toxicity have been developed. This study reviews the application of different cell-penetrating peptides in tumour-targeted delivery, overcoming multidrug resistance, organelle targeting, tumour imaging, and diagnosis, and summarises the different mechanisms of activatable cell-penetrating peptides in detail.


Assuntos
Peptídeos Penetradores de Células , Neoplasias , Membrana Celular/metabolismo , Peptídeos Penetradores de Células/metabolismo , Sistemas de Liberação de Medicamentos/métodos , Humanos , Neoplasias/tratamento farmacológico , Neoplasias/metabolismo
17.
J Nanobiotechnology ; 19(1): 428, 2021 Dec 19.
Artigo em Inglês | MEDLINE | ID: mdl-34923976

RESUMO

Molybdenum oxide (MoOx) nanosheets have drawn increasing attention for minimally invasive cancer treatments but still face great challenges, including complex modifications and the lack of efficient accumulation in tumor. In this work, a novel multifunctional degradable FA-BSA-PEG/MoOx nanosheet was fabricated (LA-PEG and FA-BSA dual modified MoOx): the synergistic effect of PEG and BSA endows the nanosheet with excellent stability and compatibility; the FA, a targeting ligand, facilitates the accumulation of nanosheets in the tumor. In addition, DTX, a model drug for breast cancer treatment, was loaded (76.49%, 1.5 times the carrier weight) in the nanosheets for in vitro and in vivo antitumor evaluation. The results revealed that the FA-BSA-PEG/MoOx@DTX nanosheets combined photothermal and chemotherapy could not only inhibit the primary tumor growth but also suppress the distant tumor growth (inhibition rate: 51.7%) and lung metastasis (inhibition rate: 93.6%), which is far more effective compared to the commercial Taxotere®. Exploration of the molecular mechanism showed that in vivo immune response induced an increase in positive immune responders, suppressed negative immune suppressors, and established an inflammatory tumor immune environment, which co-contributes towards effective suppression of tumor and lung metastasis. Our experiments demonstrated that this novel multifunctional nanosheet is a promising platform for combined chemo-photothermal therapy.


Assuntos
Materiais Biocompatíveis/química , Neoplasias da Mama/tratamento farmacológico , Neoplasias Pulmonares/tratamento farmacológico , Molibdênio/química , Nanoestruturas/uso terapêutico , Óxidos/química , Animais , Materiais Biocompatíveis/farmacocinética , Materiais Biocompatíveis/farmacologia , Materiais Biocompatíveis/uso terapêutico , Neoplasias da Mama/patologia , Linhagem Celular Tumoral , Sobrevivência Celular/efeitos dos fármacos , Doxorrubicina/química , Doxorrubicina/farmacologia , Doxorrubicina/uso terapêutico , Feminino , Ácido Fólico/química , Humanos , Hipertermia Induzida , Raios Infravermelhos , Neoplasias Pulmonares/secundário , Neoplasias Pulmonares/terapia , Camundongos , Camundongos Endogâmicos BALB C , Nanoestruturas/química , Nanoestruturas/toxicidade , Polietilenoglicóis/química , Soroalbumina Bovina/química , Ácido Tióctico/química , Distribuição Tecidual
18.
Cell Biol Int ; 45(3): 674-685, 2021 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-33314408

RESUMO

Laryngeal squamous cell carcinoma (LSCC) is the most common malignant tumor, which occurs in the head and neck. Current treatments for LSCC are all largely weakened by increasing drug resistance. Our study aimed to investigate the effects of long noncoding RNA (lncRNA) H19 on drug resistance in LSCC. In our study, we found that the level of H19 was sharply upregulated in LSCC tissues and drug-resistant cells compared with the control. Besides, the expression of high-mobility group B1 (HMGB1) was elevated, and microRNA107 (miR-107) was suppressed in drug-resistant cells compared with the control. Further study revealed that the interference of H19 by short hairpin RNA (shRNA) effectively suppressed high autophagy level and obvious drug resistance in drug-resistant cells. Besides that, miR-107 was predicted as a target of H19 and inhibiting effects of H19 shRNA on autophagy and drug resistance were both reversed by miR-107 inhibitor. Moreover, HMGB1 was predicted as a target of miR-107 in LSCC cells and knockdown of HMGB1 was able to suppress autophagy and drug resistance in LSCC cells. In addition, our investigation demonstrated that H19 shRNA exerted an inhibiting effect on autophagy and drug resistance by downregulating HMGB1 by targeting miR-107. Finally, the in vivo experiment revealed that LV-H19 shRNA strongly suppressed drug resistance compared with the usage of cisplatin individually. Taken together, our research indicated an H19-miR-107-HMGB1 axis in regulating the autophagy-induced drug resistance in LSCC in vitro and in vivo, providing novel targets for molecular-targeted therapy and broadening the research for LSCC.


Assuntos
Autofagia , Cisplatino/farmacologia , Proteína HMGB1/metabolismo , Neoplasias Laríngeas/genética , Neoplasias Laríngeas/patologia , MicroRNAs/metabolismo , RNA Longo não Codificante/metabolismo , Idoso , Animais , Autofagia/genética , Sequência de Bases , Linhagem Celular Tumoral , Regulação para Baixo/efeitos dos fármacos , Regulação para Baixo/genética , Resistencia a Medicamentos Antineoplásicos/efeitos dos fármacos , Resistencia a Medicamentos Antineoplásicos/genética , Feminino , Regulação Neoplásica da Expressão Gênica/efeitos dos fármacos , Técnicas de Silenciamento de Genes , Humanos , Masculino , Camundongos Nus , MicroRNAs/genética , Pessoa de Meia-Idade , RNA Longo não Codificante/genética
19.
J Cell Biochem ; 120(10): 17963-17974, 2019 10.
Artigo em Inglês | MEDLINE | ID: mdl-31127661

RESUMO

OBJECTIVE: This study aimed to uncover a regulatory network comprised of long noncoding RNAs (lncRNAs), microRNAs (miRNAs), and messenger RNAs (mRNAs) in laryngeal squamous cell carcinoma (LSCC), to explore its underlying mechanisms and development, and to identify key genetic biomarkers for the prognosis of LSCC. METHODS: Here, we compared mRNA, lncRNA, and miRNA expression profiles between 111 LSCC and 12 adjacent normal tissues using RNA sequencing (RNA-Seq) data from the Cancer Genome Atlas (TCGA) database. Based on the interaction information obtained from miRcode, TargetScan, miRTarBase, and miRDB, a lncRNA-miRNA-mRNA competing endogenous RNA (ceRNA) network was constructed using differentially expressed lncRNAs (DElncRNA), miRNAs (DEmiRNA), and mRNAs (DEmRNA). By assessing the functional enrichment of DEmRNAs in this network, the potential underlying mechanisms were explored. In addition, Kaplan-Meier survival analysis was used to assess genetic biomarkers related to the prognosis of LSCC patients. RESULTS: Upon comparing LSCC and control tissues, 1640 DElncRNAs, 75 DEmiRNAs, and 3217 DEmRNAs were identified. Based on the prediction between lncRNA-miRNA and miRNA-mRNA relationships, we constructed a ceRNA network comprised of 93 lncRNAs, nine miRNAs, and nine mRNAs. This network predicted that two lncRNAs (AC016773.1 and C00299), two mRNAs (DIO1 and STC2), and two miRNAs (hsa-mir-137 and hsa-mir-210) were significant biomarkers of LSCC prognosis according to thorough topological and survival analyses (P < .05). CONCLUSION: Through a ceRNA network analysis, our study identifies new lncRNAs, miRNAs, and mRNAs, which can be used as potential biomarkers of LSCC and as therapeutic targets for treating LSCC, thus laying a foundation for future clinical studies.


Assuntos
Biomarcadores Tumorais/genética , Carcinoma de Células Escamosas/genética , Perfilação da Expressão Gênica , Redes Reguladoras de Genes , Neoplasias Laríngeas/genética , MicroRNAs/genética , RNA Longo não Codificante/genética , RNA Mensageiro/genética , Biomarcadores Tumorais/metabolismo , Regulação Neoplásica da Expressão Gênica , Ontologia Genética , Humanos , Estimativa de Kaplan-Meier , MicroRNAs/metabolismo , Anotação de Sequência Molecular , RNA Longo não Codificante/metabolismo
20.
Acta Otolaryngol ; 138(12): 1105-1111, 2018 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-30702035

RESUMO

BACKGROUND: Until now, little is known about the role of miRNAs in the invasion and metastasis of Laryngeal squamous cell carcinoma (LSCC). OBJECTIVES: This study aimed to explore the relationship between microRNA and the invasion and metastasis of LSCC. MATERIAL AND METHODS: The highly metastatic laryngocarcinoma cells were obtained from the established animal model with spontaneous lymph node metastasis of LSCC in our previous study. MicroRNA expression profiling and bioinformatic analysis were performed to analyze the microRNA expression changes in the highly metastatic laryngocarcinoma cells and the parental tumor cells (HEP-2). RT-PCR was performed for further validation of the result of microarray. RESULTS: A total of 40 microRNAs were found to be significantly altered in the highly metastatic laryngocarcinoma cells compared to controls. Bioinformatic analysis identified that 19 key microRNAs might involve in LSCC development. Moreover, RT-PCR confirmed that miR-25, miR-100, miR-125b-5p and let-7g were differentially expressed in different laryngocarcinoma cells and human tumor specimens. CONCLUSIONS AND SIGNIFICANCE: Our findings suggest that microRNA play an important role in the invasion and metastasis of LSCC, and provide the clues for studying the function of microRNA as well as opportunities to analyze the complex molecular abnormalities driving LSCC progression.


Assuntos
Carcinoma de Células Escamosas/genética , Carcinoma de Células Escamosas/patologia , Neoplasias Laríngeas/genética , Neoplasias Laríngeas/patologia , MicroRNAs/genética , Idoso , Carcinoma de Células Escamosas/mortalidade , China , Perfilação da Expressão Gênica/métodos , Regulação da Expressão Gênica , Humanos , Neoplasias Laríngeas/mortalidade , Masculino , Pessoa de Meia-Idade , Invasividade Neoplásica/patologia , Metástase Neoplásica , Estadiamento de Neoplasias , Valor Preditivo dos Testes , Prognóstico , Reação em Cadeia da Polimerase em Tempo Real/métodos , Estudos de Amostragem , Análise de Sobrevida , Células Tumorais Cultivadas
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