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1.
J Cell Mol Med ; 25(4): 2279-2284, 2021 02.
Artigo em Inglês | MEDLINE | ID: mdl-33421348

RESUMO

Obesity increases the morbidity and severity of asthma, with poor sensitivity to corticosteroid treatment. Metformin has potential effects on improving asthma airway inflammation. Regulatory T cells (Tregs) play a key role in suppressing the immunoreaction to allergens. We built an obese asthmatic mouse model by administering a high-fat diet (HFD) and ovalbumin (OVA) sensitization, with daily metformin treatment. We measured the body weight and airway inflammatory status by histological analysis, qRT-PCR, and ELISA. The percentage of Tregs was measured by flow cytometry. Obese asthmatic mice displayed more severe airway inflammation and more significant changes in inflammatory cytokines. Metformin reversed the obese situation and alleviated the airway inflammation and remodelling with increased Tregs and related transcript factors. The anti-inflammatory function of metformin may be mediated by increasing Tregs.


Assuntos
Anti-Inflamatórios/farmacologia , Asma/tratamento farmacológico , Hipoglicemiantes/farmacologia , Metformina/farmacologia , Obesidade/tratamento farmacológico , Linfócitos T Reguladores/efeitos dos fármacos , Animais , Asma/imunologia , Asma/patologia , Peso Corporal/efeitos dos fármacos , Líquido da Lavagem Broncoalveolar/química , Líquido da Lavagem Broncoalveolar/imunologia , Contagem de Linfócito CD4 , Dieta Hiperlipídica , Modelos Animais de Doenças , Humanos , Inflamação , Interleucina-4/antagonistas & inibidores , Interleucina-4/imunologia , Interleucina-4/metabolismo , Pulmão/efeitos dos fármacos , Pulmão/imunologia , Pulmão/patologia , Camundongos , Obesidade/imunologia , Obesidade/patologia , Ovalbumina/administração & dosagem , Baço/efeitos dos fármacos , Baço/imunologia , Baço/patologia , Linfócitos T Reguladores/imunologia , Fator de Necrose Tumoral alfa/antagonistas & inibidores , Fator de Necrose Tumoral alfa/imunologia , Fator de Necrose Tumoral alfa/metabolismo
2.
Circulation ; 142(21): 2060-2075, 2020 11 24.
Artigo em Inglês | MEDLINE | ID: mdl-32962412

RESUMO

BACKGROUND: Smooth muscle cells (SMCs) play significant roles in atherosclerosis via phenotypic switching, a pathological process in which SMC dedifferentiation, migration, and transdifferentiation into other cell types. Yet how SMCs contribute to the pathophysiology of atherosclerosis remains elusive. METHODS: To reveal the trajectories of SMC transdifferentiation during atherosclerosis and to identify molecular targets for disease therapy, we combined SMC fate mapping and single-cell RNA sequencing of both mouse and human atherosclerotic plaques. We also performed cell biology experiments on isolated SMC-derived cells, conducted integrative human genomics, and used pharmacological studies targeting SMC-derived cells both in vivo and in vitro. RESULTS: We found that SMCs transitioned to an intermediate cell state during atherosclerosis, which was also found in human atherosclerotic plaques of carotid and coronary arteries. SMC-derived intermediate cells, termed "SEM" cells (stem cell, endothelial cell, monocyte), were multipotent and could differentiate into macrophage-like and fibrochondrocyte-like cells, as well as return toward the SMC phenotype. Retinoic acid (RA) signaling was identified as a regulator of SMC to SEM cell transition, and RA signaling was dysregulated in symptomatic human atherosclerosis. Human genomics revealed enrichment of genome-wide association study signals for coronary artery disease in RA signaling target gene loci and correlation between coronary artery disease risk alleles and repressed expression of these genes. Activation of RA signaling by all-trans RA, an anticancer drug for acute promyelocytic leukemia, blocked SMC transition to SEM cells, reduced atherosclerotic burden, and promoted fibrous cap stability. CONCLUSIONS: Integration of cell-specific fate mapping, single-cell genomics, and human genetics adds novel insights into the complexity of SMC biology and reveals regulatory pathways for therapeutic targeting of SMC transitions in atherosclerotic cardiovascular disease.


Assuntos
Aterosclerose/genética , Aterosclerose/patologia , Diferenciação Celular/fisiologia , Genômica/métodos , Miócitos de Músculo Liso/patologia , Fenótipo , Animais , Aterosclerose/terapia , Desdiferenciação Celular/fisiologia , Movimento Celular/fisiologia , Transdiferenciação Celular/fisiologia , Células Cultivadas , Feminino , Terapia Genética/tendências , Humanos , Masculino , Camundongos , Camundongos Endogâmicos C57BL , Camundongos Knockout , Camundongos Transgênicos , Miócitos de Músculo Liso/fisiologia , Análise de Sequência de RNA/métodos
3.
Immunol Cell Biol ; 98(9): 715-725, 2020 10.
Artigo em Inglês | MEDLINE | ID: mdl-32524675

RESUMO

Macrophages are key regulators of the development and progression of asthma, facilitating deleterious airway remodeling in affected patients. Immune cell function is tightly regulated by microRNAs (miRNAs), but how these miRNAs impact macrophage-mediated airway remodeling in the context of asthma remains to be determined. In this study, we utilized an ovalbumin (OVA)-based murine model of asthma to evaluate the importance of miRNAs within these macrophages. We found that macrophages from mice that had been sensitized with and exposed to OVA expressed higher levels of M2-like phenotypic markers and exhibited significantly altered expression of both miR-142-5p and miR-130a-3p. When these isolated pulmonary macrophages were cultured in vitro, we determined that transfecting them with miR-142-5p antisense oligonucleotide (ASO) or miR-130a-3p mimics was sufficient to inhibit the ability of interleukin-4 to induce M2 cytokine production. We additionally confirmed the in vivo relevance of these miRNAs in a Ccr2-/- murine model system mimicking asthma. Specifically, we determined that transfecting monocytes with miR-142-5p ASO and/or miR-130a-3p mimics was sufficient to disrupt the ability of these cells to promote airway remodeling. As such, these findings reveal that miR-142-5p and miR-130a-3p dysregulation are important factors governing the polarization of macrophages and associated airway remodeling in OVA-sensitized mice.


Assuntos
Remodelação das Vias Aéreas , Asma , Ativação de Macrófagos , MicroRNAs , Animais , Asma/imunologia , Polaridade Celular , Macrófagos Alveolares , Camundongos
4.
Molecules ; 25(23)2020 Dec 02.
Artigo em Inglês | MEDLINE | ID: mdl-33276431

RESUMO

Phytochemistry investigations on Ailanthus altissima (Mill.) Swingle, a Simaroubaceae plant that is recognized as a traditional herbal medicine, have afforded various natural products, among which C20 quassinoid is the most attractive for their significant and diverse pharmacological and biological activities. Our continuous study has led to the isolation of two novel quassinoid glycosides, named chuglycosides J and K, together with fourteen known lignans from the samara of A. altissima. The new structures were elucidated based on comprehensive spectra data analysis. All of the compounds were evaluated for their anti-tobacco mosaic virus activity, among which chuglycosides J and K exhibited inhibitory effects against the virus multiplication with half maximal inhibitory concentration (IC50) values of 56.21 ± 1.86 and 137.74 ± 3.57 µM, respectively.


Assuntos
Ailanthus/química , Antivirais/farmacologia , Glicosídeos/farmacologia , Nicotiana/efeitos dos fármacos , Extratos Vegetais/farmacologia , Quassinas/química , Vírus do Mosaico do Tabaco/efeitos dos fármacos , Lignanas/farmacologia , Casca de Planta/química , Nicotiana/virologia
5.
Arterioscler Thromb Vasc Biol ; 37(11): 2156-2160, 2017 11.
Artigo em Inglês | MEDLINE | ID: mdl-28882870

RESUMO

OBJECTIVE: To gain mechanistic insights into the role of LIPA (lipase A), the gene encoding LAL (lysosomal acid lipase) protein, in human macrophages. APPROACH AND RESULTS: We used CRISPR (clustered regularly interspaced short palindromic repeats)/Cas9 (CRISPR-associated protein 9) technology to knock out LIPA in human induced pluripotent stem cells and then differentiate to macrophage (human-induced pluripotent stem cells-derived macrophage [IPSDM]) to explore the human macrophage LIPA loss-of-function phenotypes. LIPA was abundantly expressed in monocyte-derived macrophages and was markedly induced on IPSDM differentiation to comparable levels as in human monocyte-derived macrophage. IPSDM with knockout of LIPA (LIPA-/-) had barely detectable LAL enzymatic activity. Control and LIPA-/- IPSDM were loaded with [3H]-cholesteryl oleate-labeled AcLDL (acetylated low-density lipoprotein) followed by efflux to apolipoprotein A-I. Efflux of liberated [3H]-cholesterol to apolipoprotein A-I was abolished in LIPA-/- IPSDM, indicating deficiency in LAL-mediated lysosomal cholesteryl ester hydrolysis. In cells loaded with [3H]-cholesterol-labeled AcLDL, [3H]-cholesterol efflux was, however, not different between control and LIPA-/- IPSDM. ABCA1 (ATP-binding cassette, subfamily A, member 1) expression was upregulated by AcLDL loading but to a similar extent between control and LIPA-/- IPSDM. In nonlipid loaded state, LIPA-/- IPSDM had high levels of cholesteryl ester mass compared with minute amounts in control IPSDM. Yet, with AcLDL loading, overall cholesteryl ester mass was increased to similar levels in both control and LIPA-/- IPSDM. LIPA-/- did not impact lysosomal apolipoprotein-B degradation or expression of IL1B, IL6, and CCL5. CONCLUSIONS: LIPA-/- IPSDM reveals macrophage-specific hallmarks of LIPA deficiency. CRISPR/Cas9 and IPSDM provide important tools to study human macrophage biology and more broadly for future studies of disease-associated LIPA genetic variation in human macrophages.


Assuntos
Sistemas CRISPR-Cas , Edição de Genes/métodos , Células-Tronco Pluripotentes Induzidas/enzimologia , Lisossomos/enzimologia , Macrófagos/enzimologia , Esterol Esterase/metabolismo , Transportador 1 de Cassete de Ligação de ATP/genética , Transportador 1 de Cassete de Ligação de ATP/metabolismo , Apolipoproteína A-I/metabolismo , Apolipoproteína B-100/metabolismo , Diferenciação Celular , Quimiocina CCL5/genética , Quimiocina CCL5/metabolismo , Ésteres do Colesterol/metabolismo , Regulação Enzimológica da Expressão Gênica , Técnicas de Silenciamento de Genes , Genótipo , Células HEK293 , Células Hep G2 , Humanos , Hidrólise , Interleucina-1beta/genética , Interleucina-1beta/metabolismo , Interleucina-6/genética , Interleucina-6/metabolismo , Lipoproteínas LDL/metabolismo , Fenótipo , Proteólise , Esterol Esterase/genética , Fatores de Tempo , Transfecção
6.
Pulm Pharmacol Ther ; 42: 33-42, 2017 02.
Artigo em Inglês | MEDLINE | ID: mdl-28062322

RESUMO

BACKGROUND: MicroRNAs are small yet versatile gene tuners that regulate a variety of cellular processes, including cell growth and proliferation. Here we report that miR-23b inhibited airway smooth muscle cells (ASMCs) proliferation through directly targeting of Smad3. METHODS: We obtained ASMCs by laser capture microdissection of normal and asthmatic mice lung tissues. Mice ASMCs were cultured and induced by TGF-ß1. The implication between TGF-ß1 and miR-23b in ASMCs were detected by RT-PCR. The effects of miR-23b on ASMCs proliferation and apoptosis were assessed by transient transfection of miR-23b mimics and inhibitor. The expression of Smad3 in ASMCs were detected by RT-PCR and Western blotting analysis. Dual-Luciferase Reporter Assay System will be applied to identify whether Smad3 is a target gene of miR-23b. RESULTS: TGF-ß1 and miR-23b mRNA expression of in-situ bronchial ASMCs collected by laser capture microdissection were increased in asthmatic mice compared to non-asthma controls. This is accompanied by an increase in miR-23b mRNA expression in TGF-ß1 induced ASMCs. miR-23b up-regulation significantly inhibited TGF-ß1-induced ASMCs proliferation and promoted apoptosis. MiR-23b negatively regulates the expression of Smad3 in ASMCs. Dual-Luciferase Reporter Assay System demonstrated that Smad3 was a direct target of miR-23b. CONCLUSIONS: MiR-23b may function as an inhibitor of asthma airway remodeling by suppressing ASMCs proliferation via direct targeting of Smad3.


Assuntos
Proliferação de Células/genética , MicroRNAs/genética , Proteína Smad3/genética , Fator de Crescimento Transformador beta1/metabolismo , Remodelação das Vias Aéreas/genética , Animais , Apoptose/genética , Asma/genética , Asma/fisiopatologia , Western Blotting , Modelos Animais de Doenças , Feminino , Camundongos , Camundongos Endogâmicos BALB C , Miócitos de Músculo Liso/metabolismo , Reação em Cadeia da Polimerase Via Transcriptase Reversa , Regulação para Cima
7.
J Asthma ; 54(5): 467-475, 2017 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-27905842

RESUMO

OBJECTIVE: This study aimed to elucidate the role of Transforming growth factor (TGF)-ß1 signaling in the proliferation of airway smooth muscle cells (ASMCs). BACKGROUND: TGF-ß1 is an important cytokine in airway remodeling in asthma. However, results of studies focusing on the effect of TGFß1 on proliferation of ASMCs are controversial. METHODS: An allergic model that mimics airway remodeling in chronic asthma was established and primary ASMCs were cultured. Cell proliferation was detected by viable cell counting and Cell Counting Kit (CCK)-8 analysis. Expression and phosphorylation of Smad3, type 1 TGFß receptor (TGFßRI), type 2 TGFß receptor (TGFßRII), extracellular signal-regulated kinase (ERK)-1/2, p38 mitogen-activated protein kinase (MAPK), C-Jun N-terminal kinase (JNK) and AKT were detected by western blot. siRNAs were used to knock down Smad3 and TGFßRII. RESULTS: Smad3 and TGFßRII were up-regulated in primary ASMCs isolated from ovalbumin (OVA)-sensitized mice as compared with ASMCs isolated from unsensitized control mice, which persisted for at least four passages. TGFß1 stimulated proliferation of ASMCs isolated from OVA-sensitized mice, which was inhibited by specific siRNA targeting Smad3 or TGFßRII. However ASMCs from control mice showed no proliferative response to TGFß1. TGFß1-induced proliferation of ASMCs from OVA-sensitized mice was markedly attenuated by PD-98059, a specific ERK1/2 inhibitor. TGFß1 induced ERK1/2 phosphorylation within 15 minute, which was partially blocked by specific inhibitor of Smad3 (SIS3). CONCLUSIONS: ASMCs isolated from OVA-sensitized mice showed hyper-proliferation upon TGFß1 stimulation. This might have been associated with up-regulated Smad3 and TGFßRII and mediated by ERK1/2 downstream to Smad3.


Assuntos
Remodelação das Vias Aéreas/fisiologia , Asma/fisiopatologia , Miócitos de Músculo Liso/patologia , Fator de Crescimento Transformador beta1/metabolismo , Animais , Modelos Animais de Doenças , MAP Quinases Reguladas por Sinal Extracelular/metabolismo , Feminino , Pulmão/patologia , Camundongos , Camundongos Endogâmicos BALB C , Ovalbumina/farmacologia , RNA Interferente Pequeno/metabolismo , Receptores de Fatores de Crescimento Transformadores beta/biossíntese , Proteína Smad3/biossíntese , Regulação para Cima
8.
Molecules ; 22(12)2017 Dec 04.
Artigo em Inglês | MEDLINE | ID: mdl-29207525

RESUMO

Four novel compounds-two phenylpropionamides, one piperidine, and one phenolic derivatives-were isolated and identified from the fruit of a medicinal plant, Ailanthus altissima (Mill.) Swingle (Simaroubaceae), together with one known phenylpropionamide, 13 known phenols, and 10 flavonoids. The structures of the new compounds were elucidated as 2-hydroxy-N-[(2-O-ß-d-glucopyranosyl)phenyl]propionamide (1), 2-hydroxy-N-[(2-O-ß-d-glucopyranosyl-(1→6)-ß-d-glucopyranosyl)phenyl]propionamide (2), 2ß-carboxyl-piperidine-4ß-acetic acid methyl ester (4), and 4-hydroxyphenyl-1-O-[6-(hydrogen-3-hydroxy-3-methylpentanedioate)]-ß-d-glucopyranoside (5) based on spectroscopic analysis. All the isolated compounds were evaluated for their inhibitory activity against Tobacco mosaic virus (TMV) using the leaf-disc method. Among the compounds isolated, arbutin (6), ß-d-glucopyranosyl-(1→6)-arbutin (7), 4-methoxyphenylacetic acid (10), and corilagin (18) showed moderate inhibition against TMV with IC50 values of 0.49, 0.51, 0.27, and 0.45 mM, respectively.


Assuntos
Ailanthus/química , Amidas/química , Frutas/química , Fenóis/química , Piperidinas/química , Extratos Vegetais/química , Flavonoides/química
9.
Exp Cell Res ; 331(2): 362-8, 2015 Feb 15.
Artigo em Inglês | MEDLINE | ID: mdl-25447441

RESUMO

BACKGROUND: We have reported that triptolide can inhibit airway remodeling in a murine model of asthma via TGF-ß1/Smad signaling. In the present study, we aimed to investigate the effect of triptolide on airway smooth muscle cells (ASMCs) proliferation and the possible mechanism. METHODS: Rat airway smooth muscle cells were cultured and made synchronized, then pretreated with different concentration of triptolide before stimulated by TGF-ß1. Cell proliferation was evaluated by MTT assay. Flow cytometry was used to study the influence of triptolide on cell cycle and apoptosis. Signal proteins (Smad2, Smad3 and Smad7) were detected by western blotting analysis. RESULTS: Triptolide significantly inhibited TGF-ß1-induced ASMC proliferation (P<0.05). The cell cycle was blocked at G1/S-interphase by triptolide dose dependently. No pro-apoptotic effects were detected under the concentration of triptolide we used. Western blotting analysis showed TGF-ß1 induced Smad2 and Smad3 phosphorylation was inhibited by triptolide pretreatment, and the level of Smad7 was increased by triptolide pretreatment. CONCLUSIONS: Triptolide may function as an inhibitor of asthma airway remodeling by suppressing ASMCs proliferation via negative regulation of Smad signaling pathway.


Assuntos
Remodelação das Vias Aéreas/efeitos dos fármacos , Anti-Inflamatórios não Esteroides/farmacologia , Asma/patologia , Diterpenos/farmacologia , Imunossupressores/farmacologia , Fenantrenos/farmacologia , Fator de Crescimento Transformador beta1/farmacologia , Animais , Apoptose/efeitos dos fármacos , Asma/tratamento farmacológico , Proliferação de Células/efeitos dos fármacos , Células Cultivadas , Compostos de Epóxi/farmacologia , Masculino , Miócitos de Músculo Liso/metabolismo , Fosforilação/efeitos dos fármacos , Ratos , Ratos Sprague-Dawley , Pontos de Checagem da Fase S do Ciclo Celular/efeitos dos fármacos , Transdução de Sinais/efeitos dos fármacos , Proteína Smad2/metabolismo , Proteína Smad3/metabolismo , Proteína Smad7/biossíntese , Proteína Smad7/metabolismo
10.
J Integr Plant Biol ; 58(9): 762-5, 2016 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-26839981

RESUMO

Although it has been reported previously that ethylene plays a critical role in sex determination in cucurbit species, how the andromonoecy that carries both the male and hermaphroditic flowers is determined in watermelon is still unknown. Here we showed that the watermelon gene 1-aminocyclopropane-1-carboxylate synthase 4 (CitACS4), expressed specifically in carpel primordia, determines the andromonoecy in watermelon. Among four single nucleotide polymorphism (SNPs) and one InDel identified in the coding region of CitACS4, the C364W mutation located in the conserved box 6 was co-segregated with andromonoecy. Enzymatic analyses showed that the C364W mutation caused a reduced activity in CitACS4. We believe that the reduced CitACS4 activity may hamper the programmed cell death in stamen primordia, leading to the formation of hermaphroditic flowers.


Assuntos
Citrullus/enzimologia , Citrullus/genética , Flores/genética , Genes de Plantas , Liases/genética , Mutação/genética , Sequência de Aminoácidos , Sequência Conservada/genética , Regulação Enzimológica da Expressão Gênica , Regulação da Expressão Gênica de Plantas , Liases/química , Liases/metabolismo
11.
Water Sci Technol ; 74(9): 2234-2244, 2016 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-27842043

RESUMO

An investigation of groundwater contamination around the Likeng landfill, Guangzhou, was carried out. Major ions and elements of 34 groundwater samples were measured, and the Piper trilinear diagram and expanded Durov diagram were used to analyze the chemical types and hydro-geochemical processes of the groundwater. End Member Mixing Analysis was used to find the types and sources of pollutants. The results show that the hydro-geochemical process was mainly mixing and ion exchange; the shallow groundwater around the Likeng landfill was contaminated mainly by both anthropogenic/agricultural sources and leachate pollution. There are different types of major ions, hydro-chemical processes and distributions for the two pollution sources.


Assuntos
Monitoramento Ambiental/métodos , Água Subterrânea/química , Poluentes Químicos da Água/química , Agricultura , China , Poluição Ambiental/análise , Íons/análise , Instalações de Eliminação de Resíduos
13.
Immunology ; 2014 Sep 29.
Artigo em Inglês | MEDLINE | ID: mdl-25267491

RESUMO

BACKGROUND: Airway remodeling contributes to increased mortality in asthma. We have reported that triptolide can inhibit airway remodeling in a mouse asthma model. In this study, we aimed to investigate the effect of triptolide on airway smooth muscle cells (ASMCs) proliferation, migration and the possible mechanism. METHODS: Rat airway smooth muscle cells were cultured and made synchronized, then pretreated with different concentrations of triptolide before stimulated by TGF-ß1. Cell proliferation was evaluated by cell counting and MTT assay. Flow cytometry was used to study the influence of triptolide on cell cycle. Migration was measured by Transwell analysis. Signal proteins (NF-κB p65 and ERK1/2) were detected by western blotting analysis. LDH releasing test and flow cytometry analysis of apoptosis were also performed to explore the potential cytotoxic or pro-apoptotic effects of triptolide. RESULTS: Triptolide significantly inhibited TGF-ß1 induced ASMC proliferation and migration (p<0.05). The cell cycle was blocked at G1/S-interphase by triptolide dose dependently. Western blotting analysis showed TGF-ß1 induced NF-κB p65 phosphorylation was inhibited by triptolide pretreatment, but ERK1/2 was not affected. No cytotoxic or pro-apoptotic effects were detected under the concentration of triptolide we used. CONCLUSIONS: Triptolide may function as an inhibitor of asthma airway remodeling by suppressing ASMCs proliferation and migration through inactivation of NF-κB pathway. This article is protected by copyright. All rights reserved.

14.
Cyborg Bionic Syst ; 5: 0121, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-38966125

RESUMO

The target detection based on electroencephalogram (EEG) signals is a new target detection method. This method recognizes the target by decoding the specific neural response when an operator observes the target, which has important theoretical and application values. This paper focuses on the EEG detection of low-quality video targets, which breaks through the limitation of previous target detection based on EEG signals only for high-quality video targets. We first design an experimental paradigm for EEG-based low-quality video target detection and propose an epoch extraction method based on eye movement signals to solve the asynchronous problem faced by low-quality video target detection. Then, the neural representation in the process of operator recognition is analyzed based on the time domain, frequency domain, and source space domain, respectively. We design the time-frequency features based on continuous wavelet transform according to the neural representation and obtain an average decoding test accuracy of 84.56%. The research results of this paper lay the foundation for the development of a video target detection system based on EEG signals in the future.

15.
Transl Cancer Res ; 13(3): 1519-1532, 2024 Mar 31.
Artigo em Inglês | MEDLINE | ID: mdl-38617507

RESUMO

Background: The incidence of stage pN3b gastric cancer (GC) is low, and the clinical prognosis is poor, with a high rate of postoperative recurrence. Machine learning (ML) methods can predict the recurrence of GC after surgery. However, the prognostic significance for pN3b remains unclear. Therefore, we aimed to predict the recurrence of pN3b through ML models. Methods: This retrospective study included 336 patients with pN3b GC who underwent radical surgery. A 3-fold cross-validation was used to partition the participants into training and test cohorts. Linear combinations of new variable features were constructed using principal component analysis (PCA). Various ML algorithms, including random forest, support vector machine (SVM), logistic regression, multilayer perceptron (MLP), extreme gradient boosting (XGBoost), and Gaussian naive Bayes (GNB), were utilized to establish a recurrence prediction model. Model performance was evaluated using the receiver operating characteristic (ROC) curve and the area under the curve (AUC). Python was used for the analysis of ML algorithms. Results: Nine principal components with a cumulative variance interpretation rate of 90.71% were identified. The output results of the test set showed that random forests had the highest AUC (0.927) for predicting overall recurrence with an accuracy rate of 80.5%. Random forests had the highest AUC (0.940) for predicting regional recurrence with an accuracy of 89.7%. For predicting distant recurrence, random forests had the highest AUC (0.896) with an accuracy of 84.3%. For peritoneal recurrence, random forests had the highest AUC (0.923) with an accuracy of 83.3%. Conclusions: ML can personalize the prediction of postoperative recurrence in patients with GC with stage pN3b.

16.
SAGE Open Med Case Rep ; 12: 2050313X241261152, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-38887262

RESUMO

Allergic respiratory diseases can increase serum carcinoembryonic antigen levels. We report three cases experiencing allergic symptoms that proved refractory to inhaled corticosteroids but exhibited a positive response to long-term treatment with oral corticosteroids. This response was characterized by a synchronous alteration in serum eosinophil counts and carcinoembryonic antigen levels. Immunofluorescence assays indicated localized carcinoembryonic antigen production within eosinophils. In addition, we conducted a systematic review of patients exhibiting similar characteristics on PubMed. After comprehensively reviewing this unique pathophysiological condition, we herein introduced a novel term "Allergic hyper-carcinoembryonic antigen syndrome," defined by the following criteria: (1) recurrent asthmatic attacks; (2) eosinophilia or pulmonary eosinophilic infiltrations accompanied by elevated serum carcinoembryonic antigen levels; (3) pulmonary lesions determined by imaging or biopsy; (4) exclusion of malignancy and infections; and (5) responsive to systemic corticosteroids. Allergic hyper-carcinoembryonic antigen syndrome suggests systemic corticosteroids should be introduced early when managing allergic patients with both eosinophilia and elevated serum carcinoembryonic antigen levels.

17.
Artigo em Inglês | MEDLINE | ID: mdl-36331633

RESUMO

As an important means of environmental reconnaissance and regional security protection, sound target detection (STD) has been widely studied in the field of machine learning for a long time. Considering the shortcomings of the robustness and generalization performance of existing methods based on machine learning, we proposed a target detection method by an auditory brain-computer interface (BCI). We designed the experimental paradigm according to the actual application scenarios of STD, recorded the changes in Electroencephalogram (EEG) signals during the process of detecting target sound, and further extracted the features used to decode EEG signals through the analysis of neural representations, including Event-Related Potential (ERP) and Event-Related Spectral Perturbation (ERSP). Experimental results showed that the proposed method achieved good detection performance under noisy environment. As the first study of BCI applied to STD, this study shows the feasibility of this scheme in BCI and can serve as the foundation for future related applications.


Assuntos
Interfaces Cérebro-Computador , Humanos , Eletroencefalografia/métodos , Potenciais Evocados , Som
18.
Infect Drug Resist ; 16: 423-434, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-36718461

RESUMO

Background: Although tigecycline is an effective drug against drug-resistant bacteria, it demonstrated a higher all-cause mortality than comparator antibiotics and a high incidence of coagulation disorders which can be accompanied by severe bleeding. At present, a predictive model for tigecycline-related coagulopathy is not readily available, and the prognostic value of coagulopathy in tigecycline-administered patients has not been elucidated. In this paper, we investigate the association between tigecycline-related coagulopathy and in-hospital mortality to develop a nomogram for the prediction of tigecycline-related coagulopathy. Methods: This retrospective cohort study includes 311 adults prescribed with tigecycline from 2018 to 2020. The primary cohort and validation cohort were constructed by dividing the participants in a ratio of 7:3. The endpoint is tigecycline-related coagulopathy, defined as a condition with no abnormality in coagulation prior to tigecycline application but developed the following symptoms upon prescription: activated partial thromboplastin time (APTT) extended by >10 s than the upper limit of normal (ULN), prothrombin time (PT) prolonged for >3 s than the ULN or reduced serum level of fibrinogen to <2.0 g/L. A predictive nomogram based on logistic regression was subsequently constructed. Results: Tigecycline intake for over 7 days, combined other antibiotics, initial PT, initial fibrinogen and estimated glomerular filtration rate (eGFR), are independent prognostic factors of tigecycline-related coagulopathy. The primary and validation cohort each has an area under the receiver operating characteristic curve (AUC) of 0.792 (0.732-0.851) and 0.730 (0.629-0.832) for nomogram, respectively. Furthermore, the fitted calibration curve illustrated adequate fit of the model, while the decision curve analysis demonstrated good clinical value. Survival curves showed a high mortality rate among patients with tigecycline-related coagulopathy. Conclusion: This nomogram exhibited helpful clinical value in predicting tigecycline-related coagulopathy that could reduce the high mortality rate of patients prescribed with tigecycline.

19.
iScience ; 25(5): 104184, 2022 May 20.
Artigo em Inglês | MEDLINE | ID: mdl-35494220

RESUMO

The response of vital organs to different types of nutrition or diet is a fundamental question in physiology. We examined the cardiac response to 4 weeks of high-fat diet in mice, measuring cardiac metabolites and mRNA. Metabolomics showed dramatic differences after a high-fat diet, including increases in several acyl-carnitine species. The RNA-seq data showed changes consistent with adaptations to use more fatty acid as substrate and an increase in the antioxidant protein catalase. Changes in mRNA were correlated with changes in protein level for several highly responsive genes. We also found significant sex differences in both metabolomics and RNA-seq datasets, both at baseline and after high fat diet. This work reveals the response of a vital organ to dietary intervention at both metabolomic and transcriptomic levels, which is a fundamental question in physiology. This work also reveals significant sex differences in cardiac metabolites and gene expression.

20.
Nat Commun ; 13(1): 7929, 2022 12 24.
Artigo em Inglês | MEDLINE | ID: mdl-36566259

RESUMO

Phagocytic clearance of dying cells, termed efferocytosis, is essential for maintaining tissue homeostasis, yet our understanding of efferocytosis regulation remains incomplete. Here we perform a FACS-based, genome-wide CRISPR knockout screen in primary mouse macrophages to search for novel regulators of efferocytosis. The results show that Wdfy3 knockout in macrophages specifically impairs uptake, but not binding, of apoptotic cells due to defective actin disassembly. Additionally, WDFY3 interacts with GABARAP, thus facilitating LC3 lipidation and subsequent lysosomal acidification to permit the degradation of apoptotic cell components. Mechanistically, while the C-terminus of WDFY3 is sufficient to rescue the impaired degradation induced by Wdfy3 knockout, full-length WDFY3 is required to reconstitute the uptake of apoptotic cells. Finally, WDFY3 is also required for efficient efferocytosis in vivo in mice and in vitro in primary human macrophages. This work thus expands our knowledge of the mechanisms of macrophage efferocytosis, as well as supports genome-wide CRISPR screen as a platform for interrogating complex functional phenotypes in primary macrophages.


Assuntos
Proteínas Adaptadoras de Transdução de Sinal , Proteínas Relacionadas à Autofagia , Repetições Palindrômicas Curtas Agrupadas e Regularmente Espaçadas , Macrófagos , Fagocitose , Animais , Humanos , Camundongos , Proteínas Adaptadoras de Transdução de Sinal/genética , Proteínas Adaptadoras de Transdução de Sinal/metabolismo , Apoptose/genética , Proteínas Relacionadas à Autofagia/genética , Proteínas Relacionadas à Autofagia/metabolismo , Células Cultivadas , Repetições Palindrômicas Curtas Agrupadas e Regularmente Espaçadas/genética , Macrófagos/metabolismo , Camundongos Endogâmicos C57BL , Fagocitose/genética
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