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1.
Cancer Sci ; 2024 May 30.
Artigo em Inglês | MEDLINE | ID: mdl-38816349

RESUMO

Glioma is the most common malignant tumor in the central nervous system, and it is crucial to uncover the factors that influence prognosis. In this study, we utilized Mfuzz to identify a gene set that showed a negative correlation with overall survival in patients with glioma. Gene Ontology (GO) enrichment analyses were then undertaken to gain insights into the functional characteristics and pathways associated with these genes. The expression distribution of Hyaluronan Synthase 2 (HAS2) was explored across multiple datasets, revealing its expression patterns. In vitro and in vivo experiments were carried out through gene knockdown and overexpression to validate the functionality of HAS2. Potential upstream transcription factors of HAS2 were predicted using transcriptional regulatory databases, and these predictions were experimentally validated using ChIP-PCR and dual-luciferase reporter gene assays. The results showed that elevated expression of HAS2 in glioma indicates poor prognosis. HAS2 was found to play a role in activating an antiferroptosis pathway in glioma cells. Inhibiting HAS2 significantly increased cellular sensitivity to ferroptosis-inducing agents. Finally, we determined that the oncogenic effect of HAS2 is mediated by the key receptor of the WNT pathway, FZD7.

2.
J Transl Med ; 21(1): 863, 2023 11 28.
Artigo em Inglês | MEDLINE | ID: mdl-38017538

RESUMO

BACKGROUND: Glioblastoma, the most common primary malignant tumor of the brain, is associated with poor prognosis. Glioblastoma cells exhibit high proliferative and invasive properties, and glioblastoma stem cells (GSCs) have been shown to play a crucial role in the malignant behavior of glioblastoma cells. This study aims to investigate the molecular mechanisms involved in GSCs maintenance and malignant progression. METHODS: Bioinformatics analysis was performed based on data from public databases to explore the expression profile of Mitotic arrest deficient 2 like 2 (MAD2L2) and its potential function in glioma. The impact of MAD2L2 on glioblastoma cell behaviors was assessed through cell viability assays (CCK8), colony formation assays, 5-Ethynyl-2'-deoxyuridine (EDU) incorporation assays, scratch assays, and transwell migration/invasion assays. The findings from in vitro experiments were further validated in vivo using xenograft tumor model. GSCs were isolated from the U87 and LN229 cell lines through flow cytometry and the stemness characteristics were verified by immunofluorescence staining. The sphere-forming ability of GSCs was examined using the stem cell sphere formation assay. Bioinformatics methods were conducted to identified the potential downstream target genes of MAD2L2, followed by in vitro experimental validation. Furthermore, potential upstream transcription factors that regulate MAD2L2 expression were confirmed through chromatin immunoprecipitation (ChIP) and dual-luciferase reporter assays. RESULTS: The MAD2L2 exhibited high expression in glioblastoma samples and showed significant correlation with patient prognosis. In vitro and in vivo experiments confirmed that silencing of MAD2L2 led to decreased proliferation, invasion, and migration capabilities of glioblastoma cells, while decreasing stemness characteristics of glioblastoma stem cells. Conversely, overexpression of MAD2L2 enhanced these malignant behaviors. Further investigation revealed that MYC proto-oncogene (c-MYC) mediated the functional role of MAD2L2 in glioblastoma, which was further validated through a rescue experiment. Moreover, using dual-luciferase reporter gene assays and ChIP assays determined that the upstream transcription factor E2F-1 regulated the expression of MAD2L2. CONCLUSION: Our study elucidated the role of MAD2L2 in maintaining glioblastoma stemness and promoting malignant behaviors through the regulation of c-MYC, suggesting its potential as a therapeutic target.


Assuntos
Neoplasias Encefálicas , Glioblastoma , Glioma , Animais , Humanos , Glioblastoma/patologia , Neoplasias Encefálicas/patologia , Proliferação de Células , Células-Tronco Neoplásicas/patologia , Glioma/patologia , Modelos Animais de Doenças , Luciferases/metabolismo , Linhagem Celular Tumoral , Regulação Neoplásica da Expressão Gênica , Proteínas Mad2/genética , Proteínas Mad2/metabolismo
3.
Artif Intell Med ; 144: 102645, 2023 10.
Artigo em Inglês | MEDLINE | ID: mdl-37783545

RESUMO

The widespread use of information technology in healthcare leads to extensive data collection, which can be utilised to enhance patient care and manage chronic illnesses. Our objective is to summarise previous studies that have used data mining or process mining methods in the context of chronic diseases in order to identify research trends and future opportunities. The review covers articles that pertain to the application of data mining or process mining methods on chronic diseases that were published between 2000 and 2022. Articles were sourced from PubMed, Web of Science, EMBASE, and Google Scholar based on predetermined inclusion and exclusion criteria. A total of 71 articles met the inclusion criteria and were included in the review. Based on the literature review results, we detected a growing trend in the application of data mining methods in diabetes research. Additionally, a distinct increase in the use of process mining methods to model clinical pathways in cancer research was observed. Frequently, this takes the form of a collaborative integration of process mining, data mining, and traditional statistical methods. In light of this collaborative approach, the meticulous selection of statistical methods based on their underlying assumptions is essential when integrating these traditional methods with process mining and data mining methods. Another notable challenge is the lack of standardised guidelines for reporting process mining studies in the medical field. Furthermore, there is a pressing need to enhance the clinical interpretation of data mining and process mining results.


Assuntos
Mineração de Dados , Atenção à Saúde , Humanos , Mineração de Dados/métodos , Doença Crônica
4.
IEEE Trans Med Imaging ; 42(12): 3805-3816, 2023 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-37651491

RESUMO

Involuntary motion of the heart remains a challenge for cardiac computed tomography (CT) imaging. Although the electrocardiogram (ECG) gating strategy is widely adopted to perform CT scans at the quasi-quiescent cardiac phase, motion-induced artifacts are still unavoidable for patients with high heart rates or irregular rhythms. Dynamic cardiac CT, which provides functional information of the heart, suffers even more severe motion artifacts. In this paper, we develop a deep learning based framework for motion artifact reduction in dynamic cardiac CT. First, we build a PAD (Pseudo All-phase clinical-Dataset) based on a whole-heart motion model and single-phase cardiac CT images. This dataset provides dynamic CT images with realistic-looking motion artifacts that help to develop data-driven approaches. Second, we formulate the problem of motion artifact reduction as a video deblurring task according to its dynamic nature. A novel TT U-Net (Temporal Transformer U-Net) is proposed to excavate the spatiotemporal features for better motion artifact reduction. The self-attention mechanism along the temporal dimension effectively encodes motion information and thus aids image recovery. Experiments show that the TT U-Net trained on the proposed PAD performs well on clinical CT scans, which substantiates the effectiveness and fine generalization ability of our method. The source code, trained models, and dynamic demo will be available at https://github.com/ivy9092111111/TT-U-Net.


Assuntos
Artefatos , Tomografia Computadorizada por Raios X , Humanos , Movimento (Física) , Tomografia Computadorizada por Raios X/métodos , Coração/diagnóstico por imagem , Eletrocardiografia , Processamento de Imagem Assistida por Computador/métodos
5.
Front Neurol ; 14: 1194251, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-37388547

RESUMO

Objective: The objective of this study is to study the effect of in situ bone flap (ISBF) repositioning, a recently proposed rigid skull base reconstruction technique, on patients diagnosed with pituitary adenoma undergoing endoscopic endonasal approach (EEA). Method: A retrospective analysis was conducted on 188 patients with pituitary adenomas who underwent EEA from February 2018 to September 2022. Patients were divided into the ISBF group and non-ISBF group, according to whether ISBF was used during skull base reconstruction. Results: Of the 75 patients in the non-ISBF group, 6 had postoperative cerebrospinal fluid (CSF) leakage (8%), while only 1 of 113 patients in the ISBF group (0.8%) had postoperative CSF leakage, indicating that the incidence of postoperative CSF leakage in the ISBF group was significantly lower than that in the non-ISBF group (P = 0.033). In addition, we also found that the postoperative hospitalization days of patients in the ISBF group (5.34 ± 1.24) were significantly less than those in the non-ISBF group (6.83 ± 1.91, P = 0.015). Conclusion: ISBF repositioning is a safe, effective, and convenient rigid skull base reconstruction method for patients with pituitary adenoma treated by EEA, which can significantly reduce the rate of postoperative CSF leakage and shorten postoperative hospital stays.

6.
Emerg Infect Dis ; 27(1): 69-75, 2021 01.
Artigo em Inglês | MEDLINE | ID: mdl-33350921

RESUMO

A 13-valent pneumococcal conjugate vaccine against invasive pneumococcal disease (IPD) was introduced in China in April 2017. We describe 105 children <5 years of age who were hospitalized for IPD at Soochow University Affiliated Children's Hospital in Suzhou, China, during January 2010-December 2017. We calculated the incidence of hospitalization for IPD as 14.55/100,000 children in Suzhou. We identified 8 different capsular serotypes: 6B (28.4% of cases), 14 (18.9% of cases), 19A (18.9% of cases), 19F (12.2% of cases), 23F (10.8% of cases), 20 (4.1% of cases), 9V (4.1% of cases), and 15B/C (2.7% of cases). These results provide baseline data of IPD before the introduction of this vaccine in China, enabling researchers to better understand its effects on IPD incidence.


Assuntos
Infecções Pneumocócicas , Streptococcus pneumoniae , Criança , Pré-Escolar , China/epidemiologia , Hospitalização , Humanos , Incidência , Lactente , Infecções Pneumocócicas/epidemiologia , Infecções Pneumocócicas/prevenção & controle , Vacinas Pneumocócicas , Vacinas Conjugadas
7.
Pediatr Infect Dis J ; 38(3): 224-229, 2019 03.
Artigo em Inglês | MEDLINE | ID: mdl-29746377

RESUMO

BACKGROUND: Community-acquired pneumonia (CAP) causes great morbidity and mortality as well as enormous economic burden worldwide. This study intended to describe the clinical characteristics of CAP and explore the risk factors of severe CAP among children in downtown Suzhou, China. METHODS: This was a retrospective study of childhood hospitalizations in Soochow University Affiliated Children's Hospital from January 1, 2010, to December 31, 2014. Children who were residents of downtown Suzhou, 29 days to < 5 years of age, with discharge diagnosis codes J09 to J18 and J20 to J22 were included. Medical charts and chest radiograph reports were reviewed for included children to collect clinical information. CAP with intensive care unit (ICU) admission and poor clinical outcome were categorized as severe CAP. RESULTS: A total of 28,043 children were identified with CAP; 17,501 (62.4%) of these children were male, and 20,747 (74.0%) children were less than 2 years of age. The common clinical symptoms at admission were cough (94.8%), fever (52.9%), wheezing (37.7%) and respiratory distress (9.5%). In total, 21,898 (78.1%) children had radiologic evidence of pneumonia, and 1,403 (5.0%) children developed at least 1 complication. Multivariate regression analysis showed that younger age, congenital heart disease and abnormal white blood cells, and C-reactive protein results were independent risk factors for both ICU admission and poor clinical outcome (odds ratio [OR] > 1 for all). Respiratory distress symptoms at admission (OR = 12.10) greatly increased the risk for ICU admission, while ICU admission (OR = 8.87) and complications (OR = 2.55) increased the risk of poor outcome. However, cough was a protective factor for ICU admission, so were wheezing, antibiotic and antiviral therapies for clinical failure. CONCLUSION: Pediatric CAP hospitalizations of those of younger age, with congenital heart diseases, respiratory distress symptoms/tachypnea, abnormal white blood cells and C-reactive protein results as well as complications were at higher risk for progressing to severe CAP.


Assuntos
Infecções Comunitárias Adquiridas/etiologia , Hospitalização/estatística & dados numéricos , Pneumonia/etiologia , Índice de Gravidade de Doença , Pré-Escolar , China/epidemiologia , Infecções Comunitárias Adquiridas/epidemiologia , Gerenciamento Clínico , Feminino , Hospitais Pediátricos , Humanos , Lactente , Recém-Nascido , Unidades de Terapia Intensiva , Masculino , Prontuários Médicos , Pneumonia/epidemiologia , Estudos Retrospectivos , Fatores de Risco
8.
Hum Vaccin Immunother ; 14(6): 1453-1463, 2018 06 03.
Artigo em Inglês | MEDLINE | ID: mdl-29451838

RESUMO

OBJECTIVE: Thirteen-valent pneumococcal conjugate vaccines (PCV13) was licensed for optional use in mainland China since 2017, but the uptake is low. To update the research evidence for the pneumococcal serotype distribution of pre-PCV era and to estimate the potential impact of PCVs, we performed a meta-analysis on the relevant publications concerning the Chinese population. METHODS: This systematic review and meta-analysis were conducted on the pneumococcal serotype distribution publications in mainland China from 2000 to 2016. The literature was searched in PubMed, Ovid-EMBASE, Web of Science, CNKI and Wanfang. Heterogeneity and publication bias were tested by I2, meta-regression, Egger's and Begg's test. The pneumococcal serotype and vaccine serotype coverage rates were pooled using the random-effects model in Stata SE 12.0. RESULTS: In total, 85 publications were included. Of all 16,945 included pneumococcal isolates, the most common serotypes/serogroups were 19F, 19A, 23F, 14, and 6B, that from children were the same as above, that from adults≥18 years were 19, 3, 6, 23, and 14. Among isolates from children <18 years, the pooled coverage for PCV10 serotypes was 52.3%, that for PCV13 was 68.4% and that for PPSV23 was 65.5%. Regarding individuals ≥18 years, the pooled coverage for PCV10 serotypes was 29.7%, that for PCV13 was 49.5% and that for PPSV23 was 50.7%. Serotype prevalence and vaccine serotype coverage varied by age group, source, and region. CONCLUSIONS: The most common pneumococcal serotype in mainland China was 19F. The serotype coverage rates of PCV13 and PPSV23 were 50%-68% in mainland China.


Assuntos
Infecções Pneumocócicas/epidemiologia , Infecções Pneumocócicas/microbiologia , Vacinas Pneumocócicas/imunologia , Sorogrupo , Streptococcus pneumoniae/classificação , Streptococcus pneumoniae/isolamento & purificação , Adolescente , Adulto , Idoso , Idoso de 80 Anos ou mais , Criança , Pré-Escolar , China/epidemiologia , Feminino , Humanos , Lactente , Recém-Nascido , Masculino , Pessoa de Meia-Idade , Vacinas Pneumocócicas/administração & dosagem , Prevalência , Vacinas Conjugadas/administração & dosagem , Vacinas Conjugadas/imunologia , Adulto Jovem
9.
Small ; 10(15): 3083-90, 2014 Aug 13.
Artigo em Inglês | MEDLINE | ID: mdl-24706477

RESUMO

This paper introduces materials and architectures for ultrathin, stretchable wireless sensors that mount on functional elastomeric substrates for epidermal analysis of biofluids. Measurement of the volume and chemical properties of sweat via dielectric detection and colorimetry demonstrates some capabilities. Here, inductively coupled sensors consisting of LC resonators with capacitive electrodes show systematic responses to sweat collected in microporous substrates. Interrogation occurs through external coils placed in physical proximity to the devices. The substrates allow spontaneous sweat collection through capillary forces, without the need for complex microfluidic handling systems. Furthermore, colorimetric measurement modes are possible in the same system by introducing indicator compounds into the depths of the substrates, for sensing specific components (OH(-) , H(+) , Cu(+) , and Fe(2+) ) in the sweat. The complete devices offer Young's moduli that are similar to skin, thus allowing highly effective and reliable skin integration without external fixtures. Experimental results demonstrate volumetric measurement of sweat with an accuracy of 0.06 µL/mm(2) with good stability and low drift. Colorimetric responses to pH and concentrations of various ions provide capabilities relevant to analysis of sweat. Similar materials and device designs can be used in monitoring other body fluids.


Assuntos
Colorimetria/instrumentação , Condutometria/instrumentação , Epiderme/metabolismo , Monitorização Ambulatorial/instrumentação , Suor/química , Tecnologia sem Fio/instrumentação , Técnicas Biossensoriais/instrumentação , Módulo de Elasticidade , Eletrodos , Desenho de Equipamento , Análise de Falha de Equipamento , Humanos , Reprodutibilidade dos Testes , Sensibilidade e Especificidade
10.
IEEE Trans Biomed Eng ; 60(10): 2848-57, 2013 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-23739778

RESUMO

This paper presents a class of hydration monitor that uses ultrathin, stretchable sheets with arrays of embedded impedance sensors for precise measurement and spatially multiplexed mapping. The devices contain miniaturized capacitive electrodes arranged in a matrix format, capable of integration with skin in a conformal, intimate manner due to the overall skin-like physical properties. These "epidermal" systems noninvasively quantify regional variations in skin hydration, at uniform or variable skin depths. Experimental results demonstrate that the devices possess excellent uniformity, with favorable precision and accuracy. Theoretical models capture the underlying physics of the measurement and enable quantitative interpretation of the experimental results. These devices are appealing for applications ranging from skin care and dermatology, to cosmetology and health/wellness monitoring, with the additional potential for combined use with other classes of sensors for comprehensive, quantitative physiological assessment via the skin.


Assuntos
Água Corporal/metabolismo , Condutometria/instrumentação , Eletrodos , Epiderme/metabolismo , Membranas Artificiais , Absorção Cutânea/fisiologia , Impedância Elétrica , Desenho de Equipamento , Análise de Falha de Equipamento , Humanos , Reprodutibilidade dos Testes , Sensibilidade e Especificidade , Análise Espaço-Temporal
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