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1.
Funct Integr Genomics ; 24(4): 137, 2024 Aug 14.
Artigo em Inglês | MEDLINE | ID: mdl-39138666

RESUMO

We aimed to explore the aberrant expression status of hsa-miR-141-3p and dual-specificity protein phosphatase 1 (DUSP1) and their relative mechanisms in uterine cervical carcinoma (UCC).Quantitative reverse transcription-polymerase chain reaction (RT-qPCR) was conducted to detect the expression of hsa-miR-141-3p. Immunohistochemical (IHC) staining was performed to examine the expression of DUSP1 in UCC. Gene chips and RNA-seq datasets were also obtained to assess the expression level. Integrated standardized mean difference (SMD) was calculated to evaluate the expression status of hsa-miR-141-3p in UCC tissues comprehensively. DUSP1-overexpression and hsa-miR-141-3p-inhibition HeLa cells were established, and CCK-8, transwell, wound healing, cell cycle, and apoptosis assays were implemented. The targets of hsa-miR-141-3p were obtained with online tools, and the combination of hsa-miR-141-3p and DUSP1 was validated via dual-luciferase reporter assay. Single-cell RNA-seq data were analyzed to explore hsa-miR-141-3p and DUSP1 in different cells. An integrated SMD of 1.41 (95% CI[0.45, 2.38], p = 0.0041) with 558 samples revealed the overexpression of hsa-miR-141-3p in UCC tissues. And the pooled SMD of -1.06 (95% CI[-1.45, -0.66], p < 0.0001) with 1,268 samples indicated the downregulation of DUSP1. Inhibition of hsa-miR-141-3p could upregulate DUSP1 expression and suppress invasiveness and metastasis of HeLa cells. Overexpression of DUSP1 could hamper proliferation, invasion, and migration and boost apoptosis and distribution of G1 phase. The dual-luciferase reporter assay validated the combination of hsa-miR-141-3p and DUSP1. Moreover, the targets of hsa-miR-141-3p were mainly enriched in the MAPK signaling pathway and activated in fibroblasts and endothelial cells. The current study illustrated the upregulation of hsa-miR-141-3p and the downregulation of DUSP1 in UCC tissues. Hsa-miR-141-3p could promote UCC progression by targeting DUSP1.


Assuntos
Fosfatase 1 de Especificidade Dupla , MicroRNAs , Regulação para Cima , Neoplasias do Colo do Útero , Humanos , MicroRNAs/genética , MicroRNAs/metabolismo , Fosfatase 1 de Especificidade Dupla/metabolismo , Fosfatase 1 de Especificidade Dupla/genética , Neoplasias do Colo do Útero/genética , Neoplasias do Colo do Útero/patologia , Neoplasias do Colo do Útero/metabolismo , Feminino , Células HeLa , Proliferação de Células , Regulação Neoplásica da Expressão Gênica , Apoptose , Movimento Celular , Progressão da Doença
2.
Matern Child Health J ; 28(5): 926-934, 2024 May.
Artigo em Inglês | MEDLINE | ID: mdl-38182833

RESUMO

OBJECTIVES: Parental involvement can affect child school readiness, which in turn influences subsequent child learning outcomes. While social support, stress, caregiver psychological distress, and drinking could affect parental involvement, it is unknown whether and how these factors influence downstream child learning outcomes through parental involvement and child school readiness. This study tests those associations. METHODS: Using de-identified data provided by the Alaska Longitudinal Child Abuse and Neglect Linkage project (N = 683), we use Structural Equation Modeling to assess direct and indirect effects of paths embedded in the proposed model. RESULTS: This study found statistically significant indirect effects: (1) path linking stress faced by caregivers to child reading proficiency through caregiver psychological distress, parental involvement, and child school readiness, (2) path linking stress faced by caregivers to child reading proficiency through caregiver drinking, parental involvement, and child school readiness, and (3) path linking social support for caregivers to child reading proficiency through caregiver psychological distress, parental involvement, and child school readiness. Post-estimation showed that the sum of the magnitude of total effects of stress and the magnitude of total effects of support is significantly larger than either alone. CONCLUSIONS FOR PRACTICE: Findings suggest that reducing caregiver stress and offering social support could not only benefit caregivers but learning outcomes of their children as well. For child learning outcomes, simultaneously reducing stress and offering social support for caregivers, rather than just one of them alone, is suggested. These results are important for children, particularly for those raised by caregivers experiencing psychological distress or drinking issues.


Assuntos
Pais , Estresse Psicológico , Criança , Humanos , Fatores de Proteção , Alaska , Estresse Psicológico/psicologia , Pais/psicologia , Instituições Acadêmicas , Cuidadores/psicologia
3.
Res Soc Work Pract ; 32(8): 952-962, 2022 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-38741792

RESUMO

Purpose: Healthy lifestyle interventions can improve the health of people with serious mental illness (SMI). Little is known whether demographic variables moderate the effectiveness of these interventions on health outcomes. Method: Data from an effectiveness trial of a peer-led healthy lifestyle intervention (PGLB) for people with SMI examine whether age, racial/ethnic minoritized status, and gender moderated the effectiveness of PGLB compared to usual care (UC) in achieving clinically significant improvements in weight, cardiorespiratory fitness, and cardiovascular disease (CVD) risk reduction. Results: Compared to UC, PGLB was most beneficial for participants age 49 and younger for achieving clinically significant weight loss and from racial/ethnic minoritized communities for achieving clinically significant weight loss and reductions in CVD risk. Conclusions: These findings suggest the impact of healthy lifestyle interventions for people with SMI may not be uniform and adaptations may be needed to make these interventions responsive to the needs of diverse populations.

4.
Sichuan Da Xue Xue Bao Yi Xue Ban ; 53(2): 291-296, 2022 Mar.
Artigo em Zh | MEDLINE | ID: mdl-35332732

RESUMO

Objective: To examine the expression of tight-junction connexin ZO-1 in the stria vascularis tissue of the cochlea by using spontaneous endolymphatic hydrops animal model constructed with PHEX gene mutant mice, and to analyze the dynamic changes of the gene mutant mice in pathology, imaging, and hearing function. Methods: Male Hyp-Duk/Y mice with PHEX gene mutation were selected as the experimental group at three time points, 21 days post birth (P21), 90 days post birth (P90) and 120 days post birth (P120), and wild-type male mice of the same ages were selected as the control groups. The cochlear sections were HE-stained in order to observe whether endolymphatic hydrops was present or absent and to assess its severity. The expression of connexin ZO-1 in both groups was evaluated through immunohistochemical staining of cochlear sections. Auditory-evoked brainstem response (ABR) was induced in both groups at P90 and gadolinium-enhanced MRI was conducted in vivo to observe the middle-order endolymphatic dilatation of cochlea in experimental and control mice aged P21, P90 and P120. Results: HE staining of pathological sections of PHEX Hyp-Duk/Y mice aged P90 and P120 showed increased endolymphatic hydronephrosis. The level of striae ZO-1 in PHEX Hyp-Duk/Y mice aged P90 and P120 was significantly lower than that of the controls of the same age (P<0.05). The expression level of ZO-1 was significantly negatively correlated with the degree of endolymphatic hydronephrosis (r=-0.939, P<0.01). The bilateral ABR threshold of PHEX Hyp-Duk/Y mice aged P90 was higher than that of the wild-type mice of the same age, and the mutant mice showed asymmetric hearing loss on both sides. Severe endolymphatic hydronephrosis was observed in PHEX Hyp-Duk/Y mice aged P90 and P120 through in vivo MRI gadolinium imaging. Conclusion: PHEX Hyp-Duk/Y can be used as a sound model for basic research of Ménière's disease. Compared with wild-type mice, PHEX Hyp-Duk/Y mice showed decreased expression of connexin protein ZO-1, which damaged the function of the blood-labyrinth barrier in stria vascularis, and was involved in the formation of endolymphatic hydrops. 7.0 T MRI gadolinium imaging can be used to observe the changes of severe endolymphatic hydrops in mice in vivo, providing imaging basis for the diagnosis of Ménière's disease.


Assuntos
Hidropisia Endolinfática , Perda Auditiva , Animais , Cóclea , Conexinas/genética , Modelos Animais de Doenças , Masculino , Camundongos
5.
BMC Bioinformatics ; 18(Suppl 3): 42, 2017 Mar 14.
Artigo em Inglês | MEDLINE | ID: mdl-28361715

RESUMO

BACKGROUND: A number of membrane-anchored proteins are known to be released from cell surface via ectodomain shedding. The cleavage and release of membrane proteins has been shown to modulate various cellular processes and disease pathologies. Numerous studies revealed that cell membrane molecules of diverse functional groups are subjected to proteolytic cleavage, and the released soluble form of proteins may modulate various signaling processes. Therefore, in addition to the secreted protein markers that undergo secretion through the secretory pathway, the shed membrane proteins may comprise an additional resource of noninvasive and accessible biomarkers. In this context, identifying the membrane-bound proteins that will be shed has become important in the discovery of clinically noninvasive biomarkers. Nevertheless, a data repository for biological and clinical researchers to review the shedding information, which is experimentally validated, for membrane-bound protein shed markers is still lacking. RESULTS: In this study, the database SheddomeDB was developed to integrate publicly available data of the shed membrane proteins. A comprehensive literature survey was performed to collect the membrane proteins that were verified to be cleaved or released in the supernatant by immunological-based validation experiments. From 436 studies on shedding, 401 validated shed membrane proteins were included, among which 199 shed membrane proteins have not been annotated or validated yet by existing cleavage databases. SheddomeDB attempted to provide a comprehensive shedding report, including the regulation of shedding machinery and the related function or diseases involved in the shedding events. In addition, our published tool ShedP was embedded into SheddomeDB to support researchers for predicting the shedding event on unknown or unrecorded membrane proteins. CONCLUSIONS: To the best of our knowledge, SheddomeDB is the first database for the identification of experimentally validated shed membrane proteins and currently may provide the most number of membrane proteins for reviewing the shedding information. The database included membrane-bound shed markers associated with numerous cellular processes and diseases, and some of these markers are potential novel markers because they are not annotated or validated yet in other databases. SheddomeDB may provide a useful resource for discovering membrane-bound shed markers. The interactive web of SheddomeDB is publicly available at http://bal.ym.edu.tw/SheddomeDB/ .


Assuntos
Bases de Dados de Proteínas , Marcadores Genéticos , Proteínas de Membrana/química , Software , Sequência de Aminoácidos , Animais , Membrana Celular , Biologia Computacional , Humanos , Reprodutibilidade dos Testes
6.
Sci Rep ; 14(1): 6390, 2024 03 16.
Artigo em Inglês | MEDLINE | ID: mdl-38493212

RESUMO

The immune infiltration profiles of the tumor microenvironment have effects on the prognosis of head and neck squamous cell carcinoma (HNSCC). Whereas, HNSCC is a heterogeneous group of tumors, but past work has not taken this into consideration. Herein, we investigate the associations between survival and the function of immune cells in different tumorigenic sites of HNSCC. 1149 samples of HNSCC were collected from publicly accessible databases. Based on gene expression data, CIBERSORTx was applied to determine the proportion of 22 immune cell subpopulations. In the Cox regression model, the associations between overall survival, disease-free survival, and immune cells were examined, modeling gene expression and immune cell proportion as quartiles. Consensus cluster analysis was utilized to uncover immune infiltration profiles. Regardless of tumor sites, CD8+ T cells and activated CD4 memory T cells were associated with favorable survival, while eosinophils were the opposite. The survival of the hypopharynx, oral cavity, and larynx subsites was somewhat affected by immune cells, while the survival of the oropharynx subsite potentially was the most impacted. High expression of TIGIT, CIITA, and CXCR6 was linked to better survival, mainly in the oropharynx subsite. Immune cell clusters with four distinct survival profiles were discovered, of which the cluster with a high CD8+ T cell content had a better prognosis. The immune-infiltration pattern is related to the survival of HNSCC to varying degrees depending on the tumor sites; forthcoming studies into immune-mediated infiltration profiles will lay the groundwork for treating HNSCC with precision therapy.


Assuntos
Neoplasias de Cabeça e Pescoço , Humanos , Carcinoma de Células Escamosas de Cabeça e Pescoço , Estudos Retrospectivos , Prognóstico , Linfócitos T CD8-Positivos , Microambiente Tumoral
7.
Soc Sci Med ; 351: 116958, 2024 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-38759384

RESUMO

While empirical studies have observed that homeownership is associated with improved mental health conditions, research indicates that this relationship might vary by race. Moreover, such a White-Black disparity in the impacts of homeownership on mental health could be complexed by poverty status, as maintaining one's homeownership could be a financial burden for people living in poverty status, defined by the US official poverty threshold. We add to the existing literature by analyzing the impacts of homeownership on psychological distress, simultaneously disaggregating by race and poverty status using survey data from the Panel Study on Income Dynamics from the 2017 and 2019 waves (N = 7059). Propensity score weighting and doubly robust estimation are applied to estimate causal inference for the impact of 2017 homeownership on 2019 psychological distress using negative binomial models. First, we found the impacts of homeownership on reducing psychological distress are significant for White Americans, not for Black Americans. Second, we found such a White-Black disparity is only observable for populations not living in poverty. On the other hand, for populations living in poverty, homeownership no longer lowers psychological distress for either race. Findings suggest that financial support and mental health support are needy to address inequality in the impacts of homeownership on mental health, which could simultaneously vary by poverty status and race. Implications are discussed.


Assuntos
Saúde Mental , Propriedade , Pobreza , Humanos , Pobreza/psicologia , Pobreza/estatística & dados numéricos , Propriedade/estatística & dados numéricos , Saúde Mental/estatística & dados numéricos , Feminino , Negro ou Afro-Americano/psicologia , Negro ou Afro-Americano/estatística & dados numéricos , Masculino , Estados Unidos , População Branca/estatística & dados numéricos , População Branca/psicologia , Adulto , Pessoa de Meia-Idade , Habitação/estatística & dados numéricos , Grupos Raciais/estatística & dados numéricos , Grupos Raciais/psicologia
8.
Int J Biol Markers ; 39(2): 168-183, 2024 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-38646803

RESUMO

BACKGROUND: The comprehensive expression level and potential molecular role of Cyclin A2 (CCNA2) in uterine corpus endometrial carcinoma (UCEC) remains undiscovered. METHODS: UCEC and normal endometrium tissues from in-house and public databases were collected for investigating protein and messenger RNA expression of CCNA2. The transcription factors of CCNA2 were identified by the Cistrome database. The prognostic significance of CCNA2 in UCEC was evaluated through univariate and multivariate Cox regression as well as Kaplan-Meier curve analysis. Single-cell RNA-sequencing (scRNA-seq) analysis was performed to explore cell types in UCEC, and the AUCell algorithm was used to investigate the activity of CCNA2 in different cell types. RESULTS: A total of 32 in-house UCEC and 30 normal endometrial tissues as well as 720 UCEC and 165 control samples from public databases were eligible and collected. Integrated calculation showed that the CCNA2 expression was up-regulated in the UCEC tissues (SMD = 2.43, 95% confidence interval 2.23∼2.64). E2F1 and FOXM1 were identified as transcription factors due to the presence of binding peaks on transcription site of CCNA2. CCNA2 predicted worse prognosis in UCEC. However, CCNA2 was not an independent prognostic factor in UCEC. The scRNA-seq analysis disclosed five cell types: B cells, T cells, monocytes, natural killer cells, and epithelial cells in UCEC. The expression of CCNA2 was mainly located in B cells and T cells. Moreover, CCNA2 was active in T cells and B cells using the AUCell algorithm. CONCLUSION: CCNA2 was up-regulated and mainly located in T cells and B cells in UCEC. Overexpression of CCNA2 predicted unfavorable prognosis of UCEC.


Assuntos
Ciclina A2 , Neoplasias do Endométrio , Humanos , Feminino , Ciclina A2/genética , Ciclina A2/metabolismo , Neoplasias do Endométrio/genética , Neoplasias do Endométrio/patologia , Neoplasias do Endométrio/metabolismo , Prognóstico , Pessoa de Meia-Idade , Análise Serial de Tecidos/métodos , RNA-Seq , Biomarcadores Tumorais/genética , Biomarcadores Tumorais/metabolismo , Análise da Expressão Gênica de Célula Única
9.
Zhonghua Fu Chan Ke Za Zhi ; 48(2): 81-5, 2013 Feb.
Artigo em Zh | MEDLINE | ID: mdl-23544486

RESUMO

OBJECTIVE: To investigate the clinical value of ultrasound markers in screening fetal trisomy 21. METHODS: From Jan. 2001 to Dec. 2011, a retrospective study about sonographic information of 138 fetuses diagnosed as trisomy 21 was taken in the First Affiliated Hospital of Sun Yat-sen University. All fetuses were divided into 3 groups: isolated ultrasound markers, non-isolated ultrasound markers, and isolated structural malformations or other abnormalities. The relationship between trisomy 21 and ultrasound markers as well as structural anomalies or other abnormalities was analyzed. RESULTS: Sonographic anomalies were detected in 132 fetuses (95.7%, 132/138), including ultrasound markers and structural malformations or other abnormalities. One hundred and twenty cases (87.0%, 120/138) had ultrasound markers, 38 (31.7%, 38/120) had one marker and 82 (68.3%, 82/120) had more than one marker (P < 0.01). Fifty-one fetuses (37.0%, 51/138) had isolated ultrasound markers and non-isolated markers were found in 69 fetuses (50.0%, 69/138). Only 12 fetuses (8.7%, 12/138) had isolated structural malformations or other abnormalities. In 20 fetuses on whom the first-trimester ultrasound screening were performed, all had ultrasound markers, 95% (19/20) had thickened nuchal translucency and 55% (11/20) had nasal bone hypoplasia. The most common ultrasound markers on the second-trimester screening were nasal bone hypoplasia, which accounted for 41.9% (52/124) cases, followed by thickened nuchal fold (25.0%, 31/124), short femurs and humerus (24.2%, 30/124), echogenic intracardiac focus (16.1%, 20/124), mild ventriculomegaly (15.3%, 19/124), hyperechoic bowel (12.9%, 16/124), mild renal pyelectasis (12.1%, 15/124). Furthermore, the common structural malformations or other abnormalities were as follows: cardiac defects (33.1%, 41/124), digestive system (26.6%, 33/124). CONCLUSIONS: Ultrasound markers are valuable for screening fetal trisomy 21. The fetuses of trisomy 21 usually had more than one ultrasound markers or associated with other abnormalities. Combinations of ultrasound markers with the results of serum screening and maternal age are necessary for evaluation.


Assuntos
Síndrome de Down/diagnóstico por imagem , Doenças Fetais/diagnóstico por imagem , Ultrassonografia Pré-Natal/métodos , Anormalidades Múltiplas/diagnóstico , Anormalidades Múltiplas/diagnóstico por imagem , Adulto , Aneuploidia , Biomarcadores/sangue , Síndrome de Down/diagnóstico , Feminino , Doenças Fetais/diagnóstico , Humanos , Pessoa de Meia-Idade , Osso Nasal/diagnóstico por imagem , Osso Nasal/embriologia , Pescoço/diagnóstico por imagem , Pescoço/embriologia , Medição da Translucência Nucal , Gravidez , Primeiro Trimestre da Gravidez , Segundo Trimestre da Gravidez , Estudos Retrospectivos
10.
Nutrition ; 109: 111994, 2023 05.
Artigo em Inglês | MEDLINE | ID: mdl-36905839

RESUMO

OBJECTIVES: Although egg-based interventions are effective in alleviating undernutrition for infants and toddlers, little is known regarding their effectiveness for children in remote and poor areas of China. For policy and intervention implications, the aim of this study was to examine the effects of offering one hard-boiled egg per school day to school-age children in less-developed areas of China. METHODS: This analytical sample included 346 school-age children. Children in the treatment group received one egg per school day. Applying propensity score weighting to the difference-in-difference models, this study examined the effects of the egg intervention on child nutrition status measured in height-for-age Z score (HAZ), weight-for-age Z score (WAZ), and body-mass-index-for-age Z score (BMIZ). RESULTS: After applying propensity score weighting, the average treatment effect (ATE) and the average treatment effects on the treated (ATT) estimations showed that the increase in HAZ scores from wave 1 to wave 3 for the program participants was 0.28 points higher compared with the increase in HAZ scores from wave 1 to wave 3 for the control group (P < 0.05). The ATE and the ATT estimations showed that the increase in WAZ scores from wave 1 to wave 3 for the program participants was 0.50 and 0.49 points higher compared with the increase in WAZ scores from wave 1 to wave 3 for the control group (P < 0.001). Regarding BMIZ score improvement from wave 1 to wave 3, the program participation had relatively larger effects by 0.57 and 0.55 points based on the ATE and ATT estimations (P < 0.001), respectively. CONCLUSIONS: The egg intervention can be an effective intervention to improve child development in less-developed areas of China.


Assuntos
Desnutrição , Estado Nutricional , Lactente , Criança , Humanos , Índice de Massa Corporal , Fenômenos Fisiológicos da Nutrição Infantil , Desenvolvimento Infantil
11.
J Fam Econ Issues ; : 1-10, 2023 Apr 28.
Artigo em Inglês | MEDLINE | ID: mdl-37360657

RESUMO

The Family Stress Model framework proposes that household income can influence child and youth development through caregiver psychological distress. While prior studies have observed stronger associations among households with lower income, the role of assets has been ignored. This is unfortunate, as many existing policies and practices that intend to improve child and family well-being are focused on assets. The purpose of this study is to clarify whether asset poverty moderates the direct and indirect effects of paths linking household income, caregiver psychological distress, and adolescent problematic behaviors. Using the 2017 and 2019 Panel Study of Income Dynamic Main Study and 2019 and 2020 Child Development Supplements, we find that the family stress processes consisting of household income, caregiver psychological distress, and adolescent problematic behaviors are less intensive for families with more assets. These findings not only add our knowledge of FSM by taking account the moderating role of assets but also advance our understanding that assets can benefit child and family well-being through alleviating family stress processes.

12.
Transl Behav Med ; 13(12): 919-927, 2023 12 15.
Artigo em Inglês | MEDLINE | ID: mdl-37844273

RESUMO

Site differences in implementation trial outcomes are common but often not examined. In a Hybrid Type 1 trial examining the effectiveness-implementation of a peer-led group life-style balance (PGLB) intervention for people with serious mental illness (SMI) in three supportive housing agencies, we found that PGLB recipients' physical health outcomes differed by study sites. The matrixed multiple case study methodology was used to explore how implementation outcomes and changes in context of usual care (UC) services contributed to these site differences. Two implementation outcomes (i.e. PGLB fidelity ratings and intervention recipients' acceptability of PGLB and UC) and changes in healthcare services integration at the study sites were examined. ANOVAs were used to examine site differences in fidelity ratings and client satisfaction. Directed content analysis was used to analyze leadership interviews to identify changes in the context of UC services. Site 3 showed a trend approaching significance (P = .05) towards higher fidelity ratings. High levels of satisfaction with PGLB were reported at all sites. Significant differences in PGLB recipients' satisfaction with UC were found, with Site 3 reporting the lowest levels of satisfaction. Agency leaders reported an increase in prioritizing client's health throughout the trial with sites differing in how these priorities were put into action. Differences in PGLB recipients' satisfaction with UC, and changes in healthcare service integration seemed to have contributed to the site differences in our trial. The matrixed multiple case study methodology is a useful approach to identify implementation outcomes contributing to the heterogeneity of multisite implementation trial results.


A healthy lifestyle intervention delivered by people with lived experience of serious mental illness (SMI) led to improved health outcomes among participants living with SMI in three supportive housing agencies, but these outcomes differed by study sites. This study aimed to identify which factors influenced these site differences in study outcomes by examining if the intervention was delivered as intended, intervention recipients' satisfaction with the intervention and the pre-existing health care services delivered at each study site, and what changes occurred in health care services offered at each of the supportive housing agencies throughout the study. The intervention was found to have high levels of satisfaction across all three agencies but the agency which had the best outcomes also had the highest levels of intervention delivery adherence and the lowest levels of intervention recipients' satisfaction with existing health care services. Additionally, during the study period, the same agency described minimal changes in their existing health care services while the other two agencies were found to have made more significant changes integrating health care services to their day-to-day operations. As a result, findings from this study emphasize the importance of understanding the context in which interventions are delivered in routine practice settings to ensure their overall success.


Assuntos
Transtornos Mentais , Humanos , Transtornos Mentais/terapia , Estilo de Vida Saudável , Estilo de Vida
13.
Comput Biol Med ; 156: 106722, 2023 04.
Artigo em Inglês | MEDLINE | ID: mdl-36878123

RESUMO

Identifying hit compounds is an important step in drug development. Unfortunately, this process continues to be a challenging task. Several machine learning models have been generated to aid in simplifying and improving the prediction of candidate compounds. Models tuned for predicting kinase inhibitors have been established. However, an effective model can be limited by the size of the chosen training dataset. In this study, we tested several machine learning models to predict potential kinase inhibitors. A dataset was curated from a number of publicly available repositories. This resulted in a comprehensive dataset covering more than half of the human kinome. More than 2,000 kinase models were established using different model approaches. The performances of the models were compared, and the Keras-MLP model was determined to be the best performing model. The model was then used to screen a chemical library for potential inhibitors targeting platelet-derived growth factor receptor-ß (PDGFRB). Several PDGFRB candidates were selected, and in vitro assays confirmed four compounds with PDGFRB inhibitory activity and IC50 values in the nanomolar range. These results show the effectiveness of machine learning models trained on the reported dataset. This report would aid in the establishment of machine learning models as well as in the discovery of novel kinase inhibitors.


Assuntos
Inteligência Artificial , Receptor beta de Fator de Crescimento Derivado de Plaquetas , Humanos , Aprendizado de Máquina
14.
Nat Commun ; 14(1): 7421, 2023 Nov 16.
Artigo em Inglês | MEDLINE | ID: mdl-37973916

RESUMO

The gut microbiota may have an effect on the therapeutic resistance and toxicity of immune checkpoint inhibitors (ICIs). However, the associations between the highly variable genomes of gut bacteria and the effectiveness of ICIs remain unclear, despite the fact that merely a few gene mutations between similar bacterial strains may cause significant phenotypic variations. Here, using datasets from the gut microbiome of 996 patients from seven clinical trials, we systematically identify microbial genomic structural variants (SVs) using SGV-Finder. The associations between SVs and response, progression-free survival, overall survival, and immune-related adverse events are systematically explored by metagenome-wide association analysis and replicated in different cohorts. Associated SVs are located in multiple species, including Akkermansia muciniphila, Dorea formicigenerans, and Bacteroides caccae. We find genes that encode enzymes that participate in glucose metabolism be harbored in these associated regions. This work uncovers a nascent layer of gut microbiome heterogeneity that is correlated with hosts' prognosis following ICI treatment and represents an advance in our knowledge of the intricate relationships between microbiota and tumor immunotherapy.


Assuntos
Microbioma Gastrointestinal , Microbiota , Neoplasias , Humanos , Microbioma Gastrointestinal/genética , Inibidores de Checkpoint Imunológico/farmacologia , Inibidores de Checkpoint Imunológico/uso terapêutico , Microbiota/genética , Metagenoma , Bactérias/genética , Neoplasias/genética
15.
J Clin Ultrasound ; 40(5): 272-9, 2012 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-22407931

RESUMO

OBJECTIVES: To evaluate and compare the diagnostic accuracy of semi-quantitative and quantitative real-time myocardial contrast echocardiography (RT-MCE) with low-dose dobutamine stress echocardiography (LD-DSE) in detecting viable myocardium. METHODS: Thirty in-patients with coronary artery disease and regional wall motion abnormalities underwent RT-MCE without and with LD-DSE. Percutaneous coronary intervention was performed within 1 week after RT-MCE in all patients. Myocardial perfusion was evaluated from A, ß, and A × ß indices from microbubble replenishment curves. The motion of each myocardium segment was observed by routine echocardiography 1, 3, and 6 months after percutaneous coronary intervention and its improvement over time was the criterion of viable myocardium. RESULTS: RT-MCE sensitivity and specificity for the assessment of viable myocardium were 71.7% and 69.8%, rising to 81.3% and 76.7% (p < 0.05) when combined with LD-DSE. Using quantitative RT-MCE with cutoff values of A, ß, and A × ß, the sensitivity and specificity were 75.6%, 78.8%, 82.1%, and 82.4%, 77.9%, 78.6%, respectively. When combined with LD-DSE, the sensitivity and specificity were 86.0%, 83.2%; 88.9% and 84.1%; 89.6%, 79.9%, respectively. CONCLUSIONS: Quantitative RT-MCE analysis yielded higher sensitivity and specificity than semi-quantitative RT-MCE with or without LD-DSE for the detection of viable myocardium.


Assuntos
Doença da Artéria Coronariana/diagnóstico por imagem , Dobutamina/administração & dosagem , Ecocardiografia sob Estresse/métodos , Contração Miocárdica/fisiologia , Miocárdio , Adulto , Idoso , Cardiotônicos/administração & dosagem , Doença da Artéria Coronariana/fisiopatologia , Relação Dose-Resposta a Droga , Feminino , Humanos , Injeções Intravenosas , Masculino , Pessoa de Meia-Idade , Contração Miocárdica/efeitos dos fármacos , Valor Preditivo dos Testes , Curva ROC , Reprodutibilidade dos Testes , Índice de Gravidade de Doença
16.
J Clin Ultrasound ; 40(7): 410-8, 2012 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-22535638

RESUMO

BACKGROUND: To investigate the clinical value of real-time three-dimensional echocardiography (RT-3DE) for assessing of left ventricular systolic synchronicity. METHODS: Thirty healthy volunteers and 62 patients with congestive heart failure (CHF) were enrolled. The SD of time to peak systolic motion (TDI-Ts12-SD) was measured with tissue Doppler imaging in 12 myocardial segments. The SD and maximal difference of the time to minimal systolic volume (Tmsv) between 16, 12, or 6 myocardial segments, expressed as a percentage of cardiac cycle duration, were measured with RT-3DE and labeled Tmsv16-SD%, Tmsv12-SD%, Tmsv6-SD%, Tmsv16-D%, Tmsv12-D%, and Tmsv6-D%, respectively. The Spearman coefficient and Kappa value were calculated, and Bland-Altman analysis was performed to investigate the correlation and agreement between the two methods. Tmsv values were compared with ejection fraction (EF). RESULTS: There was a moderately positive (p< 0.01) correlation between TDI-Ts12-SD and Tmsv16-SD%, Tmsv12-SD%, Tmsv16-D%, and Tmsv12-D% (r = 0.65, 0.64, and 0.65, respectively, with Kappa values of 0.66, 0.65, 0.72, and 0.74, respectively, p< 0.01). Tmsv16-SD%, Tmsv12-SD%, and Tmsv12-D% were significantly different between CHF patients with EF ≤ 35% and those with EF > 35%. CONCLUSIONS: RT-3DE can be used in patients with CHF to quantify left ventricular mechanical dyssynchrony. Tmsv12-SD% and Tmsv12-D% were the best indices of left ventricular systolic synchronicity in relation to the severity of CHF as evaluated from EF.


Assuntos
Ecocardiografia Tridimensional , Insuficiência Cardíaca/diagnóstico por imagem , Ventrículos do Coração/diagnóstico por imagem , Ultrassonografia Doppler , Disfunção Ventricular Esquerda/diagnóstico por imagem , Idoso , Estudos de Casos e Controles , Doença Crônica , Estudos de Viabilidade , Feminino , Insuficiência Cardíaca/etiologia , Humanos , Masculino , Pessoa de Meia-Idade , Sístole , Disfunção Ventricular Esquerda/complicações
17.
Atherosclerosis ; 340: 23-27, 2022 01.
Artigo em Inglês | MEDLINE | ID: mdl-34871817

RESUMO

BACKGROUND AND AIMS: The high false-positive rate of the treadmill exercise test (TET) may lead to unnecessary invasive coronary angiography. We aimed to develop a machine learning-based algorithm to improve the diagnostic performance of TET. METHODS: Study included 2325 patients who underwent TET and subsequent coronary angiography within one-year interval. The mean age was 58.7 (48.1-69.3) years, 1731 (74.5%) were male, 1858 (79.9%) had positive TET result, and 812 (34.9%) had obstructive coronary artery disease (≥70% stenosis in at least one vessel). The study population were randomly divided into training (70%) and testing (30%) groups for algorithm development. A total of 93 features, including exercise performance, hemodynamics and ST-segment changes were extracted from the TET results. Clinical features included comorbidity, smoking, height, weight, and Framingham risk score. Support vector machine, logistic regression, random forest, k-nearest neighbor and extreme gradient boosting machine learning algorithms were used to build the predictive models. The performance of each model was compared with that of conventional TET. RESULTS: Four of the five models exhibited comparable diagnostic performance and were better than conventional TET. The random forest algorithm had an area under the curve (AUC) of 0.73. When used with clinical features, the AUC improved to 0.74. The major advantage of the algorithm is the reduction of the false-positive rate compared with conventional TET (55% vs. 76.3%, respectively), while maintaining comparable sensitivity (85%). CONCLUSIONS: Using the information obtained from conventional TET, a more accurate diagnosis can be made by incorporating an artificial intelligence-based model.


Assuntos
Doença da Artéria Coronariana , Inteligência Artificial , Angiografia Coronária , Doença da Artéria Coronariana/diagnóstico por imagem , Teste de Esforço , Humanos , Aprendizado de Máquina , Masculino , Pessoa de Meia-Idade
18.
Pathol Oncol Res ; 28: 1610404, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-35911442

RESUMO

Introduction: We aimed to explore the abnormal expression of dual-specificity protein phosphatase 1 (DUSP1) and its latent molecular mechanisms in ovarian carcinoma (OVCA). Materials and Methods: Two clinical cohorts collected from two different hospitals were used to evaluate the expression of DUSP1 protein in OVCA tissues. RNA-sequencing and microarray datasets were utilised to verify DUSP1 expression at mRNA levels in both OVCA tissues and in the peripheral blood of OVCA patients. Furthermore, an integrated calculation was performed to pool the standard mean difference (SMD) from each cohort in order to comprehensively assess the expression of DUSP1 in OVCA. Furthermore, we examined the relationship among DUSP1, tumour microenvironment (TME), and chemotherapy resistance in OVCA. Moreover, we used pathway enrichment analysis to explore the underlying mechanisms of DUSP1 in OVCA. Results: A pooled SMD of -1.19 (95% CI [-2.00, -0.38], p = 0.004) with 1,240 samples revealed that DUSP1 was downregulated in OVCA at both mRNA and protein levels. The area under the receiver operating characteristic curve of 0.9235 indicated the downregulated DUSP1 in peripheral blood may have a non-invasive diagnostic value in OVCA. Through six algorithms, we identified that DUSP1 may related to tumour-infiltrating T cells and cancer associated fibroblasts (CAFs) in OVCA. Pathway enrichment demonstrated that DUSP1 might participate in the mitogen-activated protein kinase (MAPK) signalling pathway. Furthermore, DUSP1 may have relations with chemotherapy resistance, and a favourable combining affinity was observed in the paclitaxel-DUSP1 docking model. Conclusion: DUSP1 was downregulated in OVCA, and this decreasing trend may affect the infiltration of CAFs. Finally, DUSP1 may have a targeting relation with paclitaxel and participate in MAPK signaling pathways.


Assuntos
Fosfatase 1 de Especificidade Dupla , Neoplasias Ovarianas , Carcinoma Epitelial do Ovário , Fosfatase 1 de Especificidade Dupla/metabolismo , Feminino , Humanos , Sistema de Sinalização das MAP Quinases , Neoplasias Ovarianas/tratamento farmacológico , Neoplasias Ovarianas/metabolismo , Paclitaxel/farmacologia , Paclitaxel/uso terapêutico , RNA Mensageiro/metabolismo , Microambiente Tumoral/genética
19.
Pathol Oncol Res ; 28: 1610307, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-35693634

RESUMO

Purpose: Our purpose was to systematically appraise the clinicopathological significance and explore the molecular bases of CKS2 in endometrial carcinoma. Patients and Methods: We measured the clinicopathological significance of CKS2 using diverse methods of public RNA-seq, microarrays, and in-house tissue microarrays to investigate the molecular basis of CKS2 in endometrial carcinoma through upstream transcriptional analysis, immune infiltration correlation analysis, and co-expression analysis. Results: Both the analysis for public RNA-seq plus the microarray data and in-house tissue microarray confirmed the significant overexpression of CKS2 in a total of 1,021 endometrial carcinoma samples compared with 279 non-cancer endometrium samples (SMD = 2.10, 95% CI = 0.72-3.48). The upregulated CKS2 was significantly related to the lymph node metastasis and advanced clinical grade of endometrial carcinoma patients (p < 0.001). Mutation types such as amplification and mRNA occurred with high frequency in the CKS2 gene in endometrial carcinoma patients. A series of miRNAs and transcription factors, such as hsa-miR-26a, hsa-miR-130a, hsa-miR-30, E2F4, MAX, and GABPA, were predicted to regulate the transcription and expression of CKS2. Significant links were found between CKS2 expression and the infiltration level of B cells, CD4+ T cells, and neutrophils in endometrial carcinoma. CKS2-coexpressed genes were actively involved in pathways such as the mitotic cell cycle process, PID aurora B pathway, and prolactin signaling pathway. Conclusion: The overexpressed CKS2 showed positive correlations with the clinical progression of endometrial carcinoma and was associated with various cancer-related biological processes and pathways, showing potential as a promising clinical biomarker for endometrial carcinoma.


Assuntos
Quinases relacionadas a CDC2 e CDC28 , Neoplasias do Endométrio , MicroRNAs , Quinases relacionadas a CDC2 e CDC28/genética , Proteínas de Transporte/genética , Proteínas de Ciclo Celular/genética , Proliferação de Células/genética , Neoplasias do Endométrio/genética , Feminino , Regulação Neoplásica da Expressão Gênica , Humanos , MicroRNAs/genética
20.
Int J Genomics ; 2022: 8775330, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-36313902

RESUMO

Aim: The aim of this study is to demonstrate the expression and clinicopathological significance of complement C1q B chain (C1QB) in cervical cancer. Methods: In total, 120 cervical cancer tissues, as well as 20 samples each of high-grade squamous intraepithelial lesions (HSILs), low-grade squamous intraepithelial lesions (LSILs), and benign cervical tissue, were collected to evaluate the expression of C1QB protein via immunohistochemical staining. We conducted an integrated analysis of C1QB mRNA expression in cervical cancer using public microarrays and RNA-seq data sets by calculating standard mean differences (SMDs). Simultaneously, we explored the relations of C1QB with clinicopathological parameters and the expression of P16, Ki-67, and P53. Results: The expression of C1QB protein was higher in cervical cancer samples than that in benign cervical tissue, LSIL, and HSIL samples (p < 0.05). A combined SMD of 0.65 (95% CI: [0.52, 0.79], p < 0.001) revealed upregulation of C1QB mRNA in cervical cancer. C1QB expression may also be related to the depth of infiltration, lymphovascular invasion, and perineural invasion in cervical cancer (p < 0.05). We also found that C1QB protein expression was positively correlated with P16 and Ki-67 expression in cervical cancer (p < 0.05). The gene set enrichment analysis showed that C1QB may participate in apoptosis and autophagy. A relationship was predicted between C1QB expression and drug sensitivity to cisplatin, paclitaxel, and docetaxel. Conclusion: We confirmed the overexpression of C1QB in cervical cancer at both mRNA and protein levels for the first time. C1QB may serve as an oncogene in the tumorigenesis of cervical cancer, but this possibility requires further study.

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