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1.
Transl Cancer Res ; 13(8): 4219-4230, 2024 Aug 31.
Artigo em Inglês | MEDLINE | ID: mdl-39262461

RESUMO

Background: Patients with hematologic malignancies (HMs) may be immunocompromised after receiving anti-tumor therapy. Those who also have the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) virus infection face many challenges, including a lack of effective antiviral drugs. This study aimed to investigate the clinical features of the SARS-CoV-2 Omicron variant infection in children with HMs, and the effectiveness of Paxlovid. Methods: A retrospective, non-randomized study was conducted on pediatric patients with HMs infected with the SARS-CoV-2 Omicron variant who had been admitted to the Shanghai Children's Medical Center, Shanghai, China from December 1, 2022 to March 1, 2023. The Paxlovid-treated group (Group P) comprised 21 patients, and the non-Paxlovid-treated group (Group N) comprised 21 patients. The patients' demographic data, clinical features, and therapeutic outcomes were collected. Statistical tests were used to evaluate the effectiveness of the treatment and related factors. Results: The clinical course of the SARS-CoV-2 Omicron variant infection for most of the children with HMs was non-severe (97.6%), and only one child progressed to severe disease (2.4%). The most common symptoms were fever (66.7%) and cough (52.4%). Compared with the children in Group N, those in Group P had worse clinical characteristics, including those who previously underwent hematopoietic stem cell transplantation (HSCT) or chimeric antigen receptor T (CAR-T) cell treatment (71.4% vs. 28.6%, P=0.005), and those in the myelosuppressive phase (57.1% vs. 4.8%, P<0.001). Most of the children in Group P were treated with more than two types of antibiotics (76.2% vs. 42.9%, P=0.02). The patients treated with Paxlovid within 5 days of diagnosis had a median viral clearance time of 5 days [interquartile range (IQR), 4-8 days], which was significantly shorter than that of the patients who were not treated with Paxlovid (P=0.03). There were no significant differences in the clinical outcomes between the two groups after the propensity score matching (PSM) analyses. Eight patients (19%) had repeat-positive (re-positive) test results. No factor was found to be statistically significant in predicting re-positive test results based on the binary logistic regression analysis. Conclusions: Administering Paxlovid within 5 days of the diagnosis of the SARS-CoV-2 Omicron variant infection in children may effectively shorten the clearance time of the virus, but there is still the possibility the patients may have re-positive test results.

2.
Int J Clin Pharm ; 46(5): 1134-1142, 2024 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-38861047

RESUMO

BACKGROUND: Vancomycin trough concentration is closely associated with clinical efficacy and toxicity. Predicting vancomycin trough concentrations in pediatric patients is challenging due to significant inter-individual variability and rapid physiological changes during maturation. AIM: This study aimed to develop a machine learning model to predict vancomycin trough concentrations and determine optimal dosing regimens for pediatric patients < 4 years of age using ML algorithms. METHOD: A single-center retrospective observational study was conducted from January 2017 to March 2020. Pediatric patients who received intravenous vancomycin and underwent therapeutic drug monitoring were enrolled. Seven ML models [linear regression, gradient boosted decision trees, support vector machine, decision tree, random forest, Bagging, and extreme gradient boosting (XGBoost)] were developed using 31 variables. Performance metrics including R-squared (R2), mean square error (MSE), root mean square error (RMSE), and mean absolute error (MAE) were compared, and important features were ranked. RESULTS: The study included 120 eligible trough concentration measurements from 112 patients. Of these, 84 measurements were used for training and 36 for testing. Among the seven algorithms tested, XGBoost showed the best performance, with a low prediction error and high goodness of fit (MAE = 2.55, RMSE = 4.13, MSE = 17.12, and R2 = 0.59). Blood urea nitrogen, serum creatinine, and creatinine clearance rate were identified as the most important predictors of vancomycin trough concentration. CONCLUSION: An XGBoost ML model was developed to predict vancomycin trough concentrations and aid in drug treatment predictions as a decision-support technology.


Assuntos
Antibacterianos , Monitoramento de Medicamentos , Aprendizado de Máquina , Vancomicina , Humanos , Vancomicina/administração & dosagem , Vancomicina/farmacocinética , Vancomicina/sangue , Estudos Retrospectivos , Pré-Escolar , Antibacterianos/administração & dosagem , Antibacterianos/farmacocinética , Antibacterianos/sangue , Feminino , Lactente , Masculino , Monitoramento de Medicamentos/métodos , Relação Dose-Resposta a Droga
3.
Front Genet ; 13: 911119, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-36035135

RESUMO

Introduction: Autism spectrum disorder (ASD) is a neurodevelopmental disorder with clinical presentation and prognostic heterogeneity. Ferroptosis is a regulated non-apoptotic cell death program implicated in the occurrence and progression of various diseases. Therefore, we aimed to explore ferroptosis-related molecular subtypes in ASD and further illustrate the potential mechanism. Methods: A total of 201 normal samples and 293 ASD samples were obtained from the Gene Expression Omnibus (GEO) database. We used the unsupervised clustering analysis to identify the molecular subtypes based on ferroptosis-related genes (FRGs) and evaluate the immune characteristics between ferroptosis subtypes. Ferroptosis signatures were identified using the least absolute shrinkage and selection operator regression (LASSO) and recursive feature elimination for support vector machines (SVM-RFE) machine learning algorithms. The ferroptosis scores based on seven selected genes were constructed to evaluate the ferroptosis characteristics of ASD. Results: We identified 16 differentially expressed FRGs in ASD children compared with controls. Two distinct molecular clusters associated with ferroptosis were identified in ASD. Analysis of immune infiltration revealed immune heterogeneity between the two clusters. Cluster2, characterized by a higher immune score and a larger number of infiltrated immune cells, exhibited a stronger immune response and was markedly enriched in immune response-related signaling pathways. Additionally, the ferroptosis scores model was capable of predicting ASD subtypes and immunity. Higher levels of ferroptosis scores were associated with immune activation, as seen in Cluster2. Lower ferroptosis scores were accompanied by relative immune downregulation, as seen in Cluster1. Conclusion: Our study systematically elucidated the intricate correlation between ferroptosis and ASD and provided a promising ferroptosis score model to predict the molecular clusters and immune infiltration cell profiles of children with ASD.

4.
Pediatr Investig ; 5(3): 239-243, 2021 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-34589678

RESUMO

INTRODUCTION: Toxoplasmosis is a life-threatening complication after hematopoietic stem cell transplantation (HSCT). However, for several reasons, clinicians know little about Toxoplasma infection. CASE PRESENTATION: We report a case of toxoplasmosis that was diagnosed by bone marrow smear and metagenomic next-generation sequencing (mNGS) after HSCT in a boy. Additionally, we summarize the characteristics of toxoplasmosis after pediatric HSCT reported in the literature published in PubMed. CONCLUSION: Clinicians should increase their awareness of toxoplasmosis in children after HSCT and implement pre-transplant screening and post-transplant monitoring and prevention in future according to the national conditions of our country.

5.
Front Neurol ; 12: 816393, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-35237223

RESUMO

BACKGROUND: Friedreich's ataxia (FRDA) is a familial hereditary disorder that lacks available therapy. Therefore, the identification of novel biomarkers and key mechanisms related to FRDA progression is urgently required. METHODS: We identified the up-regulated and down-regulated differentially expressed genes (DEGs) in children and adult FRDA from the GSE11204 dataset and intersected them to determine the co-expressed DEGs (co-DEGs). Enrichment analysis was conducted and a protein-protein interaction (PPI) network was constructed to identify key pathways and hub genes. The potential diagnostic biomarkers were validated using the GSE30933 dataset. Cytoscape was applied to construct interaction and competitive endogenous RNA (ceRNA) networks. RESULTS: Gene Set Enrichment Analysis (GSEA) indicated that the genes in both the child and adult samples were primarily enriched in their immune-related functions. We identified 88 co-DEGs between child and adult FRDA samples. Gene Ontology (GO), Kyoto Encyclopedia of Genes and Genomes (KEGG), and Reactome enrichment analysis suggested that these co-DEGs were primarily enriched in immune response, inflammatory reaction, and necroptosis. Immune infiltration analysis showed remarkable differences in the proportions of immune cell subtype between FRDA and healthy samples. In addition, ten core genes and one gene cluster module were screened out based on the PPI network. We verified eight immune-specific core genes using a validation dataset and found CD28, FAS, and ITIF5 have high diagnostic significance in FRDA. Finally, NEAT1-hsa-miR-24-3p-CD28 was identified as a key regulatory pathway of child and adult FRDA. CONCLUSIONS: Downregulation of three immune-specific hub genes, CD28, FAS, and IFIT5, may be associated with the progression of child and adult FRDA. Furthermore, NEAT1-hsa-miR-24-3p-CD28 may be the potential RNA regulatory pathway related to the pathogenesis of child and adult FRDA.

6.
Biomed Pharmacother ; 125: 109885, 2020 May.
Artigo em Inglês | MEDLINE | ID: mdl-32007917

RESUMO

BACKGROUND AND PURPOSE: Multidrug resistance (MDR) is a great challenge and obstacle in cancer treatment. It is a common problem in the treatment of acute myeloid leukemia (AML). Whether grape seed proanthocyanidin extract (GSPE) could reverse MDR in patients with AML is still unknown. The aim of this study was to investigate the MDR reverse ability of GSPE and its possible mechanism in vitro. MATERIALS AND METHODS: Human leukemia cell line HL-60 cells and HL-ADR cells were used. MTT assay were employed to identify the cytotoxic effects of different chemotherapeutic drugs and reverse ability of GSPE. Flow cytometry assays were used to verify the cell apoptosis induced by GSPE. MDR-related genes expression was tested by real-time polymerase chain reaction (Q-PCR). MDR-related protein expression was assessed by Western blotting assays. The genes and their related protein expression of multidrug resistance-associated protein 1 (MRP1), multidrug resistance protein 1 (MDR1) and lung resistance-related protein (LRP) were tested in this study. KEY RESULTS: We found that HL-60/ADR cells were resistant to a variety of chemotherapeutic drugs, including cytarabine (Ara-C), adriamycin (ADR), vincristine (VCR), daunorubicin (DNR), mitoxantrone (MTZ), pirarubicin (THP), homoharringtonine (HHT) and etoposide (VP16). Co-treatment with GSPE could significant lower the IC50 of Ara-C and ADR in HL-60/ADR cells (P < 0.01). MDR related mRNA and their protein expression of MRP1 and MDR1 were significant highly expressed in HL-60/ADR cells than HL-60 cells (P < 0.01). But only protein expression of LRP was higher in HL-60/ADR cells than HL-60 cells (P < 0.05). GSPE could induce a higher intracellular level of ADR in HL-60/ADR cells. It could also inhibit Akt phosphorylation resulted in the down regulation of MRP1, MDR1 and LRP and induce cell apoptosis. 25.0 µg/mL GSPE significant inhibited the Akt phosphorylation (P < 0.05). CONCLUSION AND IMPLICATIONS: GSPE-reversed MDR of HL-60/ADR cells might be associated with the inhibition of the PI3K/Akt signaling pathway, which resulted in the down-regulation the expression of MRP1, MDR1 and LRP. These results provide that GSPE may serve as a combination therapy in AML chemotherapy for future study.


Assuntos
Resistência a Múltiplos Medicamentos/efeitos dos fármacos , Resistencia a Medicamentos Antineoplásicos/efeitos dos fármacos , Extrato de Sementes de Uva/farmacologia , Fosfatidilinositol 3-Quinases/metabolismo , Proantocianidinas/farmacologia , Proteínas Proto-Oncogênicas c-akt/metabolismo , Transdução de Sinais/efeitos dos fármacos , Membro 1 da Subfamília B de Cassetes de Ligação de ATP/genética , Membro 1 da Subfamília B de Cassetes de Ligação de ATP/metabolismo , Apoptose , Linhagem Celular Tumoral , Resistência a Múltiplos Medicamentos/genética , Resistencia a Medicamentos Antineoplásicos/genética , Expressão Gênica , Células HL-60 , Humanos , Fosforilação
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