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1.
Cell ; 186(10): 2078-2091.e18, 2023 05 11.
Artigo em Inglês | MEDLINE | ID: mdl-37172562

RESUMO

Neural tube (NT) defects arise from abnormal neurulation and result in the most common birth defects worldwide. Yet, mechanisms of primate neurulation remain largely unknown due to prohibitions on human embryo research and limitations of available model systems. Here, we establish a three-dimensional (3D) prolonged in vitro culture (pIVC) system supporting cynomolgus monkey embryo development from 7 to 25 days post-fertilization. Through single-cell multi-omics analyses, we demonstrate that pIVC embryos form three germ layers, including primordial germ cells, and establish proper DNA methylation and chromatin accessibility through advanced gastrulation stages. In addition, pIVC embryo immunofluorescence confirms neural crest formation, NT closure, and neural progenitor regionalization. Finally, we demonstrate that the transcriptional profiles and morphogenetics of pIVC embryos resemble key features of similarly staged in vivo cynomolgus and human embryos. This work therefore describes a system to study non-human primate embryogenesis through advanced gastrulation and early neurulation.


Assuntos
Defeitos do Tubo Neural , Neurulação , Técnicas de Cultura de Tecidos , Animais , Humanos , Blastocisto , Embrião de Mamíferos , Desenvolvimento Embrionário , Macaca fascicularis , Defeitos do Tubo Neural/genética , Defeitos do Tubo Neural/patologia , Técnicas de Cultura de Tecidos/métodos
2.
Clin Immunol ; 265: 110301, 2024 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-38944364

RESUMO

Septic cardiomyopathy (SCM) is characterized by an abnormal inflammatory response and increased mortality. The role of efferocytosis in SCM is not well understood. We used integrated multi-omics analysis to explore the clinical and genetic roles of efferocytosis in SCM. We identified six module genes (ATP11C, CD36, CEBPB, MAPK3, MAPKAPK2, PECAM1) strongly associated with SCM, leading to an accurate predictive model. Subgroups defined by EFFscore exhibited distinct clinical features and immune infiltration levels. Survival analysis showed that the C1 subtype with a lower EFFscore had better survival outcomes. scRNA-seq analysis of peripheral blood mononuclear cells (PBMCs) from sepsis patients identified four genes (CEBPB, CD36, PECAM1, MAPKAPK2) associated with high EFFscores, highlighting their role in SCM. Molecular docking confirmed interactions between diagnostic genes and tamibarotene. Experimental validation supported our computational results. In conclusion, our study identifies a novel efferocytosis-related SCM subtype and diagnostic biomarkers, offering new insights for clinical diagnosis and therapy.


Assuntos
Biomarcadores , Cardiomiopatias , Aprendizado de Máquina , Fagocitose , Sepse , Humanos , Cardiomiopatias/genética , Cardiomiopatias/diagnóstico , Prognóstico , Masculino , Sepse/genética , Sepse/diagnóstico , Fagocitose/genética , Feminino , Pessoa de Meia-Idade , Leucócitos Mononucleares/metabolismo , Idoso , Simulação de Acoplamento Molecular , Eferocitose , Multiômica
3.
J Appl Microbiol ; 135(4)2024 Apr 01.
Artigo em Inglês | MEDLINE | ID: mdl-38549423

RESUMO

AIMS: Ravelling the central but poorly understood issue that potential contributions of keystone species to intestinal ecosystem functioning of patients with certain life-altering diseases including Crohn's disease (CD). METHODS AND RESULTS: In this study, a combination of 16S rRNA gene amplicon sequencing and amplicon-oriented metagenomic profiling was applied to gain insights into the shifts in bacterial community composition at different stages of CD course, and explore the functional roles of identified keystone species in intestinal microecosystem. Our results showed significant alterations in structure and composition of gut microbiota between CD patients and healthy control (HC) (P < 0.05), but was no difference at active and remission stages. Whole-community-based comprehensive analyses were employed to identify the differential species such as Escherichia coli, Anaerostipes hadrus, and Eubacterium hallii in CD patients, with healthy populations as the control. Metagenome-wide functional analyses further revealed that the relative abundance of specialized metabolism-related genes such as cynS, frdB, serA, and gltB from these bacterial species in CD group was significantly different (P < 0.05) from that in HC, and highlighted the potential roles of the keystone species in regulating the accumulation of important metabolites such as succinate, formate, ammonia, L-glutamate, and L-serine, which might have an effect on homeostasis of intestinal ecosystem. CONCLUSIONS: The findings identify several potential keystone species that may influence the intestinal microecosystem functioning of CD patients and provide some reference for future CD treatment.


Assuntos
Doença de Crohn , Humanos , Bactérias/genética , Fezes/microbiologia , Intestinos/microbiologia , RNA Ribossômico 16S/genética
4.
J Transl Med ; 21(1): 871, 2023 11 30.
Artigo em Inglês | MEDLINE | ID: mdl-38037058

RESUMO

BACKGROUND: Tumor cells with stemness in breast cancer might facilitate the immune microenvironment's suppression process and led to anti-tumor immune effects. The primary objective of this study was to identify potential targets to disrupt the communication between cancer cell stemness and the immune microenvironment. METHODS: In this study, we initially isolated tumor cells with varying degrees of stemness using a spheroid formation assay. Subsequently, we employed RNA-seq and proteomic analyses to identify genes associated with stemness through gene trend analysis. These stemness-related genes were then subjected to pan-cancer analysis to elucidate their functional roles in a broader spectrum of cancer types. RNA-seq data of 3132 patients with breast cancer with clinical data were obtained from public databases. Using the identified stemness genes, we constructed two distinct stemness subtypes, denoted as C1 and C2. We subsequently conducted a comprehensive analysis of the differences between these subtypes using pathway enrichment methodology and immune infiltration algorithms. Furthermore, we identified key immune-related stemness genes by employing lasso regression analysis and a Cox survival regression model. We conducted in vitro experiments to ascertain the regulatory impact of the key gene on cell stemness. Additionally, we utilized immune infiltration analysis and pan-cancer analysis to delineate the functions attributed to this key gene. Lastly, single-cell RNA sequencing (scRNA-seq) was employed to conduct a more comprehensive examination of the key gene's role within the microenvironment. RESULTS: In our study, we initially identified a set of 65 stemness-related genes in breast cancer cells displaying varying stemness capabilities. Subsequently, through survival analysis, we pinpointed 41 of these stemness genes that held prognostic significance. We observed that the C2 subtype exhibited a higher stemness capacity compared to the C1 subtype and displayed a more aggressive malignancy profile. Further analysis using Lasso-Cox algorithm identified LDLR as a pivotal immune-related stemness gene. It became evident that LDLR played a crucial role in shaping the immune microenvironment. In vitro experiments demonstrated that LDLR regulated the cell stemness of breast cancer. Immune infiltration analysis and pan-cancer analysis determined that LDLR inhibited the proliferation of immune cells and might promote tumor cell progression. Lastly, in our scRNA-seq analysis, we discovered that LDLR exhibited associations with stemness marker genes within breast cancer tissues. Moreover, LDLR demonstrated higher expression levels in tumor cells compared to immune cells, further emphasizing its relevance in the context of breast cancer. CONCLUSION: LDLR is an important immune stemness gene that regulates cell stemness and enhances the crosstalk between breast cancer cancer cell stemness and tumor immune microenvironment.


Assuntos
Neoplasias da Mama , Humanos , Feminino , Neoplasias da Mama/genética , Multiômica , Proteômica , Algoritmos , Lipoproteínas LDL , Microambiente Tumoral
5.
Microb Cell Fact ; 22(1): 11, 2023 Jan 16.
Artigo em Inglês | MEDLINE | ID: mdl-36647087

RESUMO

Macroscopic fungi, mainly higher basidiomycetes and some ascomycetes, are considered medicinal mushrooms and have long been used in different areas due to their pharmaceutically/nutritionally valuable bioactive compounds. However, the low production of these bioactive metabolites considerably limits the utilization of medicinal mushrooms both in commerce and clinical trials. As a result, many attempts, ranging from conventional methods to novel approaches, have been made to improve their production. The novel strategies include conducting omics investigations, constructing genome-scale metabolic models, and metabolic engineering. So far, genomics and the combined use of different omics studies are the most utilized omics analyses in medicinal mushroom research (both with 31% contribution), while metabolomics (with 4% contribution) is the least. This article is the first attempt for reviewing omics investigations in medicinal mushrooms with the ultimate aim of bioactive compound overproduction. In this regard, the role of these studies and systems biology in elucidating biosynthetic pathways of bioactive compounds and their contribution to metabolic engineering will be highlighted. Also, limitations of omics investigations and strategies for overcoming them will be provided in order to facilitate the overproduction of valuable bioactive metabolites in these valuable organisms.


Assuntos
Agaricales , Basidiomycota , Agaricales/genética , Genômica , Biologia de Sistemas/métodos
6.
J Gastroenterol Hepatol ; 38(8): 1416-1425, 2023 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-37226284

RESUMO

BACKGROUND AND AIM: Hepatic fibrosis is a common pathogenic outcome of almost all chronic liver diseases and a growing public health problem globally. However, the key genes or proteins driving liver fibrosis and cirrhosis are not well understood. We aimed to identify novel hepatic fibrosis genes of human primary hepatic stellate cells (HSCs). METHODS: Human primary HSCs were isolated from surgically resected advanced fibrosis liver tissues (n = 6) and surgical resection of normal liver tissue around hemangioma (n = 5). Differences in the expression levels of mRNA and proteins from HSCs in advanced fibrosis group and the control group were analyzed using RNA sequencing and mass spectrometry as transcriptomic and proteomic approaches. The obtained biomarkers were further validated through real-time quantitative polymerase chain reaction (RT-qPCR), immunofluorescence, and Western blot. RESULTS: A total of 2156 transcripts and 711 proteins were found to be differently expressed between the advanced fibrosis group and the control group patients. The Venn diagram shows that a total of 96 upregulated molecules are overlapped in both the transcriptomic and proteomic datasets. Gene Ontology enrichment analysis and Kyoto Encyclopedia of Genes and Genomes analysis indicated that those overlapped genes were mainly involved in wound healing, cell adhesion regulation, and actin binding, which reflects the major biological conversions in liver cirrhosis process. Pyruvate kinase M2 and EH domain-containing 2 were identified as potential new markers for advanced liver cirrhosis, which have been validated in primary human HSCs and in vitro cellular hepatic fibrosis model Lieming Xu-2 (LX-2) cells. CONCLUSIONS: Our results revealed the major transcriptomic and proteomic changes during liver cirrhosis process and identified new biomarkers and potential therapeutic targets for advanced liver fibrosis.


Assuntos
Células Estreladas do Fígado , Multiômica , Humanos , Células Estreladas do Fígado/metabolismo , Proteômica , Cirrose Hepática/patologia , Fígado/patologia , Biomarcadores/metabolismo
7.
Arch Toxicol ; 97(8): 2143-2153, 2023 08.
Artigo em Inglês | MEDLINE | ID: mdl-37278767

RESUMO

While exposure to high levels of all-trans retinoic acid (atRA) during pregnancy is known to suppress murine embryonic palate mesenchymal (MEPM) cells proliferation and to result in cleft palate (CP) development, the underlying mechanisms are poorly understood. Accordingly, this study was designed with the goal of clarifying the etiological basis for atRA-induced CP. A murine model of CP was established via the oral administration of atRA to pregnant mice on gestational day (GD) 10.5, after which transcriptomic and metabolomic analyses were performed with the goal of clarifying the critical genes and metabolites associated with CP development through an integrated multi-omics approach. MEPM cells proliferation was altered by atRA exposure as expected, contributing to CP incidence. In total, 110 genes were differentially expressed in the atRA treatment groups, suggesting that atRA may influence key biological processes including stimulus, adhesion, and signaling-related activities. In addition, 133 differentially abundant metabolites were identified including molecules associated with ABC transporters, protein digestion and absorption, mTOR signaling pathway, and the TCA cycle, suggesting a link between these mechanisms and CP. Overall, combined analyses of these transcriptomic and metabolomic results suggested that the MAPK, calcium, PI3K-Akt, Wnt, and mTOR signaling pathways are particularly important pathways enriched in the palatal cleft under conditions of atRA exposure. Together, these integrated transcriptomic and metabolomic approaches provided new evidence with respect to the mechanisms underlying altered MEPM cells proliferation and signal transduction associated with atRA-induced CP, revealing a possible link between oxidative stress and these pathological changes.


Assuntos
Fissura Palatina , Gravidez , Feminino , Animais , Camundongos , Fissura Palatina/induzido quimicamente , Fissura Palatina/genética , Fissura Palatina/patologia , Transcriptoma , Fosfatidilinositol 3-Quinases/metabolismo , Tretinoína/toxicidade , Proliferação de Células , Serina-Treonina Quinases TOR/metabolismo , Camundongos Endogâmicos C57BL
8.
BMC Genomics ; 23(1): 227, 2022 Mar 23.
Artigo em Inglês | MEDLINE | ID: mdl-35321643

RESUMO

BACKGROUND: Genetic variants have been found to influence red blood cell (RBC) susceptibility to hemolytic stress and affect transfusion outcomes and the severity of blood diseases. Males have a higher susceptibility to hemolysis than females, but little is known about the genetic mechanism contributing to the difference. RESULTS: To investigate the sex differences in RBC susceptibility to hemolysis, we conducted a sex-stratified genome-wide association study and a genome-wide gene-by-sex interaction scan in a multi-ethnic dataset with 12,231 blood donors who have in vitro osmotic hemolysis measurements during routine blood storage. The estimated SNP-based heritability for osmotic hemolysis was found to be significantly higher in males than in females (0.46 vs. 0.41). We identified SNPs associated with sex-specific susceptibility to osmotic hemolysis in five loci (SPTA1, KCNA6, SLC4A1, SUMO1P1, and PAX8) that impact RBC function and hemolysis. CONCLUSION: Our study established a best practice to identify sex-specific genetic modifiers for sexually dimorphic traits in datasets with mixed ancestries, providing evidence of different genetic regulations of RBC susceptibility to hemolysis between sexes. These and other variants may help explain observed sex differences in the severity of hemolytic diseases, such as sickle cell and malaria, as well as the viability of red cell storage and recovery.


Assuntos
Preservação de Sangue , Eritrócitos , Hemólise , Pressão Osmótica , Feminino , Estudo de Associação Genômica Ampla , Humanos , Canal de Potássio Kv1.6/genética , Masculino , Osmose , Fatores Sexuais
9.
J Transl Med ; 20(1): 445, 2022 10 02.
Artigo em Inglês | MEDLINE | ID: mdl-36184622

RESUMO

BACKGROUND: According to the Global Cancer Statistics in 2020, the incidence and mortality of colorectal cancer (CRC) rank third and second among all tumors. The disturbance of ubiquitination plays an important role in the initiation and development of CRC, but the ubiquitinome of CRC cells and the survival-relevant ubiquitination are poorly understood. METHODS: The ubiquitinome of CRC patients (n = 6) was characterized using our own data sets of proteomic and ubiquitin-proteomic examinations. Then, the probable survival-relevant ubiquitination was searched based on the analyses of data sets from public databases. RESULTS: For the ubiquitinomic examination, we identified 1690 quantifiable sites and 870 quantifiable proteins. We found that the highly-ubiquitinated proteins (n ≥ 10) were specifically involved in the biological processes such as G-protein coupling, glycoprotein coupling, and antigen presentation. Also, we depicted five motif sequences frequently recognized by ubiquitin. Subsequently, we revealed that the ubiquitination content of 1172 proteins were up-regulated and 1700 proteins were down-regulated in CRC cells versus normal adjacent cells. We demonstrated that the differentially ubiquitinated proteins were relevant to the pathways including metabolism, immune regulation, and telomere maintenance. Then, integrated with the proteomic datasets from the Clinical Proteomic Tumor Analysis Consortium (CPTAC) (n = 98), we revealed that the increased ubiquitination of FOCAD at Lys583 and Lys587 was potentially associated with patient survival. Finally, we depicted the mutation map of FOCAD and elucidated its potential functions on RNA localization and translation in CRC. CONCLUSIONS: The findings of this study described the ubiquitinome of CRC cells and identified abnormal ubiquitination(s) potentially affecting the patient survival, thereby offering new probable opportunities for clinical treatment.


Assuntos
Neoplasias Colorretais , Proteínas Ubiquitinadas , Neoplasias Colorretais/patologia , Humanos , Proteômica , RNA/metabolismo , Ubiquitina/genética , Ubiquitina/metabolismo , Proteínas Ubiquitinadas/genética , Proteínas Ubiquitinadas/metabolismo , Ubiquitinação
10.
Fish Shellfish Immunol ; 125: 35-47, 2022 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-35526798

RESUMO

Parasitic dinoflagellates in genus Hematodinium have caused substantial economic losses to multiple commercially valuable marine crustaceans around the world. Recent efforts to better understand the life cycle and biology of the parasite have improved our understanding of the disease ecology. However, studies on the host-parasite interaction, especially how Hematodinium parasites evade the host immune response are lacking. To address this shortfall, we used the comprehensive omics approaches (miRNA transcriptomics, iTRAQ-based proteomics) to get insights into the host-parasite interaction between hemocytes from Portunus trituberculatus and Hematodinium perezi in the present study. The parasitic dinoflagellate H. perezi remodeled the miRNome and proteome of hemocytes from challenged hosts, modulated the host immune response at both post-transcriptional and translational levels and caused post-transcriptional regulation to the host immune response. Multiple important cellular and humoral immune-related pathways (ex. Apoptosis, Endocytosis, ECM-receptor interaction, proPO activation pathway, Toll-like signaling pathway, Jak-STAT signaling pathway) were significantly affected by Hematodinium parasites. Through modulation of the host miRNome, the host immune responses of nodulation, proPO activation and antimicrobial peptides were significantly suppressed. Cellular homeostasis was imbalanced via post-transcriptional dysregulation of the phagosome and peroxisome pathways. Cellular structure and communication was seriously impacted by post-transcriptional downregulation of ECM-receptor interaction and focal adhesion pathways. In conclusion, H. perezi parasites could trigger striking changes in the miRNome and proteome of crustacean hemocytes, and this parasite exhibited multifaceted immunomodulatory effects and potential immune-suppressive mechanisms in crustacean hosts.


Assuntos
Braquiúros , Dinoflagellida , Parasitos , Animais , Dinoflagellida/fisiologia , Hemócitos , Interações Hospedeiro-Parasita , Imunidade , Proteoma
11.
Int J Mol Sci ; 23(5)2022 Mar 04.
Artigo em Inglês | MEDLINE | ID: mdl-35269949

RESUMO

ß-thalassemia is a hematologic disease that may be associated with significant morbidity and mortality. Increased expression of HBG1/2 can ameliorate the severity of ß-thalassemia. Compared to the unaffected population, some ß-thalassemia patients display elevated HBG1/2 expression levels in their red blood cells. However, the magnitude of up-regulation does not reach the threshold of self-healing, and thus, the molecular mechanism underlying HBG1/2 expression in the context of HBB-deficiency requires further elucidation. Here, we performed a multi-omics study examining chromatin accessibility, transcriptome, proteome, and phosphorylation patterns in the HBB homozygous knockout of the HUDEP2 cell line (HBB-KO). We found that up-regulation of HBG1/2 in HBB-KO cells was not induced by the H3K4me3-mediated genetic compensation response. Deletion of HBB in human erythroid progenitor cells resulted in increased ROS levels and production of oxidative stress, which led to an increased rate of apoptosis. Furthermore, in response to oxidative stress, slower cell cycle progression and proliferation were observed. In addition, stress erythropoiesis was initiated leading to increased intracellular HBG1/2 expression. This molecular model was also validated in the single-cell transcriptome of hematopoietic stem cells from ß-hemoglobinopathy patients. These findings further the understanding of HBG1/2 gene regulatory networks and provide novel clinical insights into ß-thalassemia phenotypic diversity.


Assuntos
Talassemia beta , Contagem de Eritrócitos , Eritrócitos/metabolismo , Células Precursoras Eritroides/metabolismo , Eritropoese/genética , Humanos
12.
J Transl Med ; 19(1): 273, 2021 06 26.
Artigo em Inglês | MEDLINE | ID: mdl-34174878

RESUMO

BACKGROUND: The identification of novel functional biomarkers is essential for recognizing high-risk patients, predicting recurrence, and searching for appropriate treatment. However, no prognostic biomarker has been applied for colorectal cancer (CRC) in the clinic. METHODS: Integrated with transcriptomic data from public databases, multi-omics examinations were conducted to search prognostic biomarkers for CRC. Moreover, the potential biological functions and regulatory mechanism of these predictive genes were also explored. RESULTS: In this study, we revealed that three mitochondrial genes were associated with the poor prognosis of CRC. Integrated analyses of transcriptome and proteome of CRC patients disclosed numerous down-regulated mitochondrial genes at both mRNA and protein levels, suggesting a vital role of mitochondria in carcinogenesis. Combined with the bioinformatics studies of transcriptomic datasets of 538 CRC patients, three mitochondrial prognostic genes were eventually selected out, including HIGD1A, SUCLG2, and SLC25A24. The expression of HIGD1A exhibited a significant reduction in two subtypes of adenoma and six subtypes of CRC, while the down-regulation of SUCLG2 and SLC25A24 showed more advantages in rectal mucinous adenocarcinoma. Moreover, we unveiled that these three genes had common expressions and might collaboratively participate in the synthesis of ribosomes. Our original multi-omics datasets, including DNA methylation, structural variants, chromatin accessibility, and phosphoproteome, further depicted the altered modifications on their potential transcriptional factors. CONCLUSIONS: In summary, HIGD1A, SUCLG2, and SLC25A24 might serve as predictive biomarkers for CRC. The biological activities they involved in and their upstream regulators we uncovered would provide a functional context for the further-in-depth mechanism study.


Assuntos
Neoplasias Colorretais , Genes Mitocondriais , Biomarcadores Tumorais/genética , Neoplasias Colorretais/genética , Regulação Neoplásica da Expressão Gênica , Humanos , Recidiva Local de Neoplasia , Prognóstico
13.
Microb Cell Fact ; 19(1): 81, 2020 Apr 03.
Artigo em Inglês | MEDLINE | ID: mdl-32245432

RESUMO

BACKGROUND: Glucoamylase is one of the most industrially applied enzymes, produced by Aspergillus species, like Aspergillus niger. Compared to the traditional ways of process optimization, the metabolic engineering strategies to improve glucoamylase production are relatively scarce. RESULTS: In the previous study combined multi-omics integrative analysis and amino acid supplementation experiment, we predicted four amino acids (alanine, glutamate, glycine and aspartate) as the limited precursors for glucoamylase production in A. niger. To further verify this, five mutants namely OE-ala, OE-glu, OE-gly, OE-asp1 and OE-asp2, derived from the parental strain A. niger CBS 513.88, were constructed respectively for the overexpression of five genes responsible for the biosynthesis of the four kinds of amino acids (An11g02620, An04g00990, An05g00410, An04g06380 and An16g05570). Real-time quantitative PCR revealed that all these genes were successfully overexpressed at the mRNA level while the five mutants exhibited different performance in glucoamylase production in shake flask cultivation. Notably, the results demonstrated that mutant OE-asp2 which was constructed for reinforcing cytosolic aspartate synthetic pathway, exhibited significantly increased glucoamylase activity by 23.5% and 60.3% compared to CBS 513.88 in the cultivation of shake flask and the 5 L fermentor, respectively. Compared to A. niger CBS 513.88, mutant OE-asp2 has a higher intracellular amino acid pool, in particular, alanine, leucine, glycine and glutamine, while the pool of glutamate was decreased. CONCLUSION: Our study combines the target prediction from multi-omics analysis with the experimental validation and proves the possibility of increasing glucoamylase production by enhancing limited amino acid biosynthesis. In short, this systematically conducted study will surely deepen the understanding of resources allocation in cell factory and provide new strategies for the rational design of enzyme production strains.


Assuntos
Ácido Aspártico/metabolismo , Aspergillus niger/genética , Citosol/metabolismo , Oxigênio/metabolismo
14.
BMC Med Inform Decis Mak ; 20(1): 22, 2020 02 07.
Artigo em Inglês | MEDLINE | ID: mdl-32033604

RESUMO

BACKGROUND: Colon cancer is common worldwide and is the leading cause of cancer-related death. Multiple levels of omics data are available due to the development of sequencing technologies. In this study, we proposed an integrative prognostic model for colon cancer based on the integration of clinical and multi-omics data. METHODS: In total, 344 patients were included in this study. Clinical, gene expression, DNA methylation and miRNA expression data were retrieved from The Cancer Genome Atlas (TCGA). To accommodate the high dimensionality of omics data, unsupervised clustering was used as dimension reduction method. The bias-corrected Harrell's concordance index was used to verify which clustering result provided the best prognostic performance. Finally, we proposed a prognostic prediction model based on the integration of clinical data and multi-omics data. Uno's concordance index with cross-validation was used to compare the discriminative performance of the prognostic model constructed with different covariates. RESULTS: Combinations of clinical and multi-omics data can improve prognostic performance, as shown by the increase of the bias-corrected Harrell's concordance of the prognostic model from 0.7424 (clinical features only) to 0.7604 (clinical features and three types of omics features). Additionally, 2-year, 3-year and 5-year Uno's concordance statistics increased from 0.7329, 0.7043, and 0.7002 (clinical features only) to 0.7639, 0.7474 and 0.7597 (clinical features and three types of omics features), respectively. CONCLUSION: In conclusion, this study successfully combined clinical and multi-omics data for better prediction of colon cancer prognosis.


Assuntos
Neoplasias do Colo/genética , Neoplasias do Colo/fisiopatologia , Análise de Dados , Gerenciamento de Dados , Adulto , Idoso , Idoso de 80 Anos ou mais , Análise por Conglomerados , Metilação de DNA , Feminino , Expressão Gênica , Perfilação da Expressão Gênica , Genômica/métodos , Humanos , Masculino , MicroRNAs , Pessoa de Meia-Idade , Prognóstico
15.
Int J Biol Macromol ; 258(Pt 1): 128850, 2024 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-38114004

RESUMO

Previous studies have shown that Wickerhamomyces anomalus can control postharvest diseases of fruits and incubation of the yeast with chitosan can improve its efficiency. In this study, transcriptome study was conducted to determine molecular mechanisms involved in the yeast-chitosan interaction. The bioinformatics analysis of the RNA-seq data confirmed that incubating W. anomalus with 1 % chitosan for 24 h significantly altered the expression of differential genes involved in yeast metabolic and cellular activities. Genes involved in ethyl acetate production, reactive oxygen species regulation, cell wall reinforcement, stress resistance, and signalling were all significantly up-regulated. Pathways which have significant role in the yeast growth and reproduction, energy production, cellular homeostasis, signal transduction, catalytic, and antioxidant activities were significantly enriched. In general, incubation of the yeast with chitosan genes metabolic pathways which are important for the yeast survival, adaptation, and reproduction. Molecular studies are important in providing fundamental theoretical foundation for the practical application of antagonistic yeasts for future uses. As a result, this research will be an input for use of the antagonistic yeast as microbial or biochemical pesticides instead of synthetic chemicals which have both health and environmental effects.


Assuntos
Quitosana , Saccharomycetales , Quitosana/metabolismo , Transcriptoma , Saccharomycetales/genética , Leveduras/metabolismo , Redes e Vias Metabólicas
16.
Eur Heart J Open ; 4(2): oeae012, 2024 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-38532851

RESUMO

Aims: Epidemiological research has shown relevant differences between sexes in clinical manifestations, severity, and progression of cardiovascular and metabolic disorders. To date, the mechanisms underlying these differences remain unknown. Given the rising incidence of such diseases, gender-specific research on established and emerging risk factors, such as dysfunction of glycaemic and/or lipid metabolism, of sex hormones and of gut microbiome, is of paramount importance. The relationships between sex hormones, gut microbiome, and host glycaemic and/or lipid metabolism are largely unknown even in the homoeostasis status. Yet this knowledge gap would be pivotal to pinpoint to key mechanisms that are likely to be disrupted in disease context. Methods and results: Here we present the Women4Health (W4H) cohort, a unique cohort comprising up to 300 healthy women followed up during a natural menstrual cycle, set up with the primary goal to investigate the combined role of sex hormones and gut microbiota variations in regulating host lipid and glucose metabolism during homoeostasis, using a multi-omics strategy. Additionally, the W4H cohort will take into consideration another ecosystem that is unique to women, the vaginal microbiome, investigating its interaction with gut microbiome and exploring-for the first time-its role in cardiometabolic disorders. Conclusion: The W4H cohort study lays a foundation for improving current knowledge of women-specific mechanisms in cardiometabolic regulation. It aspires to transform insights on host-microbiota interactions into prevention and therapeutic approaches for personalized health care.

17.
Arch Oral Biol ; 153: 105720, 2023 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-37285682

RESUMO

OBJECTIVE: This study aimed to explore the key genes, metabolites, and pathways that influence periodontitis pathogenesis by integrating transcriptomic and metabolomic studies. DESIGN: Gingival crevicular fluid samples from periodontitis patients and healthy controls were collected for liquid chromatography/tandem mass-based metabolomics. RNA-seq data for periodontitis and control samples were obtained from the GSE16134 dataset. Differential metabolites and differentially expressed genes (DEGs) between the two groups were then compared. Based on the protein-protein interaction (PPI) network module analysis, key module genes were selected from immune-related DEGs. Correlation and pathway enrichment analyses were performed for differential metabolites and key module genes. A multi-omics integrative analysis was performed using bioinformatic methods to construct a gene-metabolite-pathway network. RESULTS: From the metabolomics study, 146 differential metabolites were identified, which were mainly enriched in the pathways of purine metabolism and Adenosine triphosphate binding cassette transporters (ABC transporters). The GSE16134 dataset revealed 102 immune-related DEGs (458 upregulated and 264 downregulated genes), 33 of which may play core roles in the key modules of the PPI network and are involved in cytokine-related regulatory pathways. Through a multi-omics integrative analysis, a gene-metabolite-pathway network was constructed, including 28 genes (such as platelet derived growth factor D (PDGFD), neurturin (NRTN), and interleukin 2 receptor, gamma (IL2RG)); 47 metabolites (such as deoxyinosine); and 8 pathways (such as ABC transporters). CONCLUSION: PDGFD, NRTN, and IL2RG may be potential biomarkers of periodontitis and may affect disease progression by regulating deoxyinosine to participate in the ABC transporter pathway.


Assuntos
Multiômica , Periodontite , Humanos , Periodontite/genética , Mapas de Interação de Proteínas/genética , Perfilação da Expressão Gênica/métodos , Redes Reguladoras de Genes , Biologia Computacional/métodos
18.
Methods Mol Biol ; 2629: 1-9, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-36929070

RESUMO

In the current era of multi-omics, new sequencing and molecular profiling technologies have facilitated our quest for a deeper and broader understanding of the variations and dynamic regulations in human genomes. However, analyzing and integrating data generated from diverse platforms, modalities, and large-scale heterogeneous samples to extract functional and clinically valuable information remains a significant challenge. Here, we first discuss recent advances in methods and algorithms for analyzing data at the genome, transcriptome, proteome, metabolome, and microbiome levels, followed by emerging methods for leveraging single-cell sequencing and spatial transcriptomic data. We also highlight the mechanistic insights that these advances can bring to the field, as well as the current challenges and outlooks relating to their translational and reproducible adoption at the population level. It is evident that novel statistical methods, which were inspired by new assays, will enable the associated molecular profiling pipelines and experimental designs to continuously improve our understanding of the human genome and the downstream consequences in the transcriptome, epigenome, proteome, metabolome, regulome, and microbiome.


Assuntos
Multiômica , Proteoma , Humanos , Proteoma/genética , Proteômica , Perfilação da Expressão Gênica/métodos , Transcriptoma , Genoma Humano
19.
Chemosphere ; 315: 137752, 2023 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-36623596

RESUMO

To evaluate the maximum possible hazard of veterinary antimicrobial mixtures at doses accessible to humans, Sprague-Dawley male rats were orally dosed with a mixture of 26 commonly used veterinary antimicrobials for 90 consecutive days. The daily dosage of each component was 100 times (G1), 10 times (G2) and, 1 time (G3) of acceptable daily intake (ADI) in China. Hematology analysis and biochemical analysis found significant changes of several parameters, suggesting liver damage. Histopathological examination further indicated that mixtures of veterinary drugs at three levels caused obvious hepatotoxicity, and the severity of damage increased with dosage. LC-MS-based metabolomics analysis was carried out to detect metabolite changes in liver tissue. In G1, G2, and G3, 208, 165, and 195 differential accumulated metabolites (DAMs) compared with the Ctrl group were filtered, respectively. Similarly, RNA-seq helped us to filter a total of 183, 118, and 38 differentially expressed genes (DEGs) in G1, G2, and G3 compared with the Ctrl group, respectively. By integrating with the transcriptomic and metabolomic data, we revealed that mineral absorption, ascorbate and aldarate metabolism may be the major pathways affected by the veterinary antimicrobial mixtures in our study. This study provided useful data for the risk assessment of multiple chemicals.


Assuntos
Fígado , Transcriptoma , Ratos , Animais , Humanos , Masculino , Ratos Sprague-Dawley , Fígado/metabolismo , Espectrometria de Massas , Metabolômica
20.
Front Pharmacol ; 14: 1188725, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-37266152

RESUMO

Background: Copper as phytonutrient has powerful activity against health diseases. A newly discovered mechanism of cell death that affects energy metabolism by copper ("cuproptosis") can induce multiple cuproptosis-related genes. Hepatocellular carcinoma (HCC) is a poorly prognosed widespread cancer having danger of advanced metastasis. Therefore, earlier diagnosis followed by the specific targeted therapy are required for improved prognosis. The work herein constructed scoring system built on ten cuproptosis-related genes (CRGs) to predict progression of tumor and metastasis more accurately and test patient reaction toward immunotherapy. Methods: A comprehensive assessment of cuproptosis patterns in HCC samples from two databases and a real-world cohort was performed on ten CRGs, that were linked to immune cell infiltration signatures of TME (tumor microenvironment). Risk signatures were created for quantifying effect of cuproptosis on HCC, and the effects of related genes on cellular function of HCC were investigated, in addition to the effects of immunotherapy and targeted therapy drugs. Results: Two distinct cuproptosis-associated mutational patterns were identified, with distinct immune cell infiltration characteristics and survival likelihood. Studies have shown that assessment of cuproptosis-induced tumor mutational patterns can help predict tumor stage, phenotype, stromal activity, genetic diversity, and patient prognosis. High risk scores are characterized by lower survival and worse treatment with anti-PD-L1/CTAL4 immunotherapy and first-line targeted drugs. Cytological functional assays show that CDKN2A and GLS promote proliferation, migration and inhibit copper-dependent death of HCC cells. Conclusion: HCC patients with high-risk scores exhibit significant treatment disadvantage and survival rates. Cuproptosis plays a non-negligible role in the development of HCC. Quantifying cuproptosis-related designs of tumors will aid in phenotypic categorization, leading to efficient personalized and targeted therapeutics and precise prediction of prognosis and metastasis.

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