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1.
Nat Methods ; 20(11): 1810-1821, 2023 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-37783886

RESUMO

The lack of benchmark data sets with inbuilt ground-truth makes it challenging to compare the performance of existing long-read isoform detection and differential expression analysis workflows. Here, we present a benchmark experiment using two human lung adenocarcinoma cell lines that were each profiled in triplicate together with synthetic, spliced, spike-in RNAs (sequins). Samples were deeply sequenced on both Illumina short-read and Oxford Nanopore Technologies long-read platforms. Alongside the ground-truth available via the sequins, we created in silico mixture samples to allow performance assessment in the absence of true positives or true negatives. Our results show that StringTie2 and bambu outperformed other tools from the six isoform detection tools tested, DESeq2, edgeR and limma-voom were best among the five differential transcript expression tools tested and there was no clear front-runner for performing differential transcript usage analysis between the five tools compared, which suggests further methods development is needed for this application.


Assuntos
Perfilação da Expressão Gênica , Sequenciamento de Nucleotídeos em Larga Escala , Humanos , Perfilação da Expressão Gênica/métodos , Sequenciamento de Nucleotídeos em Larga Escala/métodos , Benchmarking/métodos , RNA , Isoformas de Proteínas
2.
Nucleic Acids Res ; 52(3): e13, 2024 Feb 09.
Artigo em Inglês | MEDLINE | ID: mdl-38059347

RESUMO

Differential expression analysis of RNA-seq is one of the most commonly performed bioinformatics analyses. Transcript-level quantifications are inherently more uncertain than gene-level read counts because of ambiguous assignment of sequence reads to transcripts. While sequence reads can usually be assigned unambiguously to a gene, reads are very often compatible with multiple transcripts for that gene, particularly for genes with many isoforms. Software tools designed for gene-level differential expression do not perform optimally on transcript counts because the read-to-transcript ambiguity (RTA) disrupts the mean-variance relationship normally observed for gene level RNA-seq data and interferes with the efficiency of the empirical Bayes dispersion estimation procedures. The pseudoaligners kallisto and Salmon provide bootstrap samples from which quantification uncertainty can be assessed. We show that the overdispersion arising from RTA can be elegantly estimated by fitting a quasi-Poisson model to the bootstrap counts for each transcript. The technical overdispersion arising from RTA can then be divided out of the transcript counts, leading to scaled counts that can be input for analysis by established gene-level software tools with full statistical efficiency. Comprehensive simulations and test data show that an edgeR analysis of the scaled counts is more powerful and efficient than previous differential transcript expression pipelines while providing correct control of the false discovery rate. Simulations explore a wide range of scenarios including the effects of paired vs single-end reads, different read lengths and different numbers of replicates.


Assuntos
Perfilação da Expressão Gênica , Software , Perfilação da Expressão Gênica/métodos , Teorema de Bayes , Incerteza , Análise de Sequência de RNA/métodos
3.
BMC Cancer ; 24(1): 532, 2024 Apr 26.
Artigo em Inglês | MEDLINE | ID: mdl-38671389

RESUMO

BACKGROUND: Aberrant expressions of desmoglein 2 (Dsg2) and desmocollin 2(Dsc2), the two most widely distributed desmosomal cadherins, have been found to play various roles in cancer in a context-dependent manner. Their specific roles on breast cancer (BC) and the potential mechanisms remain unclear. METHODS: The expressions of Dsg2 and Dsc2 in human BC tissues and cell lines were assessed by using bioinformatics analysis, immunohistochemistry and western blotting assays. Wound-healing and Transwell assays were performed to evaluate the cells' migration and invasion abilities. Plate colony-forming and MTT assays were used to examine the cells' capacity of proliferation. Mechanically, Dsg2 and Dsc2 knockdown-induced malignant behaviors were elucidated using western blotting assay as well as three inhibitors including MK2206 for AKT, PD98059 for ERK, and XAV-939 for ß-catenin. RESULTS: We found reduced expressions of Dsg2 and Dsc2 in human BC tissues and cell lines compared to normal counterparts. Furthermore, shRNA-mediated downregulation of Dsg2 and Dsc2 could significantly enhance cell proliferation, migration and invasion in triple-negative MDA-MB-231 and luminal MCF-7 BC cells. Mechanistically, EGFR activity was decreased but downstream AKT and ERK pathways were both activated maybe through other activated protein tyrosine kinases in shDsg2 and shDsc2 MDA-MB-231 cells since protein tyrosine kinases are key drivers of triple-negative BC survival. Additionally, AKT inhibitor treatment displayed much stronger capacity to abolish shDsg2 and shDsc2 induced progression compared to ERK inhibition, which was due to feedback activation of AKT pathway induced by ERK inhibition. In contrast, all of EGFR, AKT and ERK activities were attenuated, whereas ß-catenin was accumulated in shDsg2 and shDsc2 MCF-7 cells. These results indicate that EGFR-targeted therapy is not a good choice for BC patients with low Dsg2 or Dsc2 expression. Comparatively, AKT inhibitors may be more helpful to triple-negative BC patients with low Dsg2 or Dsc2 expression, while therapies targeting ß-catenin can be considered for luminal BC patients with low Dsg2 or Dsc2 expression. CONCLUSION: Our finding demonstrate that single knockdown of Dsg2 or Dsc2 could promote proliferation, motility and invasion in triple-negative MDA-MB-231 and luminal MCF-7 cells. Nevertheless, the underlying mechanisms were cellular context-specific and distinct.


Assuntos
Movimento Celular , Proliferação de Células , Desmocolinas , Desmogleína 2 , Neoplasias de Mama Triplo Negativas , Humanos , Desmocolinas/metabolismo , Desmocolinas/genética , Desmogleína 2/metabolismo , Desmogleína 2/genética , Feminino , Neoplasias de Mama Triplo Negativas/metabolismo , Neoplasias de Mama Triplo Negativas/patologia , Neoplasias de Mama Triplo Negativas/genética , Linhagem Celular Tumoral , Neoplasias da Mama/metabolismo , Neoplasias da Mama/patologia , Neoplasias da Mama/genética , Invasividade Neoplásica , Regulação Neoplásica da Expressão Gênica , beta Catenina/metabolismo , Transdução de Sinais
4.
Nat Methods ; 16(6): 479-487, 2019 06.
Artigo em Inglês | MEDLINE | ID: mdl-31133762

RESUMO

Single cell RNA-sequencing (scRNA-seq) technology has undergone rapid development in recent years, leading to an explosion in the number of tailored data analysis methods. However, the current lack of gold-standard benchmark datasets makes it difficult for researchers to systematically compare the performance of the many methods available. Here, we generated a realistic benchmark experiment that included single cells and admixtures of cells or RNA to create 'pseudo cells' from up to five distinct cancer cell lines. In total, 14 datasets were generated using both droplet and plate-based scRNA-seq protocols. We compared 3,913 combinations of data analysis methods for tasks ranging from normalization and imputation to clustering, trajectory analysis and data integration. Evaluation revealed pipelines suited to different types of data for different tasks. Our data and analysis provide a comprehensive framework for benchmarking most common scRNA-seq analysis steps.


Assuntos
Adenocarcinoma/genética , Benchmarking , Biologia Computacional/métodos , Sequenciamento de Nucleotídeos em Larga Escala/métodos , Neoplasias Pulmonares/genética , Análise de Sequência de RNA/métodos , Análise de Célula Única/métodos , Humanos , Software , Células Tumorais Cultivadas
5.
Cancer Cell Int ; 22(1): 57, 2022 Feb 02.
Artigo em Inglês | MEDLINE | ID: mdl-35109839

RESUMO

BACKGROUND: Hepatocellular carcinoma (HCC) often presents with satellite nodules, rendering current curative treatments ineffective in many patients. The heterogeneity of HCC is a major challenge in personalized medicine. The emergence of spatial transcriptomics (ST) provides a powerful strategy for delineating the complex molecular landscapes of tumours. METHODS: In this study, the heterogeneity of tissue-wide gene expression in tumour and adjacent nonneoplastic tissues using ST technology were investigated. The transcriptomes of nearly 10,820 tissue regions and identified the main gene expression clusters and their specific marker genes (differentially expressed genes, DEGs) in patients were analysed. The DEGs were analysed from two perspectives. First, two distinct gene profiles were identified to be associated with satellite nodules and conducted a more comprehensive analysis of both gene profiles. Their clinical relevance in human HCC was validated with Kaplan-Meier (KM) Plotter. Second, DEGs were screened with The Cancer Genome Atlas (TCGA) database to divide the HCC cohort into high- and low-risk groups according to Cox analysis. HCC patients from the International Cancer Genome Consortium (ICGC) cohort were used for validation. KM analysis was used to compare the overall survival (OS) between the high- and low-risk groups. Univariate and multivariate Cox analyses were applied to determine the independent predictors for OS. RESULTS: Novel markers for the prediction of satellite nodules were identified and a tumour clusters-specific marker gene signature model (6 genes) for HCC prognosis was constructed. CONCLUSION: The establishment of marker gene profiles may be an important step towards an unbiased view of HCC, and the 6-gene signature can be used for prognostic prediction in HCC. This analysis will help us to clarify one of the possible sources of HCC heterogeneity and uncover pathogenic mechanisms and novel antitumour drug targets.

6.
J Gastroenterol Hepatol ; 37(4): 714-726, 2022 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-35062042

RESUMO

BACKGROUND AND AIM: Vasculogenic mimicry (VM) is a unique blood supply pattern in malignant tumors that is closely associated with metastasis and poor prognosis. The Hippo signaling effector TAZ is upregulated in several cancers, promoting cancer proliferation and metastasis. This study aimed to identify the function of TAZ and its regulatory mechanism in promoting VM in gastric cancer (GC). METHODS: The expression of TAZ and TEAD4 and their correlations with overall survival and VM-related markers were analyzed in 228 cases of GC. The regulatory mechanism of TAZ and its interaction with TEAD4 in epithelial-mesenchymal transition (EMT) and VM were investigated in vitro and in vivo. RESULTS: TAZ was highly expressed in GC samples and was associated with shorter patient survival time. TAZ expression was positively correlated with TEAD4 and VM in patients with GC. TAZ enhanced the migration and invasion capacity of GC cells through EMT in vitro and upregulated the expression of VM-associated proteins, including VE-cadherin, MMP2, and MMP9, thus promoting VM formation. Overexpression of TAZ accelerated the growth of subcutaneous xenograft and promoted VM formation in vivo. Co-immunoprecipitation assays showed that TAZ can directly bind to TEAD4, and in vitro experiments showed that this binding mediates the function of TAZ in regulating EMT and VM formation in GC. CONCLUSIONS: TAZ promotes GC metastasis and VM by upregulating TEAD4 expression. Our findings expand the role of TAZ in VM and provide new theoretical support for the use of antiangiogenic therapy in the treatment of advanced GC.


Assuntos
Neoplasias Gástricas , Fatores de Transcrição de Domínio TEA , Proteínas com Motivo de Ligação a PDZ com Coativador Transcricional , Linhagem Celular Tumoral , Proteínas de Ligação a DNA/genética , Transição Epitelial-Mesenquimal/genética , Regulação Neoplásica da Expressão Gênica , Humanos , Proteínas Musculares/genética , Proteínas Musculares/metabolismo , Neovascularização Patológica/genética , Neovascularização Patológica/patologia , Neoplasias Gástricas/patologia , Fatores de Transcrição de Domínio TEA/genética , Proteínas com Motivo de Ligação a PDZ com Coativador Transcricional/genética , Regulação para Cima
7.
Bioinformatics ; 36(7): 2288-2290, 2020 04 01.
Artigo em Inglês | MEDLINE | ID: mdl-31778143

RESUMO

MOTIVATION: Bioinformatic analysis of single-cell gene expression data is a rapidly evolving field. Hundreds of bespoke methods have been developed in the past few years to deal with various aspects of single-cell analysis and consensus on the most appropriate methods to use under different settings is still emerging. Benchmarking the many methods is therefore of critical importance and since analysis of single-cell data usually involves multi-step pipelines, effective evaluation of pipelines involving different combinations of methods is required. Current benchmarks of single-cell methods are mostly implemented with ad-hoc code that is often difficult to reproduce or extend, and exhaustive manual coding of many combinations is infeasible in most instances. Therefore, new software is needed to manage pipeline benchmarking. RESULTS: The CellBench R software facilitates method comparisons in either a task-centric or combinatorial way to allow pipelines of methods to be evaluated in an effective manner. CellBench automatically runs combinations of methods, provides facilities for measuring running time and delivers output in tabular form which is highly compatible with tidyverse R packages for summary and visualization. Our software has enabled comprehensive benchmarking of single-cell RNA-seq normalization, imputation, clustering, trajectory analysis and data integration methods using various performance metrics obtained from data with available ground truth. CellBench is also amenable to benchmarking other bioinformatics analysis tasks. AVAILABILITY AND IMPLEMENTATION: Available from https://bioconductor.org/packages/CellBench.


Assuntos
RNA-Seq , Análise de Célula Única , Biologia Computacional , Análise de Sequência de RNA , Software , Sequenciamento do Exoma
8.
BMC Cancer ; 21(1): 1305, 2021 Dec 07.
Artigo em Inglês | MEDLINE | ID: mdl-34876062

RESUMO

BACKGROUND: The expression and activation of eukaryotic translation initiation factor 4E (eIF4E) is associated with cell transformation and tumor initiation, but the functional role and the mechanism whereby it drives immune cell infiltration in breast cancer (BRCA) remain uncertain. METHODS: Oncomine, Timer and UALCAN were used to analyze the expression of eIF4E in various cancers. PrognoScan, Kaplan-Meier plotter, and GEPIA were utilized to analyze the prognostic value of eIF4E in select cancers. In vitro cell experiments were used to verify the role of eIF4E in promoting the progression of BRCA. ImmuCellAI and TIMER database were used to explore the relationship between eIF4E and tumor infiltrating immune cells. The expression of a macrophage marker (CD68+) and an M2-type marker (CD163+) was evaluated using immunohistochemistry in 50 invasive BRCA samples on tissue microarrays. The Human Protein Atlas (HPA) database was used to show the expression of eIF4E and related immune markers. LinkedOmics and NetworkAnalyst were used to build the signaling network. RESULTS: Through multiple dataset mining, we found that the expression of eIF4E in BRCA was higher than that in normal tissues, and patients with increased eIF4E expression had poorer survival and a higher cumulative recurrence rate in BRCA. At the cellular level, BRCA cell migration and invasion were significantly inhibited after eIF4E expression was inhibited by siRNA. Immune infiltration analysis showed that the eIF4E expression level was significantly associated with the tumor purity and immune infiltration levels of different immune cells in BRCA. The results from immunohistochemical (IHC) staining further proved that the expression of CD68+ and CD163+ were significantly increased and correlated with poor prognosis in BRCA patients (P < 0.05). Finally, interaction network and functional enrichment analysis revealed that eIF4E was mainly involved in tumor-related pathways, including the cell adhesion molecule pathway and the JAK-STAT signaling pathway. CONCLUSIONS: Our study has demonstrated that eIF4E expression has prognostic value for BRCA patients. eIF4E may act as an essential regulator of tumor macrophage infiltration and may participate in macrophage M2 polarization.


Assuntos
Neoplasias da Mama/genética , Fator de Iniciação 4E em Eucariotos/metabolismo , Linfócitos do Interstício Tumoral/imunologia , Macrófagos/imunologia , Antígenos CD/imunologia , Antígenos de Diferenciação Mielomonocítica/imunologia , Biomarcadores Tumorais/genética , Neoplasias da Mama/imunologia , Movimento Celular/genética , Movimento Celular/imunologia , Feminino , Regulação Neoplásica da Expressão Gênica/genética , Regulação Neoplásica da Expressão Gênica/imunologia , Humanos , Estimativa de Kaplan-Meier , Pessoa de Meia-Idade , Invasividade Neoplásica/genética , Prognóstico , Receptores de Superfície Celular/imunologia
9.
J Environ Sci (China) ; 106: 76-82, 2021 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-34210441

RESUMO

Polyaluminum chloride modified clay (PAC-MC) is a safe and efficient red tide control agent that has been studied and applied worldwide. Although it is well known that the distribution of hydrolytic aluminum species in PAC affects its flocculation, little is known about the influence of particulars aluminum species on the microalgae removal efficiency of PAC-MC; this lack of knowledge creates a bottleneck in the development of more efficient MCs based on aluminum salts. The ferron method was used in this study to quantitatively analyze the distributions of and variations in different hydrolytic aluminum species during the process of microalgae removal by PAC-MC. The results showed that Ala, which made up 5%-20% of the total aluminum, and Alp, which made up 15%-55% of the total aluminum, significantly affected microalgae removal, with Pearson's correlation coefficients of 0.83 and 0.89, respectively. Most of the aluminum in the PAC-MC sank rapidly into the sediments, but the rate and velocity of settlement were affected by the dose of modified clay. The optimal dose of PAC-MC for precipitating microalgae was determined based on its aluminum profile. These results provide guidance for the precise application of PAC-MC in the control of harmful algal blooms.


Assuntos
Alumínio , Microalgas , Hidróxido de Alumínio , Argila , Floculação
10.
J Cell Mol Med ; 24(13): 7163-7174, 2020 07.
Artigo em Inglês | MEDLINE | ID: mdl-32469152

RESUMO

The up-regulation of EMT regulator Twist1 has been implicated in vasculogenic mimicry (VM) formation in human triple-negative breast cancer (TNBC). Twist1 targets the Claudin15 promoter in hepatocellular carcinoma cells. Claudin family members are related with TNBC. However, the relationship between Claudin15 and VM formation is not clear. In this study, we first found that Claudin15 expression was frequently down-regulated in human TNBC, and Claudin15 down-regulation was significantly associated with VM and Twist1 nuclear expression. Claudin15 down-regulation correlated with shorter survival compared with high levels. Claudin15 silence significantly enhanced cell motility, invasiveness and VM formation in the non-TNBC MCF-7 cells. Conversely, an up-regulation of Claudin15 remarkably reduced TNBC MDA-MB-231 cell migration, invasion and VM formation. We also showed that down-regulation of Claudin15 was Twist1-dependent, and Twist1 repressed Claudin15 promoter activity. Furthermore, GeneChip analyses of mammary glands of Claudin15-deficient mice indicated that Claudin18 and Jun might be downstream factors of Twist1-Claudin15. Our results suggest that Twist1 induced VM through Claudin15 suppression in TNBC, and Twist1 inhibition of Claudin15 might involve Claudin18 and Jun expression.


Assuntos
Claudinas , Regulação Neoplásica da Expressão Gênica , Proteínas Nucleares , Neoplasias de Mama Triplo Negativas , Proteína 1 Relacionada a Twist , Animais , Feminino , Humanos , Antígenos CD/metabolismo , Caderinas/metabolismo , Linhagem Celular Tumoral , Movimento Celular/genética , Núcleo Celular/metabolismo , Claudinas/deficiência , Claudinas/genética , Claudinas/metabolismo , Estimativa de Kaplan-Meier , Glândulas Mamárias Animais/patologia , Invasividade Neoplásica , Proteínas Nucleares/metabolismo , Fenótipo , Transcrição Gênica , Neoplasias de Mama Triplo Negativas/irrigação sanguínea , Neoplasias de Mama Triplo Negativas/genética , Neoplasias de Mama Triplo Negativas/patologia , Proteína 1 Relacionada a Twist/metabolismo , Regulação para Cima/genética , Camundongos
12.
J Cell Mol Med ; 23(2): 1363-1374, 2019 02.
Artigo em Inglês | MEDLINE | ID: mdl-30506621

RESUMO

Lysyl oxidase-like 2 (LOXL2) has shown to promote metastasis and poor prognosis in hepatocellular carcinoma (HCC). Also, we have previously reported that vasculogenic mimicry (VM) is associated with invasion, metastasis and poor survival in HCC patients. In the present study, we investigated molecular function of LOXL2 in HCC and VM. We used the immunohistochemical and CD31/periodic acid-Schiff double staining to detect the relationship between LOXL2 and VM formation. We performed the gain and loss of function studies and analysed the migratory, invasion and tube formation in HCC cell lines. We analysed the function of LOXL2 in VM formation and HCC metastasis both in vitro and in vivo. We have showed that LOXL2 was overexpression in HCC and was positively correlated with tumour grade, metastasis, VM formation and poor survival in 201 HCC patients. Secondly, our studies have showed that LOXL2 overexpression in HCC cells significantly promoted migration, invasion and tube formation. Finally, we found that LOXL2 may increase SNAIL expression, thereby enabling VM. Our study indicated that LOXL2 may promote VM formation and tumour metastasis by collaborating with SNAIL in HCC. What's more, the overexpression of LOXL2 indicated a poor prognosis in HCC patients.


Assuntos
Aminoácido Oxirredutases/metabolismo , Biomarcadores Tumorais/metabolismo , Carcinoma Hepatocelular/patologia , Regulação Neoplásica da Expressão Gênica , Neoplasias Hepáticas/patologia , Neovascularização Patológica/patologia , Animais , Apoptose , Carcinoma Hepatocelular/irrigação sanguínea , Carcinoma Hepatocelular/metabolismo , Movimento Celular , Proliferação de Células , Humanos , Neoplasias Hepáticas/irrigação sanguínea , Neoplasias Hepáticas/metabolismo , Camundongos , Camundongos Nus , Invasividade Neoplásica , Neovascularização Patológica/metabolismo , Prognóstico , Taxa de Sobrevida , Células Tumorais Cultivadas , Ensaios Antitumorais Modelo de Xenoenxerto
13.
Neurochem Res ; 44(11): 2506-2516, 2019 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-31486012

RESUMO

Gut microbiota-derived metabolite trimethylamine N-oxide (TMAO) has recently been shown to promote oxidative stress and inflammation in the peripheral tissues, contributing to the pathogenesis of many diseases. Here we examined whether pre-existing higher circulating TMAO would influence cognitive function in aged rats after anesthetic sevoflurane exposure. Aged rats received vehicle or TMAO treatment for 3 weeks. After 2 weeks of treatment, these animals were exposed to either control or 2.6% sevoflurane for 4 h. One week after exposure, freezing as measured by fear conditioning test, microglia activity, proinflammatory cytokine expression and NADPH oxidase-dependent reactive oxygen species (ROS) production in the hippocampus (a key brain structure involved in learning and memory) were comparable between vehicle-treated rats exposed to control and vehicle-treated rats exposed to sevoflurane. TMAO treatment, which increased plasma TMAO before and 1 week after control or sevoflurane exposure, significantly reduced freezing to contextual fear conditioning, which was associated with increases in microglia activity, proinflammatory cytokine expression and NADPH oxidase-dependent ROS production in the hippocampus in rats exposed to sevoflurane but not in rats exposed to control. Moreover, hippocampal expression of antioxidant enzyme methionine sulfoxide reductase A (MsrA) was reduced by TMAO treatment in both groups, and TMAO-induced reduction in MsrA expression was negatively correlated with increased proinflammatory cytokine expression in rats exposed to SEV. These findings suggest that pre-existing higher circulating TMAO downregulates antioxidant enzyme MsrA in the hippocampus, which may sensitize the hippocampus to oxidative stress, resulting in microglia-mediated neuroinflammation and cognitive impairment in aged rats after sevoflurane exposure.


Assuntos
Disfunção Cognitiva/etiologia , Hipocampo/metabolismo , Metilaminas/farmacologia , Oxirredutases/metabolismo , Animais , Disfunção Cognitiva/induzido quimicamente , Regulação para Baixo/efeitos dos fármacos , Medo/efeitos dos fármacos , Inflamação/induzido quimicamente , Inflamação/etiologia , Interleucina-1beta/metabolismo , Masculino , Memória/efeitos dos fármacos , Microglia/efeitos dos fármacos , NADPH Oxidases/metabolismo , Estresse Oxidativo/efeitos dos fármacos , Ratos Sprague-Dawley , Espécies Reativas de Oxigênio/metabolismo , Sevoflurano , Fator de Necrose Tumoral alfa/metabolismo
14.
PLoS Comput Biol ; 14(8): e1006361, 2018 08.
Artigo em Inglês | MEDLINE | ID: mdl-30096152

RESUMO

Single-cell RNA sequencing (scRNA-seq) technology allows researchers to profile the transcriptomes of thousands of cells simultaneously. Protocols that incorporate both designed and random barcodes have greatly increased the throughput of scRNA-seq, but give rise to a more complex data structure. There is a need for new tools that can handle the various barcoding strategies used by different protocols and exploit this information for quality assessment at the sample-level and provide effective visualization of these results in preparation for higher-level analyses. To this end, we developed scPipe, an R/Bioconductor package that integrates barcode demultiplexing, read alignment, UMI-aware gene-level quantification and quality control of raw sequencing data generated by multiple protocols that include CEL-seq, MARS-seq, Chromium 10X, Drop-seq and Smart-seq. scPipe produces a count matrix that is essential for downstream analysis along with an HTML report that summarises data quality. These results can be used as input for downstream analyses including normalization, visualization and statistical testing. scPipe performs this processing in a few simple R commands, promoting reproducible analysis of single-cell data that is compatible with the emerging suite of open-source scRNA-seq analysis tools available in R/Bioconductor and beyond. The scPipe R package is available for download from https://www.bioconductor.org/packages/scPipe.


Assuntos
Biologia Computacional/métodos , Análise de Sequência de RNA/métodos , Análise de Célula Única/métodos , Animais , Sequência de Bases , Sequenciamento de Nucleotídeos em Larga Escala , Humanos , RNA/genética , Software
15.
Dermatology ; 235(3): 225-233, 2019.
Artigo em Inglês | MEDLINE | ID: mdl-30928981

RESUMO

BACKGROUND: Melanoma, an extremely malignant form of cancer, poses a significant health risk. Vasculogenic mimicry (VM), blood vessels formed by tumor cells instead of endothelial cells, is an important factor for the rapid progression of melanoma. Interleukin (IL)-33 is an inflammatory factor commonly found in the tumor microenvironment and plays an important role in the progression of many tumors. IL-33 acts on immune cells and tumor cells through its receptor ST2. This study hypothesized that IL-33 directly affects the progression of melanoma. OBJECTIVES: This study was designed to investigate the effect of IL-33 on VM of melanoma and its potential mechanism of action. METHODS: The expression of ST2 was evaluated in 66 cases of melanoma collected from human patients, and the differences were analyzed. In vitro experiments were conducted to study the effects of the IL-33/ST2 axis on cell migration and invasion and to elucidate possible mechanisms. RESULTS: ST2 expression is associated with that of matrix metalloproteinase (MMP)-2 and VM in melanoma of patients. IL-33 increases the abilities of proliferation, migration and invasion of melanoma cells and VM tube formation through ST2. IL-33 induces the production of MMP-2/9 via ERK1/2 phosphorylation. CONCLUSION: IL-33 can directly act on melanoma cells and promote its development.


Assuntos
Regulação da Expressão Gênica , Proteína 1 Semelhante a Receptor de Interleucina-1/genética , Interleucina-33/genética , Sistema de Sinalização das MAP Quinases/genética , Melanoma/genética , Neoplasias Cutâneas/genética , Idoso , Biópsia por Agulha , Estudos de Coortes , Feminino , Humanos , Imuno-Histoquímica , Masculino , Metaloproteinase 2 da Matriz/genética , Melanoma/patologia , Pessoa de Meia-Idade , Prognóstico , Transdução de Sinais/genética , Neoplasias Cutâneas/patologia , Células Tumorais Cultivadas
16.
J Cell Mol Med ; 22(7): 3475-3488, 2018 07.
Artigo em Inglês | MEDLINE | ID: mdl-29655255

RESUMO

Tumour protein p53-inducible nuclear protein 1 (TP53INP1) is a tumour suppressor associated with malignant tumour metastasis. Vasculogenic mimicry (VM) is a new tumour vascular supply pattern that significantly influences tumour metastasis and contributes to a poor prognosis. However, the molecular mechanism of the relationship between TP53INP1 and breast cancer VM formation is unknown. Here, we explored the underlying mechanism by which TP53INP1 regulates VM formation in vitro and in vivo. High TP53INP1 expression was not only negatively correlated with a poor prognosis but also had a negative relationship with VE-cadherin, HIF-1α and Snail expression. TP53INP1 overexpression inhibited breast cancer invasion, migration, epithelial-mesenchymal transition (EMT) and VM formation; conversely, TP53INP1 down-regulation promoted these processes in vitro by functional experiments and Western blot analysis. We established a hypoxia model induced by CoCl2 and assessed the effects of TP53INP1 on hypoxia-induced EMT and VM formation. In addition, we confirmed that a reactive oxygen species (ROS)-mediated signalling pathway participated in TP53INP1-mediated VM formation. Together, our results show that TP53INP1 inhibits hypoxia-induced EMT and VM formation via the ROS/GSK-3ß/Snail pathway in breast cancer, which offers new insights into breast cancer clinical therapy.


Assuntos
Neoplasias da Mama/irrigação sanguínea , Neoplasias da Mama/patologia , Proteínas de Transporte/metabolismo , Proteínas de Choque Térmico/metabolismo , Espécies Reativas de Oxigênio/metabolismo , Animais , Antígenos CD/metabolismo , Neoplasias da Mama/metabolismo , Neoplasias da Mama/mortalidade , Caderinas/metabolismo , Proteínas de Transporte/genética , Linhagem Celular Tumoral , Movimento Celular , Transição Epitelial-Mesenquimal , Feminino , Glicogênio Sintase Quinase 3 beta/metabolismo , Proteínas de Choque Térmico/genética , Humanos , Subunidade alfa do Fator 1 Induzível por Hipóxia/metabolismo , Camundongos , Pessoa de Meia-Idade , Transdução de Sinais , Fatores de Transcrição da Família Snail/metabolismo , Hipóxia Tumoral , Ensaios Antitumorais Modelo de Xenoenxerto
17.
Cancer Sci ; 109(10): 3197-3208, 2018 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-30022558

RESUMO

Vasculogenic mimicry (VM) refers to the unique capability of aggressive tumor cells to mimic the pattern of embryonic vasculogenic networks. Cancer stem cells (CSC) represent a subpopulation of tumor cells endowed with the capacity for self-renewal and multilineage differentiation. Previous studies have indicated that CSC may participate in the formation of VM. With the advance of high-resolution microarrays and massively parallel sequencing technology, long noncoding RNAs (lncRNAs) are suggested to play a critical role in tumorigenesis and, in particular, the development of human hepatocellular carcinoma (HCC). Currently, no definitive relationship between lncRNA and VM formation has been described. In the current study, we demonstrated that expression of the lncRNA, n339260, is associated with CSC phenotype in HCC, and n339260 level correlated with VM, metastasis, and shorter survival time in an animal model. Overexpression of n339260 in HepG2 cells was associated with a significant increase in CSC. Additionally, the appearance of VM and vascular endothelial (VE)-cadherin, a molecular marker of VM, was also induced by n339260 overexpression. Using a short hairpin RNA approach, n339260 was silenced in tumor cells, and knockdown of n339260 was associated with reduced VM and CSC. The results of this study indicate that n339260 promotes VM, possibly by the development of CSC. The related molecular pathways may be used as novel therapeutic targets for the inhibition of HCC angiogenesis and metastasis.


Assuntos
Carcinoma Hepatocelular/genética , Neoplasias Hepáticas/genética , Células-Tronco Neoplásicas/patologia , Neovascularização Patológica/genética , RNA Longo não Codificante/metabolismo , Animais , Carcinoma Hepatocelular/irrigação sanguínea , Carcinoma Hepatocelular/mortalidade , Carcinoma Hepatocelular/patologia , Diferenciação Celular/genética , Transição Epitelial-Mesenquimal/genética , Feminino , Regulação Neoplásica da Expressão Gênica , Técnicas de Silenciamento de Genes , Células Hep G2 , Hepatectomia , Humanos , Fígado/patologia , Fígado/cirurgia , Neoplasias Hepáticas/irrigação sanguínea , Neoplasias Hepáticas/mortalidade , Neoplasias Hepáticas/patologia , Camundongos , Camundongos Endogâmicos BALB C , Camundongos Nus , Neovascularização Patológica/mortalidade , Neovascularização Patológica/patologia , RNA Longo não Codificante/genética , RNA Interferente Pequeno/metabolismo , Esferoides Celulares , Ensaios Antitumorais Modelo de Xenoenxerto
18.
Int J Med Sci ; 15(7): 738-747, 2018.
Artigo em Inglês | MEDLINE | ID: mdl-29910679

RESUMO

Basal-like breast cancer (BLBC) is resistant to endocrinotherapy and targeted therapy and new molecular therapies are needed for BLBC. In this study, we evaluated the role of DUSP1 and DUSP5, negative regulators of mitogen-activated protein kinase pathway, in the aggressiveness of BLBC. MDA-MB-231 cells were given paclitaxel (PTX) treatment and subsequently PTX resistant cell clones were established. Microarray analysis, real-time quantitative reverse transcription PCR (qRT-PCR), and online analysis of large cohorts of breast cancer patients were performed. The PTX resistant cells showed stronger cell proliferation ability by exhibiting the upregulation of CENPF, CDC6, MCM3, CLSPN and SMC1A expression. Furthermore, DUSP1 and DUSP5 expression was significantly downregulated in PTX resistant cells. In addition, in large breast cancer patients' database, both DUSP1 and DUSP5 correlated negatively with higher histological grade. DUSP1 low expression was obvious in HER2 positive and basal like while DUSP5 low expression was peculiar for basal like compared with other subtypes. Remarkably, low expression of DUSP5, but not DUSP1, was significantly correlated with poor survival of BLBC patients. In conclusion, our data suggest that loss of DUSP5 expression results in PTX resistance and tumor progression, providing a rationale for a therapeutic agent that restores DUSP5 in BLBC.


Assuntos
Neoplasias da Mama/genética , Resistencia a Medicamentos Antineoplásicos/genética , Fosfatases de Especificidade Dupla/metabolismo , Paclitaxel/farmacologia , Antineoplásicos Fitogênicos , Neoplasias da Mama/tratamento farmacológico , Proliferação de Células , Humanos , Prognóstico , Regulação para Cima
19.
Genes Chromosomes Cancer ; 56(8): 598-607, 2017 08.
Artigo em Inglês | MEDLINE | ID: mdl-28393427

RESUMO

HnRNPM is an essential splicing factor and its expression is closely correlated with invasion and metastasis of tumor cells. The CD44 cell adhesion molecule is aberrantly expressed in many breast tumors and CD44 splice variants have been implicated in specific oncogenic signaling pathways. To investigate the clinical significance and biological function of hnRNPM, immunohistochemistry, quantitative, and semiquantitative polymerase chain reaction, lentiviral transfection system and transwell invasion assays were performed. We found that hnRNPM expression was significantly upregulated in breast cancer tissues compared with benign breast lesions. Although there was no significant correlation between hnRNPM and total CD44 protein or mRNA level, there was a negative correlation between hnRNPM and CD44v6. HnRNPM and CD44s expression showed positive correlation and in particular, they were dually expressed in breast cancer tissues. Interestingly, cancer stem cells marker, ALDH1+ phenotype was positively associated with overexpression of CD44s or hnRNPM and negatively related to CD44v6. Patients with high hnRNPM tended to have higher levels of CD44s, shorter overall survival (OS) and higher rates of lymph node metastases (LNM). Remarkably, Kaplan-Meier and Cox regression analyses displayed that hnRNPM+ or CD44shigh was a poor prognostic factor for OS of patients with LNM. Upregulation of hnRNPM in MCF-7 cells caused a significant increase in cell invasion, and this effect may occur through the regulation of CD44s expression. In conclusion, overexpression of hnRNPM promotes breast cancer aggressiveness by regulating the level of CD44s, indicates a poor prognosis for patients with LNM, and has potential as therapeutic targets.


Assuntos
Biomarcadores Tumorais/genética , Neoplasias da Mama/metabolismo , Ribonucleoproteínas Nucleares Heterogêneas Grupo M/genética , Receptores de Hialuronatos/genética , Aldeído Desidrogenase/genética , Aldeído Desidrogenase/metabolismo , Biomarcadores Tumorais/metabolismo , Neoplasias da Mama/patologia , Movimento Celular , Feminino , Ribonucleoproteínas Nucleares Heterogêneas Grupo M/metabolismo , Humanos , Receptores de Hialuronatos/metabolismo , Metástase Linfática , Células MCF-7 , RNA Mensageiro/genética , RNA Mensageiro/metabolismo , Análise de Sobrevida
20.
J Cell Mol Med ; 21(12): 3579-3591, 2017 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-28699701

RESUMO

Vasculogenic mimicry (VM)-positive melanomas are usually associated with poor prognosis. Rictor, the key component of the rapamycin-insensitive complex of mTOR (mTORC2), is up-regulated in several cancers, especially in melanomas with poor prognosis. The aim of this study was to investigate the role of Rictor in the regulation of VM and the mechanism underlying this possible regulation. VM channels were found in 35 of 81 tested melanoma samples and high Rictor expression correlated with VM structures. Moreover, Kaplan-Meier survival curves indicated that VM structures and high Rictor expression correlated with shorter survival in patients with melanoma. In vitro, Rictor knockdown by short hairpin RNA (shRNA) significantly inhibited the ability of A375 and MUM-2B melanoma cells to form VM structures, as evidenced by most tubes remaining open. Cell cycle analysis revealed that Rictor knockdown blocked cell growth and resulted in the accumulation of cells in G2/M phase, and cell migration and invasion were greatly affected after Rictor down-regulation. Western blotting assays indicated that down-regulating Rictor significantly inhibited the phosphorylation of AKT at Ser473 and Thr308 , which subsequently inhibited the expression and activity of downstream MMP-2/9, as confirmed by real-time PCR and gelatin Zymography. MK-2206, a small-molecule inhibitor of AKT, similarly inhibited the activity of AKT and secretion of MMP-2/9, further supporting that Rictor down-regulation inhibits the phosphorylation of AKT and activity of downstream MMP-2/9 to affect VM formation. In conclusion, Rictor plays an important role in melanoma VM via the Rictor-AKT-MMP-2/9 signalling pathway.


Assuntos
Regulação Neoplásica da Expressão Gênica , Melanoma/genética , Neovascularização Patológica/genética , Proteína Companheira de mTOR Insensível à Rapamicina/genética , Neoplasias Cutâneas/genética , Neoplasias Uveais/genética , Linhagem Celular Tumoral , Movimento Celular/efeitos dos fármacos , Proliferação de Células/efeitos dos fármacos , Feminino , Pontos de Checagem da Fase G2 do Ciclo Celular/efeitos dos fármacos , Compostos Heterocíclicos com 3 Anéis/farmacologia , Humanos , Masculino , Metaloproteinase 2 da Matriz/genética , Metaloproteinase 2 da Matriz/metabolismo , Metaloproteinase 9 da Matriz/genética , Metaloproteinase 9 da Matriz/metabolismo , Melanoma/metabolismo , Melanoma/mortalidade , Melanoma/patologia , Pessoa de Meia-Idade , Neovascularização Patológica/metabolismo , Neovascularização Patológica/mortalidade , Neovascularização Patológica/patologia , Proteínas Proto-Oncogênicas c-akt/antagonistas & inibidores , Proteínas Proto-Oncogênicas c-akt/genética , Proteínas Proto-Oncogênicas c-akt/metabolismo , RNA Interferente Pequeno/genética , RNA Interferente Pequeno/metabolismo , Proteína Companheira de mTOR Insensível à Rapamicina/antagonistas & inibidores , Proteína Companheira de mTOR Insensível à Rapamicina/metabolismo , Transdução de Sinais , Neoplasias Cutâneas/metabolismo , Neoplasias Cutâneas/mortalidade , Neoplasias Cutâneas/patologia , Esferoides Celulares/efeitos dos fármacos , Esferoides Celulares/metabolismo , Esferoides Celulares/patologia , Análise de Sobrevida , Neoplasias Uveais/metabolismo , Neoplasias Uveais/mortalidade , Neoplasias Uveais/patologia
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