RESUMO
Peripheral blood gene expression intensity-based methods for distinguishing healthy individuals from cancer patients are limited by sensitivity to batch effects and data normalization and variability between expression profiling assays. To improve the robustness and precision of blood gene expression-based tumour detection, it is necessary to perform molecular diagnostic tests using a more stable approach. Taking breast cancer as an example, we propose a machine learning-based framework that distinguishes breast cancer patients from healthy subjects by pairwise rank transformation of gene expression intensity in each sample. We showed the diagnostic potential of the method by performing RNA-seq for 37 peripheral blood samples from breast cancer patients and by collecting RNA-seq data from healthy donors in Genotype-Tissue Expression project and microarray mRNA expression datasets in Gene Expression Omnibus. The framework was insensitive to experimental batch effects and data normalization, and it can be simultaneously applied to new sample prediction.
Assuntos
Neoplasias da Mama/diagnóstico , Perfilação da Expressão Gênica , Neoplasias da Mama/sangue , Neoplasias da Mama/genética , Estudos de Casos e Controles , Feminino , Genótipo , Humanos , Biópsia Líquida , Aprendizado de Máquina , Análise de Sequência de RNA/métodosRESUMO
Energy metabolism in the context of erythropoiesis and related diseases remains largely unexplored. Here, we developed a primary cell model by differentiating hematopoietic stem progenitor cells toward the erythroid lineage and suppressing the mitochondrial oxidative phosphorylation (OXPHOS) pathway. OXPHOS suppression led to differentiation failure of erythroid progenitors and defects in ribosome biogenesis. Ran GTPase-activating protein 1 (RanGAP1) was identified as a target of mitochondrial OXPHOS for ribosomal defects during erythropoiesis. Overexpression of RanGAP1 largely alleviated erythroid defects resulting from OXPHOS suppression. Coenzyme Q10, an activator of OXPHOS, largely rescued erythroid defects and increased RanGAP1 expression. Patients with Diamond-Blackfan anemia (DBA) exhibited OXPHOS suppression and a concomitant suppression of ribosome biogenesis. RNA-seq analysis implied that the substantial mutation (approximately 10%) in OXPHOS genes accounts for OXPHOS suppression in these patients. Conclusively, OXPHOS disruption and the associated disruptive mitochondrial energy metabolism are linked to the pathogenesis of DBA.
RESUMO
The therapeutic management of liver fibrosis remains an unresolved clinical problem. The activation of hepatic stellate cells (HSCs) serves a pivotal role in the formation of liver fibrosis. In our previous study, matrixassisted laser desorption/ionization timeofflight mass spectrometry (MALDITOF MS) was employed to identify potential serum markers for liver cirrhosis, such as eukaryotic peptide chain releasing factor 3b polypeptide (eRF3b37), which was initially confirmed by our group to serve a protective role in liver tissues in a CC motif chemokine ligand 4induced liver cirrhosis mouse model. Therefore, eRF3b37 was hypothesized to affect the activation state of HSCs, which was determined by the expression of profibrogenic associated factors in HSCs. In the present study, peptide synthesis technology was employed to elucidate the role of eRF3b37 in the expression of profibrogenic factors induced by transforming growth factorß1 (TGFß1) in LX2 cells that were treated with either control, TGFß1 and TGFß1+eRF3b37. 3(4,5Dimethyl2thiazolyl)2,5diphenyltetrazolium bromide and flow cytometric assays, and fluorescent microscope examinations were performed to evaluate the effects of eRF3b37 on proliferation viability, G0/G1 arrest, apoptosis and cell migration. The results of the present study indicated that eRF3b37 inhibited the activation of HSCs. The increased mRNA and protein expression of the profibrogenic factors collagen I, connective tissue growth factor and αsmooth muscle actin (SMA) stimulated by TGFß1 were reduced by eRF3b37 via the following mechanisms: i) Inhibiting LX2 cell proliferation, leading to G0/G1 cell cycle arrest and inhibition of DNA synthesis by downregulating the mRNA expressions of Cyclin D1 and cyclin dependent kinase4, and upregulating the levels of P21; ii) increasing cell apoptosis by upregulating the mRNA level of Bcell lymphoma-2 (Bcl2)associated X protein (Bax) and Fas, and downregulating the expression of Bcl2; and iii) reducing cell migration by downregulating the mRNA and protein expression of αSMA. In addition, eRF3b37 is thought to serve a role in HSCs by inhibiting TGFß signaling. Therefore, eRF3b37 may be a novel therapeutic agent for targeting HSCs for hepatic fibrosis.