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1.
Genome Biol ; 21(1): 106, 2020 05 06.
Artigo em Inglês | MEDLINE | ID: mdl-32375897

RESUMO

BACKGROUND: Single-cell RNA-seq (scRNA-seq) is emerging as a powerful tool to dissect cell-specific effects of drug treatment in complex tissues. This application requires high levels of precision, robustness, and quantitative accuracy-beyond those achievable with existing methods for mainly qualitative single-cell analysis. Here, we establish the use of standardized reference cells as spike-in controls for accurate and robust dissection of single-cell drug responses. RESULTS: We find that contamination by cell-free RNA can constitute up to 20% of reads in human primary tissue samples, and we show that the ensuing biases can be removed effectively using a novel bioinformatics algorithm. Applying our method to both human and mouse pancreatic islets treated ex vivo, we obtain an accurate and quantitative assessment of cell-specific drug effects on the transcriptome. We observe that FOXO inhibition induces dedifferentiation of both alpha and beta cells, while artemether treatment upregulates insulin and other beta cell marker genes in a subset of alpha cells. In beta cells, dedifferentiation and insulin repression upon artemether treatment occurs predominantly in mouse but not in human samples. CONCLUSIONS: This new method for quantitative, error-correcting, scRNA-seq data normalization using spike-in reference cells helps clarify complex cell-specific effects of pharmacological perturbations with single-cell resolution and high quantitative accuracy.


Assuntos
Ilhotas Pancreáticas/efeitos dos fármacos , RNA-Seq/normas , Análise de Célula Única/normas , Animais , Artemeter/farmacologia , Desdiferenciação Celular/efeitos dos fármacos , Fatores de Transcrição Forkhead/antagonistas & inibidores , Células Secretoras de Glucagon/efeitos dos fármacos , Células Secretoras de Glucagon/metabolismo , Humanos , Células Secretoras de Insulina/efeitos dos fármacos , Células Secretoras de Insulina/metabolismo , Ilhotas Pancreáticas/metabolismo , Aprendizado de Máquina , Camundongos , Padrões de Referência , Especificidade da Espécie , Transcriptoma/efeitos dos fármacos
2.
J Steroid Biochem Mol Biol ; 172: 198-206, 2017 09.
Artigo em Inglês | MEDLINE | ID: mdl-27717886

RESUMO

Intracellular progesterone receptors (PRs) and protein kinases C (PKCs) are known regulators of cancer cell proliferation and metastasis. Both PRs and PKCs are found overexpressed in grade IV human astrocytomas, also known as glioblastomas, which are the most frequent and aggressive brain tumors. In the present study, we investigated whether PR activation by PKC induces the migration and invasion of glioblastoma derived cell lines and if PKCα and δ isoforms are involved in PR activation. We observed that PKC activation with tetradecanoylphorbol acetate (TPA) increases the migration and invasion capacity of two human glioblastoma derived human cell lines (U251 MG and U87) and that the treatment with the PR receptor antagonist RU486 blocks these processes. Interestingly, the pharmacological inhibition of the isoenzymes PKCα and PKCδ also resulted in a blocked PR transcriptional activity. Also, TPA-dependent PR activation increases the expression of progesterone-induced blocking factor (PIBF), a known PR target gene. These results hint to an existing cross-talk between PKCs and PRs in regulating the infiltration process of human glioblastomas.


Assuntos
Regulação Neoplásica da Expressão Gênica , Neuroglia/metabolismo , Proteína Quinase C-alfa/genética , Proteína Quinase C-delta/genética , Receptores de Progesterona/genética , Linhagem Celular Tumoral , Movimento Celular/efeitos dos fármacos , Proliferação de Células/efeitos dos fármacos , Antagonistas de Hormônios/farmacologia , Humanos , Mifepristona/farmacologia , Neuroglia/efeitos dos fármacos , Neuroglia/patologia , Proteínas da Gravidez/genética , Proteínas da Gravidez/metabolismo , Proteína Quinase C-alfa/metabolismo , Proteína Quinase C-delta/metabolismo , Receptores de Progesterona/antagonistas & inibidores , Receptores de Progesterona/metabolismo , Transdução de Sinais , Fatores Supressores Imunológicos/genética , Fatores Supressores Imunológicos/metabolismo , Acetato de Tetradecanoilforbol/farmacologia
3.
Endocrinology ; 156(3): 1010-22, 2015 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-25514083

RESUMO

Progesterone regulates cancer cell proliferation and invasion through its receptors (PR-A and PR-B), whose phosphorylation modifies their transcriptional activity and induce their degradation. We identified by in silico analysis a putative residue (Ser400) in PR that might be phosphorylated by protein kinase C (PKC), a family of enzymes involved in the proliferation and infiltration of astrocytomas, the most frequent and aggressive brain tumors. A grade III human astrocytoma-derived cell line was used to study the role of PKC in PR phosphorylation, transcriptional activity, and degradation. Treatment with PKC activator [tetradecanoyl phorbol acetate (TPA)] increased PR phosphorylation in Ser400 after 5 minutes, which in turn induced PR transcriptional activity and its subsequent degradation by the 26S proteasome 3-5 hours after treatment. Silencing or inhibition of PKCα and PKCδ blocked PR phosphorylation and degradation induced by TPA. Both PR isoforms were associated with PKCα and reached the maximum association after 5 minutes of TPA addition. These data correlated with immunnofluorescence assays in which nuclear colocalization of PKCα with PR increased after TPA treatment. We observed a 2-fold increase in cell proliferation after PKC activation with TPA that was reduced with the PR antagonist, RU486. The PR S400A mutant revealed that this residue is essential for PKC-mediated PR phosphorylation and degradation. Our results show a key participation of PKCα and PKCδ in PR regulation and function.


Assuntos
Astrocitoma/metabolismo , Regulação Enzimológica da Expressão Gênica/fisiologia , Proteína Quinase C-alfa/metabolismo , Proteína Quinase C-delta/metabolismo , Receptores de Progesterona/metabolismo , Substituição de Aminoácidos , Linhagem Celular Tumoral , Humanos , Isoenzimas , Fosforilação , Proteína Quinase C-alfa/genética , Proteína Quinase C-delta/genética , Piridinas , Receptores de Progesterona/genética , Transcrição Gênica
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