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1.
Sci Rep ; 14(1): 8603, 2024 04 13.
Artigo em Inglês | MEDLINE | ID: mdl-38615118

RESUMO

Predictive biomarkers of response to immune checkpoint-based therapies (ICI) remain a critically unmet need in the management of advanced renal cell carcinoma (RCC). The complex interplay of the tumour microenvironment (TME) and the circulating immune response has proven to be challenging to decipher. MicroRNAs have gained increasing attention for their role in post-transcriptional gene expression regulation, particularly because they can have immunomodulatory properties. We evaluated the presence of immune-specific extracellular vesicle (EV) microRNAs in the plasma of patients with metastatic RCC (mRCC) prior to initiation of ICI. We found significantly lower levels of microRNA155-3p (miR155) in responders to ICI, when compared to non-responders. This microRNA has unique immunomodulatory properties, thus providing potential biological rationale for our findings. Our results support further work in exploring microRNAs as potential biomarkers of response to immunotherapy.


Assuntos
Carcinoma de Células Renais , MicroRNA Circulante , Neoplasias Renais , MicroRNAs , Humanos , Carcinoma de Células Renais/genética , Carcinoma de Células Renais/terapia , Neoplasias Renais/genética , Neoplasias Renais/terapia , Imunoterapia , MicroRNAs/genética , Biomarcadores , Microambiente Tumoral/genética
2.
Cells ; 10(8)2021 07 29.
Artigo em Inglês | MEDLINE | ID: mdl-34440702

RESUMO

TRIM28, a multi-domain protein, is crucial in the development of mouse embryos and the maintenance of embryonic stem cells' (ESC) self-renewal potential. As the epigenetic factor modulating chromatin structure, TRIM28 regulates the expression of numerous genes and is associated with progression and poor prognosis in many types of cancer. Because of many similarities between highly dedifferentiated cancer cells and normal pluripotent stem cells, we applied human induced pluripotent stem cells (hiPSC) as a model for stemness studies. For the first time in hiPSC, we analyzed the function of individual TRIM28 domains. Here we demonstrate the essential role of a really interesting new gene (RING) domain and plant homeodomain (PHD) in regulating pluripotency maintenance and self-renewal capacity of hiPSC. Our data indicate that mutation within the RING or PHD domain leads to the loss of stem cell phenotypes and downregulation of the FGF signaling. Moreover, impairment of RING or PHD domain results in decreased proliferation and impedes embryoid body formation. In opposition to previous data indicating the impact of phosphorylation on TRIM28 function, our data suggest that TRIM28 phosphorylation does not significantly affect the pluripotency and self-renewal maintenance of hiPSC. Of note, iPSC with disrupted RING and PHD functions display downregulation of genes associated with tumor metastasis, which are considered important targets in cancer treatment. Our data suggest the potential use of RING and PHD domains of TRIM28 as targets in cancer therapy.


Assuntos
Diferenciação Celular , Células-Tronco Pluripotentes Induzidas/metabolismo , Dedos de Zinco PHD , Domínios RING Finger , Proteína 28 com Motivo Tripartido/metabolismo , Autorrenovação Celular , Células Cultivadas , Epigênese Genética , Humanos , Células-Tronco Pluripotentes Induzidas/fisiologia , Transdução de Sinais
3.
J Pers Med ; 11(1)2021 Jan 07.
Artigo em Inglês | MEDLINE | ID: mdl-33430240

RESUMO

With an increased number of medical data generated every day, there is a strong need for reliable, automated evaluation tools. With high hopes and expectations, machine learning has the potential to revolutionize many fields of medicine, helping to make faster and more correct decisions and improving current standards of treatment. Today, machines can analyze, learn, communicate, and understand processed data and are used in health care increasingly. This review explains different models and the general process of machine learning and training the algorithms. Furthermore, it summarizes the most useful machine learning applications and tools in different branches of medicine and health care (radiology, pathology, pharmacology, infectious diseases, personalized decision making, and many others). The review also addresses the futuristic prospects and threats of applying artificial intelligence as an advanced, automated medicine tool.

4.
Rep Pract Oncol Radiother ; 24(2): 180-187, 2019.
Artigo em Inglês | MEDLINE | ID: mdl-30820192

RESUMO

Induced pluripotent stem cells derived from normal somatic cells could be utilized to study tumorigenesis through overexpression of specific oncogenes, downregulation of tumor suppressors and dysregulation of other factors thought to promote tumorigenesis. Therefore, effective approaches that provide direct modifications of induced pluripotent stem cell genome are extremely needed. Emerging strategies are expected to provide the ability to more effectively introduce diverse genetic alterations, from as small as single-nucleotide modifications to whole gene amplification or deletion, all with a high degree of target specificity. To date, several techniques have been applied in stem cell studies to directly edit cell genome (ZFNs, TALENs or CRISPR/Cas9). In this review, we summarize specific gene delivery strategies that were applied to stem cell studies together with genome editing techniques, which enable a direct modification of endogenous DNA sequences in the context of cancer studies.

5.
Rep Pract Oncol Radiother ; 23(3): 207-214, 2018.
Artigo em Inglês | MEDLINE | ID: mdl-29760595

RESUMO

As soon as induced pluripotent stem cells (iPSCs) reprogramming of somatic cells were developed, the discovery attracted the attention of scientists, offering new perspectives for personalized medicine and providing a powerful platform for drug testing. The technology was almost immediately applied to cancer studies. As presented in this review, direct reprogramming of cancer cells with enforced expression of pluripotency factors have several basic purposes, all of which aim to explain the complex nature of cancer development and progression, therapy-resistance and relapse, and ultimately lead to the development of novel anti-cancer therapies. Here, we briefly present recent advances in reprogramming methodologies as well as commonalities between cell reprogramming and carcinogenesis and discuss recent outcomes from the implementation of induced pluripotency into cancer research.

6.
Cell ; 173(2): 338-354.e15, 2018 04 05.
Artigo em Inglês | MEDLINE | ID: mdl-29625051

RESUMO

Cancer progression involves the gradual loss of a differentiated phenotype and acquisition of progenitor and stem-cell-like features. Here, we provide novel stemness indices for assessing the degree of oncogenic dedifferentiation. We used an innovative one-class logistic regression (OCLR) machine-learning algorithm to extract transcriptomic and epigenetic feature sets derived from non-transformed pluripotent stem cells and their differentiated progeny. Using OCLR, we were able to identify previously undiscovered biological mechanisms associated with the dedifferentiated oncogenic state. Analyses of the tumor microenvironment revealed unanticipated correlation of cancer stemness with immune checkpoint expression and infiltrating immune cells. We found that the dedifferentiated oncogenic phenotype was generally most prominent in metastatic tumors. Application of our stemness indices to single-cell data revealed patterns of intra-tumor molecular heterogeneity. Finally, the indices allowed for the identification of novel targets and possible targeted therapies aimed at tumor differentiation.


Assuntos
Desdiferenciação Celular/genética , Aprendizado de Máquina , Neoplasias/patologia , Carcinogênese , Metilação de DNA , Bases de Dados Genéticas , Epigênese Genética , Humanos , MicroRNAs/metabolismo , Metástase Neoplásica , Neoplasias/genética , Células-Tronco/citologia , Células-Tronco/metabolismo , Transcriptoma , Microambiente Tumoral
7.
Stem Cell Res ; 23: 163-172, 2017 08.
Artigo em Inglês | MEDLINE | ID: mdl-28759843

RESUMO

Cellular reprogramming proceeds in a stepwise pathway initiated by binding and transcription of pluripotency factors followed by genome-wide epigenetic changes. Priming events, such as erasure of DNA methylation and chromatin remodeling determines the success of pluripotency acquisition later. Therefore, growing efforts are made to understand epigenetic regulatory network that makes reprogramming possible and efficient. Here, we analyze the role of transcriptional corepressor TRIM28, involved in heterochromatin formation, during the process of reprogramming of mouse somatic cells into induced pluripotent stem cells (iPS cells). We demonstrate that Trim28 knockdown (Trim28 KD) causes that emerging iPS cells differentiate immediately back into MEFs therefore they fail to yield stable iPS cell colonies. To better comprehend the mechanism of TRIM28 action in reprogramming, we performed a reverse-phase protein array (RPPA) using in excess of 300 different antibodies and compared the proteomic profiles of wild-type and Trim28 KD cells during reprogramming. We revealed the differences in the dynamics of reprogramming of wild-type and Trim28 KD cells. Interestingly, proteomic profile of Trim28 KD cells at the final stage of reprogramming resembled differentiated state rather than maintenance of pluripotency and self-renewal, strongly suggesting spontaneous differentiation of Trim28 KD cells back to their parental cell type. We also observed that action of TRIM28 in reprogramming is accompanied by differential enrichment of proteins involved in cell cycle, adhesion and stemness. Collectively, these results suggest that regulation of epigenetic modifications coordinated by TRIM28 plays a crucial role in reprogramming process.


Assuntos
Proteínas Correpressoras/metabolismo , Epigênese Genética , Células-Tronco Pluripotentes Induzidas/metabolismo , Proteína 28 com Motivo Tripartido/metabolismo , Animais , Proteínas de Ciclo Celular/metabolismo , Reprogramação Celular , Embrião de Mamíferos/citologia , Fibroblastos/metabolismo , Técnicas de Silenciamento de Genes , Células-Tronco Pluripotentes Induzidas/citologia , Camundongos , Análise Serial de Proteínas
8.
J Biomed Sci ; 24(1): 63, 2017 Aug 29.
Artigo em Inglês | MEDLINE | ID: mdl-28851455

RESUMO

Since the first discovery in 1996, the engagement of TRIM28 in distinct aspects of cellular biology has been extensively studied resulting in identification of a complex nature of TRIM28 protein. In this review, we summarize core biological functions of TRIM28 that emerge from TRIM28 multi-domain structure and possessed enzymatic activities. Moreover, we will discuss whether the complexity of TRIM28 engagement in cancer biology makes TRIM28 a possible candidate for targeted anti-cancer therapy. Briefly, we will demonstrate the role of TRIM28 in regulation of target gene transcription, response to DNA damage, downregulation of p53 activity, stimulation of epithelial-to-mesenchymal transition, stemness sustainability, induction of autophagy and regulation of retrotransposition, to provide the answer whether TRIM28 functions as a stimulator or inhibitor of tumorigenesis. To date, number of studies demonstrate significant upregulation of TRIM28 expression in cancer tissues which correlates with worse overall patient survival, suggesting that TRIM28 supports cancer progression. Here, we present distinct aspects of TRIM28 involvement in regulation of cancer cell homeostasis which collectively imply pro-tumorigenic character of TRIM28. Thorough analyses are further needed to verify whether TRIM28 possess the potential to become a new anti-cancer target.


Assuntos
Carcinogênese/genética , Regulação Neoplásica da Expressão Gênica , Neoplasias/genética , Células Neoplásicas Circulantes/metabolismo , Proteína 28 com Motivo Tripartido/genética , Homeostase , Humanos , Proteína 28 com Motivo Tripartido/metabolismo
9.
Oncotarget ; 8(1): 863-882, 2017 Jan 03.
Artigo em Inglês | MEDLINE | ID: mdl-27845900

RESUMO

The expression of Tripartite motif-containing protein 28 (TRIM28)/Krüppel-associated box (KRAB)-associated protein 1 (KAP1), is elevated in at least 14 tumor types, including solid and hematopoietic tumors. High level of TRIM28 is associated with triple-negative subtype of breast cancer (TNBC), which shows higher aggressiveness and lower survival rates. Interestingly, TRIM28 is essential for maintaining the pluripotent phenotype in embryonic stem cells. Following on that finding, we evaluated the role of TRIM28 protein in the regulation of breast cancer stem cells (CSC) populations and tumorigenesis in vitro and in vivo. Downregulation of TRIM28 expression in xenografts led to deceased expression of pluripotency and mesenchymal markers, as well as inhibition of signaling pathways involved in the complex mechanism of CSC maintenance. Moreover, TRIM28 depletion reduced the ability of cancer cells to induce tumor growth when subcutaneously injected in limiting dilutions. Our data demonstrate that the downregulation of TRIM28 gene expression reduced the ability of CSCs to self-renew that resulted in significant reduction of tumor growth. Loss of function of TRIM28 leads to dysregulation of cell cycle, cellular response to stress, cancer cell metabolism, and inhibition of oxidative phosphorylation. All these mechanisms directly regulate maintenance of CSC population. Our original results revealed the role of the TRIM28 in regulating the CSC population in breast cancer. These findings may pave the way to novel and more effective therapies targeting cancer stem cells in breast tumors.


Assuntos
Neoplasias da Mama/etiologia , Neoplasias da Mama/metabolismo , Transformação Celular Neoplásica/metabolismo , Células-Tronco Neoplásicas/metabolismo , Proteína 28 com Motivo Tripartido/metabolismo , Animais , Biomarcadores , Neoplasias da Mama/mortalidade , Neoplasias da Mama/patologia , Linhagem Celular Tumoral , Proliferação de Células , Sobrevivência Celular/genética , Transformação Celular Neoplásica/genética , Modelos Animais de Doenças , Progressão da Doença , Metabolismo Energético , Feminino , Expressão Gênica , Técnicas de Silenciamento de Genes , Xenoenxertos , Humanos , Camundongos , Metástase Neoplásica , Fosforilação Oxidativa , Prognóstico , Modelos de Riscos Proporcionais , Recidiva , Transdução de Sinais , Proteína 28 com Motivo Tripartido/química , Proteína 28 com Motivo Tripartido/genética , Neoplasias de Mama Triplo Negativas/etiologia , Neoplasias de Mama Triplo Negativas/metabolismo , Neoplasias de Mama Triplo Negativas/patologia
10.
Contemp Oncol (Pozn) ; 19(1A): A22-9, 2015.
Artigo em Inglês | MEDLINE | ID: mdl-25691818

RESUMO

Growing knowledge concerning transcriptional control of cellular pluripotency has led to the discovery that the fate of differentiated cells can be reversed, which has resulted in the generation, by means of genetic manipulation, of induced pluripotent stem cells. Overexpression of just four pluripotency-related transcription factors, namely Oct3/4, Sox2, Klf4, and c-Myc (Yamanaka factors, OKSM), in fibroblasts appears sufficient to produce this new cell type. Currently, we know that these factors induce several changes in genetic program of differentiated cells that can be divided in two general phases: the initial one is stochastic, and the subsequent one is highly hierarchical and organised. This review briefly discusses the molecular events leading to induction of pluripotency in response to forced presence of OKSM factors in somatic cells. We also discuss other reprogramming strategies used thus far as well as the advantages and disadvantages of laboratory approaches towards pluripotency induction in different cell types.

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