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1.
RNA ; 27(4): 403-410, 2021 04.
Artículo en Inglés | MEDLINE | ID: mdl-33376191

RESUMEN

There is increasing interest among cancer researchers in the study of Piwi-interacting RNAs (piRNAs), a group of small RNAs important for maintaining genome stability in the germline. Aberrant expression of piRNAs in cancer could imply an involvement of these regulatory RNAs in neoplastic transformation. On top of that, it could enable early cancer diagnosis based on RNA analysis in liquid biopsies, as piRNAs are not expected to widely circulate in the bloodstream of healthy individuals. Indeed, it has recently been shown that serum piR-54265 allows for excellent discrimination between colorectal cancer patients and healthy controls. However, we have also shown that most somatic piRNAs reported to date in mammals are actually fragments of other noncoding RNAs. Herein, we show that reports positioning piR-54265 as a noninvasive biomarker for colorectal cancer were actually measuring variations in the levels of a full-length (72 nt) small nucleolar RNA in serum. This should place a cautionary note for future research in somatic and cancer-specific piRNAs. We deeply encourage this line of research but discuss proper ways to identify somatic piRNAs without the interference of erroneous entries contained in piRNA databases. We also introduce the concept of miscellaneous-piRNAs (m-piRNAs) to distinguish between canonical piRNAs and other small RNAs circumstantially associated with PIWI proteins in somatic cells.


Asunto(s)
Biomarcadores de Tumor/genética , Neoplasias Colorrectales/diagnóstico , Regulación Neoplásica de la Expresión Génica , ARN Interferente Pequeño/genética , ARN Nucleolar Pequeño/genética , Animales , Secuencia de Bases , Biomarcadores de Tumor/sangre , Carcinogénesis/genética , Carcinogénesis/metabolismo , Carcinogénesis/patología , Neoplasias Colorrectales/sangre , Neoplasias Colorrectales/genética , Neoplasias Colorrectales/patología , Bases de Datos Genéticas , Humanos , ARN Interferente Pequeño/sangre , ARN Nucleolar Pequeño/sangre
2.
Int J Mol Sci ; 21(15)2020 Jul 29.
Artículo en Inglés | MEDLINE | ID: mdl-32751105

RESUMEN

BACKGROUND: Predictive biomarkers in biofluids are the most commonly used diagnostic method, but established markers in trauma diagnostics lack accuracy. This study investigates promising microRNAs (miRNA) released from affected tissue after severe trauma that have predictive values for the effects of the injury. METHODS: A retrospective analysis of prospectively collected data and blood samples of n = 33 trauma patients (ISS ≥ 16) is provided. Levels of miR-9-5p, -124-3p, -142-3p, -219a-5p, -338-3p and -423-3p in severely injured patients (PT) without traumatic brain injury (TBI) or with severe TBI (PT + TBI) and patients with isolated TBI (isTBI) were measured within 6 h after trauma. RESULTS: The highest miR-423-3p expression was detected in patients with severe isTBI, followed by patients with PT + TBI, and lowest levels were found in PT patients without TBI (2-∆∆Ct, p = 0.009). A positive correlation between miR-423-3p level and increasing AIShead (p = 0.001) and risk of mortality (RISC II, p = 0.062) in trauma patients (n = 33) was found. ROC analysis of miR-423-3p levels revealed them as statistically significant to predict the severity of brain injury in trauma patients (p = 0.006). miR-124-3p was only found in patients with severe TBI, miR-338-3p was shown in all trauma groups. miR-9-5p, miR-142-3p and miR-219a-5p could not be detected in any of the four groups. CONCLUSION: miR-423-3p expression is significantly elevated after isolated traumatic brain injury and predictable for severe TBI in the first hours after trauma. miR-423-3p could represent a promising new biomarker to identify severe isolated TBI.


Asunto(s)
Lesiones Traumáticas del Encéfalo/genética , MicroARNs/genética , Traumatismo Múltiple/genética , Adulto , Anciano , Biomarcadores/sangre , Encéfalo/metabolismo , Encéfalo/patología , Lesiones Traumáticas del Encéfalo/diagnóstico , Lesiones Traumáticas del Encéfalo/mortalidad , Lesiones Traumáticas del Encéfalo/patología , Diagnóstico Diferencial , Femenino , Regulación de la Expresión Génica , Humanos , Masculino , MicroARNs/sangre , Persona de Mediana Edad , Traumatismo Múltiple/diagnóstico , Traumatismo Múltiple/mortalidad , Traumatismo Múltiple/patología , Pronóstico , Estudios Prospectivos , ARN Nucleolar Pequeño/sangre , ARN Nucleolar Pequeño/genética , Curva ROC , Estudios Retrospectivos , Análisis de Supervivencia , Índices de Gravedad del Trauma
3.
Int J Mol Sci ; 20(23)2019 Nov 27.
Artículo en Inglés | MEDLINE | ID: mdl-31783567

RESUMEN

In addition to supervised walking therapy, antithrombotic therapy and the management of risk factors, the treatment of peripheral artery disease (PAD) is limited to endovascular and surgical interventions, i.e., angioplasty with stent implantation and bypass surgery, respectively. Both are associated with a high restenosis rate. Furthermore, patients with PAD often suffer atherothrombotic events like myocardial infarction, transient ischemic attacks or stroke. Small ribonucleic acids (RNAs) have proven reliable biomarkers because of their remarkable stability. Small nucleolar RNAs (snoRNAs) guide modifications to small nuclear RNAs and ribosomal RNAs, enabling protein synthesis. In the current study, we measured four snoRNAs in 104 consecutive PAD patients who underwent elective infrainguinal angioplasty with stent implantation. We selected snoRNAs that showed significant overexpression in the plasma of end-stage PAD patients in a previous study. All four snoRNAs are transcribed from the 14q32 locus, which is strongly linked to human cardiovascular disease, including PAD and restenosis. We showed that the four selected 14q32 snoRNAs were abundantly expressed in the plasma of PAD patients. The plasma levels of these snoRNAs were not directly associated with target vessel restenosis, however, levels of SNORD113.2 and SNORD114.1 were strongly linked to platelet activation, which is an important determinant of long-term outcome, in PAD, and in cardiovascular disease in general.


Asunto(s)
Enfermedad Arterial Periférica/sangre , Enfermedad Arterial Periférica/genética , Plasma/metabolismo , Activación Plaquetaria/genética , ARN Nucleolar Pequeño/sangre , Femenino , Humanos , Ataque Isquémico Transitorio/sangre , Ataque Isquémico Transitorio/genética , Masculino , Infarto del Miocardio/sangre , Infarto del Miocardio/genética , Estudios Prospectivos , Factores de Riesgo , Accidente Cerebrovascular/sangre , Accidente Cerebrovascular/genética
4.
PLoS Genet ; 14(12): e1007790, 2018 12.
Artículo en Inglés | MEDLINE | ID: mdl-30557355

RESUMEN

Accumulating evidence indicates that miRNAs can be promising diagnostic and/or prognostic markers for various cancers. In this study, we identified a novel miRNA, miR-3607-3p, and its targets in non-small cell lung cancer (NSCLC). The expression of miR-3607-3p was measured and its correlation with patient prognosis was determined. Ectopic expression in NSCLC cells, xenografts, and metastasis models was used to evaluate the effects of miR-3607-3p on proliferation and migration of NSCLC. Luciferase assay and western blotting were performed to validate the potential targets of miR-3607-3p after preliminary screening by microarray analysis and computer-aided algorithms. We demonstrated that miR-3607-3p was downregulated in NSCLC tissues and that miR-3607-3p might act as an independent predictor for overall survival in NSCLC. Moreover, serum miR-3607-3p may be a novel and stable marker for NSCLC. We found that overexpression of miR-3607-3p inhibited cell proliferation, colony formation, migration and invasion, and hampered the cell cycle of NSCLC cell lines in vitro. Our results suggested that miR-3607-3p directly targets TGFBR1 and CCNE2. In accordance with in vitro studies, we confirmed that miR-3607-3p functions as a potent suppressor miRNA of NSCLC. We showed that miR-3607-3p agomir could reduce tumor growth and inhibit TGFBR1 and CCNE2 protein expression. Taken together, our findings indicate that miR-3607-3p can inhibit NSCLC cell growth and metastasis by targeting TGFBR1 and CCNE2 protein expression, and provide new evidence of miR-3607-3p as a potential non-invasive biomarker and therapeutic target for NSCLC.


Asunto(s)
Biomarcadores de Tumor/genética , Carcinoma de Pulmón de Células no Pequeñas/genética , Carcinoma de Pulmón de Células no Pequeñas/terapia , Ciclinas/antagonistas & inhibidores , Neoplasias Pulmonares/genética , Neoplasias Pulmonares/terapia , ARN Nucleolar Pequeño/genética , Receptor Tipo I de Factor de Crecimiento Transformador beta/antagonistas & inhibidores , Anciano , Animales , Biomarcadores de Tumor/antagonistas & inhibidores , Biomarcadores de Tumor/sangre , Carcinoma de Pulmón de Células no Pequeñas/patología , Ciclo Celular/genética , Línea Celular Tumoral , Movimiento Celular/genética , Proliferación Celular/genética , Ciclinas/genética , Regulación hacia Abajo , Femenino , Técnicas de Silenciamiento del Gen , Humanos , Neoplasias Pulmonares/patología , Masculino , Ratones , Ratones Desnudos , Persona de Mediana Edad , Invasividad Neoplásica/genética , Invasividad Neoplásica/prevención & control , Metástasis de la Neoplasia , Pronóstico , ARN Nucleolar Pequeño/antagonistas & inhibidores , ARN Nucleolar Pequeño/sangre , Receptor Tipo I de Factor de Crecimiento Transformador beta/genética
5.
RNA Biol ; 15(2): 242-250, 2018 02 01.
Artículo en Inglés | MEDLINE | ID: mdl-29219730

RESUMEN

Non-coding RNA (ncRNA) molecules have fundamental roles in cells and many are also stable in body fluids as extracellular RNAs. In this study, we used RNA sequencing (RNA-seq) to investigate the profile of small non-coding RNA (sncRNA) in human serum. We analyzed 10 billion Illumina reads from 477 serum samples, included in the Norwegian population-based Janus Serum Bank (JSB). We found that the core serum RNA repertoire includes 258 micro RNAs (miRNA), 441 piwi-interacting RNAs (piRNA), 411 transfer RNAs (tRNA), 24 small nucleolar RNAs (snoRNA), 125 small nuclear RNAs (snRNA) and 123 miscellaneous RNAs (misc-RNA). We also investigated biological and technical variation in expression, and the results suggest that many RNA molecules identified in serum contain signs of biological variation. They are therefore unlikely to be random degradation by-products. In addition, the presence of specific fragments of tRNA, snoRNA, Vault RNA and Y_RNA indicates protection from degradation. Our results suggest that many circulating RNAs in serum can be potential biomarkers.


Asunto(s)
Ácidos Nucleicos Libres de Células/sangre , Secuenciación de Nucleótidos de Alto Rendimiento/métodos , Análisis de Secuencia de ARN/métodos , Biomarcadores/sangre , Biomarcadores/química , Ácidos Nucleicos Libres de Células/química , Regulación de la Expresión Génica , Humanos , MicroARNs/sangre , MicroARNs/química , Estabilidad del ARN , ARN Interferente Pequeño/sangre , ARN Interferente Pequeño/química , ARN Nucleolar Pequeño/sangre , ARN Nucleolar Pequeño/química , ARN Pequeño no Traducido/sangre , ARN Pequeño no Traducido/química , ARN de Transferencia/sangre , ARN de Transferencia/química
6.
Sci Rep ; 7: 43558, 2017 03 02.
Artículo en Inglés | MEDLINE | ID: mdl-28252005

RESUMEN

The development of effective treatments for the age-related disease osteoarthritis and the ability to predict disease progression has been hampered by the lack of biomarkers able to demonstrate the course of the disease. Profiling the expression patterns of small nucleolar RNAs (snoRNAs) in joint ageing and OA may provide diagnostic biomarkers and therapeutic targets. This study determined expression patterns of snoRNAs in joint ageing and OA and examined them as potential biomarkers. Using SnoRNASeq and real-time quantitative PCR (qRT-PCR) we demonstrate snoRNA expression levels in murine ageing and OA joints and serum for the first time. SnoRNASeq identified differential expression (DE) of 6 snoRNAs in young versus old joints and 5 snoRNAs in old sham versus old experimental osteoarthritic joints. In serum we found differential presence of 27 snoRNAs in young versus old serum and 18 snoRNAs in old sham versus old experimental osteoarthritic serum. Confirmatory qRT-PCR analysis demonstrated good correlation with SnoRNASeq findings. Profiling the expression patterns of snoRNAs is the initial step in determining their functional significance in ageing and osteoarthritis, and provides potential diagnostic biomarkers and therapeutic targets. Our results establish snoRNAs as novel markers of musculoskeletal ageing and osteoarthritis.


Asunto(s)
Ácidos Nucleicos Libres de Células , Articulaciones , Osteoartritis/sangre , Osteoartritis/etiología , ARN Nucleolar Pequeño/genética , Animales , Biomarcadores , Perfilación de la Expresión Génica , Caballos , Articulaciones/patología , Masculino , Ratones , ARN Nucleolar Pequeño/sangre , Reacción en Cadena en Tiempo Real de la Polimerasa , Reproducibilidad de los Resultados , Transcriptoma
7.
Stroke ; 48(4): 828-834, 2017 04.
Artículo en Inglés | MEDLINE | ID: mdl-28289238

RESUMEN

BACKGROUND AND PURPOSE: There is increasing interest in extracellular RNAs (ex-RNAs), with numerous reports of associations between selected microRNAs (miRNAs) and a variety of cardiovascular disease phenotypes. Previous studies of ex-RNAs in relation to risk for cardiovascular disease have investigated small numbers of patients and assayed only candidate miRNAs. No human studies have investigated links between novel ex-RNAs and stroke. METHODS: We conducted unbiased next-generation sequencing using plasma from 40 participants of the FHS (Framingham Heart Study; Offspring Cohort Exam 8) followed by high-throughput polymerase chain reaction of 471 ex-RNAs. The reverse transcription quantitative polymerase chain reaction included 331 of the most abundant miRNAs, 43 small nucleolar RNAs, and 97 piwi-interacting RNAs in 2763 additional FHS participants and explored the relations of ex-RNAs and prevalent (n=63) and incident (n=51) stroke and coronary heart disease (prevalent=286, incident=69). RESULTS: After adjustment for multiple cardiovascular disease risk factors, 7 ex-RNAs were associated with stroke prevalence or incidence; there were no ex-RNA associated with prevalent or incident coronary heart disease. Statistically significant ex-RNA associations with stroke were specific, with no overlap between prevalent and incident events. CONCLUSIONS: This is the largest study of ex-RNAs in relation to stroke using an unbiased approach in an observational cohort and the first large study to examine human small noncoding RNAs beyond miRNAs. These results demonstrate that when studied in a large observational cohort, extracellular miRNAs are associated with stroke risk.


Asunto(s)
Enfermedad Coronaria/sangre , MicroARNs/sangre , ARN Interferente Pequeño/sangre , ARN Nucleolar Pequeño/sangre , Accidente Cerebrovascular/sangre , Anciano , Estudios de Cohortes , Enfermedad Coronaria/epidemiología , Femenino , Secuenciación de Nucleótidos de Alto Rendimiento , Humanos , Incidencia , Masculino , Massachusetts/epidemiología , Persona de Mediana Edad , Prevalencia , Accidente Cerebrovascular/epidemiología
8.
PLoS One ; 12(1): e0164644, 2017.
Artículo en Inglés | MEDLINE | ID: mdl-28060806

RESUMEN

The presence and relative stability of extracellular RNAs (exRNAs) in biofluids has led to an emerging recognition of their promise as 'liquid biopsies' for diseases. Most prior studies on discovery of exRNAs as disease-specific biomarkers have focused on microRNAs (miRNAs) using technologies such as qRT-PCR and microarrays. The recent application of next-generation sequencing to discovery of exRNA biomarkers has revealed the presence of potential novel miRNAs as well as other RNA species such as tRNAs, snoRNAs, piRNAs and lncRNAs in biofluids. At the same time, the use of RNA sequencing for biofluids poses unique challenges, including low amounts of input RNAs, the presence of exRNAs in different compartments with varying degrees of vulnerability to isolation techniques, and the high abundance of specific RNA species (thereby limiting the sensitivity of detection of less abundant species). Moreover, discovery in human diseases often relies on archival biospecimens of varying age and limiting amounts of samples. In this study, we have tested RNA isolation methods to optimize profiling exRNAs by RNA sequencing in individuals without any known diseases. Our findings are consistent with other recent studies that detect microRNAs and ribosomal RNAs as the major exRNA species in plasma. Similar to other recent studies, we found that the landscape of biofluid microRNA transcriptome is dominated by several abundant microRNAs that appear to comprise conserved extracellular miRNAs. There is reasonable correlation of sets of conserved miRNAs across biological replicates, and even across other data sets obtained at different investigative sites. Conversely, the detection of less abundant miRNAs is far more dependent on the exact methodology of RNA isolation and profiling. This study highlights the challenges in detecting and quantifying less abundant plasma miRNAs in health and disease using RNA sequencing platforms.


Asunto(s)
Biomarcadores , Secuenciación de Nucleótidos de Alto Rendimiento , ARN/sangre , ARN/genética , Adulto , Expresión Génica , Perfilación de la Expresión Génica , Voluntarios Sanos , Humanos , MicroARNs/sangre , MicroARNs/genética , ARN Interferente Pequeño/sangre , ARN Interferente Pequeño/genética , ARN Nucleolar Pequeño/sangre , ARN Nucleolar Pequeño/genética , ARN de Transferencia/sangre , ARN de Transferencia/genética , Transcriptoma , Adulto Joven
9.
Adv Exp Med Biol ; 924: 121-125, 2016.
Artículo en Inglés | MEDLINE | ID: mdl-27753032

RESUMEN

Fragments of small nucleolar RNAs (snoRNAs) were found among various non-coding RNAs (ncRNAs) circulating in human blood. Currently, the function of such cell-free sno-derived-RNAs is not clearly defined. This work is aimed at identifying regulatory pathways controlled by extracellular snoRNAs. In order to determine the molecular targets and pathways affected by artificial snoRNAs, we performed Illumina array analysis of MCF-7 human adenocarcinoma cells transfected with box C/D RNAs. The genes related to the innate immune response and apoptotic cascades were found to be activated in transfected cells compared with control cells. Intriguingly, the transfection of MCF-7 cells with artificial box C/D snoRNAs also increased the transcription of several microRNAs, such as mir-574, mir-599 and mir-21. Our data demonstrated that extracellular snoRNAs introduced into human cells may function as gene expression modulators, with activation of microRNA genes being one of the regulatory mechanisms.


Asunto(s)
Regulación Neoplásica de la Expresión Génica , Inmunidad Innata/genética , MicroARNs/genética , ARN Nucleolar Pequeño/genética , Adenocarcinoma/genética , Adenocarcinoma/inmunología , Adenocarcinoma/patología , Neoplasias de la Mama/genética , Neoplasias de la Mama/inmunología , Neoplasias de la Mama/patología , Línea Celular Tumoral , Femenino , Humanos , Inmunidad Innata/inmunología , Células MCF-7 , MicroARNs/inmunología , ARN Nucleolar Pequeño/sangre , ARN Nucleolar Pequeño/inmunología , Reacción en Cadena de la Polimerasa de Transcriptasa Inversa , Transfección
10.
Nat Commun ; 7: 11106, 2016 Apr 26.
Artículo en Inglés | MEDLINE | ID: mdl-27112789

RESUMEN

There is growing appreciation for the importance of non-protein-coding genes in development and disease. Although much is known about microRNAs, limitations in bioinformatic analyses of RNA sequencing have precluded broad assessment of other forms of small-RNAs in humans. By analysing sequencing data from plasma-derived RNA from 40 individuals, here we identified over a thousand human extracellular RNAs including microRNAs, piwi-interacting RNA (piRNA), and small nucleolar RNAs. Using a targeted quantitative PCR with reverse transcription approach in an additional 2,763 individuals, we characterized almost 500 of the most abundant extracellular transcripts including microRNAs, piRNAs and small nucleolar RNAs. The presence in plasma of many non-microRNA small-RNAs was confirmed in an independent cohort. We present comprehensive data to demonstrate the broad and consistent detection of diverse classes of circulating non-cellular small-RNAs from a large population.


Asunto(s)
Genoma Humano , MicroARNs/genética , ARN Interferente Pequeño/genética , ARN Nucleolar Pequeño/genética , Anciano , Femenino , Regulación de la Expresión Génica , Secuenciación de Nucleótidos de Alto Rendimiento , Humanos , Estudios Longitudinales , Masculino , MicroARNs/sangre , Persona de Mediana Edad , Anotación de Secuencia Molecular , ARN Interferente Pequeño/sangre , ARN Nucleolar Pequeño/sangre , Reacción en Cadena en Tiempo Real de la Polimerasa , Estados Unidos
11.
Thromb Haemost ; 115(6): 1147-56, 2016 06 02.
Artículo en Inglés | MEDLINE | ID: mdl-26940969

RESUMEN

Multiple studies have shown the effects of long-term exposure to high-fat or western diets on the vascular system. There is limited knowledge on the acute effects of high circulating fat levels, specifically on platelets, which have a role in many processes, including thrombosis and inflammation. This study investigated the effects of acute, high-fat exposure on platelet function and transcript profile. Twenty healthy participants were given an intravenous infusion of 20% Intralipid emulsion and heparin over 6 hours. Blood samples were taken prior to and the day after infusion to measure platelet function and transcript expression levels. Platelet aggregation was not significantly affected by Intralipid infusion, but, when mitochondria function was inhibited by carbonyl cyanide 3-chlorophenylhydrazone (CCCP) or oligomycin, platelet aggregation was higher in the post-infusion state compared to baseline. Through RNA sequencing, and verified by RT-qPCR, 902 miRNAs and 617 mRNAs were affected by Intralipid infusion. MicroRNAs increased include miR-4259 and miR-346, while miR-517b and miR-517c are both decreased. Pathway analysis identified two clusters significantly enriched, including cell motility. In conclusion, acute exposure to high fat affects mitochondrial-dependent platelet function, as well as the transcript profile.


Asunto(s)
Plaquetas/metabolismo , Fosfolípidos/administración & dosificación , Aceite de Soja/administración & dosificación , Adulto , Anciano , Dieta Alta en Grasa/efectos adversos , Emulsiones/administración & dosificación , Femenino , Voluntarios Sanos , Humanos , Infusiones Intravenosas , Masculino , MicroARNs/sangre , MicroARNs/genética , Persona de Mediana Edad , Agregación Plaquetaria , ARN Mensajero/sangre , ARN Mensajero/genética , ARN Nucleolar Pequeño/sangre , ARN Nucleolar Pequeño/genética , Transcripción Genética , Adulto Joven
12.
Breast Cancer Res ; 13(5): R86, 2011 Sep 13.
Artículo en Inglés | MEDLINE | ID: mdl-21914171

RESUMEN

INTRODUCTION: Serum microRNAs have the potential to be valuable biomarkers of cancer. This investigation addresses two issues that impact their utility: a) appropriate normalization controls and b) whether their altered levels persist in patients who are clinically free of the disease. METHODS: Sera from 40 age-matched healthy women and 39 breast cancer patients without clinical disease at the time of serum collection were analyzed for microRNAs let-7f, miR-16, miR-21 and miR-155 using quantitative real-time PCR. U6 and 5S, which are transcribed by RNA polymerase III (RNAP-III) and the small nucleolar RNU44 (SNORD44), were also analyzed for normalization. Significant results from the initial study were verified using a second set of sera from 15 healthy patients, 15 breast cancer patients without clinical disease and 15 with metastatic disease, and a third set of 12 healthy and 18 patients with metastatic disease. U6 was further verified in the extended second cohort of 75 healthy and 68 breast cancer patients without clinical disease. RESULTS: U6:SNORD44 ratio was consistently higher in breast cancer patients with or without active disease (fold change range 1.5-6.6, p value range 0.0003 to 0.05). This increase in U6:SNORD44 ratio was observed in the sera of both estrogen receptor-positive (ER+) and ER-negative breast cancer patients. MiR-16 and 5S, which are often used as normalization controls for microRNAs, showed remarkable experimental variability and thus are not ideal for normalization. CONCLUSIONS: Elevated serum U6 levels in breast cancer patients irrespective of disease activity at the time of serum collection suggest a new paradigm in cancer; persistent systemic changes during cancer progression, which result in elevated activity of RNAP-III and/or the stability/release pathways of U6 in non-cancer tissues. Additionally, these results highlight the need for developing standards for normalization between samples in microRNA-related studies for healthy versus cancer and for inter-laboratory reproducibility. Our studies rule out the utility of miR-16, U6 and 5S RNAs for this purpose.


Asunto(s)
Biomarcadores de Tumor/genética , Neoplasias de la Mama/sangre , Neoplasias de la Mama/genética , MicroARNs/sangre , ARN Nuclear Pequeño/sangre , ARN Nucleolar Pequeño/sangre , Adulto , Anciano , Biomarcadores de Tumor/sangre , Neoplasias de la Mama/mortalidad , Neoplasias de la Mama/patología , Supervivencia sin Enfermedad , Femenino , Regulación Neoplásica de la Expresión Génica , Humanos , MicroARNs/genética , Persona de Mediana Edad , ARN Nuclear Pequeño/genética , ARN Nucleolar Pequeño/genética , Reacción en Cadena en Tiempo Real de la Polimerasa , Valores de Referencia
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