Molecular Monitoring in RNA Regulation: it can be useful to assess the effect of a therapeutic treatment. For example, it may be useful to assess the activity of a gene that may be associated with the progression of cancer.
The ability to identify genes whose activity may be altered in patients with certain types of cancer may provide an opportunity to prevent or control the disease. The use of gene-based therapeutic targets and gene-expression profiling to determine the extent to which gene regulation is altered could also provide important insights into the role of a particular gene in cancer development.
RNA-Seq analysis of genes in lncRNA-IUR1 knockdown K562 cells
lncRNA-IUR1 is one of the negative regulators of Bcr-Abl-mediated tumorigenesis. In Abl-transformed leukemia cells, lncRNA-IUR1 suppresses GATA3 expression. Moreover, lncRNA-IUR1 is thought to be evolutionarily conserved. In this study, we analyzed the expression profile of lncRNA-IUR1 in Bcr-Abl-transformed cells from chronic myeloid leukemia patients. We found that lncRNA-IUR1 expression was low in these cells, but lncRNA-IUR1 overexpression sensitized these cells to imatinib-induced apoptosis.
We further evaluated the role of lncRNA-IUR1 through a knockout mouse model. A CRISPR/Cas9-based genome editing system was used to generate lncRNA-IUR1 knockout mice. The mice were then sub-lethally irradiated with GFP-positive NS2 cells. Compared with mice challenged with control cells, mice lacking lncRNA-IUR1 lost weight rapidly. They also showed deficiency in multiple organs.
In addition, the knockdown of lncRNA-IUR1 promoted the survival of Abl-transformed human leukemia cells, but suppressed the growth of Abl-transformed xenografted tumors in mice. These findings suggest that lncRNA-IUR1 may play a critical role in tumorigenesis. It also supports lncRNA-IUR1 as a key negative regulator of Bcr-Abl-induced tumorigenesis.
LncRNA-IUR1 is also induced in Abl-positive leukemia cells treated with imatinib. These findings suggest that lncRNA-IUR1 might play an important role in resistance to imatinib.
Furthermore, a lncRNA microarray was used to identify the key lncRNAs involved in Bcr-Abl-mediated tumorigenesis. The lncRNA-IUR family is a crucial negative regulator of Bcr-Abl-mediated tumourigenesis. In addition, lncRNA-IUR1 and SNHG5 play a crucial role in imatinib resistance in CML. We identified two sgRNAs targeting murine lncRNA-IUR1 that were transscribed in vitro. They were stably expressed in NS2 cells.
We also identified the RNA transcripts containing STAT5B. In mass spectrometry pull-down of RNA, STAT5B was found. Moreover, we found that the depletion of SNHG5 reduced the cellular resistance to imatinib.
RNA-Seq analysis of genes in lncRNA-IUR1 knockout mice
RNA-Seq has enabled the study of long non-coding RNAs (ncRNAs) with great vigor. These ncRNAs play a crucial role in vivo. However, their identification from RNA-Seq data is not trivial. The question arises: how do you identify novel lncRNAs from your RNA-Seq data? Here, we propose a pipeline for predicting novel lncRNAs. The pipeline includes two parts: a ‘predictor’, and a ‘detector’.
The ‘predictor’ is the most important part of the pipeline. It aims to detect novel lncRNAs from initial assemblies. It is based on two main factors: location and biological function. lncRNAs in vivo can provide a valuable framework for future functional studies.
The ‘detector’ part of the pipeline is based on the lncRScan program. It is designed to extract candidate categories of transcripts. The categories include ‘i’, which may contain lncRNAs in introns of known genes;’m’, which may contain lncRNAs in a protein-coding mRNA; ‘o’, which may contain lncRNAs with exonic overlap on the same strand as a known transcript; and ‘u’, which may contain intergenic lncRNAs.
The’m’ category contains lncRNAs that contain short peptides, which can be difficult to distinguish from protein-coding mRNAs. The ‘o’ category contains lncRNAs with exonic overlap on the opposite strand from a known transcript.
The ‘residue’ part of the pipeline includes two steps: screening for known genes and screening for lncRNA targets. A target gene was defined as one with a P-adjusted 0.05 EASE score. The candidate sgRNAs were designed to achieve the highest score. The ‘residue’ part of the pipeline was validated using qRT-PCR. qRT-PCR was performed three times per sample and SYBR green was used.
In conclusion, RNA-Seq can predict novel lncRNAs, but it remains difficult to distinguish these lncRNAs from their protein-coding mRNA counterparts. To detect novel lncRNAs, a new program, lncRScan, was designed.
Molecular diagnosis and measurement of minimal residual disease in patients with chronic myeloid leukemia
Molecular diagnosis and measurement of minimal residual disease (MRD) in patients with chronic myeloid leukemia (CML) provides an important and novel way to monitor treatment efficacy and identify patients at risk of relapse. MRD is a subset of residual leukemic cells that is below the limits of detection by conventional morphologic assessment and is associated with normal peripheral blood characteristics. It can be detected by polymerase chain reaction (PCR) assays and flow cytometry. It is important to use standardized and sensitive technologies. In addition, relapse estimation is possible with additional molecular and phenotypic markers.
Molecular diagnosis and measurement of minimal residual disease in patients with CML is important because it can be used as a surrogate endpoint in clinical trials. It can also be used to identify genetically homogeneous subgroups of patients. It has been associated with relapses in most leukemia subtypes. However, the precise method of detection is still unknown and needs to be resolved before routine clinical decision making can be made.
In this study, 430 patients with mutations were randomly assigned to a training cohort and a validation cohort. The training cohort had similar clinical and cytogenetic characteristics. The validation cohort was similar in molecular characteristics, but was not characterized by age-related clonal hematopoiesis.
The training and validation cohorts were then assessed for 4-year relapse rates. The 4-year relapse rate was 52.3% in the training cohort, 26.7% in the validation cohort, and 73.3% in patients who had both negative assays. These results showed that the combined use of PCR and flow cytometry was associated with an independent prognostic value.
Dysregulation of lncRNAs has been linked to various human cancers
Various human cancers are associated with a molecular monitoring of RNA regulation. In particular, long noncoding RNAs (lncRNAs) play crucial roles in tumourigenesis. These lncRNAs are known to affect various biological processes through posttranscriptional regulation. In recent years, a large amount of research has been carried out to examine the functions of lncRNAs. Some of the lncRNAs are even able to interact with ribosomes to encode proteins. They are important regulators of numerous biological processes.
In this study, we investigated the distribution and function of long noncoding RNAs (lncRNAs) in pan-cancer ceRNA networks. We found that lncRNAs shared across cancers are mainly clustered in ceRNA networks. This suggests that lncRNAs may exert differential functions in different physiological states.
In addition, we identified lncRNAs that may play a critical role in the pathogenesis of cancer. For example, the lncRNA H19 acts as a miRNA sponge and may play a crucial role in the transition from epithelial to mesenchymal. On the other hand, the lncRNA BCYRN1 is related to the advanced pathological stages of colorectal cancer. It is also associated with cell cycle progression and lymph node metastasis.
In addition, we found that the lncRNA MAGI2-AS3 has a dual role in the progression of cancer. It promotes migration, cell invasion and proliferation in the GC and CRC cells. In addition, it induces treatment resistance as an oncogene. This lncRNA may serve as a promising cancer biomarker.
A deeper understanding of lncRNA function is crucial to understanding the pathogenesis of cancer. This will provide a valuable tool for cancer diagnosis and treatment.
Moreover, we found that lncRNAs may also participate in competitive regulations. Competitive regulation is known to occur in other biological contexts, and may offer some promising biomarkers for cancer.
INSPECT
Molecular monitoring of RNA regulation is an area of interest to experimental biologists. RNA plays an important role in cellular processes, from gene expression to protein production. However, predicting RNA life cycle stages is difficult. Even in high resolution scRNA-seq datasets, the drop-out rate remains high. A new reporter system called INSPECT has been devised to help solve this problem.
In a nutshell, INSPECT uses a minimally invasive reporter system to allow for highly sensitive monitoring of RNA production. The system is based on the EXSISERS reporter system, which was developed to study RNA processing and gene expression.
The name of the game is to improve the efficiency of the existing femtosecond RNA-seq platform. The system was created by researchers from the Technical University of Munich. The novelty is that this reporter system does not require a fusion of the RNA under investigation. Instead, introns in the pre-mature RNA molecules are converted into reporter proteins. This has the advantage of stabilizing the introns, which are then transported to the cellular cytoplasm.
There are two main advantages to INSPECT
first, it can monitor the production of two lncRNAs, which are important in cellular processes; and second, it can also track changes in regulation during an investigation. In addition to the standard RNA-seq protocol, INSPECT is able to monitor messenger RNA sequences, as well as other non-coding RNAs. It even has a nifty little GUI that allows for easy manipulation of model parameters.
One of the coolest features of INSPECT is its ability to detect and measure other small molecules, such as protein modifications and metabolites, in ensembles of thousands to billions of cells.
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