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Ponomarenko EA, Krasnov GS, Kiseleva OI, Kryukova PA, Arzumanian VA, Dolgalev GV, Ilgisonis EV, Lisitsa AV, Poverennaya EV. Workability of mRNA Sequencing for Predicting Protein Abundance. Genes (Basel) 2023; 14:2065. [PMID: 38003008 PMCID: PMC10671741 DOI: 10.3390/genes14112065] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2023] [Revised: 11/03/2023] [Accepted: 11/07/2023] [Indexed: 11/26/2023] Open
Abstract
Transcriptomics methods (RNA-Seq, PCR) today are more routine and reproducible than proteomics methods, i.e., both mass spectrometry and immunochemical analysis. For this reason, most scientific studies are limited to assessing the level of mRNA content. At the same time, protein content (and its post-translational status) largely determines the cell's state and behavior. Such a forced extrapolation of conclusions from the transcriptome to the proteome often seems unjustified. The ratios of "transcript-protein" pairs can vary by several orders of magnitude for different genes. As a rule, the correlation coefficient between transcriptome-proteome levels for different tissues does not exceed 0.3-0.5. Several characteristics determine the ratio between the content of mRNA and protein: among them, the rate of movement of the ribosome along the mRNA and the number of free ribosomes in the cell, the availability of tRNA, the secondary structure, and the localization of the transcript. The technical features of the experimental methods also significantly influence the levels of the transcript and protein of the corresponding gene on the outcome of the comparison. Given the above biological features and the performance of experimental and bioinformatic approaches, one may develop various models to predict proteomic profiles based on transcriptomic data. This review is devoted to the ability of RNA sequencing methods for protein abundance prediction.
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Affiliation(s)
| | - George S. Krasnov
- Engelhardt Institute of Molecular Biology, Russian Academy of Sciences, Moscow 119991, Russia;
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Hozaka Y, Kita Y, Yasudome R, Tanaka T, Wada M, Idichi T, Tanabe K, Asai S, Moriya S, Toda H, Mori S, Kurahara H, Ohtsuka T, Seki N. RNA-Sequencing Based microRNA Expression Signature of Colorectal Cancer: The Impact of Oncogenic Targets Regulated by miR-490-3p. Int J Mol Sci 2021; 22:ijms22189876. [PMID: 34576039 PMCID: PMC8469425 DOI: 10.3390/ijms22189876] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2021] [Revised: 09/08/2021] [Accepted: 09/10/2021] [Indexed: 12/24/2022] Open
Abstract
To elucidate novel aspects of the molecular pathogenesis of colorectal cancer (CRC), we have created a new microRNA (miRNA) expression signature based on RNA-sequencing. Analysis of the signature showed that 84 miRNAs were upregulated, and 70 were downregulated in CRC tissues. Interestingly, our signature indicated that both guide and passenger strands of some miRNAs were significantly dysregulated in CRC tissues. These findings support our earlier data demonstrating the involvement of miRNA passenger strands in cancer pathogenesis. Our study focused on downregulated miR-490-3p and investigated its tumor-suppressive function in CRC cells. We successfully identified a total of 38 putative oncogenic targets regulated by miR-490-3p in CRC cells. Among these targets, the expression of three genes (IRAK1: p = 0.0427, FUT1: p = 0.0468, and GPRIN2: p = 0.0080) significantly predicted 5-year overall survival of CRC patients. Moreover, we analyzed the direct regulation of IRAK1 by miR-490-3p, and its resultant oncogenic function in CRC cells. Thus, we have clarified a part of the molecular pathway of CRC based on the action of tumor-suppressive miR-490-3p. This new miRNA expression signature of CRC will be a useful tool for elucidating new molecular pathogenesis in this disease.
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Affiliation(s)
- Yuto Hozaka
- Department of Digestive Surgery, Breast and Thyroid Surgery, Graduate School of Medical and Dental Sciences, Kagoshima University, Kagoshima 890-8520, Japan; (Y.H.); (Y.K.); (R.Y.); (T.T.); (M.W.); (T.I.); (K.T.); (H.T.); (S.M.); (H.K.); (T.O.)
| | - Yoshiaki Kita
- Department of Digestive Surgery, Breast and Thyroid Surgery, Graduate School of Medical and Dental Sciences, Kagoshima University, Kagoshima 890-8520, Japan; (Y.H.); (Y.K.); (R.Y.); (T.T.); (M.W.); (T.I.); (K.T.); (H.T.); (S.M.); (H.K.); (T.O.)
| | - Ryutaro Yasudome
- Department of Digestive Surgery, Breast and Thyroid Surgery, Graduate School of Medical and Dental Sciences, Kagoshima University, Kagoshima 890-8520, Japan; (Y.H.); (Y.K.); (R.Y.); (T.T.); (M.W.); (T.I.); (K.T.); (H.T.); (S.M.); (H.K.); (T.O.)
| | - Takako Tanaka
- Department of Digestive Surgery, Breast and Thyroid Surgery, Graduate School of Medical and Dental Sciences, Kagoshima University, Kagoshima 890-8520, Japan; (Y.H.); (Y.K.); (R.Y.); (T.T.); (M.W.); (T.I.); (K.T.); (H.T.); (S.M.); (H.K.); (T.O.)
| | - Masumi Wada
- Department of Digestive Surgery, Breast and Thyroid Surgery, Graduate School of Medical and Dental Sciences, Kagoshima University, Kagoshima 890-8520, Japan; (Y.H.); (Y.K.); (R.Y.); (T.T.); (M.W.); (T.I.); (K.T.); (H.T.); (S.M.); (H.K.); (T.O.)
| | - Tetsuya Idichi
- Department of Digestive Surgery, Breast and Thyroid Surgery, Graduate School of Medical and Dental Sciences, Kagoshima University, Kagoshima 890-8520, Japan; (Y.H.); (Y.K.); (R.Y.); (T.T.); (M.W.); (T.I.); (K.T.); (H.T.); (S.M.); (H.K.); (T.O.)
| | - Kan Tanabe
- Department of Digestive Surgery, Breast and Thyroid Surgery, Graduate School of Medical and Dental Sciences, Kagoshima University, Kagoshima 890-8520, Japan; (Y.H.); (Y.K.); (R.Y.); (T.T.); (M.W.); (T.I.); (K.T.); (H.T.); (S.M.); (H.K.); (T.O.)
| | - Shunichi Asai
- Department of Functional Genomics, Graduate School of Medicine, Chiba University, Chiba 260-8670, Japan;
| | - Shogo Moriya
- Department of Biochemistry and Genetics, Graduate School of Medicine, Chiba University, Chiba 260-8670, Japan;
| | - Hiroko Toda
- Department of Digestive Surgery, Breast and Thyroid Surgery, Graduate School of Medical and Dental Sciences, Kagoshima University, Kagoshima 890-8520, Japan; (Y.H.); (Y.K.); (R.Y.); (T.T.); (M.W.); (T.I.); (K.T.); (H.T.); (S.M.); (H.K.); (T.O.)
| | - Shinichiro Mori
- Department of Digestive Surgery, Breast and Thyroid Surgery, Graduate School of Medical and Dental Sciences, Kagoshima University, Kagoshima 890-8520, Japan; (Y.H.); (Y.K.); (R.Y.); (T.T.); (M.W.); (T.I.); (K.T.); (H.T.); (S.M.); (H.K.); (T.O.)
| | - Hiroshi Kurahara
- Department of Digestive Surgery, Breast and Thyroid Surgery, Graduate School of Medical and Dental Sciences, Kagoshima University, Kagoshima 890-8520, Japan; (Y.H.); (Y.K.); (R.Y.); (T.T.); (M.W.); (T.I.); (K.T.); (H.T.); (S.M.); (H.K.); (T.O.)
| | - Takao Ohtsuka
- Department of Digestive Surgery, Breast and Thyroid Surgery, Graduate School of Medical and Dental Sciences, Kagoshima University, Kagoshima 890-8520, Japan; (Y.H.); (Y.K.); (R.Y.); (T.T.); (M.W.); (T.I.); (K.T.); (H.T.); (S.M.); (H.K.); (T.O.)
| | - Naohiko Seki
- Department of Functional Genomics, Graduate School of Medicine, Chiba University, Chiba 260-8670, Japan;
- Correspondence: ; Tel.: +81-43-226-2971
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Zhao S, Kong X, Wu X. RNAi-based immunity in insects against baculoviruses and the strategies of baculoviruses involved in siRNA and miRNA pathways to weaken the defense. DEVELOPMENTAL AND COMPARATIVE IMMUNOLOGY 2021; 122:104116. [PMID: 33991532 DOI: 10.1016/j.dci.2021.104116] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/24/2021] [Revised: 04/27/2021] [Accepted: 04/28/2021] [Indexed: 06/12/2023]
Abstract
Protection against viral infection in hosts concerns diverse cellular and molecular mechanisms, among which RNA interference (RNAi) response is a vital one. Small interfering RNAs (siRNAs), microRNAs (miRNAs) and PIWI interacting RNAs (piRNAs) are primary categories of small RNAs involved in RNAi response, playing significant roles in restraining viral invasion. However, during a long-term coevolution, viruses have gained the ability to evade, avoid, or suppress antiviral immunity to ensure efficient replication and transmission. Baculoviruses are enveloped, insect-pathogenic viruses with double-stranded circular DNA genomes, which encode suppressors of siRNA pathway and miRNAs targeting immune-related genes to mask the antiviral activity of their hosts. This review summarized recent findings for the RNAi-based antiviral immunity in insects as well as the strategies that baculoviruses exploit to break the shield of host siRNA pathway, and hijack cellular miRNAs or encode their own miRNAs that regulate both viral and cellular gene expression to create a favorable environment for viral infection.
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Affiliation(s)
- Shudi Zhao
- College of Animal Sciences, Zhejiang University, Hangzhou, 310058, China; Key Laboratory of Silkworm and Bee Resource Utilization and Innovation of Zhejiang Province, Hangzhou, China
| | - Xiangshuo Kong
- College of Animal Sciences, Zhejiang University, Hangzhou, 310058, China; Key Laboratory of Silkworm and Bee Resource Utilization and Innovation of Zhejiang Province, Hangzhou, China
| | - Xiaofeng Wu
- College of Animal Sciences, Zhejiang University, Hangzhou, 310058, China; Key Laboratory of Silkworm and Bee Resource Utilization and Innovation of Zhejiang Province, Hangzhou, China.
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Measurements Methods for the Development of MicroRNA-Based Tests for Cancer Diagnosis. Int J Mol Sci 2021; 22:ijms22031176. [PMID: 33503982 PMCID: PMC7865473 DOI: 10.3390/ijms22031176] [Citation(s) in RCA: 34] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2020] [Revised: 01/15/2021] [Accepted: 01/22/2021] [Indexed: 12/19/2022] Open
Abstract
Studies investigating microRNAs as potential biomarkers for cancer, immune-related diseases, or cardiac pathogenic diseases, among others, have exponentially increased in the last years. In particular, altered expression of specific miRNAs correlates with the occurrence of several diseases, making these molecules potential molecular tools for non-invasive diagnosis, prognosis, and response to therapy. Nonetheless, microRNAs are not in clinical use yet, due to inconsistencies in the literature regarding the specific miRNAs identified as biomarkers for a specific disease, which in turn can be attributed to several reasons, including lack of assay standardization and reproducibility. Technological limitations in circulating microRNAs measurement have been, to date, the biggest challenge for using these molecules in clinical settings. In this review we will discuss pre-analytical, analytical, and post-analytical challenges to address the potential technical biases and patient-related parameters that can have an influence and should be improved to translate miRNA biomarkers to the clinical stage. Moreover, we will describe the currently available methods for circulating miRNA expression profiling and measurement, underlining their advantages and potential pitfalls.
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