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Gong H, Wen J, Luo R, Feng Y, Guo J, Fu H, Zhou X. Integrated mRNA sequence optimization using deep learning. Brief Bioinform 2023; 24:bbad001. [PMID: 36642413 PMCID: PMC9851294 DOI: 10.1093/bib/bbad001] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2022] [Revised: 10/31/2022] [Accepted: 12/30/2022] [Indexed: 01/17/2023] Open
Abstract
The coronavirus disease of 2019 pandemic has catalyzed the rapid development of mRNA vaccines, whereas, how to optimize the mRNA sequence of exogenous gene such as severe acute respiratory syndrome coronavirus 2 spike to fit human cells remains a critical challenge. A new algorithm, iDRO (integrated deep-learning-based mRNA optimization), is developed to optimize multiple components of mRNA sequences based on given amino acid sequences of target protein. Considering the biological constraints, we divided iDRO into two steps: open reading frame (ORF) optimization and 5' untranslated region (UTR) and 3'UTR generation. In ORF optimization, BiLSTM-CRF (bidirectional long-short-term memory with conditional random field) is employed to determine the codon for each amino acid. In UTR generation, RNA-Bart (bidirectional auto-regressive transformer) is proposed to output the corresponding UTR. The results show that the optimized sequences of exogenous genes acquired the pattern of human endogenous gene sequence. In experimental validation, the mRNA sequence optimized by our method, compared with conventional method, shows higher protein expression. To the best of our knowledge, this is the first study by introducing deep-learning methods to integrated mRNA sequence optimization, and these results may contribute to the development of mRNA therapeutics.
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Affiliation(s)
- Haoran Gong
- West China Biomedical Big Data Center, West China Hospital, Sichuan University, Chengdu 610041, China
- Med-X Center for Informatics, Sichuan University, Chengdu 610041, China
| | - Jianguo Wen
- Center for Computational Systems Medicine, School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, Texas, 77030, USA
- McGovern Medical School, The University of Texas Health Science Center at Houston, Houston, TX 77030, USA
| | - Ruihan Luo
- West China Biomedical Big Data Center, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Yuzhou Feng
- West China Biomedical Big Data Center, West China Hospital, Sichuan University, Chengdu 610041, China
| | - JingJing Guo
- West China Biomedical Big Data Center, West China Hospital, Sichuan University, Chengdu 610041, China
- Med-X Center for Informatics, Sichuan University, Chengdu 610041, China
| | - Hongguang Fu
- University of Electronic Science and Technology of China, Chengdu 611731, China
| | - Xiaobo Zhou
- Center for Computational Systems Medicine, School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, Texas, 77030, USA
- McGovern Medical School, The University of Texas Health Science Center at Houston, Houston, TX 77030, USA
- School of Dentistry, The University of Texas Health Science Center at Houston, Houston, TX 77030, USA
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Kappen C, Yaworsky PJ, Muller YL, Salbaum JM. Transgenic studies on homeobox genes in nervous system development: spina bifida in Isl1 transgenic mice. Transgenic Res 2013; 22:343-58. [PMID: 23054727 PMCID: PMC3891654 DOI: 10.1007/s11248-012-9643-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2012] [Accepted: 08/11/2012] [Indexed: 02/05/2023]
Abstract
To develop in vivo assays for homeobox gene function in neural development, we generated transgenic mice in which the expression of a homeobox gene is altered only within the nervous system, in neurons or neuronal precursor cells. Transgenic expression of Hoxc8 did not result in gross abnormalities, while a Hoxd4 transgene caused death shortly after birth. In neural progenitor cells, the motorneuron-specific homeodomain transcription factor Isl1 induced early developmental defects, including absence of anterior neural structures, profound defects in the neuroepithelium and defective neural tube closure. A fraction of Isl1 transgenic mice exhibited spina bifida. Isl1 transgene expression was also associated with decreased proliferation and increased Pbx1 expression in the ventral neural tube. Our results suggest a function for some homeobox genes in development of the nervous system, and that cell-type- and region-specific transgenic models will be useful to identify the cellular and molecular targets of homeobox transcription factors in nervous system development.
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Affiliation(s)
- Claudia Kappen
- Department of Developmental Biology, Pennington Biomedical Research Center/Louisiana State University System, 6400 Perkins Road, Baton Rouge, LA 70810, USA
| | - Paul J. Yaworsky
- Pfizer Research Technology Center, 87 Cambridge Park Drive, Cambridge, MA 02140, USA
| | - Yunhua L. Muller
- National Institute of Diabetes and Kidney Diseases, Diabetes Epidemiology and Clinical Research Section, 445 N. 5th Street, Phoenix, AZ 85004, USA
| | - J. Michael Salbaum
- Laboratory for Regulation of Gene Expression, Pennington Biomedical Research Center/Louisiana State University System, 6400 Perkins Road, Baton Rouge, LA 70810, USA
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Adeli K. Translational control mechanisms in metabolic regulation: critical role of RNA binding proteins, microRNAs, and cytoplasmic RNA granules. Am J Physiol Endocrinol Metab 2011; 301:E1051-64. [PMID: 21971522 DOI: 10.1152/ajpendo.00399.2011] [Citation(s) in RCA: 50] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
Regulated cell metabolism involves acute and chronic regulation of gene expression by various nutritional and endocrine stimuli. To respond effectively to endogenous and exogenous signals, cells require rapid response mechanisms to modulate transcript expression and protein synthesis and cannot, in most cases, rely on control of transcriptional initiation that requires hours to take effect. Thus, co- and posttranslational mechanisms have been increasingly recognized as key modulators of metabolic function. This review highlights the critical role of mRNA translational control in modulation of global protein synthesis as well as specific protein factors that regulate metabolic function. First, the complex lifecycle of eukaryotic mRNAs will be reviewed, including our current understanding of translational control mechanisms, regulation by RNA binding proteins and microRNAs, and the role of RNA granules, including processing bodies and stress granules. Second, the current evidence linking regulation of mRNA translation with normal physiological and metabolic pathways and the associated disease states are reviewed. A growing body of evidence supports a key role of translational control in metabolic regulation and implicates translational mechanisms in the pathogenesis of metabolic disorders such as type 2 diabetes. The review also highlights translational control of apolipoprotein B (apoB) mRNA by insulin as a clear example of endocrine modulation of mRNA translation to bring about changes in specific metabolic pathways. Recent findings made on the role of 5'-untranslated regions (5'-UTR), 3'-UTR, RNA binding proteins, and RNA granules in mediating insulin regulation of apoB mRNA translation, apoB protein synthesis, and hepatic lipoprotein production are discussed.
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Affiliation(s)
- Khosrow Adeli
- Program in Molecular Structure & Function, Research Institute, The Hospital for Sick Children, Atrium 3653, 555 University Ave., Toronto, ON, M5G 1X8 Canada.
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Manfredsson FP, Burger C, Rising AC, Zuobi-Hasona K, Sullivan LF, Lewin AS, Huang J, Piercefield E, Muzyczka N, Mandel RJ. Tight Long-term dynamic doxycycline responsive nigrostriatal GDNF using a single rAAV vector. Mol Ther 2009; 17:1857-67. [PMID: 19707186 DOI: 10.1038/mt.2009.196] [Citation(s) in RCA: 51] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/01/2023] Open
Abstract
Glial cell line-derived neurotrophic factor (GDNF) gene transfer is being developed as a treatment for Parkinson's disease (PD). Due to the potential for side effects, external transgene regulation should enhance this strategy's safety profile. Here, we demonstrate dynamic control during long-term expression of GDNF using a recombinant adeno-associated virus (rAAV)-based bicistronic tetracycline (tet)-off construct. Nigrostriatal GDNF overexpression induces body weight alterations in rodents, enabling longitudinal in vivo tracking of GDNF expression after nigral vector delivery. Regulated GDNF expression was highly sensitive to dietary doxycycline (DOX), displaying undetectable striatal GDNF levels at serum DOX levels below those required for antimicrobial activity. However, in the absence of DOX, striatal GDNF levels exceeded levels required for efficacy in PD models. We also demonstrate the absence of a series of known GDNF-associated side effects when using direct intrastriatal vector delivery. Therefore, this single rAAV vector system meets most of the requirements for an experimental reagent for treatment of PD.
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Affiliation(s)
- Fredric P Manfredsson
- Department of Neuroscience, Powell Gene Therapy Center, McKnight Brain Institute, College of Medicine, University of Florida, Gainesville, Florida 32611, USA
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Ryu CJ, Whitehurst CE, Chen J. Expression of Gal4-VP16 and Gal4-DNA binding domain under the control of the T lymphocyte-specific lck proximal promoter in transgenic mice. BMB Rep 2008; 41:575-80. [PMID: 18755072 DOI: 10.5483/bmbrep.2008.41.8.575] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Thymocyte-specific transcriptional regulatory systems can be used to better understand the relationship between transcription and V(D)J recombination during early T cell development. In this study, we generated transgenic mice expressing the transactivator Gal4-VP16 or the Gal4 DNA binding domain (Gal4-DBD) under the control of the lck proximal promoter, which is only active in immature thymocytes. From these studies Gal4-VP16 and Gal4-DBD expression was shown to significantly alter thymic cellularity and differentiation without significantly changing the CD3(+) thymocyte distribution. Furthermore, the presence of Gal4-VP16 or Gal4-DBD in the transgenic thymocytes retarded the mobility of the Gal4 DNA binding motif as determined by a gel mobility shift assay, suggesting that the developmental alteration did not affect the functional property of the transgenic proteins. These results indicated that lck promoter-driven Gal4-VP16 or Gal4-DBD expression did not affect CD3(+) mature thymocytes, thus this system can be applied to study transcriptional regulation of transresponder genes in bigenic mouse model thymocytes.
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Affiliation(s)
- Chun Jeih Ryu
- Institute of Bioscience, Department of Bioscience and Biotechnology, Sejong University, 98 Gunja-dong, Gwangjin-gu, Seoul 143-747, Korea.
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Iyer M, Salazar FB, Lewis X, Zhang L, Wu L, Carey M, Gambhir SS. Non-invasive imaging of a transgenic mouse model using a prostate-specific two-step transcriptional amplification strategy. Transgenic Res 2005; 14:47-55. [PMID: 15865048 DOI: 10.1007/s11248-004-2836-1] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
Abstract
Non-invasive assessment of transgenic animals using bioluminescence imaging offers a rapid means of evaluating disease progression in animal models of disease. One of the challenges in the field is to develop models with robust expression to image repetitively live intact animals through solid tissues. The prostate-specific antigen (PSA) promoter is an attractive model for studying gene regulation due to its hormonal response and tissue-specificity permitting us to measure signaling events that occur within the native tissues. The use of the GAL4-VP16 activator offers a powerful means to augment gene expression levels driven by a weak promoter. We have used a two-step transcriptional amplification (TSTA) system to develop a transgenic mouse model to investigate the tissue-specificity and developmental regulation of firefly luciferase (fl) gene expression in living mice using bioluminescence imaging. We employed an enhanced prostate-specific promoter to drive the yeast transcriptional activator, GAL4-VP16 (effector). The reporter construct carries five Gal4 binding sites upstream of the fl gene. We generated a transgenic mouse model using a single vector carrying the effector and reporter constructs. The transgenic mice show prostate-specific expression as early as three weeks of age. The bioluminescence signal in the prostate is significantly higher than in other organs. We also demonstrate that blocking androgen availability can downregulate the fl expression in the prostate. The transgenic mice display normal physical characteristics and developmental behavior, indicating that the high level of GAL4 driven expression is well tolerated. These findings suggest that the GAL4-VP16 transactivator can be used to amplify reporter gene expression from a relatively weak promoter in a transgenic mouse model. The transgenic TSTA model in conjunction with other transgenic cancer models should also help to detect and track malignancies. The strategies developed will be useful for transgenic research in general by allowing for amplified tissue specific gene expression.
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Affiliation(s)
- M Iyer
- The Crump Institute for Molecular Imaging, Department of Molecular & Medical Pharmacology, Stanford University School of Medicine, 318 Campus Drive, IE, Stanford, CA, USA
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Ronsse V, Verstegen J, Thiry E, Onclin K, Aeberlé C, Brunet S, Poulet H. Canine herpesvirus-1 (CHV-1): clinical, serological and virological patterns in breeding colonies. Theriogenology 2004; 64:61-74. [PMID: 15935843 DOI: 10.1016/j.theriogenology.2004.11.016] [Citation(s) in RCA: 34] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2004] [Revised: 10/10/2004] [Accepted: 11/02/2004] [Indexed: 11/23/2022]
Abstract
Canine herpesvirus-1 (CHV-1) is presumed to be enzootic in the dog population and is associated with reproductive disorders and neonatal mortality. To advise dog breeders towards an effective management of CHV-1 infected colonies, 27 breeding bitches were studied during one reproductive cycle in field conditions: the effect of cycle stage, kennel size, initial antibody titre, mating and gestation on serologic and viral excretion patterns was evaluated, while the association between reproductive disorders and CHV-1 antibody titres and viral excretion was also analysed. All initially seronegative bitches seroconverted, while 40% of the initially seropositive bitches became seronegative at one or two occasions. No difference in antibody patterns was observed between mated and unmated bitches. Of the mated bitches, 46% experienced infertility, foetal resorption or mummification. No difference in antibody patterns was observed depending on the occurrence of reproductive disorders even if a decrease in antibody titres during early or late-di-oestrus was often present. Significantly higher titres were observed at all cycle stages in large kennels. None of the vaginal and nasal samples or buffy coats tested positive for CHV-1 DNA. The mixed image of clinical and sub-clinical carriage in this study demonstrated CHV-1 has a complex and difficult to predict clinical behavior. Preventive management with vaccination of reproducing bitches in kennels with reproductive disorders should therefore be advised.
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Affiliation(s)
- Veerle Ronsse
- Department of Clinical Sciences, Section Small Animal Reproduction, College of Veterinary Medicine, Université de Liège, Boulevard de Colonster 20, B44, 4000 Liège, Belgium.
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Devgan V, Seshagiri PB. Successful development of viable blastocysts from enhanced green fluorescent protein transgene-microinjected mouse embryos: comparison of culture media. Mol Reprod Dev 2003; 65:269-77. [PMID: 12784248 DOI: 10.1002/mrd.10306] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
To improve efficiency of transgenesis, we compared M16 and CZB embryo culture media, supporting development to blastocysts of FVB/N mouse pronuclear-eggs, microinjected with enhanced green fluorescent protein (EGFP) transgene. When EGFP-injected-eggs were cultured (120 hr), blastocyst development was significantly (P < 0.03) higher in M16 medium (72.5 +/- 2.4%) than that in CZB (13.2 +/- 4.3%) or CZBG (CZB with 5.6 mM glucose at 48 hr culture) (62.1 +/- 3.7%) media. Blastocyst development of noninjected embryos was higher in M16 (92.0 +/- 2.6%) and CZBG (83.9 +/- 3.9%) media than in CZB (31.9 +/- 2.8%) medium (P < 0.0001). However, percentages of morulae at 72 hr were comparable in all treatments. Developed blastocysts were better in M16 than in CZB or CZBG media. Consistent with this, mean cell number per blastocyst, developed from injected embryos, was significantly (P < 0.002) higher in M16 medium (79.6), than those in CZB (31.3) or CZBG media (60.7); similar with noninjected embryos. Cell allocation to trophectoderm (TE) and inner cell mass (ICM), i.e., TE:ICM ratio, for injected blastocysts in M16 (3.0) was less than (P < 0.05) those in CZB (4.2) and CZBG (4.4) media; similar with noninjected blastocysts. Moreover, blastocysts, developed in M16 and CZBG media, hatched, attached, and exhibited trophoblast outgrowth; 18% of them showed EGFP-expression. Importantly, blastocysts from M16 medium produced live transgenic "green" pups (11%) following embryo transfer. Taken together, our results indicate that supplementation of glucose, at 48 hr of culture (CZBG), is required for morula to blastocyst transition; M16 medium, containing glucose from the beginning of culture, is superior to CZB or CZBG for supporting development of biologically viable blastocysts from EGFP-transgene-injected mouse embryos.
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Affiliation(s)
- Vikram Devgan
- Department of Molecular Reproduction, Development and Genetics, Indian Institute of Science, Bangalore, India
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Krueger C, Berens C, Schmidt A, Schnappinger D, Hillen W. Single-chain Tet transregulators. Nucleic Acids Res 2003; 31:3050-6. [PMID: 12799431 PMCID: PMC162254 DOI: 10.1093/nar/gkg421] [Citation(s) in RCA: 43] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
We demonstrate here that the Tet repressor (TetR), a dimeric allosterical regulatory protein, can be converted to a fully functional monomer when connected by a 29 amino acid linker. TetR-based transregulators are widely used to regulate gene expression in eukaryotes. They can be fused to form single-chain (sc) Tet transregulators with two TetR moieties and one eukaryotic regulatory domain. Sc variants of transactivator and transsilencer exhibit the same regulatory properties as their respective dimeric counterparts in human cell lines. In particular, the reverse 'tet-on' phenotype of rtTA variants is also present in the sc variants. Coexpression of a reverse transactivator and sc transsilencer leads to reduced background expression and shows full activation upon induction. The data demonstrate that sc Tet transregulators exhibit the phenotype of their respective dimers and lack functional interference when coexpressed in the same cell.
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Affiliation(s)
- Christel Krueger
- Lehrstuhl für Mikrobiologie, Friedrich-Alexander Universität Erlangen-Nürnberg, Staudtstrasse 5, D-91058 Erlangen, Germany
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Abstract
One of the most powerful tools that the molecular biology revolution has given us is the ability to turn genes on and off at our discretion. In the mouse, this has been accomplished by using binary systems in which gene expression is dependent on the interaction of two components, resulting in either transcriptional transactivation or DNA recombination. During recent years, these systems have been used to analyse complex and multi-staged biological processes, such as embryogenesis and cancer, with unprecedented precision. Here, I review these systems and discuss certain studies that exemplify the advantages and limitations of each system.
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Affiliation(s)
- M Lewandoski
- Section of Genetics of Vertebrate Development, Laboratory of Cancer and Developmental Biology, National Cancer Institute-Frederick Cancer Research and Development Center, Frederick, Maryland 21702-1201, USA.
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Fedorov LM, Tyrsin OY, Sakk O, Ganscher A, Rapp UR. Generation dependent reduction of tTA expression in double transgenic NZL-2/tTA(CMV) mice. Genesis 2001; 31:78-84. [PMID: 11668682 DOI: 10.1002/gene.10007] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Despite the overall successful application of the tet-system to regulate gene expression in vitro and in vivo, nothing is known so far about the long-term stability of this system in transgenic mice. In this study, mice of generation F2, F3, F4, or F10 of two independent tTA(CMV) transgenic lines were bred with NZL-2 mice containing a tTA-responsive bidirectional promoter that allows the simultaneous expression of two reporter genes encoding luciferase and beta-galactosidase. Analysis of the expression of transgenes in double transgenic mice revealed a dramatic reduction of tTA transactivator mRNA over time. As a consequence, the expression of both reporter genes was gradually reduced from generation to generation in tissues of embryonic and adult NZL-2/tTA(CMV) mice. Luciferase activity in NZL-2/tTA(CMV)(F10) mice was reduced 8-10-fold compared to NZL-2/ tTA(CMV)(F2) mice, and beta-galactosidase expression was no longer detectable. In summary, we describe the long-term instability of the tet-system in our NZL-2/tTA(CMV) double transgenic mice. The molecular basis of this observation and experimental tools to overcome this limitation need to be addressed in future.
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