Integrative computational framework for pattern mining in big -omics data: linking synonymous codon usage to protein biogenesis
Integrative computational framework for pattern mining in big -omics data: linking synonymous codon usage to protein biogenesis
批准号:
9706238
负责人:
Patricia Louise Clark
金额:
$2.67万
依托单位:
依托单位国家:
美国
项目类别:
财政年份:
2018
资助国家:
美国
项目状态:
已结题
起止时间:
2018-07-01 至 2019-06-30
关键词:
3-DimensionalAffectAmino Acid SequenceAmino AcidsBackBase SequenceBiogenesisBiologicalCarrier ProteinsCase StudyCellsCodeCodon NucleotidesCommunitiesCompanionsComplementComputer AnalysisComputer SimulationComputer softwareConflict (Psychology)DataData SetDevelopmentDiseaseEvolutionFeedbackGenesGenetic CodeGenomeGenomicsGoalsHomologous ProteinInformaticsLengthLinkLocationMapsMembraneMessenger RNAMethodologyMethodsMiningN-terminalNatural Language ProcessingNatureNetwork-basedNoisePathway AnalysisPatternProcessProductionPropertyProtein EngineeringProteinsProteomicsReportingResearchResearch Project GrantsRibosomesRoleSequence AnalysisSideSingle Nucleotide PolymorphismSocial NetworkStatistical Data InterpretationStatistical MethodsStructureTestingTimeanalytical methodbasecomputer frameworkcomputer studiesdesignexperimental studyfeedinggene productgenome wide association studyhuman diseaseimprovedin vivoinnovationinterestlaboratory experimentnovelnovel strategiesopen sourceprotein aggregationprotein foldingprotein functionprotein structureprotein transportpublic health relevanceskillsuser-friendly
中文摘要
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英文摘要
PROJECT SUMMARY
Efficient production of functional proteins is arguably the most important function of a cell. Ribosomes
synthesize proteins by decoding mRNA codons, and N-terminal portions of proteins can begin to fold even
while synthesis is still underway. The genetic code is degenerate, meaning that most amino acids can be
encoded by more than one codon. Because synonymous codon substitutions do not alter the amino acid
sequence of the encoded protein, they have historically been regarded as “silent”. However, it is now known
that some synonymous substitutions can disrupt the expression, folding, targeting and/or function of the
encoded protein, although the precise mechanisms are poorly understood. Computational analyses have
attempted to identify connections between the locations of synonymous codons and features of the encoded
protein, but to date have yielded conflicting results, and there have been few attempts to experimentally test
predictions made from these computational studies. Hence we currently lack a systematic understanding of
the connections between synonymous codon usage and protein biogenesis. Establishing these connections
would broadly transform our interpretation of synonymous codon substitutions, including single-nucleotide
polymorphisms (SNPs) associated with human disease and synonymous substitutions in genome-wide
association studies (GWAS). Establishing these connections would also enable the addition of coding
sequence design as an integral aspect of the rational design of novel gene products (proteins). Thus, we aim
to design an innovative integrative computational and experimental strategy with which to identify connections
between codon usage patterns and protein biogenesis. We will search broadly for such connections,
developing and applying several novel new approaches: (i) computational approaches to track, quantify and
align synonymous codon usage patterns in homologous proteins, (ii) network approaches to map codon usage
onto all levels of protein structure, and (iii) an innovative combination of broad and targeted experimental
approaches to test the importance and specific effects of altering codon usage on protein biogenesis.
Throughout the project, rigorous statistical methods will be applied to test the validity of identified connections,
and cell-based experiments will be used to both test and refine hypotheses resulting from the computational
analyses and develop new hypotheses that will feed back into the computational analyses. The goal of this
project is to transform our understanding of the connections between synonymous codon usage and protein
biogenesis. The endpoint for this project period is the development of a set of general principles for codon
usage, including user-friendly open-source software to enable the biomedical community to analyze genes of
interest for synonymous codon usage features likely to affect protein biogenesis. At the same time, our
methodology will be generalizable, to allow the public to search for additional connections between sequence
and/or network patterns and protein function, as well as for similar connections in other domains.
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DOI:
10.29007/d4tz
发表时间:
2019
期刊:
EPiC series in computing
影响因子:
--
作者:
[Wright G, Rodriguez A, Clark PL, Emrich S]
通讯作者:
Emrich S
DOI:
10.1002/prot.26349
发表时间:
2022-09
期刊:
PROTEINS-STRUCTURE FUNCTION AND BIOINFORMATICS
影响因子:
2.9
作者:
[Newaz, Khalique, Piland, Jacob, Clark, Patricia L., Emrich, Scott J., Li, Jun, Milenkovic, Tijana]
通讯作者:
Milenkovic, Tijana
%MinMax: A versatile tool for calculating and comparing synonymous codon usage and its impact on protein folding.
%MinMax:%20A%20versatile%20tool%20用于%20计算%20和%20比较%20同义%20密码子%20用法%20和%20其%20影响%20on%20蛋白质%20折叠。
DOI:
10.1002/pro.3336
发表时间:
2018
期刊:
Protein science : a publication of the Protein Society
影响因子:
--
作者:
[Rodriguez,Anabel, Wright,Gabriel, Emrich,Scott, Clark,PatriciaL]
通讯作者:
Clark,PatriciaL
DOI:
10.1109/access.2020.2976487
发表时间:
2020
期刊:
IEEE access : practical innovations, open solutions
影响因子:
--
作者:
[Vijayan V, Gu S, Krebs ET, Meng L, MilenkoviĆ T]
通讯作者:
MilenkoviĆ T
Analysis of computational codon usage models and their association with translationally slow codons.
计算密码子使用模型及其与翻译慢密码子的关联分析。
DOI:
10.1371/journal.pone.0232003
发表时间:
2020
期刊:
PloS one
影响因子:
3.7
作者:
[Wright,Gabriel, Rodriguez,Anabel, Li,Jun, Clark,PatriciaL, Milenković,Tijana, Emrich,ScottJ]
通讯作者:
Emrich,ScottJ
Decoding the regulation of protein folding by synonymous codon usage
-
批准号:10673883
-
项目类别:
-
资助金额:$109.55万
-
财政年份:2021
-
负责人:Patricia Louise Clark
-
依托单位:
Decoding the regulation of protein folding by synonymous codon usage
-
批准号:10261683
-
项目类别:
-
资助金额:$109.55万
-
财政年份:2021
-
负责人:Patricia Louise Clark
-
依托单位:
Decoding the regulation of protein folding by synonymous codon usage
-
批准号:10488669
-
项目类别:
-
资助金额:$109.55万
-
财政年份:2021
-
负责人:Patricia Louise Clark
-
依托单位:
Manipulating and predicting the unfolded ensembles of disordered proteins
-
批准号:10224244
-
项目类别:
-
资助金额:$34.95万
-
财政年份:2018
-
负责人:Patricia Louise Clark
-
依托单位:
Manipulating and predicting the unfolded ensembles of disordered proteins
-
批准号:9768495
-
项目类别:
-
资助金额:$34.95万
-
财政年份:2018
-
负责人:Patricia Louise Clark
-
依托单位:
Integrative computational framework for pattern mining in big -omics data: linking synonymous codon usage to protein biogenesis
-
批准号:9315195
-
项目类别:
-
资助金额:$27.81万
-
财政年份:2016
-
负责人:Patricia Louise Clark
-
依托单位:
OUTER MEMBRANE SECRETION MECHANISM FOR AUTOTRANSPORTER PROTEINS
-
批准号:8087138
-
项目类别:
-
资助金额:$27.82万
-
财政年份:2011
-
负责人:Patricia Louise Clark
-
依托单位:
OUTER MEMBRANE SECRETION MECHANISM FOR AUTOTRANSPORTER PROTEINS
-
批准号:8541036
-
项目类别:
-
资助金额:$27.5万
-
财政年份:2011
-
负责人:Patricia Louise Clark
-
依托单位:
OUTER MEMBRANE SECRETION MECHANISM FOR AUTOTRANSPORTER PROTEINS
-
批准号:8328621
-
项目类别:
-
资助金额:$28.5万
-
财政年份:2011
-
负责人:Patricia Louise Clark
-
依托单位:
Bringing Modern Circular Dichroism Instrumentation to Notre Dame Researchers
-
批准号:7794428
-
项目类别:
-
资助金额:$14.45万
-
财政年份:2009
-
负责人:Patricia Louise Clark
-
依托单位:
Influence of Translation on Protein Folding
-
批准号:8640188
-
项目类别:
-
资助金额:$29.02万
-
财政年份:2005
-
负责人:Patricia Louise Clark
-
依托单位:
Influence of Translation on Protein Folding
-
批准号:7282046
-
项目类别:
-
资助金额:$26.57万
-
财政年份:2005
-
负责人:Patricia Louise Clark
-
依托单位:
Influence of Translation on Protein Folding
-
批准号:6956101
-
项目类别:
-
资助金额:$27.6万
-
财政年份:2005
-
负责人:Patricia Louise Clark
-
依托单位:
Influence of Translation on Protein Folding
-
批准号:8108738
-
项目类别:
-
资助金额:$30.34万
-
财政年份:2005
-
负责人:Patricia Louise Clark
-
依托单位:
Influence of Translation on Protein Folding
-
批准号:8450818
-
项目类别:
-
资助金额:$39.88万
-
财政年份:2005
-
负责人:Patricia Louise Clark
-
依托单位:
Influence of Translation on Protein Folding
-
批准号:8450412
-
项目类别:
-
资助金额:$12.58万
-
财政年份:2005
-
负责人:Patricia Louise Clark
-
依托单位:
Influence of Translation on Protein Folding
-
批准号:7681116
-
项目类别:
-
资助金额:$27.02万
-
财政年份:2005
-
负责人:Patricia Louise Clark
-
依托单位:
Influence of Translation on Protein Folding
-
批准号:8241946
-
项目类别:
-
资助金额:$29.07万
-
财政年份:2005
-
负责人:Patricia Louise Clark
-
依托单位:
Influence of Translation on Protein Folding
-
批准号:7115791
-
项目类别:
-
资助金额:$27.25万
-
财政年份:2005
-
负责人:Patricia Louise Clark
-
依托单位:
Influence of Translation on Protein Folding
-
批准号:7492938
-
项目类别:
-
资助金额:$27.02万
-
财政年份:2005
-
负责人:Patricia Louise Clark
-
依托单位:
海外基金