Modular, rule-based modeling for the design of eukaryotic synthetic gene circuits

被引:12
|
作者
Marchisio, Mario Andrea [1 ,2 ]
Colaiacovo, Moreno [3 ]
Whitehead, Ellis [1 ,2 ]
Stelling, Joerg [1 ,2 ]
机构
[1] Swiss Fed Inst Technol, CH-4058 Basel, Switzerland
[2] Swiss Inst Bioinformat, D BSSE, CH-4058 Basel, Switzerland
[3] Consiglio Ric & Sperimentaz Agr, CRA GPG Ctr Ric Genom & Postgen Anim & Vegetale, I-29017 Fiorenzuola Darda, PC, Italy
关键词
Composable parts; Pools of signal carriers; Gene circuit modular design; Rule-based modeling; COOPERATIVE BINDING; BIOLOGICAL PARTS; SYSTEMS; DNA; RNAI; FOUNDATIONS; SOFTWARE; PROTEINS; PROGRESS;
D O I
10.1186/1752-0509-7-42
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Background: The modular design of synthetic gene circuits via composable parts (DNA segments) and pools of signal carriers (molecules such as RNA polymerases and ribosomes) has been successfully applied to bacterial systems. However, eukaryotic cells are becoming a preferential host for new synthetic biology applications. Therefore, an accurate description of the intricate network of reactions that take place inside eukaryotic parts and pools is necessary. Rule-based modeling approaches are increasingly used to obtain compact representations of reaction networks in biological systems. However, this approach is intrinsically non-modular and not suitable per se for the description of composable genetic modules. In contrast, the Model Description Language (MDL) adopted by the modeling tool ProMoT is highly modular and it enables a faithful representation of biological parts and pools. Results: We developed a computational framework for the design of complex (eukaryotic) gene circuits by generating dynamic models of parts and pools via the joint usage of the BioNetGen rule-based modeling approach and MDL. The framework converts the specification of a part (or pool) structure into rules that serve as inputs for BioNetGen to calculate the part's species and reactions. The BioNetGen output is translated into an MDL file that gives a complete description of all the reactions that take place inside the part (or pool) together with a proper interface to connect it to other modules in the circuit. In proof-of-principle applications to eukaryotic Boolean circuits with more than ten genes and more than one thousand reactions, our framework yielded proper representations of the circuits' truth tables. Conclusions: For the model-based design of increasingly complex gene circuits, it is critical to achieve exact and systematic representations of the biological processes with minimal effort. Our computational framework provides such a detailed and intuitive way to design new and complex synthetic gene circuits.
引用
收藏
页数:11
相关论文
共 50 条
  • [41] COMPARTMENTAL RULE-BASED MODELING OF BIOCHEMICAL SYSTEMS
    Harris, Leonard A.
    Hogg, Justin S.
    Faeder, James R.
    PROCEEDINGS OF THE 2009 WINTER SIMULATION CONFERENCE (WSC 2009 ), VOL 1-4, 2009, : 854 - +
  • [42] Fuzzy rule-based modeling of reservoir operation
    Shrestha, BP
    Duckstein, L
    Stakhiv, EZ
    JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT, 1996, 122 (04) : 262 - 269
  • [43] TRuML: A Translator for Rule-Based Modeling Languages
    Suderman, Ryan
    Hlavacek, William S.
    ACM-BCB' 2017: PROCEEDINGS OF THE 8TH ACM INTERNATIONAL CONFERENCE ON BIOINFORMATICS, COMPUTATIONAL BIOLOGY,AND HEALTH INFORMATICS, 2017, : 372 - 377
  • [44] Structural rule-based modeling with granular computing
    Ouyang, Tinghui
    APPLIED SOFT COMPUTING, 2022, 128
  • [45] MODELING CONCURRENCY IN RULE-BASED DEVELOPMENT ENVIRONMENTS
    BARGHOUTI, NS
    KAISER, GE
    IEEE EXPERT-INTELLIGENT SYSTEMS & THEIR APPLICATIONS, 1990, 5 (06): : 15 - 27
  • [46] A Clustering Rule-based Approach to Predictive Modeling
    Williams, Philicity
    Soares, Caio
    Gilbert, Juan E.
    PROCEEDINGS OF THE 48TH ANNUAL SOUTHEAST REGIONAL CONFERENCE (ACM SE 10), 2010, : 239 - 243
  • [47] A Rule-Based Approach for Minimizing Power Dissipation of Digital Circuits
    Das, Subrata
    Dasgupta, Parthasarathi
    Fiser, Petr
    Ghosh, Sudip
    Das, Dehesh Kumar
    2016 IEEE 19TH INTERNATIONAL SYMPOSIUM ON DESIGN AND DIAGNOSTICS OF ELECTRONIC CIRCUITS & SYSTEMS (DDECS), 2016, : 237 - 242
  • [48] A RULE-BASED APPROACH FOR GENE STRUCTURE RECOGNITION
    GUIGO, R
    KNUDSEN, S
    DRAKE, N
    SMITH, TF
    CYTOGENETICS AND CELL GENETICS, 1991, 58 (3-4): : 2146 - 2146
  • [49] Rule-Based Design, in Honour of Lionel March
    Ozkar, Mine
    NEXUS NETWORK JOURNAL, 2015, 17 (03) : 693 - 696
  • [50] Design and Development of a Rule-Based Urdu Lemmatizer
    Gupta, Vaishali
    Joshi, Nisheeth
    Mathur, Iti
    PROCEEDINGS OF INTERNATIONAL CONFERENCE ON ICT FOR SUSTAINABLE DEVELOPMENT ICT4SD 2015, VOL 2, 2016, 409 : 161 - 169