101 research outputs found
Understanding metabolic flux behaviour in whole-cell model output
Whole-cell modelling is a newly expanding field that has many applications in lab experiment design and predictive drug testing. Although whole-cell model output contains a wealth of information, it is complex and high dimensional and thus hard to interpret. Here, we present an analysis pipeline that combines machine learning, dimensionality reduction, and network analysis to interpret and visualise metabolic reaction fluxes from a set of single gene knockouts simulated in the Mycoplasma genitalium whole-cell model. We found that the reaction behaviours show trends that correlate with phenotypic classes of the simulation output, highlighting particular cellular subsystems that malfunction after gene knockouts. From a graphical representation of the metabolic network, we saw that there is a set of reactions that can be used as markers of a phenotypic class, showing their importance within the network. Our analysis pipeline can support the understanding of the complexity of in silico cells without detailed knowledge of the constituent parts, which can help to understand the effects of gene knockouts and, as whole-cell models become more widely built and used, aid genome design
Designing Genomes using Design-Simulate-Test Cycles
AbstractIn the future, entire genomes tailored to specific functions and environments could be designed using computational tools. However, computational tools for genome design are currently scarce. Here we present algorithms that enable the use of design-simulate-test cycles for genome design, using genome minimisation as a proof-of-concept. Minimal genomes are ideal for this purpose as they have a simple functional assay, the cell either replicates or not. We used the first (and currently only published) whole-cell model, for the bacteriumMycoplasma genitalium. Our computational design-simulate-test cycles discovered novelin-silicominimal genomes smaller thanJCVI-Syn3.0, a bacteria with, currently, the smallest genome that can be grown in pure culture. In the process, we identified 10 low essentiality genes, 18 high essentiality genes, and produced evidence for at least twoMycoplasma genitalium in-silicominimal genomes. This work brings combined computational and laboratory genome engineering a step closer.</jats:p
Computer-aided whole-cell design:taking a holistic approach by integrating synthetic with systems biology
Computer-aided design for synthetic biology promises to accelerate the
rational and robust engineering of biological systems; it requires both
detailed and quantitative mathematical and experimental models of the processes
to (re)design, and software and tools for genetic engineering and DNA assembly.
Ultimately, the increased precision in the design phase will have a dramatic
impact on the production of designer cells and organisms with bespoke functions
and increased modularity. Computer-aided design strategies require quantitative
representations of cells, able to capture multiscale processes and link
genotypes to phenotypes. Here, we present a perspective on how whole-cell,
multiscale models could transform design-build-test-learn cycles in synthetic
biology. We show how these models could significantly aid in the design and
learn phases while reducing experimental testing by presenting case studies
spanning from genome minimization to cell-free systems, and we discuss several
challenges for the realization of our vision. The possibility to describe and
build in silico whole-cells offers an opportunity to develop increasingly
automatized, precise and accessible computer-aided design tools and strategies
throughout novel interdisciplinary collaborations
Recommended from our members
Electrical Monitoring of sp³ Defect Formation in Individual Carbon Nanotubes
Many carbon nanotube (CNT) applications require precisely controlled chemical functionalization that is minimally disruptive to electrical performance. A promising approach is the generation of sp³ hybridized carbon atoms in the sp²-bonded lattice. We have investigated the possibility of using a carboxylic acid functionalized diazonium reagent to introduce a defined number of sp³ defects into electrically-contacted CNTs. Having performed real-time measurements on individually-contacted CNTs, we show that the formation of an individual defect is accompanied by an upward jump in resistance of approximately 6 kΩ. Additionally, we observe downward jumps in resistance of the same size, indicating that some defects are unstable. Our results are explained by a two-step reaction mechanism. Isolated aryl groups, formed in the first step, are unstable and dissociate on the minute timescale. Stable defect generation requires a second step, the coupling of a second aryl group adjacent to the first. Additional mechanistic understanding is provided by a systematic investigation of the gate voltage dependence of the reaction, showing that defect formation can be turned on and off. In summary, we demonstrate an unprecedented level of control over sp³ defect formation in electrically-contacted CNTs, and prove that sp³ defects are minimally disruptive to the electrical performance of CNTs
Recommended from our members
Global perturbation of stratospheric water and aerosol burden by Hunga eruption
The eruption of the submarine Hunga volcano in January 2022 was associated with a powerful blast that injected volcanic material to altitudes up to 58 km. From a combination of various types of satellite and ground-based observations supported by transport modeling, we show evidence for an unprecedented increase in the global stratospheric water mass by 13% relative to climatological levels, and a 5-fold increase of stratospheric aerosol load, the highest in the last three decades. Owing to the extreme injection altitude, the volcanic plume circumnavigated the Earth in only 1 week and dispersed nearly pole-to-pole in three months. The unique nature and magnitude of the global stratospheric perturbation by the Hunga eruption ranks it among the most remarkable climatic events in the modern observation era, with a range of potential long-lasting repercussions for stratospheric composition and climate
Mémento 2 : Résidences 1999-2000
This richly illustrated catalogue documents the work of 35 artists who took part in six residencies (including two events - La Cueillette and La Ruche) that took place in 1999 and 2000 at Centre Est-Nord-Est. The centre’s director, F. Michel, describes the nature and purpose of the residencies as well as that of the catalogue : to reflect each participant’s experience. Includes brief comments by the artist on their work and on their stay. Text in French and English. Biographical notes
A communal catalogue reveals Earth's multiscale microbial diversity
Our growing awareness of the microbial world's importance and diversity contrasts starkly with our limited understanding of its fundamental structure. Despite recent advances in DNA sequencing, a lack of standardized protocols and common analytical frameworks impedes comparisons among studies, hindering the development of global inferences about microbial life on Earth. Here we present a meta-analysis of microbial community samples collected by hundreds of researchers for the Earth Microbiome Project. Coordinated protocols and new analytical methods, particularly the use of exact sequences instead of clustered operational taxonomic units, enable bacterial and archaeal ribosomal RNA gene sequences to be followed across multiple studies and allow us to explore patterns of diversity at an unprecedented scale. The result is both a reference database giving global context to DNA sequence data and a framework for incorporating data from future studies, fostering increasingly complete characterization of Earth's microbial diversity.Peer reviewe
- …