Programmed Evolution for Optimization of Orthogonal Metabolic Output in Bacteria

نویسندگان

  • Todd T. Eckdahl
  • A. Malcolm Campbell
  • Laurie J. Heyer
  • Jeffrey L. Poet
  • David N. Blauch
  • Nicole L. Snyder
  • Dustin T. Atchley
  • Erich J. Baker
  • Micah Brown
  • Elizabeth C. Brunner
  • Sean A. Callen
  • Jesse S. Campbell
  • Caleb J. Carr
  • David R. Carr
  • Spencer A. Chadinha
  • Grace I. Chester
  • Josh Chester
  • Ben R. Clarkson
  • Kelly E. Cochran
  • Shannon E. Doherty
  • Catherine Doyle
  • Sarah Dwyer
  • Linnea M. Edlin
  • Rebecca A. Evans
  • Taylor Fluharty
  • Janna Frederick
  • Jonah Galeota-Sprung
  • Betsy L. Gammon
  • Brandon Grieshaber
  • Jessica Gronniger
  • Katelyn Gutteridge
  • Joel Henningsen
  • Bradley Isom
  • Hannah L. Itell
  • Erica C. Keffeler
  • Andrew J. Lantz
  • Jonathan N. Lim
  • Erin P. McGuire
  • Alexander K. Moore
  • Jerrad Morton
  • Meredith Nakano
  • Sara A. Pearson
  • Virginia Perkins
  • Phoebe Parrish
  • Claire E. Pierson
  • Sachith Polpityaarachchige
  • Michael J. Quaney
  • Abagael Slattery
  • Kathryn E. Smith
  • Jackson Spell
  • Morgan Spencer
  • Telavive Taye
  • Kamay Trueblood
  • Caroline J. Vrana
  • E. Tucker Whitesides
چکیده

Current use of microbes for metabolic engineering suffers from loss of metabolic output due to natural selection. Rather than combat the evolution of bacterial populations, we chose to embrace what makes biological engineering unique among engineering fields - evolving materials. We harnessed bacteria to compute solutions to the biological problem of metabolic pathway optimization. Our approach is called Programmed Evolution to capture two concepts. First, a population of cells is programmed with DNA code to enable it to compute solutions to a chosen optimization problem. As analog computers, bacteria process known and unknown inputs and direct the output of their biochemical hardware. Second, the system employs the evolution of bacteria toward an optimal metabolic solution by imposing fitness defined by metabolic output. The current study is a proof-of-concept for Programmed Evolution applied to the optimization of a metabolic pathway for the conversion of caffeine to theophylline in E. coli. Introduced genotype variations included strength of the promoter and ribosome binding site, plasmid copy number, and chaperone proteins. We constructed 24 strains using all combinations of the genetic variables. We used a theophylline riboswitch and a tetracycline resistance gene to link theophylline production to fitness. After subjecting the mixed population to selection, we measured a change in the distribution of genotypes in the population and an increased conversion of caffeine to theophylline among the most fit strains, demonstrating Programmed Evolution. Programmed Evolution inverts the standard paradigm in metabolic engineering by harnessing evolution instead of fighting it. Our modular system enables researchers to program bacteria and use evolution to determine the combination of genetic control elements that optimizes catabolic or anabolic output and to maintain it in a population of cells. Programmed Evolution could be used for applications in energy, pharmaceuticals, chemical commodities, biomining, and bioremediation.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Application of orthogonal array technique and particle swarm optimization approach in surface roughness modification when face milling AISI1045 steel parts

Face milling is an important and common machining operation because of its versatility and capability to produce various surfaces. Face milling is a machining process of removing material by the relative motion between a work piece and rotating cutter with multiple cutting edges. It is an interrupted cutting operation in which the teeth of the milling cutter enter and exit the work piece during...

متن کامل

Optimization of Minimum Quantity Liquid Parameters in Turning for the Minimization of Cutting Zone Temperature

The use of cutting fluid in manufacturing industries has now become more problematic due to environmental pollution and health related problems of employees. Also the minimization of cutting fluid leads to the saving of lubricant cost and cleaning time of machine, tool and work-piece. The concept of minimum Quantity Lubrication (MQL) has come in to practice since a decade ago in order to overco...

متن کامل

A New Approach Applying Multi-objective Optimization using a Taguchi Fuzzy-based for Tourist Satisfaction Management

The paper describes the usage of the fuzzy Mamdani analysis and Taguchi method to optimize the tourism satisfaction in Thailand. The fuzzy reasoning system is applied to pursue the relationships among the options of a tour company in order to be used in Taguchi experiments as the responses. In this research, tourism satisfaction is carried out using L18 Taguchi orthogonal arrays on parameters s...

متن کامل

Reduce the maximum scour depth downstream of Flip Bucket Spillway through the spillway geometry optimization (study released spillway dam Kurdistan)

The Performance of shooting pool, in addition to the quality of the area in which the flow collides with it, depends to the height of the jet drop, the angle of the water flow, the depth of the jet and the concentration of the jet. By increasing the height of the jet drop, the fall velocity increases and subsequently the jetchr('39')s energy will be more intrusive. Different collision area from...

متن کامل

Parametric optimization of cylindrical grinding process through hybrid Taguchi method and RSM approach using genetic algorithm

The present investigation proposes a hybrid technique: Taguchi method, response surface methodology (RSM) and genetic algorithm (GA), to analyze, model and predict vibration and surface roughness in traverse cut cylindrical grinding of aluminum alloy. Experiments have been conducted as per L9 orthogonal array of Taguchi methodology using several levels of the grinding parameters. Analysis of va...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:

دوره 10  شماره 

صفحات  -

تاریخ انتشار 2015