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− | <h1> | + | <h1>Substrate<p class="lead">As the substrate utilization of <i>Yarrowia lipolytica</i> is central to our project we have performed an array of growth experiments. We have tested the growth on simple media to determine strengths and weaknesses in the catabolism of <i>Y. lipolytica</i>. We further expanded our research by acquiring real waste streams and byproducts form organic industrial productions in the Nordic countries and screened <i>Y. lipolytica</i> growth for these substrates.</p></h1> |
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<div class="col-md-5 col-sm-5 hidden-xs intro"> <!-- will be hidden on phones, duplicate the text to blockquote down below first section header, to show it there, when it dissapear--> | <div class="col-md-5 col-sm-5 hidden-xs intro"> <!-- will be hidden on phones, duplicate the text to blockquote down below first section header, to show it there, when it dissapear--> | ||
− | + | ||
− | + | <blockquote class="blockquote-reverse"> <!-- EDIT --> | |
− | + | <p>"Growth can be the result of many trials"</p> | |
− | + | <small>Mohamad El Lakany, <cite title="Source Title">Mohamad's Mantra</cite></small> | |
+ | </blockquote> | ||
+ | |||
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<h2 class="h2">Introduction</h2> | <h2 class="h2">Introduction</h2> | ||
− | + | <blockquote class="visible-xs"> <!-- quote from masterhead duplicate --> | |
− | <p> | + | <p>"Growth can be the result of many trials"</p> |
− | + | <small>Mohamad El Lakany, <cite title="Source Title">Mohamad's Mantra</cite></small> | |
− | + | </blockquote> | |
<p> | <p> | ||
− | The dimorphic, non-conventional yeast Yarrowia lipolytica, belonging to the | + | The dimorphic, non-conventional yeast <i>Yarrowia lipolytica</i>, belonging to the Ascomycota phylum, was first isolated in the 1960s from lipid-rich materials, hence the name “lipolytica”. The organism was classified and reclassified a number of times, first as <i>Candida lipolytica</i>, then <i>Endomycopsis lipolytica</i>, <i>Saccharomycopsis lipolytica</i> and finally <i>Yarrowia lipolytica</i><sup><a href="#references">1</a></sup>. Figure 1 shows <i>Y. lipolytica</i> cells under a microscope. |
</p> | </p> | ||
+ | |||
<figure class="figure"> | <figure class="figure"> | ||
− | <img id="Y.lMicro" class="enlarge img-responsive figure-img | + | <img id="Y.lMicro" class="enlarge img-responsive figure-img" src="https://static.igem.org/mediawiki/2016/5/57/T--DTU-Denmark--micro-Y.lip.png" alt="DESCRIPTION" width="400px"> |
− | <figcaption class="figure-caption"> | + | <figcaption class="figure-caption"> <b>Figure 1:</b> <i>Y.lipolytica</i> in plactonic growth with 100x magnification.</figcaption> |
</figure> | </figure> | ||
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<span class="close Y.lMicro">×</span> | <span class="close Y.lMicro">×</span> | ||
− | <img class="modal-content" id="Y. | + | <img class="modal-content" id="Y.lMicroImg"> |
</div> | </div> | ||
+ | |||
<p> | <p> | ||
− | + | In recent years, <i> Y. Lipolytica</i> has received increased attention from researchers, as studies have found it to possess great potential for producing industrial enzymes and pharmaceutical proteins. This potential is a result of several advantages that <i> Y. Lipolytica</i> has over the conventional yeast <i> S. cerevisiae</i>. <i> Y. Lipolytica</i> prefers secreting proteins through the co-transcription pathway and does so very efficiently<sup><a href="#references">2</a></sup> in addition, it does not exhibit hyperglycosylation as <i> S. cerevisiae</i> does<sup><a href="#references">3</a></sup>. <i> Y. Lipolytica</i> has also been shown to exhibit excellent characteristics for the production of value-added chemicals such as a long range of organic acids and polyols. The recent introduction of several genome-scale models for <i> Y. Lipolytica</i> will most likely lead to more processes utilizing the chassis for production. Perhaps, the most important advantage for using <i> Y. Lipolytica</i> over <i> S. cerevisiae</i>, to our project at least, is the broad substrate utilization range of <i> Y. Lipolytica</i>. <i> Y. Lipolytica</i> is known to naturally utilize alcohols (especially glycerol), acetate and hydrophobic substrates (eg. alkanes, fatty acids and oils) as carbon source <sup><a href="#references">4</a></sup>. This has naturally led to <i> Y. Lipolytica</i> becoming a model organism for several metabolic pathways, especially fatty acid transport, -metabolism, and single cell oil (SCO) accumulation. <i> Y. Lipolytica</i> has even been shown to exhibit enhanced growth on mixed substrates. <i>Yarrowia lipolytica</i> is an oleaginous cell factory platform for production of fatty acid-based biofuels and bioproducts. This renders it ideal for utilization of industrial waste streams due to their complex and variable content. These findings have us believe that we had found an excellent candidate chassis for our project. The table below shows a comparison of the substrate range of <i> Y. Lipolytica</i> W29 and <i> S. cerevisiae</i> CEN.PK113-7D. | |
</p> | </p> | ||
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</table> | </table> | ||
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<p> | <p> | ||
* it should be noted that the molasses was autoclaved thus degrading some of the sucrose content. This growth might not be possible to replicate with untreated molasses. | * it should be noted that the molasses was autoclaved thus degrading some of the sucrose content. This growth might not be possible to replicate with untreated molasses. | ||
</p> | </p> | ||
− | + | ||
<p> | <p> | ||
As seen in the table <i> Y. Lipolytica </i> is able to grow on all the waste sources we tested, while <i>S. cerevisiae</i> is only able to grow on molasses. | As seen in the table <i> Y. Lipolytica </i> is able to grow on all the waste sources we tested, while <i>S. cerevisiae</i> is only able to grow on molasses. | ||
</p> | </p> | ||
− | + | ||
</div> <!-- /overview--> | </div> <!-- /overview--> | ||
<div><a class="anchor" id="section-2"></a> | <div><a class="anchor" id="section-2"></a> | ||
<h2 class="h2">Methods</h2> | <h2 class="h2">Methods</h2> | ||
− | + | ||
<p> | <p> | ||
− | Each growth experiment (for <i> Y. Lipolytica </i> and <i>S. cerevisiae</i>) is conducted according to the following: | + | Each growth experiment (for <i> Y. Lipolytica </i> and <i>S. cerevisiae</i>) is conducted according to the following setup: |
</p> | </p> | ||
− | + | ||
<p> | <p> | ||
− | Minimal medium | + | Minimal medium is produced as directed by Mhairi Workman<sup><a href="#references">5</a></sup> using 20g/L of a given carbon source for all the growth experiments. |
</p> | </p> | ||
− | + | ||
<p> | <p> | ||
− | The cells were grown overnight in YPD medium, and prepared by spinning down and washed twice. The preculture was then used as inoculum for minimal medium (substituents) to a final concentration of 0,001 ( | + | The cells were grown overnight in YPD medium, and prepared by spinning down and washed twice. The preculture was then used as inoculum for minimal medium (substituents) to a final concentration of 0,001 (OD<sub>600</sub>) measured by Spectrophotometry (Shimadzu UV-1800). The cultivations were carried out in a cytomat (Thermo Scientific) shaking 900 rpm at 30 degree celsius. Cultures were grown, shaked and measured in a 48 well suspension culture plates (Cellstar, Greiner-bio-one). The measurements were carried out using a Hamilton Microlab Robot, (Hamilton Life science Robotics) connected to a plate spectrophotometer (BioTek Synergy 2).OD<sub>600</sub> measurements were taken every 2 hours until the cultures reached stationary phase. Data was then analysed and visualized using excel and R-studio Figure 2. |
</p> | </p> | ||
− | + | ||
+ | <figure class="figure"> | ||
+ | <img id="ABC" class="enlarge img-responsive figure-img" src="https://static.igem.org/mediawiki/2016/0/0e/T-DTU-Denmark--ABCD_flowchart_%282%29_compri.jpg" alt="DESCRIPTION"> | ||
+ | <figcaption class="figure-caption"> <b>Figure 2:</b> <b>A.</b> Overnight culture: strains of <i>Y. lipolytica</i> and <i>S. cerevisiae</i> are grown in YPD media overnight at 30℃ (86℉) to ensure balanced growth and comparable data. | ||
+ | <b>B.</b> Washing- and inoculation steps: Cells are spinned down and washed to ensure removal of carbon-sources and other metabolites from the overnight-culturing. Washing and spinning step is repeated. | ||
+ | Simple and complex substrates are inoculated with cells in 48 well suspension culture plates. The cells reaches final OD<sub>600</sub> 0.001 | ||
+ | <b>C.</b> Growth-experiment: Plates are incubated and shaken at 900 rpm in a cytometer and before measurement of OD in a spectrophotometer. Data are recorded and compiled in an excel sheet with two hours intervals. This process is assisted by using the Hamilton Microlab robot. | ||
+ | <b>D.</b> Data analysis and -visualization step:</b> The data excel sheet (in step <b>C.</b>) are analyzed and visualized by plots using R-studio.</figcaption> | ||
+ | </figure> | ||
+ | |||
+ | <p>During the growth experiments we kept to strains that were wild type or closely related. This makes the results more general for the organism.</p> | ||
+ | |||
+ | <!-- The Modal with same picture--> | ||
+ | <div id="ABCModal" class="modal"> | ||
+ | <span class="close ABC">×</span> | ||
+ | <img class="modal-content" id="ABCImg"> | ||
+ | </div> | ||
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<table class="table table-bordered"> | <table class="table table-bordered"> | ||
<thead> | <thead> | ||
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</table> | </table> | ||
− | + | ||
</div> | </div> | ||
<div><a class="anchor" id="section-3"></a> | <div><a class="anchor" id="section-3"></a> | ||
− | <h2 class="h2">Outline of | + | <h2 class="h2">Outline of Process</h2> |
+ | |||
+ | <div class = "col-md-6"> | ||
+ | <figure class="figure"> | ||
+ | <img id="CMp" class="enlarge img-responsive figure-img" src="https://static.igem.org/mediawiki/2016/4/42/T--DTU-Denmark--SamletKomplekse_medier_compri.jpg" alt="DESCRIPTION"> | ||
+ | <figcaption class="figure-caption"><b>Figure 3:</b> Picture of the waste products we received.</figcaption> | ||
+ | </figure> | ||
+ | |||
+ | |||
+ | <!-- The Modal with same picture--> | ||
+ | <div id="CMpModal" class="modal"> | ||
+ | <span class="close CMp">×</span> | ||
+ | <img class="modal-content" id="CMpImg"> | ||
+ | </div> | ||
+ | </div> | ||
+ | |||
+ | <div class = "col-md-6"> | ||
+ | <figure class="figure"> | ||
+ | <img id="MMp" class="enlarge img-responsive figure-img" src="https://static.igem.org/mediawiki/2016/5/56/T--DTU-Denmark--Samletsubstrater_smaavials_compri.JPG" alt="DESCRIPTION"> | ||
+ | <figcaption class="figure-caption"><b>Figure 4:</b> Picture of the autoclaved C-source solutions.</figcaption> | ||
+ | </figure> | ||
+ | |||
+ | |||
+ | <!-- The Modal with same picture--> | ||
+ | <div id="MMpModal" class="modal"> | ||
+ | <span class="close MMp">×</span> | ||
+ | <img class="modal-content" id="MMpImg"> | ||
+ | </div> | ||
+ | |||
+ | </div> | ||
+ | |||
<p> | <p> | ||
− | We performed growth experiments on an array of pure C-sources to get a baseline of <i> Y. Lipolytica </i> growth patterns | + | We performed growth experiments on an array of pure C-sources (seen in figure 3-4) to get a baseline of <i> Y. Lipolytica </i> growth patterns emerged indicating the substrate range. In these experiments we observed the following growth rates or lack of growth. |
</p> | </p> | ||
− | + | ||
<table class="table table-bordered"> | <table class="table table-bordered"> | ||
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</table> | </table> | ||
+ | |||
+ | <p> The graphs representing these results can be seen in the figures 5-9:</p> | ||
+ | |||
+ | <div class = "col-md-4"> | ||
+ | <figure class="figure"> | ||
+ | <img id="fruc" class="enlarge img-responsive figure-img" src="https://static.igem.org/mediawiki/2016/d/d1/T--DTU-Denmark--Fructose_y.lip.png" alt="DESCRIPTION"> | ||
+ | <figcaption class="figure-caption"><b>Figure 5:</b> <i>Y. Lipolytica</i> growth on fructose.</figcaption> | ||
+ | </figure> | ||
+ | |||
+ | |||
+ | <!-- The Modal with same picture--> | ||
+ | <div id="frucModal" class="modal"> | ||
+ | <span class="close fruc">×</span> | ||
+ | <img class="modal-content" id="frucImg"> | ||
+ | </div> | ||
+ | </div> | ||
+ | |||
+ | <div class = "col-md-4"> | ||
+ | <figure class="figure"> | ||
+ | <img id="suc" class="enlarge img-responsive figure-img" src="https://static.igem.org/mediawiki/2016/1/1f/T--DTU-Denmark--Sucrose_y.lip.png" alt="DESCRIPTION"> | ||
+ | <figcaption class="figure-caption"><b>Figure 6:</b> <i>Y. Lipolytica</i> does not grow on sucrose.</figcaption> | ||
+ | </figure> | ||
+ | |||
+ | |||
+ | <!-- The Modal with same picture--> | ||
+ | <div id="sucModal" class="modal"> | ||
+ | <span class="close suc">×</span> | ||
+ | <img class="modal-content" id="sucImg"> | ||
+ | </div> | ||
+ | |||
+ | </div> | ||
+ | |||
+ | <div class = "col-md-4"> | ||
+ | <figure class="figure"> | ||
+ | <img id="ole" class="enlarge img-responsive figure-img" src="https://static.igem.org/mediawiki/2016/2/28/T--DTU-Denmark--Canola_oil_y.lip.png" alt="DESCRIPTION"> | ||
+ | <figcaption class="figure-caption"><b>Figure 7:</b> <i>Y. Lipolytica</i> growth on Canola oil.</figcaption> | ||
+ | </figure> | ||
+ | |||
+ | |||
+ | <!-- The Modal with same picture--> | ||
+ | <div id="oleModal" class="modal"> | ||
+ | <span class="close ole">×</span> | ||
+ | <img class="modal-content" id="oleImg"> | ||
+ | </div> | ||
+ | |||
+ | </div> | ||
+ | |||
+ | <!-- 222222--> | ||
+ | <div class = "col-md-6"> | ||
+ | <figure class="figure"> | ||
+ | <img id="gluY" class="enlarge img-responsive figure-img" src="https://static.igem.org/mediawiki/2016/6/67/T--DTU-Denmark--Glucose_y.lip.png" alt="DESCRIPTION"> | ||
+ | <figcaption class="figure-caption"><b>Figure 8:</b> <i>Y. Lipolytica</i> growth on glucose.</figcaption> | ||
+ | </figure> | ||
+ | |||
+ | |||
+ | <!-- The Modal with same picture--> | ||
+ | <div id="gluYModal" class="modal"> | ||
+ | <span class="close gluY">×</span> | ||
+ | <img class="modal-content" id="gluYImg"> | ||
+ | </div> | ||
+ | </div> | ||
+ | |||
+ | <div class = "col-md-6"> | ||
+ | <figure class="figure"> | ||
+ | <img id="glus" class="enlarge img-responsive figure-img" src="https://static.igem.org/mediawiki/2016/0/09/T--DTU-Denmark--Glucose_S.cer.png" alt="DESCRIPTION"> | ||
+ | <figcaption class="figure-caption"><b>Figure 9:</b> <i>S. cerevisiae</i> growth on glucose.</figcaption> | ||
+ | </figure> | ||
+ | |||
+ | |||
+ | <!-- The Modal with same picture--> | ||
+ | <div id="glusModal" class="modal"> | ||
+ | <span class="close glus">×</span> | ||
+ | <img class="modal-content" id="glusImg"> | ||
+ | </div> | ||
+ | |||
+ | </div> | ||
+ | |||
+ | <p><br> | ||
+ | Even though the pure carbon sources suggests that <i>Y. Lipolytica</i> exhibits excellent substrate utilization, we did not know if this translated into utilization of industrial waste streams. To investigate this, we had to get our hands on a few waste streams we could test. We contacted local industry that we knew had waste streams containing either sugars, glycerol or oily constituents. After many phone calls and long meetings, we received the following byproducts of organically based productions: | ||
+ | </p> | ||
+ | |||
+ | <ul> | ||
+ | <li>Canola oil sediment</li> | ||
+ | <li>Glycerol Perstorp Tech</li> | ||
+ | <li>Glycerol Emmelev</li> | ||
+ | <li>Glycerol Daka</li> | ||
+ | <li>Molasses Dansukker</li> | ||
+ | </ul> | ||
</div> | </div> | ||
<div><a class="anchor" id="section-4"></a> | <div><a class="anchor" id="section-4"></a> | ||
− | <h2 class="h2"> | + | <h2 class="h2">Industrial Byproduct Screenings</h2> |
+ | <h3 class="h3">Canola Oil Sediment - Grønningaard</h3> | ||
<p> | <p> | ||
− | + | Grønningaard is a canola oil production facility situated on Zealand, Denmark. They produce 100 - 120 tons canola oil annually, and sell the remaining protein rich press cake for animal feed. The oil is derived by cold pressing organic rapeseeds. As cold pressing does not allow for filtering of the oil, small fibres remain in the oil. These fibres are removed by allowing the oil to sediment for 1 month before extracting the sediment. Besides the fibres from the plants and residual oil, the sediment contains polyaromatic hydrocarbons in high concentrations, making the sediment unsuitable to be recycled in the process or used for animal feed, rendering it a “true waste” in the sense that it is only useful for generating heat through incineration. Figure 10 shows an overview of the process. The sediment constitutes 1-1.6% of the biomass of the product, amounting to 1 - 1.92 tons annually. These figures are based on the 4th. biggest producer in Denmark Grønninggård. The largest with an estimated 80% market share is not willing to provide production numbers (Personal communication). | |
</p> | </p> | ||
− | |||
− | + | <center> | |
− | < | + | <figure class="figure"> |
+ | <img id="GGprod" class="enlarge img-responsive figure-img" src="https://static.igem.org/mediawiki/2016/d/df/T--DTU-Denmark--GGproduction.jpg" alt="DESCRIPTION" width="800px"> | ||
+ | <figcaption class="figure-caption"><b>Figure 10:</b> Flow chart for the production of cold pressed canola oil.</figcaption> | ||
+ | </figure> | ||
+ | </center> | ||
+ | <!-- The Modal with same picture--> | ||
+ | <div id="GGprodModal" class="modal"> | ||
+ | <span class="close GGprod">×</span> | ||
+ | <img class="modal-content" id="GGprodImg"> | ||
+ | </div> | ||
+ | |||
<p> | <p> | ||
− | + | During the experiments using this substrate we experienced a lot of problems with the OD measurements because of the high content of plant fibers. Through pressure filtering, a transparent sample was extracted. We demonstrated that <i>Y. Lipolytica</i> grows very well on this waste stream. <i>S. cerevisiae</i> on the other hand is not able to utilize this carbon source as seen in figures 11-12. | |
</p> | </p> | ||
− | |||
− | |||
− | |||
− | |||
− | + | <div class = "col-md-6"> | |
− | + | <figure class="figure"> | |
− | + | <img id="GGy" class="enlarge img-responsive figure-img" src="https://static.igem.org/mediawiki/2016/3/33/T--DTU-Denmark--Groenninggaard_waste_y.lip.png" alt="DESCRIPTION"> | |
− | </p><p> | + | <figcaption class="figure-caption"><b>Figure 11:</b> <i>Y. Lipolytica</i> growth on sediment from canola oil production.</figcaption> |
− | + | </figure> | |
+ | |||
+ | |||
+ | <!-- The Modal with same picture--> | ||
+ | <div id="GGyModal" class="modal"> | ||
+ | <span class="close GGy">×</span> | ||
+ | <img class="modal-content" id="GGyImg"> | ||
+ | </div> | ||
+ | |||
+ | </div> | ||
+ | <div class = "col-md-6"> | ||
+ | |||
+ | <figure class="figure"> | ||
+ | <img id="GGs" class="enlarge img-responsive figure-img" src="https://static.igem.org/mediawiki/2016/1/13/T--DTU-Denmark--Groenninggaard_waste_s.cer.png" alt="DESCRIPTION"> | ||
+ | <figcaption class="figure-caption"><b>Figure 12:</b> <i>S. cerevisiae</i> does not grow on sediment from canola oil production.</figcaption> | ||
+ | </figure> | ||
+ | |||
+ | |||
+ | <!-- The Modal with same picture--> | ||
+ | <div id="GGsModal" class="modal"> | ||
+ | <span class="close GGs">×</span> | ||
+ | <img class="modal-content" id="GGsImg"> | ||
+ | </div> | ||
+ | </div> | ||
+ | <p>This shows promising growth of <i>Y. Lipolytica</i> while it is clear that <i>S. cerevisiae</i> is unsuitable for fermentation based on canola oil sediments</p> | ||
+ | |||
+ | </div> | ||
+ | |||
+ | <div> | ||
+ | <h3 class="h3">Glycerol Byproduct</h3> | ||
+ | <p> | ||
+ | The push to find an alternative to fossil fuel has increased demand and production of biodiesel tremendously in the last two decades. Biodiesel is produced by a base-catalyzed transesterification by a short chained alcohol and triacylglycerols derived from natural sources as seen in figure 13. This reaction produces 0.102 kg glycerol pr. liter biodiesel<sup><a href="#references">9</a></sup>. The increased production has resulted in a plummeting of glycerol prices making it a promising substrate for industrial fermentation. | ||
</p> | </p> | ||
− | <h3 class="h3"> | + | |
+ | <figure class="figure"> | ||
+ | <img id="Glycero" class="enlarge img-responsive figure-img" src="https://static.igem.org/mediawiki/2016/e/e7/T--DTU-Denmark--Glycerol_production.png" alt="DESCRIPTION" width = 400> | ||
+ | <figcaption class="figure-caption"><b>Figure 13:</b> Flow chart for production of biodiesel and glycerol waste.</figcaption> | ||
+ | </figure> | ||
+ | |||
+ | <!-- The Modal with same picture--> | ||
+ | <div id="GlyceroModal" class="modal"> | ||
+ | <span class="close Glycero">×</span> | ||
+ | <img class="modal-content" id="GlyceroImg"> | ||
+ | </div> | ||
+ | |||
+ | |||
+ | <h3 class="h3">Second Generation Biodiesel Facility (DAKA)</h3> | ||
<p> | <p> | ||
− | + | The Danish branch of DAKA refines waste streams from the feedstock industry (such as meat and agricultural industry), turning it into products such as fertilizers, animal feed and biodiesel. The biodiesel production is based on animal tallow and fats from the Danish meat industry. The glycerol derived from this production has a high salt content and a particularly low pH and therefore requires several purification steps before it can be used in the chemical industry. By adding NaOH and raising the pH to 6 we were able to make <i> Y. Lipolytica </i> grow fairly well in spite of the relatively high salt levels as seen in Figure 14 (Personal communication). | |
− | + | ||
− | + | ||
</p> | </p> | ||
− | <h3 class="h3"> | + | |
+ | <div class = "col-md-6"> | ||
+ | <figure class="figure"> | ||
+ | <img id="DakaY" class="enlarge img-responsive figure-img" src="https://static.igem.org/mediawiki/2016/b/b3/T--DTU-Denmark--Glycerol_%28Daka%29_y.lip.png" alt="DESCRIPTION"> | ||
+ | <figcaption class="figure-caption"><b>Figure 14:</b> <i>Y. Lipolytica</i> growth on glycerol from second generation biodiesel.</figcaption> | ||
+ | </figure> | ||
+ | |||
+ | |||
+ | <!-- The Modal with same picture--> | ||
+ | <div id="DakaYModal" class="modal"> | ||
+ | <span class="close DakaY">×</span> | ||
+ | <img class="modal-content" id="DakaYImg"> | ||
+ | </div> | ||
+ | |||
+ | </div> | ||
+ | <div class = "col-md-6"> | ||
+ | |||
+ | <figure class="figure"> | ||
+ | <img id="DakaS" class="enlarge img-responsive figure-img" src="https://static.igem.org/mediawiki/2016/f/f8/T--DTU-Denmark--Glycerol_%28Daka%29_s.cer.png" alt="DESCRIPTION"> | ||
+ | <figcaption class="figure-caption"><b>Figure 15:</b> <i>S. cerevisiae</i> does not grow on glycerol.</figcaption> | ||
+ | </figure> | ||
+ | |||
+ | |||
+ | <!-- The Modal with same picture--> | ||
+ | <div id="DakaSModal" class="modal"> | ||
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+ | </div> | ||
+ | </div> | ||
+ | |||
+ | <h3 class="h3">First Generation Glycerol (Perstorp and Emmelev) </h3> | ||
<p> | <p> | ||
− | + | Perstop has two biodiesel production facilities, one located in Sweden and one in Norway. They produce high quality glycerin, that is sold as a component for chemical production. This has a purity of 95-100% the remainder of mostly water (Personal communication). This byproduct is also a great substrate for <i> Y. Lipolytica </i> as seen in Figure 16. | |
− | + | ||
− | + | ||
</p> | </p> | ||
+ | <div class = "col-md-12"> | ||
<div class = "col-md-6"> | <div class = "col-md-6"> | ||
<figure class="figure"> | <figure class="figure"> | ||
− | <img id=" | + | <img id="PTY" class="enlarge img-responsive figure-img" src="https://static.igem.org/mediawiki/2016/a/ad/T--DTU-Denmark--Glycerol_%28Perstop_Tech%29_y.lip.png" alt="DESCRIPTION"> |
− | <figcaption class="figure-caption"> | + | <figcaption class="figure-caption"><b>Figure 16:</b> <i>Y. Lipolytica</i> growth on glycerol from first generation biodiesel.</figcaption> |
</figure> | </figure> | ||
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− | <figcaption class="figure-caption">A | + | <figcaption class="figure-caption"><b>Figure 17:</b> <i>S. cerevisiae</i> does not grow on glycerol.</figcaption> |
+ | </figure> | ||
+ | |||
+ | <!-- The Modal with same picture--> | ||
+ | <div id="PTSModal" class="modal"> | ||
+ | <span class="close PTS">×</span> | ||
+ | <img class="modal-content" id="PTSImg"> | ||
+ | </div> | ||
+ | |||
+ | </div> | ||
+ | </div> | ||
+ | |||
+ | <p> | ||
+ | Emmelev A/S is a local oil mill, first generation biodiesel plant and a glycerin destillor located on the second biggest island in Denmark, Fyn. The glycerin is distilled to 80% purity and sold to the chemical industry (Personal communication). This is fairly high quality and there are no components that inhibit the growth of <i> Y. Lipolytica </i> as seen in Figure 19. | ||
+ | </p> | ||
+ | |||
+ | <div class = "col-md-12"> | ||
+ | <div class = "col-md-6"> | ||
+ | <figure class="figure"> | ||
+ | <img id="EmY" class="enlarge img-responsive figure-img" src="https://static.igem.org/mediawiki/2016/6/62/T--DTU-Denmark--Glycerol_%28Emmelev%29_y.lip.png" alt="DESCRIPTION"> | ||
+ | <figcaption class="figure-caption"><b>Figure 19:</b> <i>Y. Lipolytica</i> growth on glycerol from first generation biodiesel.</figcaption> | ||
</figure> | </figure> | ||
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− | + | ||
</div> | </div> | ||
+ | |||
</div> | </div> | ||
+ | <div class = "col-md-6"> | ||
+ | |||
+ | <figure class="figure"> | ||
+ | <img id="EmS" class="enlarge img-responsive figure-img" src="https://static.igem.org/mediawiki/2016/f/f6/T--DTU-Denmark--Glycerol_%28Emmelev%29_S.cer.png" alt="DESCRIPTION"> | ||
+ | <figcaption class="figure-caption"><b>Figure 20:</b> <i>S. cerevisiae</i> does not grow on glycerol.</figcaption> | ||
+ | </figure> | ||
+ | |||
+ | |||
+ | <!-- The Modal with same picture--> | ||
+ | <div id="EmSModal" class="modal"> | ||
+ | <span class="close EmS">×</span> | ||
+ | <img class="modal-content" id="EmSImg"> | ||
+ | </div> | ||
+ | </div> | ||
+ | </div> | ||
+ | |||
+ | <p> In conclusion, <i>Y. Lipolytica</i> is the only suitable candidate for fermentation based on glycerol.</p> | ||
+ | |||
+ | </div> <!-- Glycerol end--> | ||
− | |||
− | <div | + | <div> |
− | < | + | <h3 class="h3">Molasses</h3> |
<p> | <p> | ||
− | + | The process of creating refined sugar results in the waste product molasses. Molasses is a byproduct of the refining of sugarcane or sugar beets into sugar. It is brown in color and has a sweet flavor due to the high sucrose, glucose and fructose content. Therefore it is often used for prepacked meals and animal feed. Molasses is created when the juice from sugar canes is heated to boiling point. Sugars are extracted over two times as seen in Figure 21. Leaving molasses as a byproduct of this process. We think that it will be a quite useful substrate for fermentation. | |
</p> | </p> | ||
− | |||
− | <div><a class="anchor" id="section- | + | <figure class="figure"> |
− | <h2 class="h2"> | + | <img id="molasses" class="enlarge img-responsive figure-img" src="https://static.igem.org/mediawiki/2016/9/96/T--DTU-Denmark--Molasses_production.png" alt="DESCRIPTION"> |
+ | <figcaption class="figure-caption"><b>Figure 21:</b> Flow chart for production of refined sugar and molasses.</figcaption> | ||
+ | </figure> | ||
+ | |||
+ | <!-- The Modal with same picture--> | ||
+ | <div id="molassesModal" class="modal"> | ||
+ | <span class="close molasses">×</span> | ||
+ | <img class="modal-content" id="molassesImg"> | ||
+ | </div> | ||
+ | |||
+ | |||
+ | <p> | ||
+ | As seen in the figure both <i> Y. Lipolytica </i> and <i> S. cerevisiae </i> grows on molasses. Normally <i> Y. Lipolytica </i> does not grow well on sucrose, but there is also a high content of glucose and fructose in molasses. On top of that we realised that sucrose degrades to fructose and glucose when autoclaved (Personal communication) that made fermentation more attractive. | ||
+ | </p> | ||
+ | |||
+ | <div class = "col-md-6"> | ||
+ | <figure class="figure"> | ||
+ | <img id="molY" class="enlarge img-responsive figure-img" src="https://static.igem.org/mediawiki/2016/d/d3/T--DTU-Denmark--Molasse_%28Dansukker%29_y.lip.png" alt="DESCRIPTION"> | ||
+ | <figcaption class="figure-caption"><b>Figure 22:</b> <i>Y. Lipolytica</i> growth on molasses from sugar production.</figcaption> | ||
+ | </figure> | ||
+ | |||
+ | |||
+ | <!-- The Modal with same picture--> | ||
+ | <div id="molYModal" class="modal"> | ||
+ | <span class="close molY">×</span> | ||
+ | <img class="modal-content" id="molYImg"> | ||
+ | </div> | ||
+ | |||
+ | </div> | ||
+ | <div class = "col-md-6"> | ||
+ | |||
+ | <figure class="figure"> | ||
+ | <img id="molS" class="enlarge img-responsive figure-img" src="https://static.igem.org/mediawiki/2016/e/ef/T--DTU-Denmark--Molasse_%28Dansukker%29_S.cer.png" alt="DESCRIPTION"> | ||
+ | <figcaption class="figure-caption"><b>Figure 23:</b> <i>S. cerevisiae</i> growth on molasses from sugar production.</figcaption> | ||
+ | </figure> | ||
+ | |||
+ | |||
+ | <!-- The Modal with same picture--> | ||
+ | <div id="molSModal" class="modal"> | ||
+ | <span class="close molS">×</span> | ||
+ | <img class="modal-content" id="molSImg"> | ||
+ | </div> | ||
+ | </div> | ||
+ | |||
+ | <p> Both organisms might be suitable for growth on molasses as seen in figures 22-23, but because <i>S. cerevisiae</i> is able to utilize sucrose it might be the better choice for this byproduct.</p> | ||
+ | |||
+ | </div> <!-- molasses end --> | ||
+ | |||
+ | |||
+ | <div><a class="anchor" id="section-5"></a> | ||
+ | <h2 class="h2">Discussion</h2> | ||
<p> | <p> | ||
− | + | From our experiments it is clear that <i>S. cerevisiae</i> and <i>Y. lipolytica</i> have very different substrate utilization ranges. <i>S. cerevisiae</i> is better at catabolizing simple sugars while <i>Y. lipolytica</i> is better at degrading lipids, its derivatives and other complex substrates. A lot of the sugar-based byproducts like molasses, are suitable for human consumption. A biobased production approach with these substrates competes with the increasing food demand. The lipid-based wastestreams like glycerol and oil sediments are not suitable for neither human nor animal consumption. As <i>Y. lipolytica</i> displays good growth on these wastestreams, it is well-suited for biobased production systems. However, it should be noted that these wastestreams cannot be utilized for all possible compounds of interest. More specifically, a lot of problems need to be overcome in order to produce compounds such as pharmaceuticals that have to adhere to specific regulations. Based on our interviews with industry representatives, bulk compounds might be a more viable option. Still, new challenges arise when switching to productions based on oily carbon sources. Amongst others the cleaning procedure for the fermentation tanks must be adapted. This was pointed out at our meeting with <a href = “https://2016.igem.org/Team:DTU-Denmark/HP/Gold#section-3”>Novozymes</a> and can be read in the <a href =”https://static.igem.org/mediawiki/2016/a/a6/T--DTU-Denmark--InterviewwithGernotNovozymes.pdf”>resume</a>. | |
+ | |||
</p> | </p> | ||
</div> | </div> | ||
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<h2 class="h2">References</h2> | <h2 class="h2">References</h2> | ||
<ol> | <ol> | ||
− | <li> Barth and Gaillardin, | + | <li> Barth, G. and Gaillardin, C. (1997), Physiology and genetics of the dimorphic fungus Yarrowia lipolytica. FEMS Microbiology Reviews, 19: 219–237. doi:10.1111/j.1574-6976.1997.tb00299.x</li> |
− | <li> | + | <li> María Domínguez, Jonathan D. Wasserman, Matthew Freeman, Multiple functions of the EGF receptor in Drosophila eye development, Current Biology, Volume 8, Issue 19, 24 September 1998, Pages 1039-1048, ISSN 0960-9822, http://dx.doi.org/10.1016/S0960-9822(98)70441-5.</li> |
− | <li> | + | <li>E. V. Shusta, R. T. Raines(1998). ncreasing the secretory capacity of Saccharomyces cerevisiae for production of single-chain antibody fragments. http://www.nature.com/nbt/journal/v16/n8/pdf/nbt0898-773.pdf</li> |
− | <li>Barth 2013</li> | + | <li>Barth, G. (2013). Yarrowia lipolytica Genetics, Genomics, and Physiology. http://www.springer.com/us/book/9783642383199</li> |
− | <li> | + | <li>Mhairi Workman, Philippe Holt (2013). Comparing cellular performance of Yarrowia lipolytica during growth on glucose and glycerol in submerged cultivations</li> |
<li>H. Shafaghat, G.D. Najafpour. Growth Kinetics and Ethanol Productivity of Saccharomyces cerevisiae PTCC 24860 on Varius Carbon Sources. ISSN 1818-4952</li> | <li>H. Shafaghat, G.D. Najafpour. Growth Kinetics and Ethanol Productivity of Saccharomyces cerevisiae PTCC 24860 on Varius Carbon Sources. ISSN 1818-4952</li> | ||
<li>Jansen, M. L. A., Daran-Lapujade, P., de Winde, J. H., Piper, M. D. W., & Pronk, J. T. (2004). Prolonged Maltose-Limited Cultivation of Saccharomyces cerevisiae Selects for Cells with Improved Maltose Affinity and Hypersensitivity. Applied and Environmental Microbiology, 70(4), 1956–1963. http://doi.org/10.1128/AEM.70.4.1956-1963.2004</li> | <li>Jansen, M. L. A., Daran-Lapujade, P., de Winde, J. H., Piper, M. D. W., & Pronk, J. T. (2004). Prolonged Maltose-Limited Cultivation of Saccharomyces cerevisiae Selects for Cells with Improved Maltose Affinity and Hypersensitivity. Applied and Environmental Microbiology, 70(4), 1956–1963. http://doi.org/10.1128/AEM.70.4.1956-1963.2004</li> | ||
<li>Wisselink, H. W., Toirkens, M. J., del Rosario Franco Berriel, M., Winkler, A. A., van Dijken, J. P., Pronk, J. T., & van Maris, A. J. A. (2007). Engineering of Saccharomyces cerevisiae for Efficient Anaerobic Alcoholic Fermentation of l-Arabinose . Applied and Environmental Microbiology, 73(15), 4881–4891. http://doi.org/10.1128/AEM.00177-07</li> | <li>Wisselink, H. W., Toirkens, M. J., del Rosario Franco Berriel, M., Winkler, A. A., van Dijken, J. P., Pronk, J. T., & van Maris, A. J. A. (2007). Engineering of Saccharomyces cerevisiae for Efficient Anaerobic Alcoholic Fermentation of l-Arabinose . Applied and Environmental Microbiology, 73(15), 4881–4891. http://doi.org/10.1128/AEM.00177-07</li> | ||
− | <li> | + | <li>Syed Shams Yazdani, Ramon Gonzalez, Anaerobic fermentation of glycerol: a path to economic viability for the biofuels industry, Current Opinion in Biotechnology, Volume 18, Issue 3, June 2007, Pages 213-219, ISSN 0958-1669, http://dx.doi.org/10.1016/j.copbio.2007.05.002.</li> |
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<li><a href="#section-1">Introduction</a></li> | <li><a href="#section-1">Introduction</a></li> | ||
<li><a href="#section-2">Methods</a></li> | <li><a href="#section-2">Methods</a></li> | ||
− | <li><a href="#section-3">Outline of | + | <li><a href="#section-3">Outline of process</a></li> |
− | <li><a href="#section-4"> | + | <li><a href="#section-4">Industrial Byproduct Screenings</a></li> |
− | <li><a href="#section-5"> | + | <li><a href="#section-5">Discussion</a></li> |
− | + | ||
− | + | ||
</ul> | </ul> | ||
</div> <!-- /RIGHT --> | </div> <!-- /RIGHT --> |
Latest revision as of 02:27, 20 October 2016
Introduction
"Growth can be the result of many trials"
Mohamad El Lakany, Mohamad's Mantra
The dimorphic, non-conventional yeast Yarrowia lipolytica, belonging to the Ascomycota phylum, was first isolated in the 1960s from lipid-rich materials, hence the name “lipolytica”. The organism was classified and reclassified a number of times, first as Candida lipolytica, then Endomycopsis lipolytica, Saccharomycopsis lipolytica and finally Yarrowia lipolytica1. Figure 1 shows Y. lipolytica cells under a microscope.
In recent years, Y. Lipolytica has received increased attention from researchers, as studies have found it to possess great potential for producing industrial enzymes and pharmaceutical proteins. This potential is a result of several advantages that Y. Lipolytica has over the conventional yeast S. cerevisiae. Y. Lipolytica prefers secreting proteins through the co-transcription pathway and does so very efficiently2 in addition, it does not exhibit hyperglycosylation as S. cerevisiae does3. Y. Lipolytica has also been shown to exhibit excellent characteristics for the production of value-added chemicals such as a long range of organic acids and polyols. The recent introduction of several genome-scale models for Y. Lipolytica will most likely lead to more processes utilizing the chassis for production. Perhaps, the most important advantage for using Y. Lipolytica over S. cerevisiae, to our project at least, is the broad substrate utilization range of Y. Lipolytica. Y. Lipolytica is known to naturally utilize alcohols (especially glycerol), acetate and hydrophobic substrates (eg. alkanes, fatty acids and oils) as carbon source 4. This has naturally led to Y. Lipolytica becoming a model organism for several metabolic pathways, especially fatty acid transport, -metabolism, and single cell oil (SCO) accumulation. Y. Lipolytica has even been shown to exhibit enhanced growth on mixed substrates. Yarrowia lipolytica is an oleaginous cell factory platform for production of fatty acid-based biofuels and bioproducts. This renders it ideal for utilization of industrial waste streams due to their complex and variable content. These findings have us believe that we had found an excellent candidate chassis for our project. The table below shows a comparison of the substrate range of Y. Lipolytica W29 and S. cerevisiae CEN.PK113-7D.
Y. Lipolytica | S. cerevisiae | |
---|---|---|
Sediment from canola oil production | µ = 0.31 | None |
Glycerol from Perstop | µ = 0.27 | None |
Glycerol from Emmelev | µ = 0.45 | None |
Glycerol from Daka | µ = 0.31 | None |
Molasses from Dansukker | µ = 0.42* | µ = 0.47 |
* it should be noted that the molasses was autoclaved thus degrading some of the sucrose content. This growth might not be possible to replicate with untreated molasses.
As seen in the table Y. Lipolytica is able to grow on all the waste sources we tested, while S. cerevisiae is only able to grow on molasses.
Methods
Each growth experiment (for Y. Lipolytica and S. cerevisiae) is conducted according to the following setup:
Minimal medium is produced as directed by Mhairi Workman5 using 20g/L of a given carbon source for all the growth experiments.
The cells were grown overnight in YPD medium, and prepared by spinning down and washed twice. The preculture was then used as inoculum for minimal medium (substituents) to a final concentration of 0,001 (OD600) measured by Spectrophotometry (Shimadzu UV-1800). The cultivations were carried out in a cytomat (Thermo Scientific) shaking 900 rpm at 30 degree celsius. Cultures were grown, shaked and measured in a 48 well suspension culture plates (Cellstar, Greiner-bio-one). The measurements were carried out using a Hamilton Microlab Robot, (Hamilton Life science Robotics) connected to a plate spectrophotometer (BioTek Synergy 2).OD600 measurements were taken every 2 hours until the cultures reached stationary phase. Data was then analysed and visualized using excel and R-studio Figure 2.
During the growth experiments we kept to strains that were wild type or closely related. This makes the results more general for the organism.
Strains | Genotype | Comment/source |
---|---|---|
Y. Lipolytica | Wildtype | Parent strain to our laboratory bug, PO1f |
S. cerevisiae | CEN.PK113-7D | Derived from parental strains ENY.WA-1A and MC996A, and is popular for use in systems biology studies |
Outline of Process
We performed growth experiments on an array of pure C-sources (seen in figure 3-4) to get a baseline of Y. Lipolytica growth patterns emerged indicating the substrate range. In these experiments we observed the following growth rates or lack of growth.
Y. Lipolytica | S. cerevisiae | |
---|---|---|
Glucose | µ = 0.24 | µ = 0.19 |
Fructose | µ = 0.23 | µ = 0.426 |
Glycerol | µ = 0.27 | None |
Canola oil | µ = 0.08 | None |
Sucrose | None | µ = 0.396 |
Maltose | None | Growth7 |
Xylose | None | None8 |
Arabinose | None | None8 |
Starch | None | None |
The graphs representing these results can be seen in the figures 5-9:
Even though the pure carbon sources suggests that Y. Lipolytica exhibits excellent substrate utilization, we did not know if this translated into utilization of industrial waste streams. To investigate this, we had to get our hands on a few waste streams we could test. We contacted local industry that we knew had waste streams containing either sugars, glycerol or oily constituents. After many phone calls and long meetings, we received the following byproducts of organically based productions:
- Canola oil sediment
- Glycerol Perstorp Tech
- Glycerol Emmelev
- Glycerol Daka
- Molasses Dansukker
Industrial Byproduct Screenings
Canola Oil Sediment - Grønningaard
Grønningaard is a canola oil production facility situated on Zealand, Denmark. They produce 100 - 120 tons canola oil annually, and sell the remaining protein rich press cake for animal feed. The oil is derived by cold pressing organic rapeseeds. As cold pressing does not allow for filtering of the oil, small fibres remain in the oil. These fibres are removed by allowing the oil to sediment for 1 month before extracting the sediment. Besides the fibres from the plants and residual oil, the sediment contains polyaromatic hydrocarbons in high concentrations, making the sediment unsuitable to be recycled in the process or used for animal feed, rendering it a “true waste” in the sense that it is only useful for generating heat through incineration. Figure 10 shows an overview of the process. The sediment constitutes 1-1.6% of the biomass of the product, amounting to 1 - 1.92 tons annually. These figures are based on the 4th. biggest producer in Denmark Grønninggård. The largest with an estimated 80% market share is not willing to provide production numbers (Personal communication).
During the experiments using this substrate we experienced a lot of problems with the OD measurements because of the high content of plant fibers. Through pressure filtering, a transparent sample was extracted. We demonstrated that Y. Lipolytica grows very well on this waste stream. S. cerevisiae on the other hand is not able to utilize this carbon source as seen in figures 11-12.
This shows promising growth of Y. Lipolytica while it is clear that S. cerevisiae is unsuitable for fermentation based on canola oil sediments
Glycerol Byproduct
The push to find an alternative to fossil fuel has increased demand and production of biodiesel tremendously in the last two decades. Biodiesel is produced by a base-catalyzed transesterification by a short chained alcohol and triacylglycerols derived from natural sources as seen in figure 13. This reaction produces 0.102 kg glycerol pr. liter biodiesel9. The increased production has resulted in a plummeting of glycerol prices making it a promising substrate for industrial fermentation.
Second Generation Biodiesel Facility (DAKA)
The Danish branch of DAKA refines waste streams from the feedstock industry (such as meat and agricultural industry), turning it into products such as fertilizers, animal feed and biodiesel. The biodiesel production is based on animal tallow and fats from the Danish meat industry. The glycerol derived from this production has a high salt content and a particularly low pH and therefore requires several purification steps before it can be used in the chemical industry. By adding NaOH and raising the pH to 6 we were able to make Y. Lipolytica grow fairly well in spite of the relatively high salt levels as seen in Figure 14 (Personal communication).
First Generation Glycerol (Perstorp and Emmelev)
Perstop has two biodiesel production facilities, one located in Sweden and one in Norway. They produce high quality glycerin, that is sold as a component for chemical production. This has a purity of 95-100% the remainder of mostly water (Personal communication). This byproduct is also a great substrate for Y. Lipolytica as seen in Figure 16.
Emmelev A/S is a local oil mill, first generation biodiesel plant and a glycerin destillor located on the second biggest island in Denmark, Fyn. The glycerin is distilled to 80% purity and sold to the chemical industry (Personal communication). This is fairly high quality and there are no components that inhibit the growth of Y. Lipolytica as seen in Figure 19.
In conclusion, Y. Lipolytica is the only suitable candidate for fermentation based on glycerol.
Molasses
The process of creating refined sugar results in the waste product molasses. Molasses is a byproduct of the refining of sugarcane or sugar beets into sugar. It is brown in color and has a sweet flavor due to the high sucrose, glucose and fructose content. Therefore it is often used for prepacked meals and animal feed. Molasses is created when the juice from sugar canes is heated to boiling point. Sugars are extracted over two times as seen in Figure 21. Leaving molasses as a byproduct of this process. We think that it will be a quite useful substrate for fermentation.
As seen in the figure both Y. Lipolytica and S. cerevisiae grows on molasses. Normally Y. Lipolytica does not grow well on sucrose, but there is also a high content of glucose and fructose in molasses. On top of that we realised that sucrose degrades to fructose and glucose when autoclaved (Personal communication) that made fermentation more attractive.
Both organisms might be suitable for growth on molasses as seen in figures 22-23, but because S. cerevisiae is able to utilize sucrose it might be the better choice for this byproduct.
Discussion
From our experiments it is clear that S. cerevisiae and Y. lipolytica have very different substrate utilization ranges. S. cerevisiae is better at catabolizing simple sugars while Y. lipolytica is better at degrading lipids, its derivatives and other complex substrates. A lot of the sugar-based byproducts like molasses, are suitable for human consumption. A biobased production approach with these substrates competes with the increasing food demand. The lipid-based wastestreams like glycerol and oil sediments are not suitable for neither human nor animal consumption. As Y. lipolytica displays good growth on these wastestreams, it is well-suited for biobased production systems. However, it should be noted that these wastestreams cannot be utilized for all possible compounds of interest. More specifically, a lot of problems need to be overcome in order to produce compounds such as pharmaceuticals that have to adhere to specific regulations. Based on our interviews with industry representatives, bulk compounds might be a more viable option. Still, new challenges arise when switching to productions based on oily carbon sources. Amongst others the cleaning procedure for the fermentation tanks must be adapted. This was pointed out at our meeting with Novozymes and can be read in the resume.
References
- Barth, G. and Gaillardin, C. (1997), Physiology and genetics of the dimorphic fungus Yarrowia lipolytica. FEMS Microbiology Reviews, 19: 219–237. doi:10.1111/j.1574-6976.1997.tb00299.x
- María Domínguez, Jonathan D. Wasserman, Matthew Freeman, Multiple functions of the EGF receptor in Drosophila eye development, Current Biology, Volume 8, Issue 19, 24 September 1998, Pages 1039-1048, ISSN 0960-9822, http://dx.doi.org/10.1016/S0960-9822(98)70441-5.
- E. V. Shusta, R. T. Raines(1998). ncreasing the secretory capacity of Saccharomyces cerevisiae for production of single-chain antibody fragments. http://www.nature.com/nbt/journal/v16/n8/pdf/nbt0898-773.pdf
- Barth, G. (2013). Yarrowia lipolytica Genetics, Genomics, and Physiology. http://www.springer.com/us/book/9783642383199
- Mhairi Workman, Philippe Holt (2013). Comparing cellular performance of Yarrowia lipolytica during growth on glucose and glycerol in submerged cultivations
- H. Shafaghat, G.D. Najafpour. Growth Kinetics and Ethanol Productivity of Saccharomyces cerevisiae PTCC 24860 on Varius Carbon Sources. ISSN 1818-4952
- Jansen, M. L. A., Daran-Lapujade, P., de Winde, J. H., Piper, M. D. W., & Pronk, J. T. (2004). Prolonged Maltose-Limited Cultivation of Saccharomyces cerevisiae Selects for Cells with Improved Maltose Affinity and Hypersensitivity. Applied and Environmental Microbiology, 70(4), 1956–1963. http://doi.org/10.1128/AEM.70.4.1956-1963.2004
- Wisselink, H. W., Toirkens, M. J., del Rosario Franco Berriel, M., Winkler, A. A., van Dijken, J. P., Pronk, J. T., & van Maris, A. J. A. (2007). Engineering of Saccharomyces cerevisiae for Efficient Anaerobic Alcoholic Fermentation of l-Arabinose . Applied and Environmental Microbiology, 73(15), 4881–4891. http://doi.org/10.1128/AEM.00177-07
- Syed Shams Yazdani, Ramon Gonzalez, Anaerobic fermentation of glycerol: a path to economic viability for the biofuels industry, Current Opinion in Biotechnology, Volume 18, Issue 3, June 2007, Pages 213-219, ISSN 0958-1669, http://dx.doi.org/10.1016/j.copbio.2007.05.002.