Difference between revisions of "Team:ETH Zurich/Project Description"

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<h1> A Microbial Beacon for Cancer Detection </h1>
 
<h1> A Microbial Beacon for Cancer Detection </h1>
  
<p>Cancer diagnosis is one of modern medicine's major and challenging problems.<sup>1</sup> Thus, designing a novel method to test for cancer cells quickly caught our attention as a potential project idea. After researching current testing methods and brainstorming how a test could be implemented in a genetically-modified organism, we came up with a system for the assessment of metastasis risk in cancer patients and high-risk groups using a genetically-engineered strain of <i>Escherichia coli</i> which we call MicroBeacon <i>E. coli</i>.</p>
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<p>Circulating tumour cells (CTCs) can be used as an indicator of the initial stages of metastasis.<sup>2</sup> In our project we aim to develop a novel method that is fast, economical, and reliable for the identification of CTCs by using MicroBeacons to detect two general cancer markers and indicate this through fluorescence. By design, this makes our system applicable to many types of cancer. To facilitate handling the cells, our detection system will be embedded in a microfluidic chip built especially for this purpose. In contrast to existing methods which rely on detection of very specific cancer markers,<sup>3,4,5</sup> a single general test would be more economical if it can be mass produced and deployed in a cost-effective manner.</p>
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<h3>Cancer as a major health concern</h2>
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[[File:ETH15_cancer_top10_killer.png|thumb|1000px|<b>Figure 1.</b> Cancer is a leading cause of death among high income countries. Image from <html><a href="http://www.who.int/mediacentre/factsheets/fs310/en/index1.html">WHO</a></html>]]
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<p>The first marker we are planning to detect is the increased production rate of lactate by cancer cells due to the Warburg effect, a metabolic shift occurring in tumor cells that is characterized by a much higher glycolysis rate and subsequent lactic acid fermentation.<sup>6,7</sup> The constitutive expression of LldR, a repressor of the lldPRD operon in <i>E. coli</i>, is an important part of our method. Binding of lactate to LldR causes a conformational change inhibiting its ability to bind to its target operators and activating the operon.<sup>8</sup> Due to the accumulation of lactate over time in the environment, we designed our sensor to detect fold-changes instead of a concentration threshold using a gene expression system with an incoherent feedforward loop topology.<sup>9</sup> Overall, a newly designed lldR-lacO fusion promoter acts as a filter which will only allow the production of quorum sensing molecules (AHL) if an elevated lactate production rate is detected. This is where the second cancer marker comes into play.</p>
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<p>Cancer is among the top ten causes of death in developed countries [<a href="http://www.who.int/mediacentre/factsheets/fs310/en/index1.html">WHO</a>]. Amongst all cancer patients, for approximately 90% the ultimate cause of death is metastasis [<a href="https://2015.igem.org/Team:ETH_Zurich/References#Saxe2013">Saxe 2013</a>], be it during the initial occurrence of cancer or at a time after successful treatment [<a href="https://2015.igem.org/Team:ETH_Zurich/References#Cooperberg2009">Cooperberg 2009</a>]. Therefore, early diagnosis of metastasis is one of modern medicine's major and challenging problems [<a href="https://2015.igem.org/Team:ETH_Zurich/References#WHO2014">WHO 2014</a>]. Thus, designing a novel method to test for <a href="https://2015.igem.org/Team:ETH_Zurich/Glossary#Circulating_Tumor_Cell__CTC_">Circulating Tumor Cells (CTC)</a>, which represent the first sign of possible metastasis [<a href="https://2015.igem.org/Team:ETH_Zurich/References#Sleijfer2007">Sleijfer 2007</a>], quickly caught our attention as a potential project idea. After researching current testing methods we decided to come up with a system for the assessment of metastasis risk in cancer patients and high-risk groups using a genetically engineered strain of <i>Escherichia coli</i>. The big advantage of a bacterial system over conventional analysis methods, such as antibody-based detection or CT scans, is the great capacity of signal integration in genetic circuits and the generation of a robust, yet sensitive output. Our engineered <i>E. coli</i>, called <b>MicroBeacons</b>, will provide a broadly applicable, cheap, and reliable <a href="https://2015.igem.org/Team:ETH_Zurich/Applications">alternative to existing tests</a> for <b>circulating tumor cells (CTC)</b>.</p>
  
<p>For the second signal, apoptosis is induced only in cancer cells by incubating the sample with soluble TNF-related apoptosis-inducing ligand (sTRAIL) prior to the introduction of MicroBeacons to the medium.<sup>10</sup> The initiation of apoptosis can then be detected by the strong binding of Annexin V to phosphatidylserine (PS) that appears on the outer membrane of the target CTCs.<sup>11</sup> Although it is normally an intracellular protein in mammalian cells,<sup>12</sup> we plan to engineer it to be expressed on the surface of our MicroBeacons, allowing them to bind to the target CTCs. Co-localisation of several MicroBeacons on the surface of an apoptotic CTC will be detected via quorum sensing signals which are only initiated upon detection of elevated lactate levels. The final output of the system is the expression of reporter green fluorescent protein (GFP) coupled to this quorum sensing system, which should only be significantly expressed near a target if it is a cancer cell.</p>
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<h3>A universally applicable system for CTC detection</h3>
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<p>Circulating tumor cells (CTCs) can be used as an indicator of the initial stages of metastasis [<a href="https://2015.igem.org/Team:ETH_Zurich/References#Sleijfer2007">Sleijfer 2007</a>]. In our project we aim to <a href="https://2015.igem.org/Team:ETH_Zurich/Design">develop</a> a novel method that is fast, economical, and reliable for the identification of CTCs by using MicroBeacons to detect <a href="https://2015.igem.org/Team:ETH_Zurich/Design#Genetic_circuit">two general cancer markers</a> and indicate their co-occurrence through fluorescence. By design, this makes our system applicable to many types of cancer. To enable <b>single cell analysis</b> and facilitate handling of the the cells, our detection system will be embedded in a microfluidic chip built especially for this purpose. In contrast to existing methods which rely on detection of very specific cancer markers, such as epithelial cell adhesion molecules [<a href="https://2015.igem.org/Team:ETH_Zurich/References#Cooke2001">Cooke 2001</a>, <a href="https://2015.igem.org/Team:ETH_Zurich/References#Garcea2005">Garcea 2005</a>, <a href="https://2015.igem.org/Team:ETH_Zurich/References#Singhal2005">Singhal 2005</a>], a single general test would be more economical if it can be mass produced and deployed in a cost-effective manner. </p>
  
<p>Overall, the integration of two general markers allows for the detection of various types of cancers with high reliability and a low false positive rate, while control of signal expression by the bacteria should result in a considerable increase in the signal to noise ratio compared to assay kit-based tests. The direct binding of our MicroBeacons to cancer cells allow for the detection of lactate and AHL in a very controlled microenvironment with minimal crosstalk from other cells in the sample or unbound MicroBeacons. Finally, the use of a fluorescent signal as our output signal will allow for easy measurement from the microfluidic chip through microscopy.</p>
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[[File:General_system_overview.png|thumb|center|700px|<b>Figure 2.</b> General system Overview: A blood sample will be drwan from a patient and is injected into a microfluidics chip together with our engineered MicroBeacon <i>E. coli</i>. Within the chip, single cell analysis will take place as MicroBeacons identify and bind cancer cells, which results in the generation of a fluorescent signal indicating presence of CTC in the patient's blood.]]
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<p>The elevated lactate production and binding of MicroBeacons on an apoptotic cell lead to a fluorescent signal. Both signals are chained in a way that quorum sensing can only be initiated upon detection of elevated lactate production rates. The final output of the system is the expression of reporter green fluorescent protein (GFP) coupled to this quorum sensing module (see density sensor in figure below), which is only expressed in significant levels near a target if it is a cancer cell.</p>
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<h3> References </h3>
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<p>Overall, the integration of two general markers allows for the detection of various types of cancers with high reliability and a low false positive rate, while control of signal expression by the bacteria should result in a considerable increase in the signal to noise ratio compared to <a href="http://www.cellsearchctc.com/">conventional assay kits</a>. The direct binding of our MicroBeacons to cancer cells allows for the detection of lactate and AHL in a controlled micro-environment with minimal crosstalk from other cells in the sample or unbound MicroBeacons. Finally, the use of a fluorescent signal as our output signal will allow for easy measurement from the microfluidic chip through microscopy.</p>
<ol>
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<li>International Agency for Research on Cancer. (2014). World cancer report 2014. <i>Geneva: WHO.</i></li>
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<li>Sleijfer, S., Gratama, J. W., Sieuwerts, A. M., Kraan, J., Martens, J. W., & Foekens, J. A. (2007). Circulating tumour cell detection on its way to routine diagnostic implementation?. <i>European Journal of Cancer</i>, 43(18), 2645-2650.</li>
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[[File:And_Gate_Inside.png|thumb|center|600px|<b>Figure 3.</b> General system Overview]]
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<li>Cooke, T., Reeves, J., Lanigan, A., & Stanton, P. (2001). HER2 as a prognostic and predictive marker for breast cancer. <i>Annals of oncology</i>, 12(suppl 1), S23-S28.</li>
 
  
<li>Garcea, G., Neal, C. P., Pattenden, C. J., Steward, W. P., & Berry, D. P. (2005). Molecular prognostic markers in pancreatic cancer: a systematic review. <i>European Journal of Cancer</i>, 41(15), 2213-2236.</li>
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<h3>Lactate sensor: Using cancer cells' metabolic adaptation to our advantage</h3>
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<p><b>Figure 4.</b> Mechanism LldR</p>
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<p>The first marker we are planning to detect is the increased production rate of lactate by cancer cells due to the Warburg effect, a metabolic shift occurring in tumor cells that is characterized by a much higher glycolysis rate and subsequent lactic acid production [<a href="https://2015.igem.org/Team:ETH_Zurich/References#Chen2007">Chen 2007</a>, <a href="https://2015.igem.org/Team:ETH_Zurich/References#Vander2009">Vander 2009</a>]. The increased output of L-lactate by cancer cells that results from this shift can be used to discriminate cancer cells from healthy cells. We found the <a href="https://2015.igem.org/Team:ETH_Zurich/Glossary#LldPRD">lldPRD operon</a>, which is endogenously present in <i>E. coli</i> to help it metabolize lactate, and decided to use this system to our advantage. The constitutive expression of LldR (<a href="http://parts.igem.org/Part:BBa_K1847001">BBa_K1847001</a>), a repressor of the lldPRD operon in <i>E. coli</i>, is an important part of our system, since according to the literature, lldR acts as a repressor of promoters containing the respective lldR binding sites, the lldR operators O1 and O2. Upon exposure of <i>E. coli</i> to lactate, binding of lactate to LldR causes a conformational change, inhibiting lldR's ability to bind to its target operators, which in turn leads to activation of the operon [<a href="https://2015.igem.org/Team:ETH_Zurich/References#Aguilera2008">Aguilera 2008</a>].
  
<li>Singhal, S., Vachani, A., Antin-Ozerkis, D., Kaiser, L. R., & Albelda, S. M. (2005). Prognostic implications of cell cycle, apoptosis, and angiogenesis biomarkers in non–small cell lung cancer: a review. <i>Clinical Cancer Research</i>,11(11), 3974-3986.</li>
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<p>The concentration of lactate around the cells accumulates over time. Therefore, we designed our system to detect a fold-change using an incoherent feed-forward loop [<a href="https://2015.igem.org/Team:ETH_Zurich/References#Goentoro2009">Goentoro 2009</a>]. Overall, an <a href="https://2015.igem.org/Team:ETH_Zurich/Part_Collection#Double_responsive_promoter">lldRO-lacO fusion promoter</a>, which we designed specifically for this setup, acts as a filter, detecting our first general cancer marker and converting it into a signal that will be crucial for the next step of our design, which will thus only induce a final output if elevated lactate production rates are detected. This is where the second cancer marker comes into play.</p>
  
<li>Chen, Z., Lu, W., Garcia-Prieto, C., & Huang, P. (2007). The Warburg effect and its cancer therapeutic implications. <i>Journal of bioenergetics and biomembranes</i>, 39(3), 267-274.</li>
 
  
<li>Vander Heiden, M. G., Cantley, L. C., & Thompson, C. B. (2009). Understanding the Warburg effect: the metabolic requirements of cell proliferation. <i>Science</i>, 324(5930), 1029-1033.</li>
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<h3>Density sensor: Bacteria as apoptosis detectors</h3>
  
<li>Aguilera, L., Campos, E., Giménez, R., Badía, J., Aguilar, J., & Baldoma, L. (2008). Dual role of LldR in regulation of the lldPRD operon, involved in L-lactate metabolism in Escherichia coli. <i>Journal of bacteriology</i>, 190(8), 2997-3005.</li>
 
  
<li>Goentoro, L., Shoval, O., Kirschner, M. W., & Alon, U. (2009). The incoherent feedforward loop can provide fold-change detection in gene regulation. <i>Molecular cell</i>, 36(5), 894-899.</li>
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<p>To make our system reliable, we needed a second general cancer marker which would form an AND gate with the first marker. We encountered the TNF-related apoptosis-inducing ligand (TRAIL), or sTRAIL in its soluble form, which induces apoptosis specifically in cancer cells, leaving healthy cells unharmed [<a href="https://2015.igem.org/Team:ETH_Zurich/References#Srivastava2001">Srivastava 2001</a>]. The initiation of apoptosis can be detected by the strong binding (K<sup>d</sup>=0.5-1 nM) of Annexin V to <a href="https://2015.igem.org/Team:ETH_Zurich/Glossary#phosphatidylserine">phosphatidylserine</a> (PS) that appears on the outer membrane of the target CTCs in early stages of apoptosis [<a href="https://2015.igem.org/Team:ETH_Zurich/References#Engeland1998">Engeland 1998</a>]. Although Annexin V is an intracellular protein in mammalian cells [<a href="https://2015.igem.org/Team:ETH_Zurich/References#Hawkins2002">Hawkins 2002</a>], we planned to engineer it to be expressed on the surface of our MicroBeacons, allowing them to bind to the target CTCs. Binding of several MicroBeacons on the surface of an apoptotic CTC will be detected via <a href="https://2015.igem.org/Team:ETH_Zurich/Modeling/AHL_Module"><b>quorum sensing signals</b></a>.</p>
  
<li>Srivastava, R. K. (2001). TRAIL/Apo-2L: mechanisms and clinical applications in cancer. <i>Neoplasia</i>, 3(6), 535-546.</li>
 
  
<li>van Engeland, M., Nieland, L. J., Ramaekers, F. C., Schutte, B., & Reutelingsperger, C. P. (1998). Annexin V-affinity assay: a review on an apoptosis detection system based on phosphatidylserine exposure. <i>Cytometry</i>,31(1), 1-9.</li>
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<p><b>Figure 5:</b> Mechanism: binding of bacteria to cancer cells leads to quorum sensing between bacteria</p>
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<P></p>
  
<li>Hawkins, T. E., Das, D., Young, B., & Moss, S. E. (2002). DT40 cells lacking the Ca<sup>2+</sup>-binding protein annexin 5 are resistant to Ca<sup>2+</sup>-dependent apoptosis. <i>Proceedings of the National Academy of Sciences</i>, 99(12), 8054-8059.</li>
 
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<li><img src="https://static.igem.org/mediawiki/2015/thumb/2/21/HP_SP_introducing_cells_and_DNA_to_children.JPG/120px-HP_SP_introducing_cells_and_DNA_to_children.JPG" data-large-src="https://static.igem.org/mediawiki/2015/thumb/2/21/HP_SP_introducing_cells_and_DNA_to_children.JPG/800px-HP_SP_introducing_cells_and_DNA_to_children.JPG" alt="Anja and Lisa introduce Cells and DNA to 3rd grade school children." width="800"></li>
  
<!--<h2> Project Description </h2>
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<p>Tell us about your project, describe what moves you and why this is something important for your team.</p>
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<h5>What should this page contain?</h5>
 
<ul>
 
<li> A clear and concise description of your project.</li>
 
<li>A detailed explanation of why your team chose to work on this particular project.</li>
 
<li>References and sources to document your research.</li>
 
<li>Use illustrations and other visual resources to explain your project.</li>
 
</ul>
 
  
  
<br />
 
<h4>Advice on writing your Project Description</h4>
 
  
<p>
 
We encourage you to put up a lot of information and content on your wiki, but we also encourage you to include summaries as much as possible. If you think of the sections in your project description as the sections in a publication, you should try to be consist, accurate and unambiguous in your achievements.
 
</p>
 
  
<p>
 
Judges like to read your wiki and know exactly what you have achieved. This is how you should think about these sections; from the point of view of the judge evaluating you at the end of the year.
 
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<br />
 
<h4>References</h4>
 
<p>iGEM teams are encouraged to record references you use during the course of your research. They should be posted somewhere on your wiki so that judges and other visitors can see how you though about your project and what works inspired you.</p>
 
 
 
 
<h4>Inspiration</h4>
 
<p>See how other teams have described and presented their projects: </p>
 
 
<ul>
 
<li><a href="https://2014.igem.org/Team:Imperial/Project"> Imperial</a></li>
 
<li><a href="https://2014.igem.org/Team:UC_Davis/Project_Overview"> UC Davis</a></li>
 
<li><a href="https://2014.igem.org/Team:SYSU-Software/Overview">SYSU Software</a></li>
 
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{{:Template:ETH_Zurich/footer}}

Latest revision as of 01:59, 19 September 2015

"What I cannot create I do not understand."
- Richard Feynmann

A Microbial Beacon for Cancer Detection

Cancer as a major health concern

Figure 1. Cancer is a leading cause of death among high income countries. Image from WHO

Cancer is among the top ten causes of death in developed countries [WHO]. Amongst all cancer patients, for approximately 90% the ultimate cause of death is metastasis [Saxe 2013], be it during the initial occurrence of cancer or at a time after successful treatment [Cooperberg 2009]. Therefore, early diagnosis of metastasis is one of modern medicine's major and challenging problems [WHO 2014]. Thus, designing a novel method to test for Circulating Tumor Cells (CTC), which represent the first sign of possible metastasis [Sleijfer 2007], quickly caught our attention as a potential project idea. After researching current testing methods we decided to come up with a system for the assessment of metastasis risk in cancer patients and high-risk groups using a genetically engineered strain of Escherichia coli. The big advantage of a bacterial system over conventional analysis methods, such as antibody-based detection or CT scans, is the great capacity of signal integration in genetic circuits and the generation of a robust, yet sensitive output. Our engineered E. coli, called MicroBeacons, will provide a broadly applicable, cheap, and reliable alternative to existing tests for circulating tumor cells (CTC).

A universally applicable system for CTC detection

Circulating tumor cells (CTCs) can be used as an indicator of the initial stages of metastasis [Sleijfer 2007]. In our project we aim to develop a novel method that is fast, economical, and reliable for the identification of CTCs by using MicroBeacons to detect two general cancer markers and indicate their co-occurrence through fluorescence. By design, this makes our system applicable to many types of cancer. To enable single cell analysis and facilitate handling of the the cells, our detection system will be embedded in a microfluidic chip built especially for this purpose. In contrast to existing methods which rely on detection of very specific cancer markers, such as epithelial cell adhesion molecules [Cooke 2001, Garcea 2005, Singhal 2005], a single general test would be more economical if it can be mass produced and deployed in a cost-effective manner.

Figure 2. General system Overview: A blood sample will be drwan from a patient and is injected into a microfluidics chip together with our engineered MicroBeacon E. coli. Within the chip, single cell analysis will take place as MicroBeacons identify and bind cancer cells, which results in the generation of a fluorescent signal indicating presence of CTC in the patient's blood.

Higher selectivity thanks to AND gate

The elevated lactate production and binding of MicroBeacons on an apoptotic cell lead to a fluorescent signal. Both signals are chained in a way that quorum sensing can only be initiated upon detection of elevated lactate production rates. The final output of the system is the expression of reporter green fluorescent protein (GFP) coupled to this quorum sensing module (see density sensor in figure below), which is only expressed in significant levels near a target if it is a cancer cell.

Overall, the integration of two general markers allows for the detection of various types of cancers with high reliability and a low false positive rate, while control of signal expression by the bacteria should result in a considerable increase in the signal to noise ratio compared to conventional assay kits. The direct binding of our MicroBeacons to cancer cells allows for the detection of lactate and AHL in a controlled micro-environment with minimal crosstalk from other cells in the sample or unbound MicroBeacons. Finally, the use of a fluorescent signal as our output signal will allow for easy measurement from the microfluidic chip through microscopy.

Figure 3. General system Overview

Lactate sensor: Using cancer cells' metabolic adaptation to our advantage

Figure 4. Mechanism LldR

The first marker we are planning to detect is the increased production rate of lactate by cancer cells due to the Warburg effect, a metabolic shift occurring in tumor cells that is characterized by a much higher glycolysis rate and subsequent lactic acid production [Chen 2007, Vander 2009]. The increased output of L-lactate by cancer cells that results from this shift can be used to discriminate cancer cells from healthy cells. We found the lldPRD operon, which is endogenously present in E. coli to help it metabolize lactate, and decided to use this system to our advantage. The constitutive expression of LldR (BBa_K1847001), a repressor of the lldPRD operon in E. coli, is an important part of our system, since according to the literature, lldR acts as a repressor of promoters containing the respective lldR binding sites, the lldR operators O1 and O2. Upon exposure of E. coli to lactate, binding of lactate to LldR causes a conformational change, inhibiting lldR's ability to bind to its target operators, which in turn leads to activation of the operon [Aguilera 2008].

The concentration of lactate around the cells accumulates over time. Therefore, we designed our system to detect a fold-change using an incoherent feed-forward loop [Goentoro 2009]. Overall, an lldRO-lacO fusion promoter, which we designed specifically for this setup, acts as a filter, detecting our first general cancer marker and converting it into a signal that will be crucial for the next step of our design, which will thus only induce a final output if elevated lactate production rates are detected. This is where the second cancer marker comes into play.

Density sensor: Bacteria as apoptosis detectors

To make our system reliable, we needed a second general cancer marker which would form an AND gate with the first marker. We encountered the TNF-related apoptosis-inducing ligand (TRAIL), or sTRAIL in its soluble form, which induces apoptosis specifically in cancer cells, leaving healthy cells unharmed [Srivastava 2001]. The initiation of apoptosis can be detected by the strong binding (Kd=0.5-1 nM) of Annexin V to phosphatidylserine (PS) that appears on the outer membrane of the target CTCs in early stages of apoptosis [Engeland 1998]. Although Annexin V is an intracellular protein in mammalian cells [Hawkins 2002], we planned to engineer it to be expressed on the surface of our MicroBeacons, allowing them to bind to the target CTCs. Binding of several MicroBeacons on the surface of an apoptotic CTC will be detected via quorum sensing signals.

Figure 5: Mechanism: binding of bacteria to cancer cells leads to quorum sensing between bacteria

We would like to thank our sponsors