Team:SCU China/Repressilator/qs

Quorum Sensing(QS)
01  Background

      Quorum sensing, or the control of gene expression in response to cell density, is used by both gram-negative and gram-positive bacteria to regulate a variety of physiological and chemical functions. In all cases, quorum sensing involves the production and detection of extracellular signalling molecules called autoinducers. While universal signalling themes exist, variations in the design of the extracellular signals, the signal detection apparatuses, and the biochemical mechanisms of signal relay have allowed quorum sensing systems to be exquisitely adapted for their varied uses, enabling bacteria to architect complex community structures. [2]

02  Design

      Quorum sensing is first integrated into our circuit to solve three main problems: 1. The plasmid (pLPT107) we get is totally 9800bp three reporters (CFP/YFP/RFP) contained and if we insert the four melatonin synthases (5800bp) into pLPT107, the whole plasmid will ultimately reach 15600bp which is too big to transform efficiently into bacteria.
2. Three repressors, four enzymes and at least one reporter give the cell such a heavy protein synthesis pressure. And it may greatly influence the growth rate of E.coli. So it is better to divide two system into two cells and combine each other with inner-related QS.
3. A more regular and precise oscillating pattern still could not be obtained in our previous part. So QS have been settled on as a cell-cell communication pathway to urge the bacteria synchronize in a coherent oscillatory state, according to a computational modeling work in 2000[1]. It is predicted that diverse and noisy community of such genetic oscillators interacting through a quorum-sensing mechanism could self-synchronize in a robust way, leading to a substantially improved global rhythmicity in the system.
      To illustrate the QS function in synchronizing repressilator network, we used three GIF to help understand this process and relative logic.

GIF1. Normal repressilator without QS

      As shown in the curves, the concentration of three repressors varies alternatively and the peak for each one is followed by the peak of the other one that repress it. So in the time scale if taking TetR into account at the very beginning, the adjacent peak must belong to LacI because just LacI inhibits the expression of TetR and once TetR protein concentration decreases, it indicts that increasing LacI protein level has exceeded the pLac promoter threshold and tetR gene has been repressed. In other words TetR decrease because LacI increase and this logical order are able to be transferred to the concentration peak order in time scale. This logic is applicable for all three repressors because they are logically symmetry.

GIF.2 AHL synthesis period

      The ultimate QS circuit is pCI LuxI-J23106 LuxR-pTet/Lux pR Hybrid promoter CI as shown in part2. And LuxI (controlled by pCI promoter) is expressed when CI lambda repressor concentration is low enough (threshold) and this situation only appear when cellular TetR concentration is over threshold/TetR dominant in a oscillating period. Then LuxI will catalyze AHL synthesis and AHL can defuse freely in and out of the cell as a small nonpolar molecule.

GIF.3 Synchronous repressilator with QS

      Part 3 displays the impact of quorum sensing on repressilator. LuxR is constitutively expressed in the cell and in the early nonsynchronous stage different cells may produce AHL at different phase so Quorum Sensing especially in some limited area could initiate at any time corresponding to any repressilator phase and may have various impact. According to our design pTet/Lux pR hybrid promoter should have a basic property that once TetR protein concentration exceeds threshold downstream CI transcription will be inhibited no matter QS happen or not. This property remove the QS impact on repressilator’s TetR dominant stage. As for CI dominant phase the actual effective period is between TetR concentration early increasing state to peak (accurately shortly before peak because central dogma lead to a time delay, which means although gene is repressed but protein concentration still increase for the mRNA remaining) and if additive CI is expressed the whole CI dominant phase will not elongate for the reason that CI protein half-life is determined by itself.

      Summarily, the QS have the most obvious impact on LacI rapid increasing phase in one oscillating period. Because at this period of time if QS activate additive CI expression, LacI gene will be repressed simultaneously and quickly ‘jump’ to CI dominant phase after a short period of time. Comparing with normal repressilator circuit, QS inserted one give the coherent a only LacI phase shift every QS happens, which render those bacteria ‘chase’ to achieve a much more synchronous stage.

      Based on this modelling work, two circuit named 4p0&3p1 are designed to provide a theoretically feasible solution and achieve the ultimate macroscopic, population-scale oscillation. Both two plans comprise two parts—cell A and cell B which include repressilator plus quorum sensing system and synthases system respectively. The Major difference between our design and that in the paper is we choose CI-lambda to control the expression of LuxI (AHL synthase) and pTet-LuxpR hybrid promoter (BBa_K176000) for QS CI repressor, because pLac (LacO1 promoter) exists leak expression phenomenon.

Fig.2a 3p1 circuit

      In “4p0” system, luxI gene of the “enzyme cell” is replaced by COMT (rate-controlling enzyme of melatonin synthesis pathway) gene. Therefore, with high level of repressor TetR in “repressilator cells”, COMT will be expressed in “enzyme cells”. In this way, QS circuit can transfer and modulate the rhythmic signal from “repressilator cells” to “enzyme cells” via AHL concentration fluctuation and then ‘enzyme cells’ receive the signal and modulate the COMT expression with periodical pattern. In this system QS functions not only as ‘synchronizor’ but also ‘modulator’ assist the whole working steadily and efficiently.

Fig.2a 4p0 circuit

      Cell A-Repressilator cell For “repressilator cells”, circuit can be seen as two system (QS and Repressilator) inner-related with each other via pCI controlled LuxI and additive hybrid promoter induced CI lamba. pCI-LuxI is thought as the Repressilator output/QS input, matching with QS output/Repressilator input to form a bistable system, and simultaneously negative feedback pattern in QS circuit increases the potential balance or synchrony of whole system.
      Cell B-Enzyme cell Two similar gene circuit consists of following parts-constitutively expressed luxR, tetR (+LVA tag target for its quick degradation) controlled by luxpL promoter, fluorescent protein mOrange controlled by pTet promoter (These three are identical for both) and luxI under the control of pTet promoter just for 3p1 comparing to COMT just for 4p0. The whole circuit is encoded on pSB1C3 plasmid in Escherichia coli strain BL21/DHL708 which are used to express enzymes in melatonin synthesis pathway.
      When the level of repressor TetR is high, the expression of CI is inhibited, which contribute to the expression of LuxI catalyzing the synthesis of acyl-homoserine lactone (AHL), a signaling molecules in bacterial quorum sensing. Subsequently, AHL starts to defuse and accumulate in bacterial population as a small molecule. When the amount of AHL reach the threshold, bacterial quorum sensing in both cells are initiated rapidly. In this circumstance, constitutively expressed LuxR can interact with AHL and then have conformational changes for binding to and inhibit/activate luxpL/R promoter. As a consequence, in the cell B the amount of TetR (+LVA tagged) repressors expressed will fall down quickly and then the following pTet promoter will be activated, while in the cell A this impact on the pTet/LuxpR hybrid promoter are not determined by effective LuxR (binding AHL) but dominantly by inner cell TetR repressor’s concentration. In other words, although quorum sensing has initiated if the number of the TetR repressors are still high enough (over the threshold) the hybrid promoter will ultimately maintain in a repressed state. In “3p1” system, this gene circuit is used for accumulate AHL in bacterial population more quickly. Mathematical and computational predictions have suggested that the oscillation is much more stable and regular if the amount of AHL is large enough. When the level of repressor TetR is high in “repressilator cells”, LuxI will be expressed in “enzyme cells” which contribute to the synthesis of AHL. On this occasion, both “repressilator cells” and “enzyme cells” produce AHL in bacterial population. As a result, it will take less time to reach stable stage, with fluorescent protein mOrange indicting whether the circuit works as expected. And we rename QS system ‘synchronizor’.
      

03  Results
3.1 Quorum sensing basic property

     To confirm QS function in architect cell-cell communication we build LuxpR-GFP-constitutive (J23106) LuxR-pSB1C3, pTet-LuxI/pCI-LuxI-pSB1C3 and pTet/LuxpR hybrid promoter-J23106 LuxR-J23106 TetR-pSB1C3 via co-culture and additive AHL. pTet-LuxI/pCI-LuxI-pSB1C3 are exclusively built and tested because they can constitutive or semi-constitutive express LuxI(AHL synthase) when the TetR/CI-Lambda repressor are not added in and both are key components for QS modulator system in 3p1/4p0 circuit. All circuits referring to are transformed into E.coli DHL708 and BL21 simultaneously for the reason that four melatonin synthase are designed to express in BL21 or DHL708 and pTet/LuxpR hybrid promoter-Lambda as the QS output versus repressilator input have to be confirmed in DHL708. Function of LuxR transcriptional activator (Lux pR) is confirmed in both GFP reporter and hybrid promoter-RFP circuits after co-culture with DHL708/BL21 pTet-LuxI/pCI-LuxI for about 13 hours. Several nutrition and culture conditions (M9/LB/artificial intestinal fluid) are set to explore the QS threshold in different milieu, especially artificial intestinal fluid are used to mimic the QS in the intestine. pCI-LuxI and Hybrid promoter-J23106 LuxR-J23106 TetR (known as UHP) are co-cultured in same wells of a 96-well plate with formula 8uL pCI-LuxI DHL708 bacteria liquid culture/ 8uL UHP bacteria liquid culture/ 134 uL corresponding blank culture medium and UHP DHL708 used in this section is conditioned with 80 ng/mL ATc 4 hours before measurement( aTc+ indicted in the figure). Continuous incubation in plate reader for 37 degree Celsius and measure RFP fluorescence (580/630 nm) every 15 mins. Supplementary blank mediums are added in the measurement process because culture medium is evaporating in 37℃ incubation and the bacteria are diluted after this, shown as black arrow in the figure. As Figure 3a,b, indicts, the OD is about 0.1 at the 0 time point, while the fluorescence/OD (means the relative RFP protein concentration in cell unit) start at a low level about 8000 A.U. per OD. It is obvious that fluorescence for all four groups begin increase exponentially at about 60-75mins latter with the OD600 reaching 0.2. As for pTet-LuxI/UHP-aTc+ groups pTet-LuxI BL21 are also designed to co-culture with UHP-aTc+ DHL708 because pTet-LuxI is necessary in 3p1 cell B. Slightly different from pCI-LuxI/UHP-aTc+ groups, data exhibits that mainly after 135mins groups begin early exponential phase, with OD600 reaching 0.25-0.3.

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Figure 3. pCI-LuxI DHL708/UHP-aTc+ DHL708 & pTet-LuxI BL21+DHL708/UHP-aTc+ DHL708 co-culture experiments. a b, Fluorescence/OD and OD600 curves in pCI-LuxI DHL708/UHP-aTc+ DHL708, a beautiful ‘S’-shape may suggests that QS happens at the OD of approximately 0.2. c d, Fluorescence/OD and OD600 curves in pTet-LuxI BL21+DHL708/UHP-aTc+ DHL708. BL21 growths slower than DHL708 so its OD threshold for QS may be 0.25-0.3.

e, Different concentrations of AHL are added in to the M9 medium for LuxpR-GFP induction. As indicted, 5ug/mL AHL start to have obvious transcriptional activation phenomenon.comparing to the negtive control, which may suggest that the threshold AHL concentration for QS is between 3ug/mL to 5ug/mL
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f g, LuxpR-GFP-J23106-LuxR are also designed to co-culture with pTet-LuxI and pCI-LuxI to measure the QS amog bacteria strains


3.2 pTet/LuxpR Hybrid promoter confirmation
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Figure 4. pTet/LuxpR hybrid promoter measurement. a, pTet/Lux pR hybrid promoter with RFP-J23106 LuxR-J23106 TetR in pSB1C3 plasmid. b c, Fluorescence per OD and OD600 curves show that different concentrations of ATc have no obvious influence on fluorescence, indicting Hybrid promoter may not be such a solid circuit.
3.3 iPTG imitation

      According to the computational modelling results, we find QS system function like iPTG synchronize in the early state (video), which all accelerate the oscillating period for those in LacI dominant period but not in the rest (TetR&CI). So during a few following generations this pattern will assist the coherent to achieve self-sychrony. And to imitate this process different concentration(100uM/250uM/500uM/1000uM) of iPTG is added in the culture M9 medium and use to incubate the DHL708+pLPT107.       We measure this oscillation pattern and period during whole project totally for three times and all shown in Figure 5. At the first time, we dilute the bacteria every 60-90 minutes to maintain the coherent OD600 into the 0.2-0.5 interval to keep it in growth exponential phase and we get the oscillating period for about 2 hours, seriously it is really a little bit short and not so convincing because we do not valuate the influence the dilution work to the data accuracy and maybe the 2-hour-period result from the dilution. For the second time we continuous 37℃ incubate the bacteria into plate reader for 10 hours and acquire each data point per 30mins, but as indicts the so called period become much more irregular. More data points are needed to do further analysis, so we have our third measurement—continuous incubate 13 hours and gain each point for 15mins, however, still similar pattern. In our modelling work, we analyze this phenomenon and give a reasonable explanation that the coherent are not well synchronized just via iPTG so we hope after QS system is inserted into the repressilator, the oscillation could be urged into a much more steadily synchronous stage.

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Figure 5. Three measurements for DHL708ΔclpXP and MC4100 (repressilator pLPT107+), RFP fluorescence shown.
04  future

1. Repeat DHL708ΔclpXP and MC4100 repressilator measurement for more than 30 hours to confirm oscillation.
2. Insert QS circuit (pCI LuxI-J23106 LuxR-pTet/LuxpR hybrid promoter Lambda) into repressiltor pLPT107 by replacing mCFP and mKate2 reporter as indicted in fig2 and measure the oscillation pattern of this optimized one (period & regular or not).
3. Repeat pTet/LuxpR hybrid promoter confirmation work.

05  Reference

1. Garcia-Ojalvo J, Elowitz M B, Strogatz S H. Modeling a synthetic multicellular clock: Repressilators coupled by quorum sensing[J]. Proceedings of the National Academy of Sciences of the United States of America, 2004, 101(30):10955-60.
2. Bassler B L. How bacteria talk to each other: regulation of gene expression by quorum sensing[J]. Current Opinion in Microbiology, 1999, 2(6):582.