Verification of RADAR system
At this stage, our objective is to validate the effectiveness of the RADAR system reported by K. Eerik Kaseniit and explore optimal conditions and experimental setups for RADAR, thereby laying the foundation for the development of our RADAR system for breast cancer surveillance. We selected two RADAR sensors, Sensor 1 and Sensor 2, which have been documented by K. Eerik Kaseniit to perform well, for experimental validation. Subsequently, we used the AND gate sensor—— Sensor 1+2, formed by connecting Sensor 1 and Sensor 2 together, to verify its function of simultaneously detecting two distinct Triggers. At the same time, a sequence with the stop codon (UAG) replaced by a tryptophan codon (UGG) was used as a positive control to evaluate the switching efficiency of RADAR system. The positive control sensor is labeled by adding the suffix "-UGG", such as Sensor 1-UGG[1]. We transfected HEK293T cells with plasmids carrying the Sensors, the target RNAs (Trigger RNA) of the Sensors, and ADAR. After 48 hours, we assessed transfection efficiency and effectiveness of RADAR system by detecting mCherry and EGFP expression.
Amplification and verification of plasmids
Plasmids carrying Sensors (including Sensor 1, Sensor 2, Sensor 1+2 and their positive control), triggers (including Trigger 1 and Trigger 2) and hADAR1p150 were synthesized according to the sequences provided (Table 1)[1-2].
Detailed information of plasmids
These plasmids were transformed into DH5α for amplification. Monoclonal colonies were cultured in LB medium, followed by plasmid Maxiprep from the bacterial cultures. The extracted plasmid was then verified by restriction digestion, and the digested plasmids were analyzed by agarose gel electrophoresis to confirm the correct size of the plasmids (Figure 1).
| Short Name | Full Name | Length (bp) |
|---|---|---|
| ADAR | pcDNA3.1-hADAR1p150 | 9028 |
| Sensor 1 | pcDNA3.1/Hygro(+)-PSFFV-mCherry-Sensor 1-EGFP | 6591 |
| Sensor 1-UGG | pcDNA3.1/Hygro(+)-PSFFV-mCherry-Sensor 1(PC)-EGFP | 6591 |
| Sensor 2 | pcDNA3.1/Hygro(+)-PSFFV-mCherry-Sensor 2-EGFP | 6591 |
| Sensor 2-UGG | pcDNA3.1/Hygro(+)-PSFFV-mCherry-Sensor 2(PC)-EGFP | 6591 |
| Sensor 1+2 | pcDNA3.1/Hygro(+)-PSFFV-mCherry-AND Sensor-EGFP | 6687 |
| Sensor 1+2-UGG | pcDNA3.1/Hygro(+)-PSFFV-mCherry-AND Sensor(PC)-EGFP | 6687 |
| Trigger 1 | pcDNA3.1/Hygro(+)-mTagBFP2-Trigger 1 | 5981 |
| Trigger 2 | pcDNA3.1/Hygro(+)-mTagBFP2-Trigger 2 | 5981 |
A-I Maps of plasmids;J-R Plasmids digested with single/double restriction endonucleases, 1% agarose gel electrophoresis.
Transfection system of single input RADAR
48 hours post transfection, fluorescence images were performed using excitation wavelengths of 488 nm (for EGFP) and 580 nm (for mCherry).
| System of sensor 1 | System of sensor 2 | ||||
|---|---|---|---|---|---|
| Group | Plasmid | Amount (ng) | Group | Plasmid | Amount (ng) |
| Sensor 1 | pcDNA3.1/Hygro(+)-PSFFV-mCherry-Sensor 1-EGFP | 200 | Sensor 2 | pcDNA3.1/Hygro(+)-PSFFV-mCherry-Sensor 2-EGFP | 200 |
| Sensor 1+Trigger 1 | pcDNA3.1/Hygro(+)-PSFFV-mCherry-Sensor 1-EGFP | 200 | Sensor 2+Trigger 1 | pcDNA3.1/Hygro(+)-PSFFV-mCherry-Sensor 2-EGFP | 200 |
| pcDNA3.1/Hygro(+)-mTagBFP2-Trigger 1 | 250 | pcDNA3.1/Hygro(+)-mTagBFP2-Trigger 1 | 250 | ||
| Sensor 1+Trigger 2 | pcDNA3.1/Hygro(+)-PSFFV-mCherry-Sensor 1-EGFP | 200 | Sensor 2+Trigger 2 | pcDNA3.1/Hygro(+)-PSFFV-mCherry-Sensor 2-EGFP | 200 |
| pcDNA3.1/Hygro(+)-mTagBFP2-Trigger 2 | 250 | pcDNA3.1/Hygro(+)-mTagBFP2-Trigger 2 | 250 | ||
| Sensor 1+ADAR | pcDNA3.1/Hygro(+)-PSFFV-mCherry-Sensor 1-EGFP | 200 | Sensor 2+ADAR | pcDNA3.1/Hygro(+)-PSFFV-mCherry-Sensor 2-EGFP | 200 |
| pcDNA3.1-hADAR1p150 | 50 | pcDNA3.1-hADAR1p150 | 50 | ||
| Sensor 1+Trigger 1+ADAR | pcDNA3.1/Hygro(+)-PSFFV-mCherry-Sensor 1-EGFP | 200 | Sensor 2+Trigger 1+ADAR | pcDNA3.1/Hygro(+)-PSFFV-mCherry-Sensor 2-EGFP | 200 |
| pcDNA3.1/Hygro(+)-mTagBFP2-Trigger 1 | 250 | pcDNA3.1/Hygro(+)-mTagBFP2-Trigger 1 | 250 | ||
| pcDNA3.1-hADAR1p150 | 50 | pcDNA3.1-hADAR1p150 | 50 | ||
| Sensor 1+Trigger 2+ADAR | pcDNA3.1/Hygro(+)-PSFFV-mCherry-Sensor 1-EGFP | 200 | Sensor 2+Trigger 2+ADAR | pcDNA3.1/Hygro(+)-PSFFV-mCherry-Sensor 2-EGFP | 200 |
| pcDNA3.1/Hygro(+)-mTagBFP2-Trigger 2 | 250 | pcDNA3.1/Hygro(+)-mTagBFP2-Trigger 2 | 250 | ||
| pcDNA3.1-hADAR1p150 | 50 | pcDNA3.1-hADAR1p150 | 50 | ||
| Sensor 1-UGG | pcDNA3.1/Hygro(+)-PSFFV-mCherry-Sensor 1(PC)-EGFP | 200 | Sensor 2-UGG | pcDNA3.1/Hygro(+)-PSFFV-mCherry-Sensor 2(PC)-EGFP | 200 |
Images of HEK293T 48h after transfection.
Transfection system of double input RADAR system verification
48 hours post transfection, fluorescence imagings were performed using excitation wavelengths of 488 nm (for EGFP) and 580 nm (for mCherry).
| Group | Plasmid | Amount (ng) |
|---|---|---|
| Sensor 1+2 +ADAR | pcDNA3.1/Hygro(+)-PSFFV-mCherry-AND Sensor-EGFP | 200 |
| pcDNA3.1-hADAR1p150 | 50 | |
| Sensor 1+2+Trigger 1+ADAR | pcDNA3.1/Hygro(+)-PSFFV-mCherry-AND Sensor-EGFP | 200 |
| Sensor 1+2+Trigger 1+ADAR | 125 | |
| pcDNA3.1-hADAR1p150 | 50 | |
| Sensor 1+2+Trigger 2+ADAR | pcDNA3.1/Hygro(+)-PSFFV-mCherry-AND Sensor-EGFP | 200 |
| pcDNA3.1/Hygro(+)-mTagBFP2-Trigger 2 | 125 | |
| pcDNA3.1-hADAR1p150 | 50 | |
| Sensor 1+2+Trigger 1+Trigger 2+ADAR | pcDNA3.1/Hygro(+)-PSFFV-mCherry-AND Sensor-EGFP | 200 |
| pcDNA3.1/Hygro(+)-mTagBFP2-Trigger 1 | 125 | |
| pcDNA3.1/Hygro(+)-mTagBFP2-Trigger 2 | 125 | |
| pcDNA3.1-hADAR1p150 | 50 | |
| Sensor 1+2-UGG | pcDNA3.1/Hygro(+)-PSFFV-mCherry-AND Sensor(PC)-EGFP | 200 |
Images of HEK293T 48h after transfection of Sensor 1+2 and other plasmids.
A Map of pCMV-Gluc-1;B pCMV-Gluc-1 digested with single/double restriction endonucleases, 1% agarose gel electrophoresis.
Chemiluminescence analysis of culture supernatant from HEK293T cells collected at 24h, 48h and 72h after transfection. *p < 0.05, **p < 0.01, ***p < 0.001.
A Luminescence images captured by fully automated chemiluminescence imaging analysis system;B Luminescence images captured by a cellphone.
Analysis of sustained luminescence over 25 minutes between kinetics of luminescence production from Gluc.
Detailed information of plasmids carrying RADAR sensor with Gluc
These plasmids were transformed into DH5α for amplification. Monoclonal colonies were cultured in LB medium, followed by extraction of plasmid DNA from the bacterial cultures. The extracted plasmids were digested with restriction enzyme and analyzed by agarose gel electrophoresis to confirm the correct plasmid size (Figure 8).
| Short Name | Full Name | Length (bp) |
|---|---|---|
| Sensor 1-Gluc | pcDNA3.1/Hyg1ro(+)-PSFFV-mCherry-Sensor 1-Gluc | 6429 |
| Sensor 1-Gluc-UGG | pcDNA3.1/Hygro(+)-PSFFV-mCherry-Sensor 1(PC)-Gluc | 6429 |
| Sensor 1+2-Gluc | pcDNA3.1/Hygro(+)-PSFFV-mCherry-AND Sensor-Gluc | 6525 |
| Sensor 1+2-Gluc-UGG | pcDNA3.1/Hygro(+)-PSFFV-mCherry-AND Sensor(PC)-Gluc | 6525 |
A-D Maps of plasmids;E-H Plasmids digested with single/double restriction endonuclease, 1% agarose gel electrophoresis.
Transfection system of single input RADAR system with Gluc as output gene
48 hours post transfection, we collected conditioned medium from transfected cells and measured chemiluminescence following the addition of coelenterazine.
| Group | Plasmid | Amount (ng) |
|---|---|---|
| Sensor 1-Gluc+ADAR | pcDNA3.1/Hygro(+)-PSFFV-mCherry-Sensor 1-Gluc | 200 |
| pcDNA3.1-hADAR1p150 | 50 | |
| Sensor 1-Gluc+Trigger 1+ADAR | pcDNA3.1/Hygro(+)-PSFFV-mCherry-Sensor 1-Gluc | 200 |
| pcDNA3.1/Hygro(+)-mTagBFP2-Trigger 1 | 250 | |
| pcDNA3.1-hADAR1p150 | 50 | |
| Sensor 1-Gluc+Trigger 2+ADAR | pcDNA3.1/Hygro(+)-PSFFV-mCherry-Sensor 1-Gluc | 200 |
| pcDNA3.1/Hygro(+)-mTagBFP2-Trigger 2 | 250 | |
| pcDNA3.1-hADAR1p150 | 50 | |
| Sensor 1-Gluc-UGG | pcDNA3.1/Hygro(+)-PSFFV-mCherry-Sensor 1(PC)-Gluc | 200 |
Luminescence of HEK293T cells transfected with Sensor 1-Gluc and other plasmids.
Transfection system of double input RADAR sensor with Gluc as output gene
48 hours post transfection, conditioned medium from transfected cells were collected and subjected to chemiluminescence detection after adding coelenterazine (Figure 10).
| Group | Plasmid | Amount (ng) |
|---|---|---|
| Sensor 1+2-Gluc+ADAR | pcDNA3.1/Hygro(+)-PSFFV-mCherry-Sensor 1+2-Gluc | 200 |
| pcDNA3.1-hADAR1p150 | 50 | |
| Sensor 1+2-Gluc+Trigger 1+ADAR | pcDNA3.1/Hygro(+)-PSFFV-mCherry-Sensor 1+2-Gluc | 200 |
| pcDNA3.1/Hygro(+)-mTagBFP2-Trigger 1 | 125 | |
| pcDNA3.1-hADAR1p150 | 50 | |
| Sensor 1+2-Gluc+Trigger 2+ADAR | pcDNA3.1/Hygro(+)-PSFFV-mCherry-Sensor 1+2-Gluc | 200 |
| pcDNA3.1/Hygro(+)-mTagBFP2-Trigger 2 | 125 | |
| pcDNA3.1-hADAR1p150 | 50 | |
| Sensor 1+2-Gluc+Trigger 1+Trigger 2+ADAR | pcDNA3.1/Hygro(+)-PSFFV-mCherry-Sensor 1+2-Gluc | 200 |
| pcDNA3.1/Hygro(+)-mTagBFP2-Trigger 1 | 125 | |
| pcDNA3.1/Hygro(+)-mTagBFP2-Trigger 2 | 125 | |
| pcDNA3.1-hADAR1p150 | 50 | |
| Sensor 1+2-Gluc-UGG | pcDNA3.1/Hygro(+)-PSFFV-mCherry-Sensor 1+2(PC)-Gluc | 200 |
Chemiluminescence of conditioned medium from HEK293T cells transfected with Sensor 1+2-Gluc and other plasmids.
Luminescence of conditioned medium from transfected HEK293T cells that were collected at indicated times.
Induced differentiation of preadipocytes
To obtain mature adipocytes for subsequent experiments, we chose to induce differentiation of preadipocytes. For the induction of preadipocytes, a commercial adipogenic differentiation kit was used, specific steps are described in the Protocol. To confirm successful differentiation, we performed Oil Red O staining and examined lipid droplet formation under microscopy. Following 14 days of induction, successful differentiation was observed via Oil Red O staining, thereby establishing a reliable way to generate differentiated adipocytes for subsequent experiments (Figure 12).
Induced differentiation of preadipocytes.
Luminescence of the conditioned medium from adipocytes infected by rAAVs carrying Sensor 1 and Trigger 1.
The viability of infected and uninfected adipocytes revealed by CCK-8 assay.
Following the proof-of-concept experiments of RADAR system in HEK293T cells and validation of adipocytes as the chassis, we proceeded to develop our own RADAR system to detect the emerging of cancer associated adipocytes. Since literature review and database analysis by our model group showed that PLOD2 and LIF are optimal biomarkers of cancer associated adipocytes, we decided to use them as target genes for our RADAR-based detection.
Verification of target gene expression
As literatures reported that PLOD2 and LIF expression in adipocytes could be induced by PAI-1 and CXCLs in breast tumor microenvironment[4-5], we validated these observation with experiments. To investigate the efficiency of induced expression of PLOD2 and LIF, we treated differentiated adipocytes with recombinant PAI-1 and CXCL8 proteins.
Cytokine treatment and qPCR
Differentiated adipocytes were treated with PAI-1 and CXCL8 individually or in combination. The expression levels of PLOD2 and LIF were measured via qPCR with GAPDH as internal control.
Luminescence of conditioned medium supernatant from adipocytes infected by rAAV carrying PLOD2 sensor, with or without PAI-1 treatment.
Luminescence of conditioned medium supernatant from adipocytes infected by rAAV carrying LIF sensor, with or without CXCL8 treatment.
Luminescence of conditioned medium supernatant from adipocytes infected by rAAV carrying PLOD2-LIF sensor, with or without cytokines treatment.
Luminescence of the conditioned medium from adipocytes infected by rAAV carrying PLOD2-LIF sensor, with or without treatment of conditioned medium from MDA-MB-231 cells.
We have constructed engineered adipocytes for detection of cytokines secreted from breast cancer cell. Initially, we verified in HEK293T cells the function of established RADAR systems, and the effectiveness of the RADAR sensor using Gluc as reporter. Subsequently, the RADAR system was efficiently delivered via rAAV9 into differentiated human adipocytes—confirmed by Oil Red O staining. Finally, by deploying RADAR sensors targeting PLOD2 and LIF in adipocytes, we confirmed that our designed sensors specifically responds to cytokines secreted from breast cancer cells and activates the expression of Gluc as output reporter.
Discussion
So far, we have completed the full workflow from sensor design, adipocyte engineering to functional validation of RADAR system. Our engineered adipocytes perform effectively without significant impairment to viability, demonstrating that the ABCS has the potential of long-term monitoring of breast cancer, thereby offering a novel approach to breast cancer surveillance.
Although our current experiments are confined to the laboratory stage, we constructed a model that simulates the Glomerular Filtration Barrier (GFB) to investigate the renal metabolic characteristics of Gaussia luciferase (Gluc) in the human body (Click Model to learn more). While the model simulation provides valuable insights for in vivo applications, issues such as the long-term safety and stability of engineered cells in real living environments still require further investigation. In addition, the sensitivity and specificity of the sensors can be further optimized—for instance, by screening more efficient ADAR isoforms or refining sensor sequence structures to reduce background noise and improve the signal-to-noise ratio.
Looking forward, we will focus on developing improved adipocytes engineering strategies to enhance the survival and functional persistence of engineered adipocytes. Concurrently, we aim to refine sensor performance through iterative design and testing, enabling high-accuracy and high-specificity detection in complex in vivo microenvironments. The ultimate goal is to advance this technology toward preclinical translation, providing a feasible solution for monitoring of breast cancer occurence.
Reference
Reference
| 1 | Kaseniit KE, Katz N, Kolber NS, Call CC, Wengier DL, Cody WB, Sattely ES, Gao XJ. Modular, programmable RNA sensing using ADAR editing in living cells. Nat Biotechnol. 2023 Apr;41(4):482-487. |
| 2 | Gayet RV, Ilia K, Razavi S, Tippens ND, Lalwani MA, Zhang K, Chen JX, Chen JC, Vargas-Asencio J, Collins JJ. Autocatalytic base editing for RNA-responsive translational control. Nat Commun. 2023 Mar 11;14(1):1339. |
| 3 | Wang T, Chen Y, Goodale D, Allan AL, Ronald JA. A survivin-driven, tumor-activatable minicircle system for prostate cancer theranostics. Mol Ther Oncolytics. 2021 Jan 20;20:209-219. |
| 4 | Wei X, Li S, He J, Du H, Liu Y, Yu W, Hu H, Han L, Wang C, Li H, Shi X, Zhan M, Lu L, Yuan S, Sun L. Tumor-secreted PAI-1 promotes breast cancer metastasis via the induction of adipocyte-derived collagen remodeling. Cell Commun Signal. 2019 Jun 6;17(1):58. |
| 5 | Zhou C, He X, Tong C, Li H, Xie C, Wu Y, Wang L, Yan X, Luo D, Tang Y, Cheng Z, Xiong X. Cancer-associated adipocytes promote the invasion and metastasis in breast cancer through LIF/CXCLs positive feedback loop. Int J Biol Sci. 2022 Jan 16;18(4):1363-1380. |