Coding

Part:BBa_K4170022

Designed by: Alexandros Giannopoulos Dimitriou   Group: iGEM22_Thessaloniki_Meta   (2022-09-27)


crRNA targeting the miR-17-3P (extra loop design) under T7 promoter

This plasmid contains all the basic genetic parts required for the in vitro transcription of the crRNA-3pe regulated by T7 promoter. crRNA-3pe consists of the loop sequence for the construction of Cas13a/crRNA duplex and a spacer sequence containing an extra hairpin loop in the 3’ end. The addition of the extra hairpin loop in the spacer sequence provides decreased interaction of the crRNA with non-target miRNAs, thus are prevented off-target effects of CRIPSR/Cas13a system (Ke et al., 2021). This genetic device is a part of the meta-CRISPR part collection developed by iGEM22_Thessaloniki_Meta.

Cas crRNA complex.png


Meta-CRISPR part collection

The meta-CRISPR part collection was developed in accordance with standardization, modularity and standard assembly rules aiming to enhance the CRISPR/crRNA applicability in synthetic biology projects. This collection allows the interchangeability of the genetic parts and the automation of construction following a standardized Golden Gate-based cloning strategy. Utilizing the meta-CRISPR collection, future iGEM teams can select the desired combination of DNA parts depending on the specific application of the CRISPR method (https://2022.igem.wiki/thessaloniki-meta/part-collection). Through the combination of different promoters and LbuCas13a coding sequences, one can select the desired LbuCas13a expression system, for example under the transcriptional control of the T7 or the pRha promoter. In addition, by combining the suitable genetic parts, researchers can select the purification method of the recombinant LbuCas13a protein either from inclusion bodies or from the soluble cytoplasmic fraction of the bacteria. Regarding the crRNA, utilizing the guidelines provided on the crPrep-crRNA preparation kit one can easily in silico design and produce the necessary crRNA sequence depending on the target miRNA utilizing the standardized cloning method and requiring only one additional primer. Last but not least, the LbuCas13a coding device can be assembled with the crRNA transcription system in a single plasmid enabling the simultaneous production of the LbuCas13a/crRNA complex in bacteria.

Overview of the meta-CRISPR collection. Different promoters (T7/ pRHA) can be combined with divergent LbuCas13a coding sequences (LbuCas13a/ SUMO-LbuCas13a) depending on the desired applications. Utilizing the crPrep-crRNA preparation kit any crRNA which is specific for the target miRNA can be easily designed and produced. The meta-CRISPR collection enables the production of the recombinant LbuCas13a protein and the crRNA (in vitro transcription) in separate experimental procedures, or even the simultaneous production of the LbuCas13a/crRNA complex in bacterial cultures.

Usage and Biology

CRISPR/Cas13a systems as RNA sensors

CRISPR-Cas systems are RNA-guided adaptive immune systems that protect prokaryotes from foreign genetic elements derived from evading viruses and phages (Shan et al., 2019). The Cas13a is ribonuclease with a double biological functionality: catalyzes the crRNA maturation and degrades the RNA-guided ssRNA (single-stranded RNA) interdependently using two separated catalytic sites (Rath et al., 2015). Generally, CRISPR/Cas system can be divided into two main classes, class I and II, according to the system comprising a single or multiple effectors (Liu et al., 2017). Among them, class II (e.g., Cas9, Cas12, and Cas13) possesses more widespread application, due to its simple components (a single effector protein and a programmable guide RNA, Wang et al., 2021). Cas13 can be further divided into four subtypes, Cas13a-d, exhibiting diverse primary sequences except the two highly conserved HEPN (higher eukaryotes and prokaryotes nucleotide-binding) domains, which are responsible for both cis- and trans-RNase activities (Florczuk et al., 2017). Structural studies revealed that Cas13a adopts a bilobed architecture including recognition (REC) and nuclease (NUC) lobes (Wang et al., 2021, Zhou et al., 2020). CRISPR-Cas12,13,14 exhibits nonspecific degradation of non target (trans cleavage) after specific recognition of nucleic acids, thus CRISPR/Cas biology promises rapid, accurate, and portable diagnostic tools, the next-generation diagnostics. Cas13a due to its propensity to cleave RNAs after binding a user-defined RNA target sequence, is used to detect single molecules of RNA species with high specificity (Liu et al., 2017).

miR-17 and cancer

MiR-17 is an oncogene that appertains to the MiR-17-92 cluster. This cluster is located in chromosome 13 and encodes for six individual miRNAs (miR-17, miR-18a, miR-19a, miR-20a, miR-19b-1, and miR-92a) (Concepcion et al., 2013). The miRNAs of this cluster are essential modulators of constitutive cellular processes like differentiation, metastases, apoptosis, proliferation. The carcinogenic role of miR-17-92 cluster in different cancers has been confirmed, while it seems to interact with the transcription factors E2Fs and c-Myc, which play a crucial role in cell-cycle regulation during tumorigenesis. As reported, miR-17 is significantly expressed in many types of cancer, including breast cancer, gastric cancer, prostate cancer, and NSCLC, and thus can be an efficient non-invasive biomarker for the screening of cancer patients.Recent literature has shown that in NSCLC, the mature strand mir-17-5p is associated mainly with LKB1/AMPK pathway and PTEN/PI3K/Akt pathway.

LKB1/AMPK pathway.

The Liver Kinase B1 (LKB1, also known as STK11) is an oncosuppressor gene, encoding a serine threonine kinase. LKB1 mutations are frequently associated with NSCLC. LKB1 positively regulates the AMP-activated protein kinase (AMPK) and at least 12 additional AMPK-related downstream kinases, involved in the control of cell growth , metabolism and in the regulation of cellular response to energy stress and establishment of cell polarity (Ciccarese et al., 2019). Deregulation of LKB1 signaling has been implicated in oncogenesis across many cancer types. Considering the scientific updates, overexpression of mir-17-5p seems to repress the levels of LKB1. Low levels of LKB1 influence the AMPK pathway and thus contribute to the deregulation of cell growth control (Borzi et al., 2021).

PTEN/PI3K/Akt pathway


Phosphatase and tensin homologue deleted on chromosome 10(PTEN) is a dual lipid and protein phosphatase. PTEN negatively regulates PI3K, leading to activation of the PI3K/Akt pathway. AKT activation stimulates cell cycle progression, survival, metabolism and migration through phosphorylation of many physiological substrates. Furthermore, PTEN influences the nuclear factor of activated T-cells, cytoplasmic 1 (NFATc1) protein levels, which is a key transcription factor for osteoclastogenesis (Carnero et al., 2008). Osteoclastogenesis is connected with bone metastasis in NSCLC. mir-17-5p appears to promote osteoclastogenesis, by interplaying with PTEN and activating the PI3K/Akt pathway (Wang et al., 2021).


Design considerations

This plasmid was constructed with direct PCR amplification of PSB1C3 plasmid utilizing 2 pairs of primers. The first pair consists of a primer (loop RVS standard) binding to the Biobrick prefix sequence containing an overhang with the stem-loop sequence of the crRNA and the T7 promoter sequence and a primer (loop FWD standard) binding to the backbone of the plasmid. The second pair of primers consists of a primer (3pe spacer FWD interchangeable) binding to the Biobrick suffix sequence containing an overhang with the spacer sequence of the crRNA and a primer (spacer RVS standard) binding to the backbone of the plasmid.


Basic parts assembled for device construction

The part sample which is flanked at the beginning and the end with prefix and suffix respectively, is composed of the following basic parts assembled together in series and downstream of the prefix:

  • Bacterial terminator (for LacI CDS) (located at backbone sequence): putative bacterial transcription terminator
  • Biobrick Prefix sequence: BioBrick prefix for parts that do not start with "ATG"
  • T7 promoter: promoter for bacteriophage T7 RNA polymerase T7 gene 10 (Olins and Rangwala, 1989)
  • crRNA-3pe CDS (https://parts.igem.org/Part:BBa_K4170026): coding sequence of crRNA which targets miRNA-17-3p containing a restriction site of SapI enzyme for the linearization of the plasmid
  • Biobrick Suffix sequence : universal suffix for all parts
  • His operon terminator (downstream of Suffix)(located at backbone sequence): putative transcription terminator from the E. coli


Illustration of Cloned crRNA-3pe BBa_K4170022 plasmid. Map was created with SnapGene.

Cloning procedure

The plasmid with the crRNA targeting the miR-17-3P (extra loop design-BBa_K4170026) under the T7 promoter for the in vitro transrciption was constructed with direct PCR amplification of PSB1C3 plasmid utilizing 2 pairs of primers followed by a Golden Gate-based ‘SevaBrick Assembly’ method. The first pair consists of a primer (loop RVS standard) binding to the Biobrick prefix sequence containing an overhang with the stem-loop sequence of the crRNA and a primer (loop FWD standard) binding to the backbone of the plasmid. The second pair of primers consists of a primer (3pe spacer FWD interchangeable) binding to the Biobrick suffix sequence containing an overhang with the spacer sequence of the crRNA, and a primer (spacer RVS standard) binding to the backbone of the plasmid. This strategy enables the handy and fast alternation of the overhang sequence of the interchangeable primer for the construction of any crRNA flanked in PSB1C3 plasmid keeping the other primers as customary components. The plasmid contains all the basic genetic parts required for the in vitro transcription of the crRNA-3pe regulated by T7 promoter.

Step 1

  • PCR amplification with loop RVS standard and loop FWD standard primers using the PSB1C3 plasmid as a template. These primers produce the loop sequence of the crRNA incorporated with the CmR sequence (confers resistance to chloramphenicol) of the PSB1C3 plasmid. 'This PCR produces the loop part ready for Golden Gate assembly. The loop part is ready to use for any crRNA constructed with this method as the stem-loop sequence is universal for all crRNAs.
  • PCR amplification with 3pe spacer FWD interchangeable and spacer RVS standard primers using the PSB1C3 plasmid as a template. This PCR produces the 3pm-spacer part ready for Golden Gate assembly.
Figure: 1 % agarose gel electrophoresis of the PCR amplified crRNA loop part and crRNA-spacer parts. DNA ladder: 100bp DNA Marker NIPPON Genetics EUROPE. Loop part: loop part amplified from pSB1C3 with Loop RVS standard and Loop FWD standard primers (1209 bp). 3ps spacer part: 3ps spacer part amplified from pSB1C3 with 3ps spacer FWD interchangeable and spacer RVS standard primers (867 bp). 3pm spacer part: 3pm spacer part amplified from pSB1C3 with 3pm spacer FWD interchangeable and spacer RVS standard primers (867 bp). 5ps spacer part: 5ps spacer part amplified from pSB1C3 with 5ps spacer FWD interchangeable and spacer RVS standard primers (867 bp). DNA ladder: 100bp DNA Marker NIPPON Genetics EUROPE. 5pm spacer part: 5pm spacer part amplified from pSB1C3 with 5pm spacer FWD interchangeable and spacer RVS standard primers (867 bp). 5pe spacer part: 5pe spacer part amplified from pSB1C3 with 5pe spacer FWD interchangeable and spacer RVS standard primers (867 bp). The display of DNA ladder: 100bp DNA Marker NIPPON Genetics EUROPE.

According to the results of the agarose gel electrophoresis, all PCR amplification were succesful.

Step 2

Golden Gate assembly of the PCR amplified loop part and 3pe-spacer part for the efficient construction of the crRNA-3pe coding sequence under the transcriptional control of the T7 promoter. The Golden Gate assembly products underwent transformation into E.coli DH5a competent cells and then colony PCR was performed, using the primers VR and VF2. Picking sample from different colonies and then evaluating the results on a 1 % agarose gel electrophoresis we concluded that the Golden Gate assembly was successful. As depicted on the following figure from all colonies the desired inserts were successfully amplified. For the colony PCR procedure, from the agar plate half amount of each colony was picked and diluted on 10 μl of dH20. The other half amount was picked for liquid overnight culture


Colony PCR of E-coli DH5a transformants using VR and VF primers, after Golden Gate assembly. 1 % agarose gel electrophoresis. DNA ladder: 100bp DNA Marker NIPPON Genetics EUROPE.

In vitro transcription of the crRNA-17-3P (extra loop design) under the control of T7 promoter

The first step for the in vitro transcription of the crRNA-17-3P is the plasmid linearization through digestion with the restriction enzyme SapI. The SapI recognition site is located downstream of the crRNA sequence.


The linearized DNA template bands were purified by Nuclospin Gel and PCR Clean-up kit (Macherey-Nagel, Duren, Germany) and a second purification step with phenol/chloroform was performed.

The next step was the template-directed synthesis of the crRNA through in vitro transcription using T7 Polymerase (HiScribe T7 High Yield RNA Synthesis Kit, NEB) and the purification of the products, using Monarch RNA Cleanup Kit (NEB). In the following figure the crRNA transcripts are depicted on a 3% agarose gel electrophoresis after in vitro transcription. Additional non-selective RNA products are depicted at higher molecular weight.


Figure 15.Results of the In Vitro transcription of the crRNAs in 3% agarose gel. 3ps: crRNA-3p standard (59bp). 3pm: crRNA -3p mismatch design (59bp). 3pe: crRNA-3p extra-loop (64bp). 5ps: crRNA-5p standard design (59bp). 5pm: crRNA-5p mismatch design (59bp). 5pe: crRNA-5p extra-loop design (64bp).


The crRNA transcripts are further purified from other non-selective RNA products through a second clean-up procedure with the PCR Clean-up kit (Macherey-Nagel, Duren, Germany). The results of the additional clean up step are depicted on the following figure.


Figure 16.Purified products of In Vitro transcription of crRNAs. 3% agarose gel. 3ps: crRNA-3p standard (59bp). 3pm: crRNA-3p mismatch design (59bp). 3pe: crRNA-3p extra-loop (64bp). 5ps: crRNA-5p standard design (59bp). 5pm: crRNA-5p mismatch design (59bp). 5pe: crRNA-5p extra-loop design (64bp)

General methodology for the in silico design and experimental production of any desired crRNA.

Seeking to simplify the in silico design and experimental process for the production of a functional miRNA-targeted crRNA, we introduce a methodology for the crRNA preparation. Detailed information regarding this methodology is provided on the crPrep crRNA preparation kit section on the contribution page of iGEM Thessaloniki_Meta. The provided guidelines cover the entire crRNA developmental process from in silico design to in vitro transcription and allow future iGEM teams to efficiently easily produce the desired crRNA even if they do not have significant expertise in designing genetic sequences for cloning applications. Further information are also provided on the registry page of the part BBa_K4170019 (https://parts.igem.org/Part:BBa_K4170019).

Sequence- crRNA 17-3p-hairpin design and in silico evaluation

The sequence is consisted of 2 main parts. The first part is called Repeat Part and it is a standard nucleotide sequence that binds to the Recognition Lobe of LbuCas13a and forms a stable complex with it. The second part is called spacer or detection part and it is responsible for the detection of the miR 17-3p. The Repeat part contains 31 nucleotides, and the spacer sequence is designed to contains 20 nucleotides that are complementary to the target miR sequence(Liu et al., 2017).This specific crRNA sequence have a different design for the spacer sequence. The design of crRNA sequence based on the introduction of an extra hairpin loop in the 3’ end of spacer sequence. This extra hairpin loop has been reported to reduce the off-target effects and undesired interactions of crRNA sequence with the target RNA sequence(Ke et al., 2021)The effect is described in Figure 2. The difference in Gibbs free energy between the off-target (undesired) interaction and the on-target interaction is increasing with the extra hairpin loop in the 3’ end of the spacer sequence. Bigger the difference between 2 energy states the more favorable will be the interaction with the minimum free energy and in this case the on-target interaction(Ke et al., 2021).The number of the nucleotides introduced to the 3’ end of the spacer sequence is 5, aiming to the formation of 5 base pairs and the number of nucleotides on the stem designed to be 4. This means that the 5 introduced nucleotides are reverse complementary to the nucleotides to position 43-47.

crRNA sequence parts
The difference in Gibbs free energy between standard design crRNA sequence and Hairpin loop design crRNA sequence

The first step of the in-silico evaluation is the evaluation of its thermodynamic properties. The software used for this task is ViennaRNA(Lorenz et al., 2011) . The properties studied were : Minimum Free Energy, GC content of the sequence, Linearity of Detection Part, the Binding energy with the target miRNA and perfect matches.

Thermodynamic properties of the crRNA sequence

The Minimum Free Energy is a measure of stability of the RNA and the negative it is the more stable will be. The Vienna Software is calculating the energy based on the secondary optimal structure. The value of -10.4 kcal/mol suggesting a relative stable structure. GC content is ratio of the Guanine and Cytokine that are present in the sequence. The higher the ratio, the more stable the sequence will be. This phenomenon is based on the different chemical groups that are present in every nucleotide resulting stronger hydrogen bonds in comparison with other nucleotides and the value 0.46 is low since values >0.5 are preferable in terms of stability. Linearity Of Detection Part (LODP) shows the secondary structure of the detection part of the crRNA sequence. Closer to 0 more linear will this part be. The linear structure of the detection part of crRNA is highly associated with the proper function of the LbuCas13a protein. The value of -4.4 kcal/mol is the result of hydrogen bonds in the spacer sequence that designed to formed in 3’end, but since the value is low the miRNA-crRNA sequence interaction is energetically favorable. Binding energy is the energy term of the difference between the Gibbs free energy of the complex RNA and the free energy of crRNA and miRNA target. The binding energy is calculated using the secondary structure of the sequences. Since the value -40.3 kcal/mol of the binding energy is nearly 4 times more than the MEF of the crRNA sequence then the stability of complex is the preferable energetical state. Perfect Matches is a measure of evaluation of the RNA complex that is formed by crRNA and miRNA target sequences. The secondary structure of the complex is calculated through RNAduplex, and perfect matches is the ratio of the nucleotides that are bind properly in detection part of the crRNA sequences. The ratio of 1.0 is showing that the binding on the spacer sequence will be exactly as the suggested binding upon designing the sequence. The extra introduced nucleotides did not affect the position of the interaction. The predicted secondary structure of the crRNA sequence and the complex formed between the crRNA and miRNA sequence are demonstrated on the next figure:


Secondary structure of the crRNA sequence (left) and the secondary structure of the complex crRNA/miR 17-3p (right)


The next step for the in-silico evaluation is the molecular docking with the LbuCas13a protein. For this process, the utilized pdf file for LbuCas13a acquired from Protein Data Bank (ID 5XWY) and the pdf file for the crRNA 17-3p-hairpin sequence generated through the RNAComposer Sever. The docking algorithm was the HDOCK docking algorithm for the webserver(Zhang Di Yumeng Yan, 2017).The docking model selected was the best model that had the more negative value based on the scoring algorithm of HDOCK server(Wang et al., 2020).

The pdb file of the crRNA sequence (left), LbuCas13a protein (center), Complex resulted from Docking algorithm of HDOCK server (right
Docking Results of HDOCK server for the LbuCas13a (receptor) and crRNA sequence (Ligand)

The docking score is the energy score calculated through the scoring function of HDOCK algorithm.[4] The docking score is negatively related to the stability of the complex, meaning the more negative is the docking score more stable the complex receptor-ligand will be. The value of -380.66 kcal/mol shows that the complex formation is the energetical favorable state. The Ligand Root Mean Square Deviation is showing the difference between the positions of nucleotides of the ligand’s structure before and after docking. The ligand RMSD value of 57.7 Angstrom shows a major change in the conformation of the ligand which is acceptable since the ligand in this specific docking process is an RNA sequence of 51 nucleotides. The interaction site of the LbuCas13a based on the best model from HDOCK docking algorithm is the NUC Lobe Domain and the interaction site of the crRNA sequence is both the Repeat and the Detect Part of the crRNA 17-3p-hairpin. In comparison with the literature(Liu et al., 2017), the protein-RNA interactions are on the REC Lobe of the protein and the Repeat Part of the crRNA sequence suggesting that the docking model resulted to a different conformation of the 2 molecules. The final step of the in-silico analysis is the molecular dynamics (MD) simulations. The MD simulations investigate the stability of the system and can measure the interaction energy between the protein and the crRNA sequence. Utilizing the same pdb files from the docking process, the MD simulations proceeded with the GROMACS software(Lindahl, Hess and van der Spoel, 2001). Using the pdb file of LbuCas13a and crRNA sequence and then after using the Amber force field, we utilized the pdb2gmx function of the GROMACS for the generation of topology for 2 the molecules. After the steps of the ionization and solvation, we equilibrated the system with respect to temperature and pressure. After these steps, the simulation began. The simulations of the systems were for a total time of 1 ns with time step of 1 ps. The first aspect of the data analysis is the Root Mean Square Deviation for the crRNA sequence. The Root Mean Square Deviation is representing the difference between two structures: a target structure and a reference. For the MD simulations for checking the system’s stability, we evaluate the difference between the stable final structure and the initial structure. The low values of RMSD shows the stability of the complex after its formation.

Root Mean Square Deviation for the crRNA sequence

The other analysis that took place was the calculation of the Root Mean Square Fluctuation. The Root Mean Square Fluctuation is a calculation of individual residue flexibility, or how much a particular residue moves (fluctuates) during a simulation. It can be observed that some nucleotides in spacer part demonstrates higher values in comparison with the Repeat part meaning that the main interactions between protein and crRNA take place with the Repeat Part. Overall, the values for both sequence’s parts are low meaning that all nucleotides are involved in the protein/RNA interaction.

Root Mean Square Fluctuation for the crRNA sequence

The next step of the analysis is the calculation of the Hydrogen Bonds formed with the crRNA sequence. The Hydrogen bonds are some of the most stable bonds that can be formed between 2 molecules. This is depicting their importance in biological molecules. The number of the hydrogen bonds seems to be stayed the same after 450 ps meaning that the complex reaches its stability before the end of the simulation.

Hydrogen Bonds formed with the crRNA sequence

Finally, in the next figure is demonstrated the binding energy of the LbuCas13a and the crRNA over time. The mean value of the binding energy calculated to be -1447.59 kJ/mol with standard deviation +- 160.99 kJ/mol. The main energy that contributed was the Coulomb interactions meaning that the nature of the interactions between the two molecules are mainly electrostatic.

Binding Energy of the crRNA and LbuCas13a over time

Sequence and Features


Assembly Compatibility:
  • 10
    COMPATIBLE WITH RFC[10]
  • 12
    COMPATIBLE WITH RFC[12]
  • 21
    COMPATIBLE WITH RFC[21]
  • 23
    COMPATIBLE WITH RFC[23]
  • 25
    COMPATIBLE WITH RFC[25]
  • 1000
    INCOMPATIBLE WITH RFC[1000]
    Illegal SapI.rc site found at 76



Citations

1. Borzi, C., Ganzinelli, M., Caiola, E., Colombo, M., Centonze, G., Boeri, M., Signorelli, D., Caleca, L., Rulli, E., Busico, A., Capone, I., Pastorino, U., Marabese, M., Milione, M., Broggini, M., Garassino, M., Sozzi, G. and Moro, M., 2021. LKB1 Down-Modulation by miR-17 Identifies Patients With NSCLC Having Worse Prognosis Eligible for Energy-Stress–Based Treatments. Journal of Thoracic Oncology, 16(8), pp.1298-1311.

2. Carnero, A., Blanco-Aparicio, C., Renner, O., Link, W. and Leal, J., 2008. The PTEN/PI3K/AKT Signalling Pathway in Cancer, Therapeutic Implications. Current Cancer Drug Targets, 8(3), pp.187-198.

3. Ciccarese, F., Zulato, E. and Indraccolo, S., 2019. LKB1/AMPK Pathway and Drug Response in Cancer: A Therapeutic Perspective. Oxidative Medicine and Cellular Longevity, 2019, pp.1-16.

4. Concepcion, C., Bonetti, C. and Ventura, A., 2012. The MicroRNA-17-92 Family of MicroRNA Clusters in Development and Disease. The Cancer Journal, 18(3), pp.262-267.

5. Ke, Y., Huang, S., Ghalandari, B., Li, S., Warden, A., Dang, J., Kang, L., Zhang, Y., Wang, Y., Sun, Y., Wang, J., Cui, D., Zhi, X. and Ding, X., 2021. Hairpin‐Spacer crRNA‐Enhanced CRISPR/Cas13a System Promotes the Specificity of Single Nucleotide Polymorphism (SNP) Identification. Advanced Science, 8(6), p.2003611.

6. Liu, L., Li, X., Ma, J., Li, Z., You, L., Wang, J., Wang, M., Zhang, X.and Wang, Y., (2017) "The Molecular Architecture for RNA - Guided RNA Cleavage by Cas13a." Cell, 170(4), pp .714 - 726.e10.2.

7. Rath, D., Amlinger, L., Rath, A. and Lundgren, M., (2015) "The CRISPR-Cas immune system: Biology, mechanisms and applications." Biochimie, 117, pp.119-128.

8. Shan, Y., Zhou, X., Huang, R.and Xing, D., (2019) "High - Fidelity and Rapid Quantification of miRNA Combining crRNA Programmability and CRISPR / Cas13a trans - Cleavage Activity." Analytical Chemistry, 91(8), pp .5278 - 5285. 3.

9.Wang, M., Zhao, M., Guo, Q., Lou, J. and Wang, L., 2021. Non-small cell lung cancer cell–derived exosomal miR-17-5p promotes osteoclast differentiation by targeting PTEN. Experimental Cell Research, 408(1), p.112834.

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