Preprint / Version 1

Designing sgRNA Sequences for Therapeutic CRISPR Applications Targeting T790M and L858R Mutations in Lung Adenocarcinoma

##article.authors##

  • Darren Effendy PENABUR JUNIOR COLLEGE KELAPA GADING
  • Amanda Affandy
  • Claire Handoko

DOI:

https://doi.org/10.58445/rars.3032

Keywords:

Adenocarcinoma, CRISPR-Cas9, SgRNA, EGFR, Bioinformatic approach

Abstract

The formation of non-small lung cancer, particularly adenocarcinoma, can be attributed to several key mutations within the Tyrosine Kinase domain of the Epidermal Growth Factor Receptor (EGFR) gene. Said mutations result in a receptor that remains activated despite the absence of its ligand, continuously activating downstream oncogenic pathways, such as MAPK and PI3K/AKT, which in turn lead to uncontrolled division and autophagy. Two mutations in particular–exon 19 deletion (ΔE746-A750) (44%), and L858R (41%)–account for nearly all cases of EGFR-caused Adenocarcinoma. At the same time, secondary mutations such as T790M confer resistance to first-generation tyrosine kinase inhibitors (TKIs).  The use of the CRISPR process, along with the Cas9 enzyme, shows significant promise in cancer therapy. By employing bioinformatic platforms such as Benchling and CHOPCHOP, our team hypothesized that it is possible to design a single-guided RNA (sgRNA) that guides the Cas9 endonuclease towards specific oncogenes, allowing it to cleave these genes, thereby enabling targeted gene ‘knock-outs’. However, we found that this approach faces numerous limitations, including low on-target specificity, which compromises safety and precision.

References

World Health Organization. Lung Cancer. 26 June 2023, https://www.who.int/news-room/fact-sheets/detail/lung-cancer.

World Health Organization. Global Lung Cancer Incidence According to Subtype: New Study Highlights Rising Adenocarcinoma Rates Linked to Air Pollution. 3 Feb. 2025, https://www.iarc.who.int/wp-content/uploads/2025/02/pr359_E.pdf.

Cleveland Clinic Medical Professional. Oncogenes. Cleveland Clinic, 24 Feb. 2025, https://my.clevelandclinic.org/health/body/24949-oncogenes.

Cleveland Clinic. Adenocarcinoma Cancers: What Is Adenocarcinoma? 25 June 2024, https://my.clevelandclinic.org/health/diseases/21652-adenocarcinoma-cancers.

Lung Cancer Foundation of America. Adenocarcinoma. n.d., https://lcfamerica.org/about-lung-cancer/diagnosis/types/adenocarcinoma/#:~:text=Adenocarcinoma.

Laily, Luluk Lady., Santi Martini, Kurnia Dwi Artanti, and Sri Widati. “Risk Factors of Lung Adenocarcinoma in Patients at Dr. Soetomo District General Hospital Surabaya in 2018.” Indonesian Journal of Public Health, vol. 13, no. 2, 2018, https://e-journal.unair.ac.id/IJPH/article/view/13393/pdf.

Agrawal, Kriti., Ronald J Markert, and Sangeeta Agrawal. “Risk Factors for Adenocarcinoma and Squamous Cell Carcinoma of the Esophagus and Lung.” AME Medical Journal, vol. 3, 2018, p. 35. https://doi.org/10.21037/amj.2018.02.04

Beypinar, Ismail., Hacer Demir, Murat Araz, and Mukremin Uysal. “The Relationship between EGFR Mutation and Metastasis Pattern in Lung Adenocarcinoma.” Journal of Oncological Sciences, vol. 5, no. 2, 2019, pp. 61–64. https://doi.org/10.1016/j.jons.2019.08.002.

Laack, Eckart et al. “Miliary Never-Smoking Adenocarcinoma of the Lung: Strong Association with Epidermal Growth Factor Receptor Exon 19 Deletion.” Journal of Thoracic Oncology, vol. 6, no. 1, 2011, pp. 199–202. https://doi.org/10.1097/JTO.0b013e3181fb7cf1.

EGFR Epidermal Growth Factor Receptor [Homo Sapiens (Human)] – Gene – NCBI.” National Center for Biotechnology Information, n.d., https://www.ncbi.nlm.nih.gov/gene/1956.

Morrison, Deborah K. “MAP Kinase Pathways.” Cold Spring Harbor Perspectives in Biology, vol. 4, no. 11, 2012, a011254. https://doi.org/10.1101/cshperspect.a011254.

Fruman, David A., Honyin Chiu, Benjamin D. Hopkins, Shubha Bagrodia, Lewis C. Cantley, and Robert T. Abraham. “The PI3K Pathway in Human Disease.” Cell, vol. 170, no. 4, 10 Aug. 2017, pp. 605–635. https://doi.org/10.1016/j.cell.2017.07.029

Hemmings, Brian A., and David F. Restuccia. “PI3K-PKB/Akt Pathway.” Cold Spring Harbor Perspectives in Biology, vol. 4, no. 9, 2012, a011189. https://doi.org/10.1101/cshperspect.a011189

Hsu, Patrick D., et al. “DNA Targeting Specificity of RNA-Guided Cas9 Nucleases.” Nature Biotechnology, vol. 31, no. 9, 2013, pp. 827–832. https://doi.org/10.1038/nbt.2647

Rabanal-Ruiz, Yolanda, Elena G. Otten, and Viktor I. Korolchuk. “mTORC1 as the Main Gateway to Autophagy.” Essays in Biochemistry, vol. 61, no. 6, 2017, pp. 565–584. https://doi.org/10.1042/ebc20170027.

Kumar, Amit, Edward T. Petri, Balazs Halmos, and Titus J. Boggon. “Structure and Clinical Relevance of the Epidermal Growth Factor Receptor in Human Cancer.” Journal of Clinical Oncology, vol. 26, no. 10, 2008, pp. 1742–1751. https://doi.org/10.1200/JCO.2007.12.1178

Yun, Ch., T. J. Boggon, Y. Li, M. S. Woo, H. Greulich, M. Meyerson, and M. J. Eck. “Structures of Lung Cancer-Derived EGFR Mutants and Inhibitor Complexes: Mechanism of Activation and Insights into Differential Inhibitor Sensitivity.” Cancer Cell, vol. 11, no. 3, 2007, pp. 217–227. Elsevier, https://doi.org/10.1016/j.ccr.2006.12.017

Suda, Kenichi, Ryoichi Onozato, Yasushi Yatabe, and Tetsuya Mitsudomi. “EGFR T790M Mutation: A Double Role in Lung Cancer Cell Survival?” Journal of Thoracic Oncology, vol. 4, no. 1, 2009, pp. 1–4. https://doi.org/10.1097/JTO.0b013e3181913c9f

Redman, Melody, Andrew King, Caroline Watson, and David King. “What Is CRISPR/Cas9?” Archives of Disease in Childhood – Education and Practice, vol. 101, no. 4, Apr. 2016, pp. 213–15. BMJ Publishing Group, https://doi.org/10.1136/archdischild-2016-310459

Hsu, Patrick D., Eric S. Lander, and Feng Zhang. “Development and Applications of CRISPR-Cas9 for Genome Engineering.” Cell, vol. 157, no. 6, 2014, pp. 1262–78. Elsevier, https://doi.org/10.1016/j.cell.2014.05.010

Wyvekens, Nicolas, Vivek V. Topkar, Chiraag Khayter, J. Keith Joung, and Shengdar Q. Tsai. “Dimeric CRISPR RNA-Guided FOKI-DCAS9 Nucleases Directed by Truncated gRNAs for Highly Specific Genome Editing.” Human Gene Therapy, vol. 26, no. 7, 2015, pp. 425–431. https://doi.org/10.1089/hum.2015.084

Haeussler, Maximilian, Kerstin Schönig, Hannes Eckert, et al. “Evaluation of Off-Target and On-Target Scoring Algorithms and Integration into the Guide RNA Selection Tool CRISPOR.” Genome Biology, vol. 17, 2016, p. 148. https://doi.org/10.1186/s13059-016-1012-2

Kim, Boyeon, Yoonjung Kim, Saeam Shin, Seung-Tae Lee, Jae Yong Cho, and Kyung-A Lee. “Application of CRISPR/Cas9-Based Mutant Enrichment Technique to Improve the Clinical Sensitivity of Plasma EGFR Testing in Patients with Non–Small Cell Lung Cancer.” Cancer Cell International, vol. 22, no. 1, 2022, p. 82. https://doi.org/10.1186/s12935-022-02504-2

Solovyev, Victor, and Alexey Salamov. “Automatic Annotation of Microbial Genomes and Metagenomic Sequences.” Metagenomics and Its Applications in Agriculture, Biomedicine and Environmental Studies, edited by Robert W. Li, Nova Science Publishers, 2011, pp. 61–78.

Labun, Kornel, Thomas G. Montague, Michael Krause, Yiping N. Torres Cleuren, Håkon Tjeldnes, and Eivind Valen. “CHOPCHOP v3: Expanding the CRISPR Web Toolbox beyond Genome Editing.” Nucleic Acids Research, vol. 47, no. W1, 2019, pp. W171–W174. https://doi.org/10.1093/nar/gkz365

Solovyev, Victor, Pavel Kosarev, Ivan Seledsov, and Dmitry Vorobyev. “Automatic Annotation of Eukaryotic Genes, Pseudogenes and Promoters.” Genome Biology, vol. 7, suppl. 1, 2006, S10. https://doi.org/10.1186/gb-2006-7-s1-s10

Uddin, Fathema, Charles M. Rudin, and Triparna Sen. “CRISPR Gene Therapy: Applications, Limitations, and Implications for the Future.” Frontiers in Oncology, vol. 10, Aug. 2020, p. 1387. Frontiers Media, https://doi.org/10.3389/fonc.2020.01387

Doench, John G., Nicolo Fusi, Meagan Sullender, Mudra Hegde, Emma W. Vaimberg, Katherine F. Donovan, et al. “Optimized sgRNA Design to Maximize Activity and Minimize Off-Target Effects of CRISPR-Cas9.” Nature Biotechnology, vol. 34, no. 2, 2016, pp. 184–191. https://doi.org/10.1038/nbt.3437

Konstantakos, Vasileios, Anastasios Nentidis, Anastasia Krithara, and George Paliouras. “CRISPR–Cas9 gRNA Efficiency Prediction: An Overview of Predictive Tools and the Role of Deep Learning.” Nucleic Acids Research, vol. 50, no. 7, 2022, pp. 3616–3637. https://doi.org/10.1093/nar/gkac192

Paul, Alana, Aidan Lawlor, Kathleen Cunanan, Prabhjot S. Gaheer, Akshat Kalra, Mario Napoleone, Michael B. Lanktree, and David Bridgewater. “The Good and the Bad of SHROOM3 in Kidney Development and Disease: A Narrative Review.” Canadian Journal of Kidney Health and Disease, vol. 10, 2023. https://doi.org/10.1177/20543581231212038

“PDPK1 3-Phosphoinositide Dependent Protein Kinase 1 [Homo Sapiens (Human)] – Gene – NCBI.” NCBI Gene, n.d., https://www.ncbi.nlm.nih.gov/gene/5170

Tycko, Joshua, Valerie E. Myer, and Patrick D. Hsu. “Methods for Optimizing CRISPR-CAS9 Genome Editing Specificity.” Molecular Cell, vol. 63, no. 3, 2016, pp. 355–70. Elsevier, https://doi.org/10.1016/j.molcel.2016.07.004

Wu, Xuebing, Alex J. Kriz, and Phillip A. Sharp. “Target Specificity of the CRISPR-Cas9 System.” Quantitative Biology, vol. 2, no. 2, 2014, pp. 59–70. Springer, https://doi.org/10.1007/s40484-014-0030-x

Kleinstiver, Benjamin P., Vivek Pattanayak, Michelle S. Prew, Shengdar Q. Tsai, Nhu T. Nguyen, Zongli Zheng, and J. Keith Joung. “High-Fidelity CRISPR–Cas9 Nucleases with No Detectable Genome-Wide off-Target Effects.” Nature, vol. 529, no. 7587, 2016, pp. 490–95. Nature Publishing Group, https://doi.org/10.1038/nature16526

Ran, F. Ann, Patrick D. Hsu, Changan Lin, Jonathan S. Gootenberg, Silvana Konermann, Andrew E. Trevino, et al. “Double Nicking by RNA-Guided CRISPR CAS9 for Enhanced Genome Editing Specificity.” Cell, vol. 154, no. 6, 2013, pp. 1380–89. Elsevier, https://doi.org/10.1016/j.cell.2013.08.021

Narasimhan, Vagheesh M., Katherine A. Hunt, Daniel Mason, Christopher L. Baker, Konrad J. Karczewski, Michael R. Barnes, et al. “Health and Population Effects of Rare Gene Knockouts in Adult Humans with Related Parents.” Science, vol. 352, no. 6284, 2016, pp. 474–77. AAAS, https://doi.org/10.1126/science.aac8624

Downloads

Posted

2025-09-16