Abstract
Purpose
Oxaliplatin-based chemotherapy is a standard treatment for advanced colorectal cancer (CRC) patients. However, chemoresistance-induced resistance is an essential cause for mortality. Therefore, it is necessary to study the mechanism of drug resistance in CRC.
Methods
Here, we established two strains of patient-derived organoids (PDOs) selected from oxaliplatin-resistant and treatment-naïve CRC patients. To dissect the drug-resistant mechanisms, these CRC-PDOs were subjected to single-cell RNA sequencing (scRNA-Seq).
Results
We found that the drug sensitivity test outcome from these organoids subjected to oxaliplatin and 5-FU exposure was consistent with the clinic readout. CRC-PDOs well recapitulated the morphology and histology of their parental biopsies based on HE and IHC staining of pathological biomarkers. The scRNA-Seq data filtered drug-resistant cell populations and related signaling pathways (e.g. oxidative phosphorylation and ATP metabolic process). The data also revealed several putative drug resistant-driven genes (STMN1, VEGFA and NDRG1) and transcription factors (E2F1, BRCA1, MYBL2, CDX2 and CDX1).
Conclusion
We generated an oxaliplatin-resistant CRC organoid model that was employed to provide potential therapeutic targets for treating CRC patients exhibiting oxaliplatin-resistance.
Similar content being viewed by others
Availability of supporting data
The data sets supporting the results of this article are included within the article and its additional files.
Change history
12 November 2022
The original version of this article was revised: In this article an email address was incorrectly linked to an author name and a minor error occurred in Figure 2. The original article has been corrected.
24 November 2022
A Correction to this paper has been published: https://doi.org/10.1007/s13402-022-00728-y
References
M. Fidelle, S. Yonekura, M. Picard, A. Cogdill, A. Hollebecque, M.P. Roberti, L. Zitvogel, Front. Immunol. 11, 600886 (2020). https://doi.org/10.3389/fimmu.2020.600886
J.J. Marin, F. Sanchez de Medina, B. Castano, L. Bujanda, M.R. Romero, O. Martinez-Augustin, R.D. Moral-Avila, O. Briz, Drug Metab. Rev. 44, 148–172 (2012). https://doi.org/10.3109/03602532.2011.638303
K. Van der Jeught, H.C. Xu, Y.J. Li, X.B. Lu, G. Ji, World J. Gastroenterol. 24, 3834–3848 (2018). https://doi.org/10.3748/wjg.v24.i34.3834
S. Vodenkova, T. Buchler, K. Cervena, V. Veskrnova, P. Vodicka, V. Vymetalkova, Pharmacol. Ther. 206, 107447 (2020). https://doi.org/10.1016/j.pharmthera.2019.107447
D. Tuveson, H. Clevers, Science 364, 952–955 (2019). https://doi.org/10.1126/science.aaw6985
S.N. Ooft, F. Weeber, K.K. Dijkstra, C.M. McLean, S. Kaing, E. van Werkhoven, L. Schipper, L. Hoes, D.J. Vis, J. van de Haar, W. Prevoo, P. Snaebjornsson, D. van der Velden, M. Klein, M. Chalabi, H. Boot, M. van Leerdam, H.J. Bloemendal, L.V. Beerepoot, L. Wessels, E. Cuppen, H. Clevers, E.E. Voest, Sci. Transl Med. 11, 513 (2019). https://doi.org/10.1126/scitranslmed.aay2574
B. Artegiani, H. Clevers, Hum. Mol. Genet. 27, R99-R107 (2018). https://doi.org/10.1093/hmg/ddy187
M. Fujii, M. Shimokawa, S. Date, A. Takano, M. Matano, K. Nanki, Y. Ohta, K. Toshimitsu, Y. Nakazato, K. Kawasaki, T. Uraoka, T. Watanabe, T. Kanai, T. Sato, Cell. Stem Cell. 18, 827–838 (2016). https://doi.org/10.1016/j.stem.2016.04.003
D.B. Ji, A.W. Wu, Chin. Med. J. (Engl) 133, 1971–1977 (2020). https://doi.org/10.1097/CM9.0000000000000882
K. Kretzschmar, J. Mol. Med. (Berl) 99, 501–515 (2021). https://doi.org/10.1007/s00109-020-01990-z
R. Chen, G.I. Mias, J. Li-Pook-Than, L. Jiang, H.Y. Lam, R. Chen, E. Miriami, K.J. Karczewski, M. Hariharan, F.E. Dewey, Y. Cheng, M.J. Clark, H. Im, L. Habegger, S. Balasubramanian, M. O’Huallachain, J.T. Dudley, S. Hillenmeyer, R. Haraksingh, D. Sharon, G. Euskirchen, P. Lacroute, K. Bettinger, A.P. Boyle, M. Kasowski, F. Grubert, S. Seki, M. Garcia, M. Whirl-Carrillo, M. Gallardo, M.A. Blasco, P.L. Greenberg, P. Snyder, T.E. Klein, R.B. Altman, A.J. Butte, E.A. Ashley, M. Gerstein, K.C. Nadeau, H. Tang, M. Snyder, Cell 148, 1293–1307 (2012). https://doi.org/10.1016/j.cell.2012.02.009
C. Gao, M. Zhang, L. Chen, Curr. Genomics 21, 602–609 (2020). https://doi.org/10.2174/1389202921999200625220812
M. Huch, J.A. Knoblich, M.P. Lutolf, A. Martinez-Arias, Development 144, 938–941 (2017). https://doi.org/10.1242/dev.150201
O. Ginsburg, P. Ashton-Prolla, A. Cantor, D. Mariosa, P. Brennan, Nat. Rev. Clin. Oncol. 18, 116–128 (2021). https://doi.org/10.1038/s41571-020-0428-5
T. Sato, D.E. Stange, M. Ferrante, R.G. Vries, J.H. Van Es, S. Van den Brink, W.J. Van Houdt, A. Pronk, J. Van Gorp, P.D. Siersema, H. Clevers, Gastroenterology 141, 1762–1772 (2011). https://doi.org/10.1053/j.gastro.2011.07.050
T. Sato, H. Clevers, Science 340, 1190–1194 (2013). https://doi.org/10.1126/science.1234852
E.G.H. de Castro, L. Jesuino Nogueira, P. Bencke Grudzinski, P.V. da C. Ghignatti, T.N. Guecheva, N. Motta Leguisamo, J. Saffi, BMC Cancer 21, 448 (2021). https://doi.org/10.1186/s12885-021-08188-7
N. Devaud, S. Gallinger, Fam Cancer 12, 301–306 (2013). https://doi.org/10.1007/s10689-013-9633-z
M.A. Lancaster, J.A. Knoblich, Science 345, 1247125 (2014). https://doi.org/10.1126/science.1247125
T.R.M. Lannagan, Y.K. Lee, T. Wang, J. Roper, M.L. Bettington, L. Fennell, L. Vrbanac, L. Jonavicius, R. Somashekar, K. Gieniec, M. Yang, J.Q. Ng, N. Suzuki, M. Ichinose, J.A. Wright, H. Kobayashi, T.L. Putoczki, Y. Hayakawa, S.J. Leedham, H.E. Abud, O.H. Yilmaz, J. Marker, S. Klebe, P. Wirapati, S. Mukherjee, S. Tejpar, B.A. Leggett, V.L.J. Whitehall, D.L. Worthley, S.L. Woods, Gut 68, 684–692 (2019). https://doi.org/10.1136/gutjnl-2017-315920
H. Aboulkheyr Es, L. Montazeri, A.R. Aref, M. Vosough, H. Baharvand, Trends Biotechnol. 36, 358–371 (2018). https://doi.org/10.1016/j.tibtech.2017.12.005
M. Bleijs, M. van de Wetering, H. Clevers, J. Drost, EMBO J. 38, e101654 (2019). https://doi.org/10.15252/embj.2019101654
S. Date, T. Sato, Annu. Rev. Cell. Dev. Biol. 31, 269–289 (2015). https://doi.org/10.1146/annurev-cellbio-100814-125218
A. Fatehullah, S.H. Tan, N. Barker, Nat. Cell. Biol. 18, 246–254 (2016). https://doi.org/10.1038/ncb3312
A. Ootani, X. Li, E. Sangiorgi, Q.T. Ho, H. Ueno, S. Toda, H. Sugihara, K. Fujimoto, I.L. Weissman, M.R. Capecchi, C.J. Kuo, Nat. Med. 15, 701–706 (2009). https://doi.org/10.1038/nm.1951
M.M. Mahe, E. Aihara, M.A. Schumacher, Y. Zavros, M.H. Montrose, M.A. Helmrath, T. Sato, N.F. Shroyer, Curr. Protoc. Mouse Biol. 3, 217–240 (2013). https://doi.org/10.1002/9780470942390.mo130179
A.T. Xu, J.L. Tong, Z.H. Ran, J. Dig. Dis. 17, 3–10 (2016). https://doi.org/10.1111/1751-2980.12305
D.R. Cochrane, K.R. Campbell, K. Greening, G.C. Ho, J. Hopkins, M. Bui, J.M. Douglas, V. Sharlandjieva, A.D. Munzur, D. Lai, M. DeGrood, E.W. Gibbard, S. Leung, N. Boyd, A.S. Cheng, C. Chow, J.L. Lim, D.A. Farnell, S. Kommoss, F. Kommoss, A. Roth, L. Hoang, J.N. McAlpine, S.P. Shah, D.G. Huntsman, J. Pathol. 252, 201–214 (2020). https://doi.org/10.1002/path.5511
D.T. Paik, L. Tian, I.M. Williams, S. Rhee, H. Zhang, C. Liu, R. Mishra, S.M. Wu, K. Red-Horse, J.C. Wu, Circulation 142, 1848–1862 (2020). https://doi.org/10.1161/CIRCULATIONAHA.119.041433
M.R. Junttila, F.J. de Sauvage, Nature 501, 346–354 (2013). https://doi.org/10.1038/nature12626
P. Gotwals, S. Cameron, D. Cipolletta, V. Cremasco, A. Crystal, B. Hewes, B. Mueller, S. Quaratino, C. Sabatos-Peyton, L. Petruzzelli, J.A. Engelman, G. Dranoff, Nat. Rev. Cancer 17, 286–301 (2017). https://doi.org/10.1038/nrc.2017.17
G. Qi, C. Zhang, H. Ma, Y. Li, J. Peng, J. Chen, B. Kong, Am. J. Cancer Res. 11, 389–415 (2021) PMID: 33575078, PMCID: PMC7868764
R. Bayley, C. Ward, P. Garcia, Biochim. Biophys. Acta Rev. Cancer 1874, 188407 (2020). https://doi.org/10.1016/j.bbcan.2020.188407
Acknowledgements
The authors thank Shanghai OneTar Biomedicine Co. Ltd. for providing the research environment.
Funding
This research was funded by the Natural Science Foundation of China (82173358, A.H.) and the Henan Health Commission (SB201901104).
Author information
Authors and Affiliations
Contributions
Guanglong Chen, Ting Gong, Zhe Wang, Zeyu Wang, Xiaolin Lin and Sunrui Chen wrote and revised the manuscript; Chu Sun, Weijie Zhao, Ye Kong, Huihan Ai, Jiawei Kang, Hang Yang, Yusheng Liu and Fangyan Wu provided study materials; Shasha Zhao, Xiuying Xiao, Jing Sun, Aina He and Zhi Li reviewed and conceptualized the manuscript. All authors have read and agreed to the published version of the manuscript.
Corresponding authors
Ethics declarations
Ethical approval and Consent to participate
This study was approved by the Ethical Committee of Zhengzhou University, Affiliated Cancer Hospital (Henan Cancer Hospital)(2019112818. Written informed consent to participate in the study was obtained from all individual participants or their guardians.
Consent for publication
Not applicable.
Competing interests
The authors declare no conflict of interest. S. Chen, Y. Liu and F. Wu served as lab technicians for Shanghai OneTar Biomedicine Co. Ltd.
Additional information
Publisher’s Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Guanglong Chen, Ting Gong, Zhe Wang, Zeyu Wang, Xiaolin Lin, and Sunrui Chen authors contribute equally to the work.
The original version of this article was revised: In this article an email address was incorrectly linked to an author name and a minor error occurred in Figure 2. The original article has been corrected.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Chen, G., Gong, T., Wang, Z. et al. Colorectal cancer organoid models uncover oxaliplatin-resistant mechanisms at single cell resolution. Cell Oncol. 45, 1155–1167 (2022). https://doi.org/10.1007/s13402-022-00705-5
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s13402-022-00705-5