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Cetuximab-induced changes to tumor oral mucosa models probed by stimulated Raman spectromicroscopy

  • Tamasri Senapati ORCID logo , Leonie Schwartze ORCID logo , Christian Zoschke ORCID logo EMAIL logo and Eckart Rühl ORCID logo EMAIL logo
Published/Copyright: June 3, 2025

Abstract

Spontaneous and stimulated Raman spectromicroscopy is reported to investigate the cetuximab uptake in a head and neck cancer oral mucosa model and to unravel drug induced cellular changes in a label-free approach. Specifically, stimulated Raman spectromicroscopy is sensitive to probe the spatial distribution of cetuximab as well as drug-induced changes in spatial distributions of proteins, lipids, and DNA. The distinct vibrational bands of the CH3-stretch of proteins and the CH2-stretch of lipids indicate drug-induced cellular modifications, which are retrieved by a linear decomposition algorithm. Topical and systemic drug application pathways were studied, indicating an increased total protein content by a factor of ∼2 and ∼1.5, respectively, compared to an untreated control. Protein and lipid profiles as well as drug distributions were monitored, demonstrating the potential of Raman-based spectromicroscopy for probing changes induced by cetuixmab. Following cetuximab therapy, the relative protein content increases, while the lipid concentration decreases. Accumulation of lipid droplet-like structures near tumor cell membranes with less nucleic acid-like material in treated tumor oral mucosa models was also observed. The results are compared to related spectromicroscopy approaches involving fluorescence labels and label-free photothermal expansion indicating that stimulated Raman spectromicroscopy reveals sensitively biological post-treatment effects, while no reduction in tumor size occurs.


Corresponding authors: Christian Zoschke, Freie Universität Berlin, Institute of Pharmacy, Königin-Luise-Str. 2+4, 14195 Berlin, Germany; and Department of Veterinary Medicines, Federal Office of Consumer Protection and Food Safety, Gerichtstr. 49, 13347 Berlin, Germany, E-mail: ; and Eckart Rühl, Freie Universität Berlin, Physical Chemistry, Institute of Chemistry and Biochemistry, Arnimallee 22, 14195 Berlin, Germany, E-mail:

Acknowledgments

Financial support by Freie Universität Berlinis gratefully acknowledged. The help of the High-Performance Computing team at the ZEDAT, Freie Universität Berlin (B. Proppe, L. Bennett, B. Melchers), and Supercomputing Group HLRN of Zuse Institute Berlin (ZIB) Berlin is kindly acknowledged. Dr. B. Wassermann is gratefully acknowledged for helpful discussions. S. Thierbach is thanked for technical assistance.

  1. Research ethics: Not applicable.

  2. Informed consent: Not applicable.

  3. Author contributions: T.S.: Investigations, writing the original draft, review, editing, visualization. L.S.: Preparation of samples, writing, review, editing. C.Z.: Writing, review, editing, supervision, project administration, providing funding and resources. E.R.: Writing, review, editing, supervision, project administration, providing funding and resources.

  4. Use of Large Language Models, AI and Machine Learning Tools: None declared.

  5. Conflict of interest: The author states no conflict of interest.

  6. Research funding: Freie Universität Berlin.

  7. Data availability: The datasets generated and/or analyzed during the current study are available from the corresponding authors on reasonable request.

References

1. Johnson, D. E.; Burtness, B.; Leemans, C. R.; Lui, V. W. Y.; Bauman, J. E.; Grandis, J. R. Nat. Rev. Dis. Primers 2020, 6, 92; https://doi.org/10.1038/s41572-020-00224-3.Search in Google Scholar PubMed PubMed Central

2. Gong, Y.; Bao, L.; Xu, T.; Yi, X.; Chen, J.; Wang, S.; Pan, Z.; Huang, P.; Ge, M. Mol. Cancer 2023, 22, 68; https://doi.org/10.1186/s12943-023-01769-z.Search in Google Scholar PubMed PubMed Central

3. Barsouk, A.; Aluru, J. S.; Rawla, P.; Saginala, K.; Barsouk, A. Med. Sci. 2023, 11, 42; https://doi.org/10.3390/medsci11020042.Search in Google Scholar PubMed PubMed Central

4. Wolchok, J. D.; Chiarion Sileni, V.; Gonzalez, R.; Rutkowski, P.; Grob, J.-J.; Cowey, C. L.; Lao, C. D.; Wagstaff, J.; Schadendorf, D.; Ferrucci, P. F.; Smylie, M.; Dummer, R.; Hill, A.; Hogg, D.; Haanen, J.; Carlino, M. S.; Bechter, O.; Maio, M.; Marquez Rodas, I.; Guidoboni, M.; McArthur, G.; Lebbé, C.; Ascierto, P.A.; Long, G. V.; Cebon, J.; Sosman, J.; Postow, M. A.; Callahan, M. K.; Walker, D.; Rollin, L.; Bhore, R.; Hodi, F. S.; Larkin, J. New Engl. J. Med. 2017, 377, 1345.10.1056/NEJMoa1709684Search in Google Scholar PubMed PubMed Central

5. Gronbach, L.; Wolff, C.; Klinghammer, K.; Stellmacher, J.; Jurmeister, P.; Alexiev, U.; Schäfer-Korting, M.; Tinhofer, I.; Keilholz, U.; Zoschke, C. Biomaterials 2020, 258, 120277; https://doi.org/10.1016/j.biomaterials.2020.120277.Search in Google Scholar PubMed

6. Germer, G.; Schwartze, L.; Garcia-Miller, J.; Balansin-Rigon, R.; Groth, L.; Rühl, I.; Patoka, P.; Zoschke, C.; Rühl, E. Analyst 2024, 149, 2122; https://doi.org/10.1039/d3an01877f.Search in Google Scholar PubMed

7. Alexiev, U.; Rühl, E. Drug Delivery and Targeting; Schaefer-Korting, M., Schubert, U., Eds.; Springer Nature Switzerland: Cham, 2024; p 153.10.1007/164_2023_684Search in Google Scholar PubMed

8. Dazzi, A.; Prater, C. B. Chem. Rev. 2017, 117, 5146; https://doi.org/10.1021/acs.chemrev.6b00448.Search in Google Scholar PubMed

9. Kästner, B.; Johnson, C. M.; Hermann, P.; Kruskopf, M.; Pierz, K.; Hoehl, A.; Hornemann, A.; Ulrich, G.; Fehmel, J.; Patoka, P.; Rühl, E.; Ulm, G. ACS Omega 2018, 3, 4141; https://doi.org/10.1021/acsomega.7b01931.Search in Google Scholar PubMed PubMed Central

10. Kästner, B.; Marschall, M.; Hornemann, A.; Metzner, S.; Patoka, P.; Cortes, S.; Wübbeler, G.; Hoehl, A.; Rühl, E.; Elster, C. Meas. Sci. Technol. 2024, 35, 015403; https://doi.org/10.1088/1361-6501/acfc27.Search in Google Scholar

11. Sbroscia, M.; Di Gioacchino, M.; Ascenzi, P.; Crucitti, P.; di Masi, A.; Giovannoni, I.; Longo, F.; Mariotti, D.; Naciu, A. M.; Palermo, A.; Taffon, C.; Verri, M.; Sodo, A.; Crescenzi, A.; Ricci, M. A. Sci. Rep. 2020, 10, 13342; https://doi.org/10.1038/s41598-020-70165-0.Search in Google Scholar PubMed PubMed Central

12. Hanna, K.; Krzoska, E.; Shaaban, A. M.; Muirhead, D.; Abu-Eid, R.; Speirs, V. Brit. J. Cancer 2022, 126, 1125; https://doi.org/10.1038/s41416-021-01659-5.Search in Google Scholar PubMed PubMed Central

13. Feofanov, A. V.; Grichine, A. I.; Shitova, L. A.; Karmakova, T. A.; Yakubovskaya, R. I.; Egret-Charlier, M.; Vigny, P. Biophys. J. 2000, 78, 499; https://doi.org/10.1016/s0006-3495(00)76612-4.Search in Google Scholar

14. Huang, L.; Sun, H.; Sun, L.; Shi, K.; Chen, Y.; Ren, X.; Ge, Y.; Jiang, D.; Liu, X.; Knoll, W.; Zhang, Q.; Wang, Y. Nat. Commun. 2023, 14, 48; https://doi.org/10.1038/s41467-022-35696-2.Search in Google Scholar PubMed PubMed Central

15. Chen, C.; Zhao, Z.; Qian, N.; Wei, S.; Hu, F.; Min, W. Nat. Commun. 2021, 12, 3405; https://doi.org/10.1038/s41467-021-23700-0.Search in Google Scholar PubMed PubMed Central

16. Freudiger, C. W.; Min, W.; Saar, B. G.; Lu, S.; Holtom, G. R.; He, C.; Tsai, J. C.; Kang, J. X.; Xie, X. S. Science 2008, 322, 1857; https://doi.org/10.1126/science.1165758.Search in Google Scholar PubMed PubMed Central

17. Lu, F.-K.; Basu, S.; Igras, V.; Hoang, M. P.; Ji, M.; Fu, D.; Holtom, G. R.; Neel, V. A.; Freudiger, C. W.; Fisher, D. E.; Xie, X. S. Proc. Nat. Acad. Sci. 2015, 112, 11624; https://doi.org/10.1073/pnas.1515121112.Search in Google Scholar PubMed PubMed Central

18. Hill, A. H.; Fu, D. Anal. Chem. 2019, 91, 9333; https://doi.org/10.1021/acs.analchem.9b02095.Search in Google Scholar PubMed

19. Hislop, E. W.; Tipping, W. J.; Faulds, K.; Graham, D. Anal. Chem. 2022, 94, 8899; https://doi.org/10.1021/acs.analchem.2c00236.Search in Google Scholar PubMed PubMed Central

20. Hu, F.; Chen, Z.; Zhang, L.; Shen, Y.; Wei, L.; Min, W. Angew. Chem. Int. Ed. 2015, 54, 9821; https://doi.org/10.1002/anie.201502543.Search in Google Scholar PubMed PubMed Central

21. Fu, D.; Zhou, J.; Zhu, W. S.; Manley, P. W.; Wang, Y. K.; Hood, T.; Wylie, A.; Xie, X. S. Nat. Chem. 2014, 6, 614; https://doi.org/10.1038/nchem.1961.Search in Google Scholar PubMed PubMed Central

22. Wei, L.; Hu, F.; Shen, Y.; Chen, Z.; Yu, Y.; Lin, C.-C.; Wang, M. C.; Min, W. Nat. Meth. 2014, 11, 410; https://doi.org/10.1038/nmeth.2878.Search in Google Scholar PubMed PubMed Central

23. Wanjiku, B.; Yamamoto, K.; Klossek, A.; Schumacher, F.; Pischon, H.; Mundhenk, L.; Rancan, F.; Judd, M. M.; Ahmed, M.; Zoschke, C.; Kleuser, B.; Rühl, E.; Schäfer-Korting, M. Anal. Chem. 2019, 91, 7208; https://doi.org/10.1021/acs.analchem.9b00519.Search in Google Scholar PubMed

24. Zhang, L.; Shi, L.; Shen, Y.; Miao, Y.; Wei, M.; Qian, N.; Liu, Y.; Min, W. Nat. Biomed. Eng. 2019, 3, 402; https://doi.org/10.1038/s41551-019-0393-4.Search in Google Scholar PubMed PubMed Central

25. Hu, F.; Shi, L.; Min, W. Nat. Meth. 2019, 16, 830; https://doi.org/10.1038/s41592-019-0538-0.Search in Google Scholar PubMed

26. Ozeki, Y.; Dake, F.; Kajiyama, S. I.; Fukui, K.; Itoh, K. Opt. Express 2009, 17, 3651; https://doi.org/10.1364/oe.17.003651.Search in Google Scholar PubMed

27. Klossek, A.; Thierbach, S.; Rancan, F.; Vogt, A.; Blume-Peytavi, U.; Rühl, E. Eur. J. Pharm. Biopharm. 2017, 116, 76; https://doi.org/10.1016/j.ejpb.2016.11.001.Search in Google Scholar PubMed

28. Nelder, J. A.; Mead, R. Comput. J. 1965, 7, 308; https://doi.org/10.1093/comjnl/7.4.308.Search in Google Scholar

29. Azzopardi, N.; Lecomte, T.; Ternant, D.; Boisdron-Celle, M.; Piller, F.; Morel, A.; Gouilleux-Gruart, V.; Vignault-Desvignes, C.; Watier, H.; Gamelin, E.; Paintaud, G. Clin. Cancer Res. 2011, 17, 6329; https://doi.org/10.1158/1078-0432.ccr-11-1081.Search in Google Scholar

30. Choe, C. S.; Lademann, J.; Darvin, M. E. Laser Phys. 2014, 24, 105601; https://doi.org/10.1088/1054-660x/24/10/105601.Search in Google Scholar

31. Li, S.; Schmitz, K. R.; Jeffrey, P. D.; Wiltzius, J. J. W.; Kussie, P.; Ferguson, K. M. Cancer Cell 2005, 7, 301; https://doi.org/10.1016/j.ccr.2005.03.003.Search in Google Scholar PubMed

32. Takahashi, J.; Nakamura, S.; Onuma, I.; Zhou, Y.; Yokoyama, S.; Sakurai, H. Sci. Rep. 2022, 12, 11561; https://doi.org/10.1038/s41598-022-15838-8.Search in Google Scholar PubMed PubMed Central

33. Tipping, W. J.; Merchant, A. S.; Fearon, R.; Tomkinson, N. C. O.; Faulds, K.; Graham, D. RSC Chem. Biol. 2022, 3, 1154; https://doi.org/10.1039/d2cb00160h.Search in Google Scholar PubMed PubMed Central

34. Sepp, K.; Lee, M.; Bluntzer, M. T. J.; Helgason, G. V.; Hulme, A. N.; Brunton, V. G. J. Med. Chem. 2020, 63, 2028; https://doi.org/10.1021/acs.jmedchem.9b01546.Search in Google Scholar PubMed PubMed Central

35. Percot, A.; Lafleur, M. Biophys. J. 2001, 81, 2144; https://doi.org/10.1016/s0006-3495(01)75862-6.Search in Google Scholar

36. Greve, T. M.; Andersen, K. B.; Nielsen, O. F. Spectrosc. Int. J. 2008, 22, 437; https://doi.org/10.1155/2008/969217.Search in Google Scholar

37. Vyumvuhore, R.; Tfayli, A.; Duplan, H.; Delalleau, A.; Manfait, M.; Baillet-Guffroy, A. Analyst 2013, 138, 4103; https://doi.org/10.1039/c3an00716b.Search in Google Scholar PubMed

38. Larion, M.; Dowdy, T.; Ruiz-Rodado, V.; Meyer, M. W.; Song, H.; Zhang, W.; Davis, D.; Gilbert, M. R.; Lita, A. Biosensors 2018, 9, 5; https://doi.org/10.3390/bios9010005.Search in Google Scholar PubMed PubMed Central

39. Jiang, X. Y.; McKinley, E. T.; Xie, J. P.; Li, H.; Xu, J. Z.; Gore, J. C. Sci. Rep. 2019, 9, 9540; https://doi.org/10.1038/s41598-019-45864-y.Search in Google Scholar PubMed PubMed Central

40. Petan, T.; Jarc, E.; Jusović, M. Molecules 2018, 23, 1941; https://doi.org/10.3390/molecules23081941.Search in Google Scholar PubMed PubMed Central

41. Cruz, A. L. S.; Barreto, E. D. A.; Fazolini, N. P. B.; Viola, J. P. B.; Bozza, P. T. Cell Death Dis. 2020, 11, 105; https://doi.org/10.1038/s41419-020-2297-3.Search in Google Scholar PubMed PubMed Central

42. Huang, K.-C.; Li, J.; Zhang, C.; Tan, Y.; Cheng, J.-X.. iScience 2020, 23, 100953; https://doi.org/10.1016/j.isci.2020.100953.Search in Google Scholar PubMed PubMed Central

43. Zhenzhen Li, H. L. X. L. Am. J. Cancer Res. 2020, 10, 4112.Search in Google Scholar

44. Mehdizadeh, A.; Bonyadi, M.; Darabi, M.; Rahbarghazi, R.; Montazersaheb, S.; Velaei, K.; Shaaker, M.; Somi, M.-H.. BioImpacts 2017, 7, 31; https://doi.org/10.15171/bi.2017.05.Search in Google Scholar PubMed PubMed Central

45. Mascheroni, P.; Boso, D.; Preziosi, L.; Schrefler, B. A.; Theoret, J. Biol. 2017, 421, 179; https://doi.org/10.1016/j.jtbi.2017.03.027.Search in Google Scholar PubMed PubMed Central

46. Kästner, B.; Schmähling, F.; Hornemann, A.; Ulrich, G.; Hoehl, A.; Kruskopf, M.; Pierz, K.; Raschke, M. B.; Wübbeler, G.; Elster, C. Opt. Express 2018, 26, 18115; https://doi.org/10.1364/oe.26.018115.Search in Google Scholar PubMed

47. Marschall, M.; Hornemann, A.; Wübbeler, G.; Hoehl, A.; Rühl, E.; Kästner, B.; Elster, C. Opt. Express 2020, 28, 38762.10.1364/OE.404959Search in Google Scholar PubMed

48. Wübbeler, G.; Marschall, M.; Rühl, E.; Kästner, B.; Elster, C. Meas. Sci. Technol. 2022, 33, 035402; https://doi.org/10.1088/1361-6501/ac407a.Search in Google Scholar

49. Metzner, S.; Kästner, B.; Marschall, M.; Wübbeler, G.; Wundrack, S.; Bakin, A.; Hoehl, A.; Rühl, E.; Elster, C. IEEE Trans. Instrum. Meas. 2022, 71, 4506208.10.1109/TIM.2022.3204072Search in Google Scholar


Supplementary Material

This article contains supplementary material (https://doi.org/10.1515/zpch-2024-0824).


Received: 2024-03-29
Accepted: 2025-03-14
Published Online: 2025-06-03
Published in Print: 2025-09-25

© 2025 Walter de Gruyter GmbH, Berlin/Boston

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