T-Cell Clonal Expansion in Peripheral Blood Following Interventional Radiology Procedures for Metastatic Liver Cancer
Simple Summary
Abstract
1. Introduction
2. Materials and Methods
2.1. Study Cohort and Sample Collection
2.2. Procedures
2.3. TCRβ CDR3 Sequencing and Analysis
2.4. Statistical Analysis
3. Results
3.1. T-Cell Repertoire Clonality
3.2. T-Cell Clonal Expansion
3.3. Tracking of T-Cell Clonal Expansion
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| TCR | T-cell receptor |
| HAE | hepatic artery embolization |
| MWA | microwave ablation |
| Y90 | Y90 radioembolization |
| Mel | Melanoma |
| Sar | Sarcoma |
References
- Carlino, M.S.; Larkin, J.; Long, G.V. Immune checkpoint inhibitors in melanoma. Lancet 2021, 398, 1002–1014. [Google Scholar] [CrossRef]
- 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.; et al. Overall Survival with Combined Nivolumab and Ipilimumab in Advanced Melanoma. N. Engl. J. Med. 2017, 377, 1345–1356. [Google Scholar] [CrossRef] [PubMed]
- Bajestani, N.; Wu, G.; Hussein, A.; Makary, M.S. Examining the Efficacy and Safety of Combined Locoregional Therapy and Immunotherapy in Treating Hepatocellular Carcinoma. Biomedicines 2024, 12, 1432. [Google Scholar] [CrossRef]
- Mooradian, M.J.; Fintelmann, F.J.; LaSalle, T.J.; Simon, J.; Graur, A.; Muzikansky, A.; Mino-Kenudson, M.; Shalhout, S.; Kaufman, H.L.; Jenkins, R.W.; et al. Cryoablation and post-progression immune checkpoint inhibition in metastatic melanoma: A phase II trial. Nat. Commun. 2024, 15, 7357. [Google Scholar] [CrossRef] [PubMed]
- Ruohoniemi, D.M.; Zhan, C.; Wei, J.; Kulkarni, K.; Aaltonen, E.T.; Horn, J.C.; Hickey, R.M.; Taslakian, B. Safety and Effectiveness of Yttrium-90 Radioembolization around the Time of Immune Checkpoint Inhibitors for Unresectable Hepatic Metastases. J. Vasc. Interv. Radiol. 2020, 31, 1233–1241. [Google Scholar] [CrossRef]
- Zhan, C.; Ruohoniemi, D.; Shanbhogue, K.P.; Wei, J.; Welling, T.H.; Gu, P.; Park, J.S.; Dagher, N.N.; Taslakian, B.; Hickey, R.M. Safety of Combined Yttrium-90 Radioembolization and Immune Checkpoint Inhibitor Immunotherapy for Hepatocellular Carcinoma. J. Vasc. Interv. Radiol. 2020, 31, 25–34. [Google Scholar] [CrossRef]
- Zheng, J.; Irani, Z.; Lawrence, D.; Flaherty, K.; Arellano, R.S. Combined Effects of Yttrium-90 Transarterial Radioembolization around Immunotherapy for Hepatic Metastases from Uveal Melanoma: A Preliminary Retrospective Case Series. J. Vasc. Interv. Radiol. 2018, 29, 1369–1375. [Google Scholar] [CrossRef] [PubMed]
- Erinjeri, J.P.; Fine, G.C.; Adema, G.J.; Ahmed, M.; Chapiro, J.; Brok, M.D.; Duran, R.; Hunt, S.J.; Johnson, D.T.; Ricke, J.; et al. Immunotherapy and the Interventional Oncologist: Challenges and Opportunities—A Society of Interventional Oncology White Paper. Radiology 2019, 292, 25–34. [Google Scholar] [CrossRef]
- Hickey, R.M.; Kulik, L.M.; Nimeiri, H.; Kalyan, A.; Kircher, S.; Desai, K.; Riaz, A.; Lewandowski, R.J.; Salem, R. Immuno-oncology and Its Opportunities for Interventional Radiologists: Immune Checkpoint Inhibition and Potential Synergies with Interventional Oncology Procedures. J. Vasc. Interv. Radiol. 2017, 28, 1487–1494. [Google Scholar] [CrossRef]
- Altun, I.; Demirlenk, Y.M.; Atar, D.; Cevik, E.; Gunduz, S.; Albadawi, H.; Oklu, R. Advances and Challenges in Interventional Immuno-Oncology Locoregional Therapies. J. Vasc. Interv. Radiol. 2024, 35, 164–172. [Google Scholar] [CrossRef]
- Ma, J.; Wei, Z.; Ye, X. Interventional oncology and immunotherapy: Current status and future perspectives. Front. Immunol. 2025, 16, 1541105. [Google Scholar] [CrossRef]
- Chen, D.S.; Mellman, I. Oncology Meets Immunology: The Cancer-Immunity Cycle. Immunity 2013, 39, 1–10. [Google Scholar] [CrossRef]
- La Gruta, N.L.; Gras, S.; Daley, S.R.; Thomas, P.G.; Rossjohn, J. Understanding the drivers of MHC restriction of T cell receptors. Nat. Rev. Immunol. 2018, 18, 467–478. [Google Scholar] [CrossRef] [PubMed]
- Borg, N.A.; Ely, L.K.; Beddoe, T.; Macdonald, W.A.; Reid, H.H.; Clements, C.S.; Purcell, A.W.; Kjer-Nielsen, L.; Miles, J.J.; Burrows, S.R.; et al. The CDR3 regions of an immunodominant T cell receptor dictate the ‘energetic landscape’ of peptide-MHC recognition. Nat. Immunol. 2005, 6, 171–180. [Google Scholar] [CrossRef]
- Formenti, S.C.; Rudqvist, N.-P.; Golden, E.; Cooper, B.; Wennerberg, E.; Lhuillier, C.; Vanpouille-Box, C.; Friedman, K.; Ferrari de Andrade, L.; Wucherpfennig, K.W.; et al. Radiotherapy induces responses of lung cancer to CTLA-4 blockade. Nat. Med. 2018, 24, 1845–1851. [Google Scholar] [CrossRef] [PubMed]
- Page, D.B.; Yuan, J.; Redmond, D.; Wen, Y.H.; Durack, J.C.; Emerson, R.; Solomon, S.; Dong, Z.; Wong, P.; Comstock, C.; et al. Deep Sequencing of T-cell Receptor DNA as a Biomarker of Clonally Expanded TILs in Breast Cancer after Immunotherapy. Cancer Immunol. Res. 2016, 4, 835–844. [Google Scholar] [CrossRef]
- Valpione, S.; Galvani, E.; Tweedy, J.; Mundra, P.A.; Banyard, A.; Middlehurst, P.; Barry, J.; Mills, S.; Salih, Z.; Weightman, J.; et al. Immune awakening revealed by peripheral T cell dynamics after one cycle of immunotherapy. Nat. Cancer 2020, 1, 210–221. [Google Scholar] [CrossRef]
- Bogdanos, D.P.; Gao, B.; Gershwin, M.E. Liver Immunology. Compr. Physiol. 2013, 3, 567–598. [Google Scholar] [CrossRef]
- Karimi, A.; Yarmohammadi, H.; Erinjeri, J.P. Immune Effects of Intra-Arterial Liver-Directed Therapies. J. Vasc. Interv. Radiol. 2024, 35, 178–184. [Google Scholar] [CrossRef]
- Wang, X.; Erinjeri, J.P.; Jia, X.; Gonen, M.; Brown, K.T.; Sofocleous, C.T.; Getrajdman, G.I.; Brody, L.A.; Thornton, R.H.; Maybody, M.; et al. Pattern of Retained Contrast on Immediate Postprocedure Computed tomography (CT) After Particle Embolization of Liver Tumors Predicts Subsequent Treatment Response. Cardiovasc. Interv. Radiol. 2012, 36, 1030–1038. [Google Scholar] [CrossRef] [PubMed]
- Carlson, C.S.; Emerson, R.O.; Sherwood, A.M.; Desmarais, C.; Chung, M.-W.; Parsons, J.M.; Steen, M.S.; LaMadrid-Herrmannsfeldt, M.A.; Williamson, D.W.; Livingston, R.J.; et al. Using synthetic templates to design an unbiased multiplex PCR assay. Nat. Commun. 2013, 4, 2680. [Google Scholar] [CrossRef]
- Chiffelle, J.; Genolet, R.; Perez, M.A.; Coukos, G.; Zoete, V.; Harari, A. T-cell repertoire analysis and metrics of diversity and clonality. Curr. Opin. Biotechnol. 2020, 65, 284–295. [Google Scholar] [CrossRef]
- Kim, B.-R.; Shin, J.; Guevarra, R.B.; Lee, J.H.; Kim, D.W.; Seol, K.-H.; Kim, H.B.; Isaacson, R.E. Deciphering Diversity Indices for a Better Understanding of Microbial Communities. J. Microbiol. Biotechnol. 2017, 27, 2089–2093. [Google Scholar] [CrossRef]
- Rytlewski, J.; Deng, S.; Xie, T.; Davis, C.; Robins, H.; Yusko, E.; Bienkowska, J. Model to improve specificity for identification of clinically-relevant expanded T cells in peripheral blood. PLoS ONE 2019, 14, e0213684. [Google Scholar] [CrossRef] [PubMed]
- Lee, H.; Jeong, S.; Shin, E.-C. Significance of bystander T cell activation in microbial infection. Nat. Immunol. 2021, 23, 13–22. [Google Scholar] [CrossRef]
- Chow, J.; Hoffend, N.C.; Abrams, S.I.; Schwaab, T.; Singh, A.K.; Muhitch, J.B. Radiation induces dynamic changes to the T cell repertoire in renal cell carcinoma patients. Proc. Natl. Acad. Sci. USA 2020, 117, 23721–23729. [Google Scholar] [CrossRef] [PubMed]
- Montemurro, A.; Jessen, L.E.; Nielsen, M. NetTCR-2.1: Lessons and guidance on how to develop models for TCR specificity predictions. Front. Immunol. 2022, 13, 1055151. [Google Scholar] [CrossRef]
- Montemurro, A.; Schuster, V.; Povlsen, H.R.; Bentzen, A.K.; Jurtz, V.; Chronister, W.D.; Crinklaw, A.; Hadrup, S.R.; Winther, O.; Peters, B.; et al. NetTCR-2.0 enables accurate prediction of TCR-peptide binding by using paired TCRα and β sequence data. Commun. Biol. 2021, 4, 1060. [Google Scholar] [CrossRef] [PubMed]
- Viatte, S.; Alves, P.M.; Romero, P. Reverse immunology approach for the identification of CD8 T-cell-defined antigens: Advantages and hurdles. Immunol. Cell Biol. 2006, 84, 318–330. [Google Scholar] [CrossRef]
- Papalexi, E.; Satija, R. Single-cell RNA sequencing to explore immune cell heterogeneity. Nat. Rev. Immunol. 2017, 18, 35–45. [Google Scholar] [CrossRef]
- Wang, Y.; Li, R.; Tong, R.; Chen, T.; Sun, M.; Luo, L.; Li, Z.; Chen, Y.; Zhao, Y.; Zhang, C.; et al. Integrating single-cell RNA and T cell/B cell receptor sequencing with mass cytometry reveals dynamic trajectories of human peripheral immune cells from birth to old age. Nat. Immunol. 2025, 26, 308–322. [Google Scholar] [CrossRef] [PubMed]







| Patient | Gender | Age | Cancer | Treatment | Biopsy | Pre-Procedure Blood | 1-Month Follow-Up Blood | 3-Month Follow-Up Blood |
|---|---|---|---|---|---|---|---|---|
| TCR2 | Female | 60 | GIST liver met | Cryoablation | √ | √ | √ | √ |
| TCR4 | Male | 67 | Leiomyosarcoma liver met | HAE | √ | √ | √ | √ |
| TCR5 | Female | 77 | Leiomyosarcoma liver met | HAE | √ | √ | √ | |
| TCR6 | Male | 70 | ICC | Mapping | √ | √ | ||
| TCR7 | Male | 66 | Melanoma liver met | HAE | √ | √ | √ | √ |
| TCR9 | Male | 48 | GIST liver met | HAE | √ | √ | ||
| TCR11 | Male | 51 | GIST liver met | HAE | √ | √ | ||
| TCR12 | Male | 84 | Melanoma liver met | HAE | √ | √ | √ | √ |
| TCR13 | Female | 34 | Melanoma liver met | MWA | √ | √ | √ | √ |
| TCR14 | Female | 75 | Melanoma liver met | HAE | √ | √ | √ | √ |
| TCR18 | Male | 57 | Leiomyosarcoma liver met | HAE | √ | √ | ||
| TCR22 | Male | 56 | Liposarcoma liver met | MWA | √ | √ | √ | |
| TCR24 | Female | 76 | GIST liver met | HAE | √ | √ | ||
| TCR27 | Male | 90 | Melanoma liver met | HAE | √ | √ | √ | |
| TCR28 | Male | 41 | None | Control | √ | √ | ||
| TCR31 | Female | 76 | Melanoma liver met | Y90 | √ | √ | √ | |
| TCR34 | Male | 81 | Melanoma liver met | Y90 | √ | √ | √ | |
| TCR35 | Male | 77 | Melanoma liver met | HAE | √ | √ |
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Zhan, C.; Karimi, A.; Haghani, L.; Marinelli, B.; Tian, W.; Ziv, E.; Yarmohammadi, H.; Alexander, E.S.; Sotirchos, V.S.; Zhao, K.; et al. T-Cell Clonal Expansion in Peripheral Blood Following Interventional Radiology Procedures for Metastatic Liver Cancer. Cancers 2026, 18, 1477. https://doi.org/10.3390/cancers18091477
Zhan C, Karimi A, Haghani L, Marinelli B, Tian W, Ziv E, Yarmohammadi H, Alexander ES, Sotirchos VS, Zhao K, et al. T-Cell Clonal Expansion in Peripheral Blood Following Interventional Radiology Procedures for Metastatic Liver Cancer. Cancers. 2026; 18(9):1477. https://doi.org/10.3390/cancers18091477
Chicago/Turabian StyleZhan, Chenyang, Anita Karimi, Leila Haghani, Brett Marinelli, Wei Tian, Etay Ziv, Hooman Yarmohammadi, Erica S. Alexander, Vlasios S. Sotirchos, Ken Zhao, and et al. 2026. "T-Cell Clonal Expansion in Peripheral Blood Following Interventional Radiology Procedures for Metastatic Liver Cancer" Cancers 18, no. 9: 1477. https://doi.org/10.3390/cancers18091477
APA StyleZhan, C., Karimi, A., Haghani, L., Marinelli, B., Tian, W., Ziv, E., Yarmohammadi, H., Alexander, E. S., Sotirchos, V. S., Zhao, K., Smithy, J. W., Shoushtari, A. N., Scheinberg, D. A., & Erinjeri, J. P. (2026). T-Cell Clonal Expansion in Peripheral Blood Following Interventional Radiology Procedures for Metastatic Liver Cancer. Cancers, 18(9), 1477. https://doi.org/10.3390/cancers18091477

