Skip to main content

Thank you for visiting nature.com. You are using a browser version with limited support for CSS. To obtain the best experience, we recommend you use a more up to date browser (or turn off compatibility mode in Internet Explorer). In the meantime, to ensure continued support, we are displaying the site without styles and JavaScript.

Advertisement

Scientific Reports
  • View all journals
  • Search
  • My Account Login
  • Content Explore content
  • About the journal
  • Publish with us
  • Sign up for alerts
  • RSS feed
  1. nature
  2. scientific reports
  3. articles
  4. article
TREM1-PET imaging maps whole-body innate immune responses in a mouse model of metastatic melanoma
Download PDF
Download PDF
  • Article
  • Open access
  • Published: 26 February 2026

TREM1-PET imaging maps whole-body innate immune responses in a mouse model of metastatic melanoma

  • Irene N. Falk1,
  • Aisling M. Chaney1,
  • Rohit Verma2,
  • Renesmee C. Kuo1,3,
  • Samantha Reyes1,
  • Mackenzie Carlson4,
  • Mausam Kalita1,
  • Carmen Azevedo1,
  • Isaac M. Jackson1,
  • Jonathan Green1,
  • Israt S. Alam1,
  • Andrew Tran2,
  • Ayush Pant2,
  • Emily M. Deal1,
  • Michael Lim2 &
  • …
  • Michelle L. James1,5 

Scientific Reports , Article number:  (2026) Cite this article

We are providing an unedited version of this manuscript to give early access to its findings. Before final publication, the manuscript will undergo further editing. Please note there may be errors present which affect the content, and all legal disclaimers apply.

Subjects

  • Biomarkers
  • Cancer imaging
  • CNS cancer
  • Imaging the immune system
  • Immune evasion
  • Innate immune cells
  • Metastasis
  • Neuroimmunology
  • Neurology
  • Oncology
  • Predictive markers
  • Prognostic markers
  • Tumour biomarkers
  • Tumour immunology

Abstract

Poor treatment response in brain metastases is largely attributed to anti-tumor T-cell suppression through the modulation of tumor-associated myeloid cells (TAMCs), resulting in immune evasion. Triggering receptor expressed on myeloid cells-1 (TREM1) is a membrane receptor highly expressed on TAMCs that is associated with poor clinical outcomes and of interest as a potential imaging biomarker of myeloid cell function, prognosis, and treatment response. Here we evaluate TREM1-targeted positron emission tomography (PET) tracer, [64Cu]TREM1-mAb, for TAMC detection in a murine model of intracranial metastatic melanoma. Forty-eight hours after tracer administration, PET imaging revealed significantly higher [64Cu]TREM1-mAb signal in implanted tumors compared to contralateral brain parenchyma or sham brains. Ex vivo gamma counting and autoradiography confirmed significantly elevated, tumor-localized signal, while markedly lower uptake with [64Cu]-isotype control-mAb confirmed tracer specificity. Similar patterns were seen in the lymphoid organs, including bone marrow and spleen. Flow cytometry confirmed TREM1 expression in myeloid cells alone in brain and spleen. We conclude that [64Cu]TREM1-mAb is a promising PET tracer for the detection of increased TREM1+ myeloid cells in the tumor microenvironment and peripheral tissues.

Data availability

Data is provided within the manuscript or supplementary information files. Raw data were generated at Stanford University. Derived data supporting the findings of this study are available from the corresponding author MLJ on request.

References

  1. Sacks, P. & Rahman, M. Epidemiology of brain metastases. Neurosurg. Clin. N Am. 31, 481–488 (2020).

    Google Scholar 

  2. Gavrilovic, I. T. & Posner, J. B. Brain metastases: epidemiology and pathophysiology. J. Neurooncol. 75, 5–14 (2005).

    Google Scholar 

  3. Sul, J. & Posner, J. B. Brain metastases: epidemiology and pathophysiology. Cancer Treat. Res. 136, 1–21 (2007).

    Google Scholar 

  4. Pelletier, E. M., Shim, B., Goodman, S. & Amonkar, M. M. Epidemiology and economic burden of brain metastases among patients with primary breast cancer: results from a US claims data analysis. Breast Cancer Res. Treat. 108, 297–305 (2008).

    Google Scholar 

  5. Smedby, K. E., Brandt, L., Bäcklund, M. L. & Blomqvist, P. Brain metastases admissions in Sweden between 1987 and 2006. Br. J. Cancer. 101, 1919–1924 (2009).

    Google Scholar 

  6. Lah, T. T., Novak, M. & Breznik, B. Brain malignancies: glioblastoma and brain metastases. Semin Cancer Biol. 60, 262–273 (2020).

    Google Scholar 

  7. Giridharan, N. Targeting the tumor microenvironment in brain metastasis. Neurosurg. Clin. N Am. 31, 641–649 (2020).

    Google Scholar 

  8. Jain, P. & Neuroinflammation PET imaging: current opinion and future directions. J. Nucl. Med. 61, 1107–1112 (2020).

    Google Scholar 

  9. Horská, A. & Barker, P. B. Imaging of brain tumors: MR spectroscopy and metabolic imaging. Neuroimaging Clin. N Am. 20, 293–310 (2010).

    Google Scholar 

  10. Chen, W. Clinical applications of PET in brain tumors. J. Nucl. Med. 48, 1468–1481 (2007).

    Google Scholar 

  11. Lee, D., Riestenberg, R. A., Haskell-Mendoza, A. & Bloch, O. Brain metastasis recurrence versus radiation necrosis. Neurosurg. Clin. N Am. 31, 575–587 (2020).

    Google Scholar 

  12. Jain, P. et al. Neuroinflammation PET imaging: current opinion and future directions. J. Nucl. Med. 61, 1107–1112 (2020).

    Google Scholar 

  13. Wu, A. M. Pandit-Taskar, N. ImmunoPET: Harnessing antibodies for imaging immune cells. Mol. Imaging Biol. 24, 181–197 (2022).

    Google Scholar 

  14. Filippi, L., Bianconi, F., Schillaci, O., Spanu, A. & Palumbo, B. The role and potential of 18 F-FDG PET/CT in malignant melanoma: Prognostication, Monitoring response to targeted and immunotherapy, and radiomics. Diagnostics 12, 929 (2022).

    Google Scholar 

  15. Filippova, N. et al. Targeting the TREM1-positive myeloid microenvironment in glioblastoma. Neuro-Oncol Adv. 4, vdac149 (2022).

    Google Scholar 

  16. Xie, Z. et al. Analysis of the prognostic value and potential molecular mechanisms of TREM-1 overexpression in papillary thyroid cancer via bioinformatics methods. Front. Endocrinol. 12, 646793 (2021).

    Google Scholar 

  17. Ma, K., Guo, Q., Zhang, X. & Li, Y. High expression of triggering receptor expressed on myeloid cells 1 predicts poor prognosis in glioblastoma. OncoTargets Ther. 16, 331–345 (2023).

    Google Scholar 

  18. Liao, R. et al. Expression of TREM-1 in hepatic stellate cells and prognostic value in hepatitis B‐related hepatocellular carcinoma. Cancer Sci. 103, 984–992 (2012).

    Google Scholar 

  19. Chaney, A. M. et al. PET imaging of TREM1 identifies CNS-infiltrating myeloid cells in a mouse model of multiple sclerosis. Sci. Transl Med. 15, eabm6267 (2023).

    Google Scholar 

  20. Lucot, K. L. et al. Tracking innate immune activation in a mouse model of parkinson’s disease using TREM1 and TSPO PET tracers. J. Nucl. Med. Off Publ Soc. Nucl. Med. 63, 1570–1578 (2022).

    Google Scholar 

  21. Liu, Q. et al. Peripheral TREM1 responses to brain and intestinal immunogens amplify stroke severity. Nat. Immunol. 20, 1023–1034 (2019).

    Google Scholar 

  22. Rothlin, C. V. & Lemke, G. TAM receptor signaling and autoimmune disease. Curr. Opin. Immunol. 22, 740–746 (2010).

    Google Scholar 

  23. Cropper, H. C. et al. Longitudinal translocator protein-18 kDa–positron emission tomography imaging of peripheral and central myeloid cells in a mouse model of complex regional pain syndrome. Pain 160, 2136–2148 (2019).

    Google Scholar 

  24. Cheng, X., Wang, H., Wang, Z., Zhu, B. & Long, H. Tumor-associated myeloid cells in cancer immunotherapy. J. Hematol. Oncol. 16, 71 (2023).

    Google Scholar 

  25. Ford, J. W. Tumor-infiltrating myeloid cells co-express TREM1 and TREM2 and elevated TREM-1 associates with disease progression in renal cell carcinoma. Front. Oncol. 11, 662723 (2022).

    Google Scholar 

  26. Muller, M. Triggering receptors expressed on myeloid cells 1: Our new partner in human oncology? Front Oncol 12, (2022).

  27. Ostrand-Rosenberg, S. & Sinha, P. Myeloid-Derived suppressor cells: linking inflammation and cancer. J. Immunol. 182, 4499–4506 (2009).

    Google Scholar 

  28. Soret, M., Bacharach, S. L. & Buvat, I. Partial-Volume effect in PET tumor imaging. J. Nucl. Med. 48, 932–945 (2007).

    Google Scholar 

  29. Barbee, D. L., Flynn, R. T., Holden, J. E., Nickles, R. J. & Jeraj, R. A method for partial volume correction of PET-imaged tumor heterogeneity using expectation maximization with a spatially varying point spread function. Phys. Med. Biol. 55, 221–236 (2010).

    Google Scholar 

  30. Sedlacek, H. H. The biological properties of Immunoglobulin G and its split products [F(ab’)2 and Fab]. Klin. Wochenschr. 61, 723–736 (1983).

    Google Scholar 

  31. Ahmad, Z. A. ScFv antibody: Principles and clinical application. J. Immunol. Res. 2012, 980250 (2012).

    Google Scholar 

  32. Bever, C. S. VHH antibodies: emerging reagents for the analysis of environmental chemicals. Anal. Bioanal Chem. 408, 5985 (2016).

    Google Scholar 

  33. Furness, A. J. S., Vargas, F. A., Peggs, K. S. & Quezada, S. A. Impact of tumour microenvironment and Fc receptors on the activity of Immunomodulatory antibodies. Trends Immunol. 35, 290–298 (2014).

    Google Scholar 

  34. Knorr, D. A. FcgRIIB is an immune checkpoint limiting the activity of Treg-Targeting antibodies in the tumor microenvironment. Cancer Immunol. Res. 12, 322–333 (2024).

    Google Scholar 

  35. Zeng, J. & Anti -PD-1 Blockade and stereotactic radiation produce Long-Term survival in mice with intracranial gliomas. Int. J. Radiat. Oncol. Biol. Phys. 86, 343–349 (2013).

    Google Scholar 

  36. James, M. L. Imaging B cells in a mouse model of multiple sclerosis using 64Cu-rituximab PET. J. Nucl. Med. 58, 1845–1851 (2017).

    Google Scholar 

Download references

Funding

This work was funded by the National Cancer Institute under U54 grant CA261717 and NIH/NCI R01 grant CA286998-02.

Author information

Authors and Affiliations

  1. Department of Radiology, Stanford University, Stanford, CA, USA

    Irene N. Falk, Aisling M. Chaney, Renesmee C. Kuo, Samantha Reyes, Mausam Kalita, Carmen Azevedo, Isaac M. Jackson, Jonathan Green, Israt S. Alam, Emily M. Deal & Michelle L. James

  2. Department of Neurosurgery, Stanford University, Stanford, CA, USA

    Rohit Verma, Andrew Tran, Ayush Pant & Michael Lim

  3. Department of Electrical Engineering, Stanford University, Stanford, USA

    Renesmee C. Kuo

  4. Department of Bioengineering, Stanford University, Stanford, CA, USA

    Mackenzie Carlson

  5. Department of Neurology and Neurological Sciences, Stanford University, Stanford, CA, USA

    Michelle L. James

Authors
  1. Irene N. Falk
    View author publications

    Search author on:PubMed Google Scholar

  2. Aisling M. Chaney
    View author publications

    Search author on:PubMed Google Scholar

  3. Rohit Verma
    View author publications

    Search author on:PubMed Google Scholar

  4. Renesmee C. Kuo
    View author publications

    Search author on:PubMed Google Scholar

  5. Samantha Reyes
    View author publications

    Search author on:PubMed Google Scholar

  6. Mackenzie Carlson
    View author publications

    Search author on:PubMed Google Scholar

  7. Mausam Kalita
    View author publications

    Search author on:PubMed Google Scholar

  8. Carmen Azevedo
    View author publications

    Search author on:PubMed Google Scholar

  9. Isaac M. Jackson
    View author publications

    Search author on:PubMed Google Scholar

  10. Jonathan Green
    View author publications

    Search author on:PubMed Google Scholar

  11. Israt S. Alam
    View author publications

    Search author on:PubMed Google Scholar

  12. Andrew Tran
    View author publications

    Search author on:PubMed Google Scholar

  13. Ayush Pant
    View author publications

    Search author on:PubMed Google Scholar

  14. Emily M. Deal
    View author publications

    Search author on:PubMed Google Scholar

  15. Michael Lim
    View author publications

    Search author on:PubMed Google Scholar

  16. Michelle L. James
    View author publications

    Search author on:PubMed Google Scholar

Contributions

I.N.F., A.M.C., and M.L.J. designed the P.E.T. experiments described in this manuscript. I.N.F., A.M.C., R.V., R.K., S.R., M.C., M.K., C.A., and M.L.J. carried out the P.E.T. experiments. I.N.F. and R.K. analyzed the data, prepared Figs. 1, 2, 3 and 4, and drafted the manuscript. RV prepared the animal model, carried out the flow experiments and prepared Fig. 5. MK, C.A., and I.M.J. synthesized the tracers used in this study. A.T. and A.P. prepared Fig. 6. All authors reviewed and approved the final manuscript.

Corresponding author

Correspondence to Michelle L. James.

Ethics declarations

Competing interests

MLJ is a cofounder and board member of Willow Neuroscience and a co-inventor on patent no. WO2017083682A1 “Labeled probe and methods of use.” Other authors have no competing interests.

Additional information

Publisher’s note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Supplementary Information

Below is the link to the electronic supplementary material.

Supplementary Material 1

Rights and permissions

Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Falk, I.N., Chaney, A.M., Verma, R. et al. TREM1-PET imaging maps whole-body innate immune responses in a mouse model of metastatic melanoma. Sci Rep (2026). https://doi.org/10.1038/s41598-026-36542-x

Download citation

  • Received: 31 December 2024

  • Accepted: 13 January 2026

  • Published: 26 February 2026

  • DOI: https://doi.org/10.1038/s41598-026-36542-x

Share this article

Anyone you share the following link with will be able to read this content:

Sorry, a shareable link is not currently available for this article.

Provided by the Springer Nature SharedIt content-sharing initiative

Keywords

  • Positron-emission tomography (PET)
  • Triggering receptor on myeloid cells-1 (TREM1)
  • Tumor-associated macrophages (TAMs)
  • Tumor-associated myeloid cells (TAMCs)
  • Brain metastases
  • Tumor microenvironment
Download PDF

Advertisement

Explore content

  • Research articles
  • News & Comment
  • Collections
  • Subjects
  • Follow us on Facebook
  • Follow us on X
  • Sign up for alerts
  • RSS feed

About the journal

  • About Scientific Reports
  • Contact
  • Journal policies
  • Guide to referees
  • Calls for Papers
  • Editor's Choice
  • Journal highlights
  • Open Access Fees and Funding

Publish with us

  • For authors
  • Language editing services
  • Open access funding
  • Submit manuscript

Search

Advanced search

Quick links

  • Explore articles by subject
  • Find a job
  • Guide to authors
  • Editorial policies

Scientific Reports (Sci Rep)

ISSN 2045-2322 (online)

nature.com sitemap

About Nature Portfolio

  • About us
  • Press releases
  • Press office
  • Contact us

Discover content

  • Journals A-Z
  • Articles by subject
  • protocols.io
  • Nature Index

Publishing policies

  • Nature portfolio policies
  • Open access

Author & Researcher services

  • Reprints & permissions
  • Research data
  • Language editing
  • Scientific editing
  • Nature Masterclasses
  • Research Solutions

Libraries & institutions

  • Librarian service & tools
  • Librarian portal
  • Open research
  • Recommend to library

Advertising & partnerships

  • Advertising
  • Partnerships & Services
  • Media kits
  • Branded content

Professional development

  • Nature Awards
  • Nature Careers
  • Nature Conferences

Regional websites

  • Nature Africa
  • Nature China
  • Nature India
  • Nature Japan
  • Nature Middle East
  • Privacy Policy
  • Use of cookies
  • Legal notice
  • Accessibility statement
  • Terms & Conditions
  • Your US state privacy rights
Springer Nature

© 2026 Springer Nature Limited

Nature Briefing: Cancer

Sign up for the Nature Briefing: Cancer newsletter — what matters in cancer research, free to your inbox weekly.

Get what matters in cancer research, free to your inbox weekly. Sign up for Nature Briefing: Cancer