Whole-proteome phage immunoprecipitation sequencing reveals germ cell tumor–specific immunosignature

Germ cell tumors (GCTs) pose significant diagnostic challenges because of the limited performance of existing tumor markers. Here, we used phage immunoprecipitation sequencing (PhIP-Seq) to develop a unique immunosignature panel to improve diagnosing and differentiating GCT. Using 427 serum samples (150 GCT, 277 controls), we developed and validated an immunosignature panel (GCT-iSIGN) comprising 24 peptides from 16 unique proteins. This panel achieved 93% sensitivity, 99% specificity, and an area under the curve (AUC) of 0.98, identifying 23/24 biomarker-negative GCT cases. A secondary model (Sem-iSIGN), consisting of 17 peptides from five proteins, differentiated seminoma from nonseminoma with 96% specificity, 65% sensitivity, and AUC of 0.77. RNA sequencing data from The Cancer Genome Atlas confirmed differential overexpression of target antigens in testicular cancer. ELISA validation of ERVK7 and LUZP4 and immunohistochemical detection of ERVK7, MUC4, ZNF91, and LUZP4 in tumor tissues supported target expression. This study highlights PhIP-Seq immunoprofiling to identify serum-based immunosignature panels that can serve as biomarkers for GCTs. This approach addresses the shortcomings of conventional markers and offers a scalable, cost-effective tool for improving cancer diagnosis and management.

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Publication Details

Journal
Nature Communications
Published
2026-04-01
DOI
https://doi.org/10.1038/s41467-026-71174-9
Primary Topic
Testicular diseases and treatments
Type
article
Field-Weighted Citation Impact
0.00

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article

Whole-proteome phage immunoprecipitation sequencing reveals germ cell tumor–specific immunosignature

Bradley C. Leibovich, Shannon R. Hinson, Naveen Kumar Paramasivan, Andrew M. Knight et al.
Nature Communications
Testicular diseases and treatments
article

Whole-proteome phage immunoprecipitation sequencing reveals germ cell tumor–specific immunosignature

Bradley C. Leibovich, Shannon R. Hinson, Naveen Kumar Paramasivan, Andrew M. Knight, Haidara Kherbek, Brian A. Costello, John R. Mills, John C. Cheville, Reghann Lafrance-Corey, Yong Guo, Janet E. Olson, Alicia Algeciras-Schimnich, Jessica A. Sagen, Surendra Dasari, Divyanshu Dubey, Sean J. Pittock, Silvana B. De Lorenzo, M. Bakri Hammami
article en

Abstract

Germ cell tumors (GCTs) pose significant diagnostic challenges because of the limited performance of existing tumor markers. Here, we used phage immunoprecipitation sequencing (PhIP-Seq) to develop a unique immunosignature panel to improve diagnosing and differentiating GCT. Using 427 serum samples (150 GCT, 277 controls), we developed and validated an immunosignature panel (GCT-iSIGN) comprising 24 peptides from 16 unique proteins. This panel achieved 93% sensitivity, 99% specificity, and an area under the curve (AUC) of 0.98, identifying 23/24 biomarker-negative GCT cases. A secondary model (Sem-iSIGN), consisting of 17 peptides from five proteins, differentiated seminoma from nonseminoma with 96% specificity, 65% sensitivity, and AUC of 0.77. RNA sequencing data from The Cancer Genome Atlas confirmed differential overexpression of target antigens in testicular cancer. ELISA validation of ERVK7 and LUZP4 and immunohistochemical detection of ERVK7, MUC4, ZNF91, and LUZP4 in tumor tissues supported target expression. This study highlights PhIP-Seq immunoprofiling to identify serum-based immunosignature panels that can serve as biomarkers for GCTs. This approach addresses the shortcomings of conventional markers and offers a scalable, cost-effective tool for improving cancer diagnosis and management.

Nature Communications
Mayo Clinic (US), Moffitt Cancer Center (US), Mayo Clinic in Arizona (US), Mayo Clinic in Florida (US)
U.S. Department of Defense
Good health and well-being
Openalex Percentile: Top 25%
Testicular diseases and treatments
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