Volume 15, Issue 3 e70265
LETTER TO THE JOURNAL
Open Access

Exploring targets in oropharyngeal cancer – association with immune markers and AI-scoring of B7-H3 expression

Jacklyn Liu

Jacklyn Liu

UCL Division of Surgery and Interventional Sciences, London, UK

UCL Cancer Institute, London, UK

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Helen Bewicke-Copley

Helen Bewicke-Copley

UCL Cancer Institute, London, UK

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Shruti Patel

Shruti Patel

UCL Cancer Institute, London, UK

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Oscar Emanuel

Oscar Emanuel

UCL Cancer Institute, London, UK

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Nicholas Counsell

Nicholas Counsell

Head and Neck Surgery, Cancer Research UK and UCL Cancer Trials Centre, London, United Kingdom

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Shachi J. Sharma

Shachi J. Sharma

Department of Otorhinolaryngology, Head and Neck Surgery, University of Giessen, Giessen, Germany

Department of Otorhinolaryngology, Head and Neck Surgery, University of Cologne, Cologne, Germany

Center for Molecular Medicine Cologne (CMMC), University of Cologne, Cologne, Germany

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Volker Schartinger

Volker Schartinger

Department of Otorhinolaryngology, Medical University of Innsbruck, Innsbruck, Austria

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Oliver Siefer

Oliver Siefer

Department of Otorhinolaryngology, Head and Neck Surgery, University of Cologne, Cologne, Germany

Center for Molecular Medicine Cologne (CMMC), University of Cologne, Cologne, Germany

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Ulrike Wieland

Ulrike Wieland

Institute of Virology, National Reference Center for Papilloma and Polyomaviruses, University of Cologne, Oviedo, Germany

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Nora Würdemann

Nora Würdemann

Department of Otorhinolaryngology, Head and Neck Surgery, University of Cologne, Cologne, Germany

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Rocio Garcia-Marin

Rocio Garcia-Marin

Department of Head and Neck Oncology, Instituto de Investigacio´n Sanitaria Del Principado de Asturias (ISPA), Instituto Universitario de Oncologı´a Del Principado de Asturias (IUOPA), Centro de Investigacio´n Biome´dica en Red (CIBER-ONC), Oviedo, Spain

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Jozsef Dudas

Jozsef Dudas

Department of Otorhinolaryngology, Medical University of Innsbruck, Innsbruck, Austria

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Dominic Patel

Dominic Patel

Department of Histopathology, University College London Hospitals NHS Foundation Trust, London, UK

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David Allen

David Allen

HSL Advanced Diagnostics, HSL Advanced Diagnostics, London, UK

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Naomi Guppy

Naomi Guppy

Breast Cancer Now Research Centre, The Institute of Cancer Research, London, UK

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Josep Linares

Josep Linares

HSL Advanced Diagnostics, HSL Advanced Diagnostics, London, UK

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Adriana Resende-Alves

Adriana Resende-Alves

Department of Histopathology, University College London Hospitals NHS Foundation Trust, London, UK

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David J. Howard

David J. Howard

ENT Department, Charing Cross Hospital, Imperial College Healthcare NHS Trust, London, UK

Royal National Throat, Nose and Ear Hospital and Head and Neck Centre, London, UK

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Liam Masterson

Liam Masterson

Department of ENT, Cambridge University Hospitals NHS Trust, Cambridge, UK

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Francis M. Vaz

Francis M. Vaz

Royal National Throat, Nose and Ear Hospital and Head and Neck Centre, London, UK

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Paul O'Flynn

Paul O'Flynn

Royal National Throat, Nose and Ear Hospital and Head and Neck Centre, London, UK

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Cillian T. Forde

Cillian T. Forde

Royal National Throat, Nose and Ear Hospital and Head and Neck Centre, London, UK

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Luke Williams

Luke Williams

UCL Cancer Institute, London, UK

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Umar Rehman

Umar Rehman

UCL Division of Surgery and Interventional Sciences, London, UK

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John A. Hartley

John A. Hartley

UCL Cancer Institute, London, UK

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Johannes Haybaeck

Johannes Haybaeck

Institute of Pathology, Neuropathology and Molecular Pathology, Medical University of Innsbruck, Innsbruck, Austria

Diagnostic & Research Center for Molecular Biomedicine, Institute of Pathology, Medical University of Graz, Graz, Austria

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Herbert Riechelmann

Herbert Riechelmann

Department of Otorhinolaryngology, Medical University of Innsbruck, Innsbruck, Austria

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Amrita Jay

Amrita Jay

Department of Histopathology, University College London Hospitals NHS Foundation Trust, London, UK

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Tim R. Fenton

Tim R. Fenton

Faculty of Medicine, School of Cancer Sciences, Cancer Research UK Centre, University of Southampton, Southampton, UK

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Martin D. Forster

Martin D. Forster

UCL Cancer Institute, London, UK

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Oluyori Adegun

Oluyori Adegun

Department of Histopathology, University College London Hospitals NHS Foundation Trust, London, UK

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Kerry Chester

Kerry Chester

UCL Division of Surgery and Interventional Sciences, London, UK

UCL Cancer Institute, London, UK

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Jackie McDermott

Jackie McDermott

Department of Histopathology, Imperial College Healthcare NHS Trust, London, UK

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Ann Sandison

Ann Sandison

Department of Histopathology, Guys and St. Thomas’ NHS Trust, London, UK

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Manuel Rodriguez Justo

Manuel Rodriguez Justo

Department of Head and Neck Oncology, Instituto de Investigacio´n Sanitaria Del Principado de Asturias (ISPA), Instituto Universitario de Oncologı´a Del Principado de Asturias (IUOPA), Centro de Investigacio´n Biome´dica en Red (CIBER-ONC), Oviedo, Spain

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Juan P. Rodrigo

Juan P. Rodrigo

Department of Histopathology, University College London Hospitals NHS Foundation Trust, London, UK

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Mario HermsenJohn A. Tadross

John A. Tadross

Department of Histopathology and East Midlands & East of England Genomic Laboratory Hub, Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK

MRC Metabolic Diseases Unit, Wellcome Trust-Medical Research Council Institute of Metabolic Science, University of Cambridge, Cambridge, UK

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Jens P. Klussmann

Jens P. Klussmann

Department of Otorhinolaryngology, Head and Neck Surgery, University of Cologne, Cologne, Germany

Center for Molecular Medicine Cologne (CMMC), University of Cologne, Cologne, Germany

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Matt Lechner

Corresponding Author

Matt Lechner

UCL Division of Surgery and Interventional Sciences, London, UK

UCL Cancer Institute, London, UK

Correspondence

Matt Lechner, MD, PhD, Division of Surgery and Interventional Science, Charles Bell House, 43–45 Foley Street, London, W1W 7TY, UK.

Email: [email protected]

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First published: 12 March 2025

Jacklyn Liu, Helen Bewicke-Copley, John A. Tadross, Jens P. Klussmann and Matt Lechner contributed equally.

Dear Editor,

OPSCC has one of the most rapidly increasing incidences of all cancers.1-3 Most cases are associated with HPV infection, which confers improved survival outcomes, compared to HPV-independent disease.4 Despite advancements in understanding HPV-associated OPSCC, the role of biomarkers like B7-H3 and CEA, in both HPV-positive and HPV-negative cases remains unclear. This study addresses this gap by evaluating their expression and correlations with clinical and immune parameters. Additionally, we developed a quantitative Digital Image Analysis (DIA) workflow (Supplemental Methods) to assess its feasibility as a companion diagnostic tool for emerging B7-H3-targeted therapies.

We observed widespread B7-H3 expression in OPSCC, while CEA expression was more limited. B7-H3 is a type I transmembrane protein of the Ig superfamily, which modulates T-cell activation through receptor binding.5 It is overexpressed in cervical cancer (HPV-driven disease) and Head and Neck Squamous Cell Carcinoma (HNSCC), where it correlates with poor prognosis.6, 7 We further observed a link between B7-H3 and CD8+ T-cell infiltration, which is promising for B7-H3-targeted therapies. CEA, an oncofetal protein, is widely used in colorectal cancer but less studied in head and neck cancer. Its established clinical role and widespread use in colorectal cancer support its inclusion in this study for potential clinical translation to OPSCC.8

This study included 545 OPSCC cases, with local ethical approval obtained for each institution (Supplemental Methods). The cohort was predominantly male (85.1%) with a mean age of 58.7 years (36–88) (Table 1). Semi-quantitative assessments and DIA-based H-scores were performed to quantify B7-H3 expression, which was then correlated with clinical outcomes and immune markers. Despite weak staining in most cases, 78.4% exhibited positive B7-H3 tumoural expression, while 71.0% showed positive stromal expression based on semi-quantitative assessment, highlighting its widespread prevalence in OPSCC.

TABLE 1. Demographic details of the study cohort, where data were available.
N = 545 %
Age (mean, std. dev.) 58.7 (SD: 9.71) (range: 36–88)
Gender
Male 464 85.1%
Female 81 14.9%
Total 545
Smoking history
None 53 10.6%
Any 448 89.4%
Total 501
Alcohol history
None 128 25.9%
Any 367 74.1%
Total 495
HPV status
HPV-negative 448 82.2%
HPV-positive 96 17.4%
Total 543
T-stage
T1 66 12.2%
T2 165 30.4%
T3 135 24.9%
T4a 148 27.3%
T4b 28 5.2%
Total 542
N-stage
N0 142 26.3%
≥ N1 397 73.7%
Total 539
M-stage
M0 508 97.1%
M1 15 2.9%
Total 523
Grade
Well-differentiated 110 21.4%
Moderately differentiated 244 47.6%
Poorly differentiated 159 31.0%
Total 513

Given B7-H3's widespread expression in the initial 291 cases, a custom DIA workflow was developed. On these same initial cases, the median tumoural and stromal digital H-scores were 78.5 (IQR: 27.6–134.6) and 47.4 (IQR: 19.6–81.1), respectively. The semi-quantitative and H-scores correlated well for both tumoural and stromal expression (H(3)Tumour = 151.2, p < .001; H(3)Stroma = 36.5, p < .001; Figure 1). The results were similar when considering HPV-negative cases only, with strong correlations observed between semi-quantitative and H-scores (H(3)Tumour = 119.5, p < .001; H(3)Stroma = 30.0, p < .001) and a similar pattern of expression as presented above, with median tumoural and stromal H-scores of 80.3 (IQR: 18.5–157.9) and 54.0 (IQR: 15.0–103.6), respectively. This pipeline was then validated on 235 cases; the median tumoural and stromal H-scores were 42.8 (IQR: 13.5–109.8) and 31.4 (IQR: 13.0–65.8), respectively.

Details are in the caption following the image
Patterns of B7-H3 staining observed in oropharyngeal cancer specimens: (A) Representative membranous and cytoplasmic staining, as seen across most cases, where positive staining was observed predominantly in cells at the periphery, adjacent to the stroma and furthest from the centre of tumour nests. (B) Positive staining of a well-differentiated tumour, where expression is observed in the non-keratinising cells at the periphery with negative expression in the keratinised interior of the tumour nest. (C) Positive staining of tumour-associated lymphovascular endothelium. (D) Positive staining in the basal keratinocytes of the normal epithelium. (E, F) Boxplot with medians indicated of B7-H3 tumoural and stromal H-score relative to semi-quantitative grading with statistically significant differences between groups for both the tumour (< .001) and stroma score (p < .001).

Associations with clinical factors and prognostic value were evaluated on the overall cohort (N = 526). Neither tumoural nor stromal B7-H3 H-scores were significantly prognostic (HRTumour = 1.00, 95% CI: 1.00–1.00, p = .329; HRStroma = 1.00, 95% CI: 1.00-1.00, p = .556). On univariable analysis, tumoural and stromal B7-H3 H-scores significantly correlated with gender, smoking and alcohol history, T-stage, grade, and HPV-status (Table S3). When evaluating HPV-independent cases only, any alcohol history, M0-stage and lower tumour grade (i.e., more well-differentiated tumours) were each associated with higher B7-H3 tumour expression. Higher stromal B7-H3 scores were also observed with lower tumour grade (Table S4). Lastly, in the subgroup, which was evaluated for immune marker expression, B7-H3 expression did not significantly correlate with tumoural PDL1 nor PD1 expression. However, reduced CD8+ T-cell infiltration (p = .008) was associated with a higher B7-H3 tumoural H-score (Table 2). This significance remained when evaluating HPV-negative cases only (Table 3).

TABLE 2. Cross-tabulation of B7-H3 H-scores in relation to immune marker expression.
Tumour Stroma
N = 29 Mean (std. dev.) p-value Mean (std. dev.) p-value
PD1
Negative 9 82.1 (74.72) .317 51.9 (45.97) .660
Positive 20 52.4 (59.36) 38.9 (34.91)
PDL1
Negative 21 74.6 (70.56) .324 47.8 (40.40) .237
Positive 8 27.5 (25.80) 30.1 (30.88)
CD8
Negative/ poorly infiltrating 13 95.6 (56.87) .008 56.9 (37.66) .032
Moderately/strongly infiltrating 16 34.0 (54.80) 31.6 (36.06)
FoxP3
Negative 20 75.4 (70.17) .069 47.5 (41.68) .444
Positive 9 30.8 (37.40) 42.9 (38.32)
TABLE 3. Cross-tabulation of B7-H3 H-scores in relation to immune marker expression for HPV-independent cases only.
Tumour Stroma
N = 18 Mean (Std. Dev.) p-value Mean (Std. Dev.) p-value
PD1
Negative 8 92.2 (72.95) .424 57.3 (46.00) .477
Positive 10 65.9 (52.54) 38.8 (32.07)
PDL1
Negative 15 83.7 (65.20) .594 50.0 (39.49) .441
Positive 3 47.4 (34.46) 32.0 (38.37)
CD8
Negative/ poorly infiltrating 11 106.6 (58.11) .013 62.4 (37.71) .016
Moderately/strongly infiltrating 7 32.1 (35.63) 22.9 (27.99)
FoxP3
Negative 13 88.2 (66.42) .349 48.1 (41.72) .961
Positive 5 50.1 (41.79) 44.1 (34.09)

Two hundred eighty-five cases were evaluated semi-quantitatively for CEA expression as a comparator biomarker (Figure S4), 68.8% of which were negative by IHC evaluation. 49.6% of cases demonstrated positive expression of CEA in tumour cells. Several cut-off values (1%, 5%, 10% and 50%) were explored to evaluate associations between CEA across the tissue section and other clinical factors (i.e., gender, T-stage, N-stage, M-stage, smoking/alcohol history, HPV status and overall survival). No significant correlations were observed except between CEA expression and HPV-status, which were significantly associated at all cut-off values, as well as between CEA expression and gender at the 50% cut-off value (Table S5). On univariable analysis, CEA at each cut-off was significantly predictive of overall survival, with positive expression correlating with superior survival. However, this significance was lost after adjusting for HPV status (Table S6). In cases for which data were available, CEA did not significantly correlate with any of PD-1, PDL1, CD8+ T-cell infiltration nor FoxP3 expression (Tables S7 and S8).

Here, we present clinical findings from a large multi-centre OPSCC cohort, confirming known prognostic factors. Our DIA workflow enabled high-throughput B7-H3 analysis, demonstrating its utility as a companion diagnostic tool given its widespread expression. Notably, HPV-associated T4 and HPV-independent T1 cases had similar outcomes, underscoring the aggressiveness of early-stage HPV-independent disease and the need for improved therapies, such as those targeting B7-H3. However, high intratumour heterogeneity in HPV-independent OPSCC remains a key challenge in developing effective treatments. Interestingly, B7-H3 correlated with CD8+ T-cell presence and HPV status, with higher B7-H3 linked to reduced CD8+ infiltration, even in HPV-independent cases. CEA was present in a subset of cases, warranting further validation as a therapeutic target in head and neck cancer.

In addition, we observed a more inflamed tumour microenvironment with greater T-cell infiltration for HPV-associated disease, compared to HPV-negative disease, consistent with previous research.9 Our findings suggest B7-H3 plays an immunosuppressive role in OPSCC, which has been shown in a separate study of HNSCC, where the authors further demonstrated an association between B7-H3 expression and poorer prognosis, highlighting the need for innovative immunotherapies.10 Further research should examine B7-H3's relationship with key OPSCC biomarkers, including PD-L1, p16, EGFR, and TP53, which have diagnostic and prognostic significance.1, 4

In conclusion, B7-H3 plays a key role in both HPV-associated and HPV-independent OPSCC and we have demonstrated the feasibility of digital IHC assessment as a potential companion diagnostic tool. Further research is needed to clarify underlying mechanisms and advance immunotherapeutic strategies for OPSCC.

AUTHOR CONTRIBUTIONS

JL, HBC, SP, OE, NC, SJS, ML, JPK, JAT, MH conducted the data analysis, involved in study design and conception, manuscript preparation and editing. VS, OS, UW, NW, RCM, JD, DP, DA, NG, JL, ARA, DJH, LM, FMV, POF, CTF, LW, UR, JAH, JH, HR, AJ, TRF, MDF, OA, KC, JM, AS, MRJ, JPR, prepared and reviewed the final manuscript.

ACKNOWLEDGEMENTS

The authors have nothing to report.

    CONFLICT OF INTEREST STATEMENT

    The authors declare no conflicts of interest.

    FUNDING INFORMATION

    The authors received no specific funding for this work.

    ETHICAL STATEMENT

    Local ethical approval was obtained from each institution: UCL/UCLH (UCL/UCLH Ethics Committee, 04/0099), HUCA (Ethical Committee of HUCA, 141/19), UHG (Ethics Committee of Giessen, AZ 95/15) and MUI (AN2014-0241, 340/4.2); multi-institutional analysis was performed in line with multicenter ethics obtained from UCL (UCL REC no. 9609/002).

    DATA AVAILABILITY STATEMENT

    Data can be provided upon reasonable request by contacting the corresponding author.

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