Evidence map›Paper›PMID 41987303›Full record

ArticleGenome medicine2026

Spatial transcriptomics reveals a molecular tumor budding signature in head and neck cancer.

Iordanis Ourailidis, Markus Ball, Vanessa Vogel, Min He, Hairong Wang, Stella Beomseo Kim, Sarah Böning, Barbara Wollenberg, Klaus Dietrich Wolff, Katja Steiger and 11 more

Abstract read
In one paragraph

Article in Genome medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

21 authors.

Iordanis OurailidisInstitute of Pathology, University Hospital Heidelberg, Heidelberg, Germany.
Markus BallInstitute of Pathology, University Hospital Heidelberg, Heidelberg, Germany.
Vanessa VogelInstitute of Pathology, University Hospital Heidelberg, Heidelberg, Germany.
Min HeClinic and Polyclinic for Otorhinolaryngology, Ludwig Maximilian University of Munich, Munich, Germany.
Hairong WangClinic and Polyclinic for Otorhinolaryngology, Ludwig Maximilian University of Munich, Munich, Germany.
Stella Beomseo KimClinic and Polyclinic for Otorhinolaryngology, Ludwig Maximilian University of Munich, Munich, Germany.
Sarah BöningMolecular Urooncology, Department of Urology, University Hospital Heidelberg, Heidelberg, Germany.
Barbara WollenbergDepartment of Otolaryngology Head and Neck Surgery, School of Medicine, Technical University of Munich, Munich, Germany.
Klaus Dietrich WolffDepartment of Oral and Maxillofacial Surgery, Technical University of Munich, Munich, Germany.
Katja SteigerSchool of Medicine and Health, Institute of General and Surgical Pathology, Technical University of Munich, Munich, Germany.
Carolin MoglerSchool of Medicine and Health, Institute of General and Surgical Pathology, Technical University of Munich, Munich, Germany.
Anette DuensingPrecision Oncology of Urological Malignancies, Department of Urology, University Hospital Heidelberg, Heidelberg, Germany.
Stefan DuensingMolecular Urooncology, Department of Urology, University Hospital Heidelberg, Heidelberg, Germany.
Peter SchirmacherInstitute of Pathology, University Hospital Heidelberg, Heidelberg, Germany.
Albrecht StenzingerInstitute of Pathology, University Hospital Heidelberg, Heidelberg, Germany.
Olivier GiresClinic and Polyclinic for Otorhinolaryngology, Ludwig Maximilian University of Munich, Munich, Germany.
Daniel KazdalInstitute of Pathology, University Hospital Heidelberg, Heidelberg, Germany.
Martina Kirchner *Institute of Pathology, University Hospital Heidelberg, Heidelberg, Germany.
Fabian Stögbauer *School of Medicine and Health, Institute of General and Surgical Pathology, Technical University of Munich, Munich, Germany.
Melanie Boxberg *School of Medicine and Health, Institute of General and Surgical Pathology, Technical University of Munich, Munich, Germany.
Jan Budczies *Institute of Pathology, University Hospital Heidelberg, Heidelberg, Germany. jan.budczies@med.uni-heidelberg.de.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundTumor budding (TB) is a histopathological feature associated with poor prognosis across multiple cancer types, including head and neck squamous cell carcinoma (HNSCC). Tumor buds represent the earliest traceable local invasion and are considered the before origin of minimal residual disease, local recurrence, and metastasis. However, the molecular processes underlying this phenomenon in HNSCC remain incompletely characterized, particularly with regard to intratumoral gene expression heterogeneity.

methodsWe performed whole-transcriptome spatial transcriptomics on tissue sections from Human Papillomavirus (HPV) negative HNSCCs, sampling distinct regions of interest encompassing tumor buds, tumor bulk from budding and non-budding tumors, and adjacent stroma. Differential gene expression analyses led to the development of a 28-gene tumor budding signature (TBS) that separated tumor buds from all other tissue types. The TBS was validated using bulk RNA-seq (TCGA-HNSC), single-cell RNA-seq, and independent spatial transcriptomics datasets. Associations of the TBS with responses to drugs were evaluated in pharmacogenomic datasets and findings were further investigated in a 3D invasion model including MEK inhibition.

resultsTumor buds exhibited distinct transcriptional programs with upregulation of epithelial-mesenchymal transition markers and extracellular matrix remodeling genes. The TBS effectively identified tumor buds in the spatial transcriptomics dataset (AUC = 0.97), separated budding and non-budding tumors in the bulk RNA-seq TCGA-HNSC dataset (AUC = 0.8), and predicted overall survival in the latter dataset (HR = 1.54, p = 0.02). Analyses of single-cell and spatial transcriptomics datasets confirmed TBS expression primarily in malignant cells, its association with a hybrid epithelial-mesenchymal state, its expression predominantly at the leading edges of tumors, and its induction via subtypes of epidermal growth factor receptor activities. Pharmacogenomic analysis revealed that TBS-high squamous cell carcinoma cell lines were sensitive to MEK inhibitors, a finding validated in a 3D model of early local invasion.

conclusionsIntegrated spatial-molecular profiling established a molecular bud biomarker facilitating the quantification of TB in both tumor tissues and cultured cells. Insights from the analysis of diverse datasets contribute to a better understanding of the molecular mechanisms underlying tumor invasion, improved risk stratification, and the development of new therapeutic approaches in HNSCC.

Indexed as

Head and Neck NeoplasmsTranscriptomeBiomarkers, TumorCell Line, TumorEpithelial-Mesenchymal TransitionGene Expression ProfilingGene Expression Regulation, NeoplasticHumansSpatial TranscriptomicsBiomarkers, TumorHead and neck squamous cell carcinomaMEK inhibitionMolecular biomarkerPartial epithelial-mesenchymal transitionSpatially resolved transcriptomicsTumor budding

Identifiers

PMID41987303
PMCPMC13081553

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.