<scp><i>APC</i></scp>‐related multiple salivary gland lesions: spatial transcriptomic analysis reveals progressive <scp>WNT</scp> activation
Bibliographic record
Abstract
Attenuated familial adenomatous polyposis (AFAP) is a disorder caused by germline pathogenic variants in APC and is characterized by the presence of <100 colonic polyps and a high lifetime risk of developing colorectal cancer. Salivary gland basal cell tumours are uncommon and have not previously been reported in AFAP. We present a family with AFAP and multiple salivary gland tumours, including basal cell adenoma (BCA) and basal cell adenocarcinoma (BCAC). The colon and salivary gland tumours showed abnormal nuclear β-catenin staining. Genomic analysis of both parotid BCACs showed copy-number-neutral loss of heterozygosity (CNN-LOH) at the APC locus, implicating loss of full-length APC in the aetiology of parotid BCACs. In contrast, the submandibular BCAC showed a p.(Ile35Thr) CTNNB1 mutation. Spatial transcriptomic analysis revealed a stepwise increase in the expression of WNT pathway genes across the proband's salivary lesions, from benign (intercalated duct hyperplasia and BCAs) to malignant (BCACs). Our results showcase BCA and BCAC as potential new phenotypes of AFAP. © 2025 The Author(s). The Journal of Pathology published by John Wiley & Sons Ltd on behalf of The Pathological Society of Great Britain and Ireland.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".