PALLD mutation in a European family conveys a stromal predisposition for familial pancreatic cancer
Bibliographic record
Abstract
Pancreatic cancer is one of the deadliest cancers, still with low long term survival rates. Despite recent advances in treatment, it is important to screen high-risk individuals to establish preventive and early detection measures and, in some cases, molecular driven therapeutic options. Familial pancreatic cancer (FPC) accounts for 4%-10% of pancreatic cancers. Several germline mutations are known to be related with an increased risk and might offer novel screening and therapy options. In this study, our goal was to discover the identity of a familial pancreatic cancer gene in two members of a family with FPC. Whole exome sequencing and PCR confirmation was performed on the surgical specimen and peripheral blood of an index patient and her sister in a family with high incidence of pancreatic cancer, to identify somatic and germline mutations associated with familial pancreatic cancer. Compartment-specific gene expression data and immunohistochemistry were also queried. A germline mutation of the PALLD gene (NM_001166108.1:c.G154A:p.D52N) was detected in the index patient with pancreatic cancer. The identical PALLD mutation was identified in the tumor tissue of her sister. Whole genome sequencing showed similar somatic mutation patterns between the two sisters. Apart from the PALLD mutation, commonly mutated genes that characterize PDAC (KRAS and CDKN2A) were found in both tumor samples. However, the two patients harbored different somatic KRAS mutations (respectively G12D in the index patient and G12V in the index patient’s sister). Analysis for PALLD mutation in the healthy siblings of the two sisters was negative, indicating that the identified PALLD mutation might have a disease specific impact. Of note, compartment-specific gene expression data and IHC showed expression in cancer associated fibroblasts (CAFs). We identified a germline mutation of the palladin (PALLD) gene in two siblings in Europe, affected by familial pancreatic cancer, with a significant overexpression in CAFs, suggesting that stromal palladin could play a role in the development, maintenance, and/or progression of pancreatic cancer. Publication History Publication Date: 07 September 2021 (online) © 2021. Thieme. All rights reserved. Georg Thieme Verlag KG Rüdigerstraße 14, 70469 Stuttgart, Germany
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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 source (direct Gemma or distilled Codex), 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".