Clinical Outcomes of Children With Adrenocortical Carcinoma in the Context of Germline TP53 Status
Bibliographic record
Abstract
Adrenocortical carcinoma (ACC) is a rare, aggressive malignancy of the adrenal cortex. This study characterizes a single-institution cohort of children treated for ACC, and explores the relationship between clinical outcomes of ACC and germline TP53 mutation status. We performed a retrospective chart review of 23 consecutive pediatric patients with ACC treated at The Hospital for Sick Children, Toronto, Canada, between 1977 and 2017. Clinical, biochemical, radiologic, pathologic, and genetic data were collected for each patient. ACC diagnosis followed a bimodal age distribution of 0 to 6 (n=17) and 12+ (n=6) years, with a female:male ratio of 3.6:1. Ten of 20 patients tested for germline TP53 status carried a pathogenic (9) or likely pathogenic (1) variant, including all but 1 male patient. Only 3 patients died of ACC-related causes, each 5 months post-diagnosis. When treated with resection and combination chemotherapy, carriers of germline TP53 mutations may respond more favorably than their wild-type counterparts. In addition, the survival of patients reported in our cohort with high-stage ACC was appreciably greater than previously described (100.0% for stage II, 50.0% for stage III, and 42.9% for stage IV), favoring aggressive intervention in these patient populations.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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".