Gynecologic Cancer as a “Sentinel Cancer” for Women With Hereditary Nonpolyposis Colorectal Cancer Syndrome
Bibliographic record
Abstract
OBJECTIVE: Women with hereditary nonpolyposis colorectal cancer syndrome have a 40-60% lifetime risk for colon cancer, a 40-60% lifetime risk for endometrial cancer, and a 12% lifetime risk for ovarian cancer. A number of women with hereditary nonpolyposis colorectal cancer syndrome will have more than one cancer in their lifetime. The purpose of this study was to estimate whether women with hereditary nonpolyposis colorectal cancer syndrome who develop 2 primary cancers present with gynecologic or colon cancer as their "sentinel cancer." METHODS: Women whose families fulfilled Amsterdam criteria for hereditary nonpolyposis colorectal cancer syndrome and who developed 2 primary colorectal/gynecologic cancers in their lifetime were identified from 5 large hereditary nonpolyposis colorectal cancer syndrome registries. Information on age at cancer diagnoses and which cancer (colon cancer or endometrial cancer/ovarian cancer) developed first was obtained. RESULTS: A total of 117 women with dual primary cancers from 223 Amsterdam families were identified. In 16 women, colon cancer and endometrial cancer/ovarian cancer were diagnosed simultaneously. Of the remaining 101 women, 52 (51%) women had an endometrial or ovarian cancer diagnosed first. Forty-nine (49%) women had a colon cancer diagnosed first. For women who developed endometrial cancer/ovarian cancer first, mean age at diagnosis of endometrial cancer/ovarian cancer was 44. For women who developed colon cancer first, the mean age at diagnosis of colon cancer was 40. CONCLUSION: In this large series of women with hereditary nonpolyposis colorectal cancer syndrome who developed 2 primary colorectal/gynecologic cancers, endometrial cancer/ovarian cancer was the "sentinel cancer," preceding the development of colon cancer, in half of the cases. Therefore, gynecologists and gynecologic oncologists play a pivotal role in the identification of women with hereditary nonpolyposis colorectal cancer syndrome.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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 | 0.000 |
| 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".