Nodal Disease Burden for Early-Stage Oral Cancer
Bibliographic record
Abstract
Importance: Nodal disease has a significant effect on survival of patients with oral squamous cell carcinoma (OSCC). The decision for elective neck dissection for clinically node-negative (cN0) disease remains elusive. Objectives: To determine the efficacy of prophylactic neck treatment and to assess the value of commonly used clinicopathologic factors associated with nodal disease for early-stage OSCC. Design, Setting, and Participants: This retrospective study from a population-based cancer registry included patients diagnosed as having OSCC from January 11, 2001, to December 24, 2007, who were identified from the British Columbia Cancer Agency Registry. Comprehensive clinicopathologic data, treatment information, and time to outcome were collected. Five-year overall survival, disease-specific survival, and cumulative incidence of regional failure (RF) were analyzed. Receiver operating characteristic curve analysis with sensitivity and specificity was used to determine the association of these covariates with RF during follow-up. Data were analyzed from January 16 to June 30, 2015. Interventions: Follow-up of patients with cN0 OSCC with or without prophylactic neck treatment (elective neck dissection [END] and or radiotherapy). Main Outcomes and Measures: Patient demographic characteristics, clinicopathologic data, treatment data, and time from the initial surgery to last follow-up, the development of RF, or death due to oral cancer or other causes. Results: Of the 469 patients with cN0 primary OSCC who underwent intent-to-cure surgery for the intraoral lesion, 447 received local excision (LE) for the primary tumor (256 men [57.3%] and 191 women [42.7%]; mean [SD] age, 63.3 [14.7] years). Patients who received prophylactic treatment of the neck (n = 125) compared with LE only (n = 322) had no survival advantage. The estimated 5-year overall and disease-specific survival rates were 61.9% (95% CI, 56.5%-67.8%) and 80.8% (95% CI, 76.1%-85.6%), respectively, for the LE-only group; 54.4% (95% CI, 45.9%-64.5%) and 73.1% (95% CI, 65%-82.3%), respectively, for the LE + END ± radiotherapy group; and 61.7% (95% CI, 52.3%-72.8%) and 80.3% (95% CI, 72%-89.4%), respectively, for the LE + END group. Among the patients with cN0 disease receiving LE only, 89 (27.6%; 95% CI, 23%-33%) developed RF at a median time of 10.8 months, and 71 of the RFs (79.8%) developed within 30 months. Tumor depth of invasion of at least 4 mm and tumor grade of 2 or 3 showed an association with RF but had poor sensitivity and specificity. Conclusions and Relevance: Commonly used pathologic factors to decide neck dissection for cN0 OSCC are not effective and can cause overtreatment or undertreatment. The need for identification of new objective approaches for risk assessment of RF is urgent.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| 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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".