Lymphovascular Invasion Is Associated with Reduced Locoregional Control and Survival in Women with Node-Negative Breast Cancer Treated with Mastectomy and Systemic Therapy
Bibliographic record
Abstract
BACKGROUND: The impact of lymphovascular invasion (LVI) on postmastectomy locoregional relapse (LRR) and its use in guiding locoregional therapy in node-negative breast cancer are unclear. This study evaluates the association of LVI with relapse and survival in a cohort of women with early-stage breast cancer. STUDY DESIGN: The study cohort comprised 763 women with pT1-2, pN0 breast cancer referred from 1989 to 1999 and treated with mastectomy and adjuvant systemic therapy without radiotherapy. Kaplan-Meier LRR, distant relapse, and overall survival rates at 7 years were compared between patients with and without LVI. Cox regression analyses were performed to evaluate the prognostic significance of LVI for relapse and survival. RESULTS: Median followup was 7.0 years (range 0.34 to 14.9 years). LVI was present in 210 (27.5%) patients. In log-rank comparisons of Kaplan-Meier curves stratified by LVI status, LVI-positive disease was associated with significantly higher risks of LRR (p = 0.006), distant relapse (p = 0.04), and lower overall survival (p = 0.02). In the multivariable Cox regression analysis, LVI was significantly associated with LRR (relative risk [RR] = 2.32; 95% CI, 1.26-4.27; p = 0.007), distance relapse (RR = 1.53; 95% CI, 1.00-2.35; p = 0.05), and overall survival (RR = 1.46; 95% CI, 1.04-2.07; p = 0.03). In patients with one of the following characteristics: age younger than 50 years, premenopausal status, grade III histology, or estrogen receptor-negative disease, 7-year LRR risks increased threefold from 3% to 5% when LVI was absent, to 15% to 20% in the presence of LVI. CONCLUSIONS: LVI is an adverse prognostic factor for relapse and survival in node-negative patients treated with mastectomy and systemic therapy. LVI, in combination with age older than 50 years, premenopausal status, grade III histology, or estrogen receptor-negative disease, identified patient subsets with 7-year LRR risks of approximately 15% to 20%. Prospective research is required to define the role of adjuvant radiotherapy in these patients.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.000 |
| 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".