Abstract OT3-05-03: POLARIS: Palbociclib (P) in hormone receptor-positive (HR+) advanced breast cancer: A prospective multicenter noninterventional study
Bibliographic record
Abstract
Abstract Background: P is a novel cyclin-dependent kinase 4/6 inhibitor approved in the United States and Canada in combination with endocrine therapy for HR+/human epidermal growth factor receptor 2–negative (HER2-) advanced breast cancer (ABC). Despite promising trial results, not all patients respond to P. Moreover, despite a median age at diagnosis of 62 years, elderly patients are underrepresented in targeted therapy trials, including the PALOMA studies assessing P. It is important to understand P use in real-world practice settings, including tolerability and outcomes in the vulnerable older population. In addition, understanding the mechanisms of P response or resistance is critical to identify clinical factors and biomarkers that can predict which patients will benefit from P. This multicenter observational and biomarker study will seek to address these and other data gaps. Trial Design: This is a prospective, noninterventional study of 1500 patients treated with P from 100 US and 10 Canadian sites. Study duration will span 2 years of recruitment and 3 years of follow-up after P treatment, until patient withdrawal from the study or death. Study participation is not intended to alter routine treatment; all treatment decisions, including type and timing of disease monitoring, are at the discretion of the treating physician and patient. Eligibility: Eligible patients are aged ≥18 years with a diagnosis of adenocarcinoma of the breast with (1) evidence of advanced or metastatic disease not amenable to treatment with curative intent, (2) documented HR+/HER2- status, and (3) planned treatment with P. Patients with a life expectancy <3 months at initial diagnosis, those participating in interventional trials, and those receiving active treatment for malignancies other than ABC at enrollment are ineligible. Aims: In a large real-world cohort of HR+/HER2- ABC patients treated with P in routine clinical practice, this study aims to assess the following: prescribing and treatment patterns for ABC before, during, and after P therapy; overall clinical response to P; biomarker assessment investigating potential mechanisms of response and resistance to P based on genomic analyses of blood samples; patient quality of life, as measured by the European Organization for the Research and Treatment of Cancer Quality of Life Questionnaire Core 30; geriatric assessments in patients aged ≥70 years at enrollment based on the G8 Geriatric Screening Tool and the Activities of Daily Living questionnaire; and sequencing of treatment for metastatic disease. Other outcomes to be assessed include survival and toxicity. Methods: Data will be collected from routine clinical assessments. Patients will have the option to provide blood samples drawn at standard-of-care intervals at baseline, during P treatment, and at the end of treatment for potential biomarker identification. Analyses will be primarily descriptive, with point estimates and confidence intervals as well as Kaplan-Meier methods used to assess time-to-event outcomes. Accrual: Presently, 46 patients from 20 sites are enrolled. Funding: Pfizer Inc. Citation Format: Tripathy D, Bardia A, Blum JL, Rocque G, Wilks S, Lakhanpal S, Migas J, Cappelleri J, Perkins J, Comstock G, Wang Y. POLARIS: Palbociclib (P) in hormone receptor-positive (HR+) advanced breast cancer: A prospective multicenter noninterventional study [abstract]. In: Proceedings of the 2017 San Antonio Breast Cancer Symposium; 2017 Dec 5-9; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2018;78(4 Suppl):Abstract nr OT3-05-03.
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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 | 0.005 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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".