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Record W4417360319 · doi:10.3390/curroncol32120709

Real-World Predictors of Survival in CDK4/6 Inhibitor-Treated Metastatic Breast Cancer: The Significance of ER Expression Level and Treatment Naivety

2025· article· en· W4417360319 on OpenAlexvenueno aff
Büşra Bülbül, Bekir Ucun, Can Cangür, İrem Turgut Yeğen, Orhan Önder Eren, Cengiz Yılmaz, Gürkan Gül, Atike Pınar Erdoğan, Ece Şahin Hafızoğlu, Erhan Gökmen, Oğuzcan Özkan, Murat Araz, Ahmet Fatih Oruç, Serkan Yıldırım

Bibliographic record

VenueCurrent Oncology · 2025
Typearticle
Languageen
FieldMedicine
TopicAdvanced Breast Cancer Therapies
Canadian institutionsnot available
FundersSelçuk Üniversitesi
KeywordsMetastatic breast cancerExpression (computer science)Selection (genetic algorithm)Breast cancerOverall survivalPhenotypeClinical significance

Abstract

fetched live from OpenAlex

Objective: CDK4/6 inhibitors constitute standard first-line therapy for hormone receptor (HR)-positive, HER2-negative metastatic breast cancer (MBC). We investigated real-world predictors of overall survival (OS), with particular focus on high ER expression (≥90%). Methods: In this multicenter, retrospective study, we analyzed 603 HR-positive/HER2-negative MBC patients treated with CDK4/6 inhibitors (ribociclib or palbociclib) between May 2020 and June 2024. We evaluated demographic, clinical, and pathological factors for their impact on OS using univariate and multivariate Cox regression analyses. Results: In univariate analysis, significantly longer OS was observed in endocrine therapy-naive patients (median OS: 51.0 vs. 33.3 months; p < 0.001), those without liver metastases (50.0 vs. 34.0 months; p = 0.019), bone-only metastases (57.7 vs. 40.5 months; p = 0.022), and PR-positive patients (50.0 vs. 36.0 months; p = 0.037). Patients with ER expression ≥90% showed a strong trend toward longer OS (49.0 vs. 41.0 months; p = 0.072). In multivariate analysis, endocrine therapy naivety (p = 0.045) and high ER expression (≥90%) (p = 0.031) emerged as independent predictors of superior OS. Conclusions: Our study identifies treatment naivety and exceptionally high ER expression (≥90%) as key independent predictors of prolonged OS in CDK4/6 inhibitor-treated MBC patients. These findings underscore the importance of early CDK4/6 inhibitor implementation and suggest that quantitative ER assessment may refine patient selection beyond conventional positivity thresholds.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.176
Threshold uncertainty score0.542

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.089
GPT teacher head0.406
Teacher spread0.317 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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