Evidence map›Paper›PMID 42243565›Full record

Observational studyBreast cancer research and treatment2026

Association of baseline tumor-infiltrating lymphocytes and cell-cycle regulation markers on prognosis and mortality in patients with advanced breast cancer according to tumor characteristics and treatment type: an observational study.

Sauli Vuoti, Minna Saari, Janne Lahti, Kumar Narasimha, Kai Reinikainen

Abstract readObservational Study
In one paragraph

Observational study in Breast cancer research and treatment, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Sauli VuotiUniversity Of Oulu, Pentti Kaiteran Katu 1, Oulu, 90570, Finland. sauli.vuoti@oulu.fi.
Minna SaariUniversity Of Oulu, Pentti Kaiteran Katu 1, Oulu, 90570, Finland.
Janne LahtiUniversity Of Oulu, Pentti Kaiteran Katu 1, Oulu, 90570, Finland.
Kumar NarasimhaChembrain LTD, LSK Business Park, Loppusuora 22, Kauhava, 62200, Finland.
Kai ReinikainenChembrain LTD, LSK Business Park, Loppusuora 22, Kauhava, 62200, Finland.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundTumor proliferation and immune infiltration are key determinants of breast cancer biology, yet their prognostic value in the advanced setting remains incompletely defined. We evaluated the clinical relevance of tumor‑infiltrating lymphocytes (TILs) and four cell cycle regulation biomarkers-Ki67, MCM2, Cyclin A, and PHH3-across major breast cancer subtypes in a contemporary real‑world cohort.

methodsWe conducted a retrospective analysis of the outcomes of 398 patients with advanced breast cancer treated between 2020 and 2024. Clinicopathological variables were compared across HER2-/HR+, HER2+, and triple‑negative breast cancer (TNBC). Progression‑free survival (PFS) was assessed using Kaplan-Meier analysis and log‑rank tests. Multivariable polytomous logistic regression identified factors associated with PFS < 2 years. Subtype‑specific associations between TILs and PFS > 2 years were evaluated using multivariable Cox models adjusted for age, ECOG status, tumor grade, and prior therapies. Additional Cox regression models assessed predictors of overall survival (OS).

resultsLow TIL density was independently associated with early progression (RRR 2.28, 95% CI 1.19-4.03). Proliferation markers showed consistent associations with PFS: elevated Ki67, MCM2, Cyclin A, and PHH3 each correlated with shorter survival, with MCM2 showing the strongest effect. TIL-PFS associations were subtype‑dependent. In HR+/HER2 - disease, high TILs were linked to shorter PFS (HR 2.27, 95% CI 1.18-4.02), whereas in TNBC, low TILs predicted markedly worse outcomes (HR 2.33, 95% CI 1.88-2.86). TIL levels were not prognostic in HER2 + disease. Across all subtypes, high expression of Ki67, MCM2, Cyclin A, and PHH3 was significantly associated with reduced OS in multivariable models.

conclusionsSubtype‑specific immune infiltration and elevated proliferation activity are key predictors of disease trajectory in advanced breast cancer. TILs carry divergent prognostic meaning across subtypes, whereas proliferation markers consistently identify high‑risk disease. Integrating immune and proliferative biomarkers may enhance risk stratification and guide treatment tailoring, particularly within TNBC and hormonally driven tumors.

Indexed as

Biomarkers, TumorBreast NeoplasmsLymphocytes, Tumor-InfiltratingAgedErb-b2 Receptor Tyrosine KinasesFemaleHumansKaplan-Meier EstimateKi-67 AntigenMiddle AgedMinichromosome Maintenance Complex Component 2PrognosisRetrospective StudiesBiomarkers, TumorErb-b2 Receptor Tyrosine KinasesKi-67 AntigenMCM2 protein, humanMinichromosome Maintenance Complex Component 2MKI67 protein, humanBiomarkersBreast neoplasmsCell proliferationDisease-free survivalKi-67 AntigenMinichromosome maintenance complex component 2Molecular subtypesTumorTumor-infiltrating lymphocytes

Identifiers

PMID42243565
PMCPMC13236729

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.