Evidence map›Paper›PMID 40738893›Full record

ArticleNPJ breast cancer2025

Single-cell transcriptomics reveals biomarker heterogeneity linked to CDK4/6 Inhibitor resistance in breast cancer cell lines.

Ilenia Migliaccio, Martina Bonechi, Dario Romagnoli, Giulia Boccalini, Francesca Galardi, Cristina Guarducci, Agostina Nardone, Rachel Schiff, Laura Biganzoli, Luca Malorni and 1 more

Abstract read
In one paragraph

Article in NPJ breast cancer, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

5 citing papers in PubMed.

  1. Article
  2. Review
  3. Article
  4. Article
  5. Review
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

11 authors.

Ilenia MigliaccioTranslational Research Unit, Department of Oncology, Hospital of Prato, Azienda USL Toscana Centro, Prato, Italy.
Martina BonechiTranslational Research Unit, Department of Oncology, Hospital of Prato, Azienda USL Toscana Centro, Prato, Italy.
Dario RomagnoliDepartment of Oncology, Hospital of Prato, Azienda USL Toscana Centro, Prato, Italy.
Giulia BoccaliniTranslational Research Unit, Department of Oncology, Hospital of Prato, Azienda USL Toscana Centro, Prato, Italy.
Francesca GalardiTranslational Research Unit, Department of Oncology, Hospital of Prato, Azienda USL Toscana Centro, Prato, Italy.
Cristina GuarducciTranslational Research Unit, Department of Oncology, Hospital of Prato, Azienda USL Toscana Centro, Prato, Italy.
Agostina NardoneTranslational Research Unit, Department of Oncology, Hospital of Prato, Azienda USL Toscana Centro, Prato, Italy.
Rachel SchiffLester and Sue Smith Breast Center, Dan L. Duncan Comprehensive Cancer Center, Department of Molecular and Cellular Biology, Department of Medicine, Baylor College of Medicine, Houston, TX, USA.
Laura BiganzoliDepartment of Oncology, Hospital of Prato, Azienda USL Toscana Centro, Prato, Italy.
Luca MalorniTranslational Research Unit, Department of Oncology, Hospital of Prato, Azienda USL Toscana Centro, Prato, Italy. luca.malorni@uslcentro.toscana.it.
Matteo BenelliDepartment of Oncology, Hospital of Prato, Azienda USL Toscana Centro, Prato, Italy. matteo.benelli@unifi.it.

Funding

Breast Cancer Research Foundation BCRF BCRF 17-143 and 18-145Department of Defense Breakthrough Award W81XWH2110610Fondazione AIRC per la ricerca sul cancro ETS IG 22869 and MFAG 18880
6 · The paper itself

Abstract

Cyclin dependent kinases 4 and 6 inhibitors have brought great improvements in the treatment of luminal breast cancer, but resistance is a major clinical hurdle. Multiple biomarkers of resistance have been proposed, but none is currently utilized in clinical practice. By performing single-cell RNA sequencing of seven palbociclib-naïve luminal breast cancer cell lines and palbociclib-resistant derivatives, we show that established biomarkers and pathways related to CDK4/6i resistance present marked intra- and inter- cell-line heterogeneity. Transcriptional features of resistance could be already observed in naïve cells correlating with levels of sensitivity (IC50) to palbociclib. Resistant derivatives showed transcriptional clusters that significantly varied for proliferative, estrogen response signatures or MYC targets. This marked heterogeneity was validated in the FELINE trial where, compared to the sensitive ones, ribociclib-resistant tumors developed higher clonal diversity at genetic level and showed greater trascriptional variability for genes associated with resistance. A potential signature of resistance inferred from the cell-line models, positively enriched for MYC targets and negatively enriched for estrogen response markers, was probed on the FELINE trial, separating sensitive from resistant tumors and revealing higher heterogeneity in resistant versus sensitive cells. These data suggest that heterogeneity for CDK4/6 inhibitors resistant markers might facilitate the development of resistance and challenge the validation of clinical biomarkers.

Identifiers

PMID40738893
PMCPMC12311131

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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.