Evidence map›Paper›PMID 41946678›Full record

ArticleCell death discovery2026

Leveraging drug-specific genes to identify sensitizers for resistant cancer cell lines.

G Pepe, E Valentini, R Appierdo, C Pontecorvi, L Parca, G Ausiello, S Galardi, M Helmer-Citterich, P F Gherardini

Abstract read
In one paragraph

Article in Cell death discovery, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

9 authors.

G Pepe *Department of Biology, University of Rome Tor Vergata, Rome, Italy. gerardo.pepe@uniroma2.it.ORCID http://orcid.org/0000-0001-5308-2765
E Valentini *Department of Biology, University of Rome Tor Vergata, Rome, Italy.
R AppierdoDepartment of Biology, University of Rome Tor Vergata, Rome, Italy.
C PontecorviDepartment of Biology, University of Rome Tor Vergata, Rome, Italy.ORCID http://orcid.org/0009-0002-2937-2847
L ParcaDepartment of Biology, University of Rome Tor Vergata, Rome, Italy.
G AusielloDepartment of Biology, University of Rome Tor Vergata, Rome, Italy.
S GalardiDepartment of Biology, University of Rome Tor Vergata, Rome, Italy.
M Helmer-CitterichDepartment of Biology, University of Rome Tor Vergata, Rome, Italy.
P F GherardiniDepartment of Biology, University of Rome Tor Vergata, Rome, Italy. pier.federico.gherardini@uniroma2.it.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Therapeutic resistance remains a major obstacle in oncology, often arising from transcriptional reprogramming that enables cancer cells to escape drug-induced cytotoxicity. We aimed to develop a computational-experimental strategy to identify compounds capable of reversing resistance phenotypes. We integrated previously defined Drug-Specific Genes (DSGs), expression markers of drug sensitivity or resistance, with perturbational profiles from the Connectivity Map (CMap). Candidate compounds were prioritized based on their predicted ability to shift DSG expression toward a sensitized state. The top-ranked compound was validated in resistant HeLa and NCI-H1299 cell lines using BMS-345541 and Vorinostat as primary agents. Cell viability, apoptosis, and cell cycle progression were assessed. Chaetocin consistently emerged as a leading sensitizer in silico. Experimental validation confirmed that chaetocin enhanced the activity of BMS-345541 in HeLa cells and Vorinostat in NCI-H1299 cells. Combination treatments reduced cell viability, induced apoptosis, and promoted G2/M cell cycle arrest compared with primary drugs alone. DSG-guided transcriptional reversal offers a rational framework for overcoming therapeutic resistance. Our findings demonstrate that chaetocin can restore drug sensitivity in resistant cancer models, supporting its potential as a resistance-modulating agent in combination therapies. Given its epigenetic activity, chaetocin aligns with the emerging role of epigenetic modulators as promising partners in oncological co-treatments.

Identifiers

PMID41946678
PMCPMC13187434

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.