Evidence map›Paper›PMID 40002166›Full record

ReviewCancers2025

Artificial Intelligence-Assisted Drug and Biomarker Discovery for Glioblastoma: A Scoping Review of the Literature.

Luana Conte, Gerardo Caruso, Anil K Philip, Federico Cucci, Giorgio De Nunzio, Donato Cascio, Maria Caffo

Abstract readReview
In one paragraph

Review in Cancers, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers.

0numbers the graph read from it
0cells of the map it votes in
16citing 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

16 citing papers in PubMed.

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  9. Artificial Intelligence-Driven Multi-Omics Approaches in Glioblastoma.International journal of molecular sciences · 2025
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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

7 authors.

Luana ConteDepartment of Physics and Chemistry, University of Palermo, 90128 Palermo, Italy.ORCID 0000-0002-8741-3478
Gerardo CarusoUnit of Neurosurgery, Department of Biomedical and Dental Sciences and Morphofunctional Imaging, University of Messina, 98100 Messina, Italy.ORCID 0000-0001-8505-817X
Anil K PhilipSchool of Pharmacy, University of Nizwa, Birkat Al Mouz, Nizwa 616, Oman.ORCID 0000-0003-2960-330X
Federico CucciCittà di Lecce Hospital, Gruppo Villa Maria, 73100 Lecce, Italy.ORCID 0009-0004-3013-7419
Giorgio De NunzioLaboratory of Advanced Data Analysis for Medicine (ADAM) at DReAM, University of Salento and ASL (Local Health Authority), "V. Fazzi" Hospital, 73100 Lecce, Italy.ORCID 0000-0002-1998-0286
Donato CascioDepartment of Physics and Chemistry, University of Palermo, 90128 Palermo, Italy.ORCID 0000-0001-6522-1259
Maria CaffoUnit of Neurosurgery, Department of Biomedical and Dental Sciences and Morphofunctional Imaging, University of Messina, 98100 Messina, Italy.ORCID 0000-0002-3240-0506

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Artificial Intelligencebiomarker discoveryDeep Learningdrug discoveryglioblastomaMachine Learning

Identifiers

PMID40002166
PMCPMC11852502

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.