Evidence map›Paper›PMID 39858097›Full record

ArticleCancers2025

Deep Learning-Based Glioma Segmentation of 2D Intraoperative Ultrasound Images: A Multicenter Study Using the Brain Tumor Intraoperative Ultrasound Database (BraTioUS).

Santiago Cepeda, Olga Esteban-Sinovas, Vikas Singh, Prakash Shetty, Aliasgar Moiyadi, Luke Dixon, Alistair Weld, Giulio Anichini, Stamatia Giannarou, Sophie Camp and 11 more

Registry-linked trialAbstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Cancers, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT07376304 (Optimization of Intraoperative Ultrasound Use in Brain Tumor Surgery Through Artificial Intelligence-Based Techniques), which is not on this 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.

NCT07376304 phase3not yet recruitingnot on this mapstarted 2026, after this paper: background citation

Optimization of Intraoperative Ultrasound Use in Brain Tumor Surgery Through Artificial Intelligence-Based Techniques

TypeinterventionalSponsorHospital del Rio HortegaRan2026 to 2028Enrolled100ConditionsBrain Tumor AdultArmsBrainUS-AI real-time intraoperative ultrasound segmentation system
3 · Its place in the literature

Who cites it

5 citing papers in PubMed.

  1. Review
  2. Article
  3. Review
  4. Artificial intelligence in neuro-oncology: methodological bases, practical applications and ethical and regulatory issues.Clinical & translational oncology : official publication of the Federation of Spanish Oncology Societies and of the National Cancer Institute of Mexico · 2025
    Review
  5. 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

21 authors.

Santiago CepedaDepartment of Neurosurgery, Río Hortega University Hospital, 47014 Valladolid, Spain.ORCID 0000-0003-1667-8548
Olga Esteban-SinovasDepartment of Neurosurgery, Río Hortega University Hospital, 47014 Valladolid, Spain.ORCID 0000-0002-4917-877X
Vikas SinghDepartment of Neurosurgery, Tata Memorial Centre, Homi Bhabha National Institute, Mumbai 400012, Maharashtra, India.ORCID 0000-0001-7991-6772
Prakash ShettyDepartment of Neurosurgery, Tata Memorial Centre, Homi Bhabha National Institute, Mumbai 400012, Maharashtra, India.
Aliasgar MoiyadiDepartment of Neurosurgery, Tata Memorial Centre, Homi Bhabha National Institute, Mumbai 400012, Maharashtra, India.ORCID 0000-0002-4082-2004
Luke DixonDepartment of Imaging, Charing Cross Hospital, Fulham Palace Rd, London W6 8RF, UK.
Alistair WeldHamlyn Centre, Imperial College London, Exhibition Rd, London SW7 2AZ, UK.
Giulio AnichiniDepartment of Neurosurgery, Charing Cross Hospital, Fulham Palace Rd, London W6 8RF, UK.
Stamatia GiannarouHamlyn Centre, Imperial College London, Exhibition Rd, London SW7 2AZ, UK.
Sophie CampDepartment of Neurosurgery, Charing Cross Hospital, Fulham Palace Rd, London W6 8RF, UK.
Ilyess ZemmouraUMR 1253, iBrain, Université de Tours, Inserm, 37000 Tours, France.
Giuseppe Roberto GiammalvaNeurosurgery Department, ARNAS Civico Di Cristina Benfratelli Hospital, 90127 Palermo, Italy.ORCID 0000-0001-6309-8963
Massimiliano Del BeneDepartment of Neurosurgery, Fondazione IRCCS Istituto Neurologico Carlo Besta, Via Celoria 11, 20133 Milan, Italy.ORCID 0000-0002-6672-9721
Arianna BarbottiDepartment of Neurosurgery, Fondazione IRCCS Istituto Neurologico Carlo Besta, Via Celoria 11, 20133 Milan, Italy.ORCID 0000-0003-2315-5614
Francesco DiMecoDepartment of Neurosurgery, Fondazione IRCCS Istituto Neurologico Carlo Besta, Via Celoria 11, 20133 Milan, Italy.
Timothy Richard WestDepartment of Neurosurgery, Massachusetts General Hospital, Mass General Brigham, Harvard Medical School, Boston, MA 02114, USA.ORCID 0000-0002-6444-6939
Brian Vala NahedDepartment of Neurosurgery, Massachusetts General Hospital, Mass General Brigham, Harvard Medical School, Boston, MA 02114, USA.
Roberto RomeroBiomedical Engineering Group, Universidad de Valladolid, 47011 Valladolid, Spain.ORCID 0000-0003-2996-4754
Ignacio ArreseDepartment of Neurosurgery, Río Hortega University Hospital, 47014 Valladolid, Spain.
Roberto HorneroBiomedical Engineering Group, Universidad de Valladolid, 47011 Valladolid, Spain.ORCID 0000-0001-9915-2570
Rosario SarabiaDepartment of Neurosurgery, Río Hortega University Hospital, 47014 Valladolid, Spain.ORCID 0000-0003-2576-7518

Funding

Gerencia Regional de Salud de Castilla y León GRS 2313/A/21
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

brain tumorCNNdeep learningGliomasegmentationultrasound

Identifiers

PMID39858097
PMCPMC11763412

What OpenQuestion holds

Textmetadata
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Registered trials

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.