Evidence map›Paper›PMID 39451637›Full record

ArticleDiagnostics (Basel, Switzerland)2024

The Predictive Role of Radiomics in Breast Cancer Patients Imaged by [

Fabrizia Gelardi, Lara Cavinato, Rita De Sanctis, Gaia Ninatti, Paola Tiberio, Marcello Rodari, Alberto Zambelli, Armando Santoro, Bethania Fernandes, Arturo Chiti and 2 more

Abstract read
In one paragraph

Article in Diagnostics (Basel, Switzerland), 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. [La Radiologia medica · 2026
    Review
  2. Review
  3. Review
  4. Using [Cancers · 2025
    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

12 authors.

Fabrizia GelardiDepartment of Biomedical Sciences, Humanitas University, 20072 Pieve Emanuele, Italy.ORCID 0000-0001-7120-333X
Lara CavinatoMOX, Department of Mathematics, Politecnico di Milano, 20133 Milan, Italy.ORCID 0000-0001-7007-0205
Rita De SanctisDepartment of Biomedical Sciences, Humanitas University, 20072 Pieve Emanuele, Italy.ORCID 0000-0003-3202-1933
Gaia NinattiIRCCS San Raffaele Hospital, 20132 Milan, Italy.ORCID 0000-0001-8207-1256
Paola TiberioDepartment of Biomedical Sciences, Humanitas University, 20072 Pieve Emanuele, Italy.ORCID 0000-0001-9506-7010
Marcello RodariIRCCS Humanitas Research Hospital, 20089 Rozzano, Italy.
Alberto ZambelliDepartment of Biomedical Sciences, Humanitas University, 20072 Pieve Emanuele, Italy.ORCID 0000-0002-1374-1831
Armando SantoroDepartment of Biomedical Sciences, Humanitas University, 20072 Pieve Emanuele, Italy.ORCID 0000-0003-1709-9492
Bethania FernandesIRCCS Humanitas Research Hospital, 20089 Rozzano, Italy.ORCID 0000-0002-4327-1586
Arturo ChitiFaculty of Medicine and Surgery, Vita-Salute San Raffaele University, 20132 Milan, Italy.
Lidija AntunovicIRCCS San Raffaele Hospital, 20132 Milan, Italy.ORCID 0000-0003-1832-1083
Martina SolliniFaculty of Medicine and Surgery, Vita-Salute San Raffaele University, 20132 Milan, Italy.ORCID 0000-0003-2214-6492

Funding

5x1000 018-04
6 · The paper itself

Abstract

backgroundRecently, radiomics has emerged as a possible image-derived biomarker, predominantly stemming from retrospective analyses. We aimed to prospectively assess the predictive role of [

methodsPatients affected by stage I-III BC eligible for neoadjuvant chemotherapy (NAC) staged with [

resultsWe analysed 93 patients (53 HER2+ and 40 triple-negative (TNBC)). pCR was achieved in 44/93 cases (24/53 HER2+ and 20/40 TNBC). Age, molecular subtype, Ki67 percent, and stage could not predict pCR in multivariate analysis. In univariate analysis, 10 radiomic indices resulted in

conclusionsThis study shows the potential of PET radiomics for staging purposes in BC; the possible role of radiomics in predicting the pCR response to NAC in BC needs to be further investigated.

Indexed as

[18F]FDGbreast cancerneoadjuvant chemotherapypathologic complete responsePET/CTradiomics

Identifiers

PMID39451637
PMCPMC11506751

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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.