Evidence map›Paper›PMID 40723201›Full record

ArticleCancers2025

CT Texture Patterns Reflect HPV Status but Not Histological Differentiation in Oropharyngeal Squamous Cell Carcinoma.

Lays Assolini Pinheiro de Oliveira, Caio Elias Irajaya Lobo Peresi, Daniel Vitor Aguiar Nozaki, Ericka Francislaine Dias Costa, Lana Ferreira Santos, Carmen Silvia Passos Lima, Sérgio Lúcio Pereira de Castro Lopes, Andre Luiz Ferreira Costa

Abstract read
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. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
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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

8 authors.

Lays Assolini Pinheiro de OliveiraDepartment of Anesthesiology, Oncology and Radiology, Faculty of Medical Sciences, University of Campinas (UNICAMP), Campinas 13083-887, SP, Brazil.ORCID 0000-0002-0649-0069
Caio Elias Irajaya Lobo PeresiDepartment of Anesthesiology, Oncology and Radiology, Faculty of Medical Sciences, University of Campinas (UNICAMP), Campinas 13083-887, SP, Brazil.
Daniel Vitor Aguiar NozakiSchool of Dentistry of Paulista Association of Dentists (FAOA), São Paulo 01310-000, SP, Brazil.ORCID 0000-0002-9690-8843
Ericka Francislaine Dias CostaLaboratory of Cancer Genetics, School of Medical Sciences, University of Campinas (UNICAMP), São Paulo 13083-872, SP, Brazil.ORCID 0009-0009-2306-4086
Lana Ferreira SantosDepartment of Diagnosis and Surgery, The Institute of Sciences and Technology of São Paulo State University (UNESP), São José dos Campos 12245-000, SP, Brazil.ORCID 0000-0003-3840-5401
Carmen Silvia Passos LimaDepartment of Anesthesiology, Oncology and Radiology, Faculty of Medical Sciences, University of Campinas (UNICAMP), Campinas 13083-887, SP, Brazil.ORCID 0000-0002-1314-2345
Sérgio Lúcio Pereira de Castro LopesDepartment of Diagnosis and Surgery, The Institute of Sciences and Technology of São Paulo State University (UNESP), São José dos Campos 12245-000, SP, Brazil.ORCID 0000-0002-0882-5862
Andre Luiz Ferreira CostaDepartment of Anesthesiology, Oncology and Radiology, Faculty of Medical Sciences, University of Campinas (UNICAMP), Campinas 13083-887, SP, Brazil.ORCID 0000-0003-4856-5417

Funding

Fundação de Amparo à Pesquisa do Estado de São Paulo 23/08428-1
6 · The paper itself

Abstract

backgroundTexture analysis (TA) has shown promise in characterizing intratumoral heterogeneity from imaging data. We add to the literature that shows its capability to differentiate oropharyngeal cancers based on HPV status.

methodsMultislice CT analysis was done in 120 patients with confirmed OP SCC: a single 5 mm region of interest was placed on three consecutive homogeneous CT slices per patient. Texture features were extracted by using gray-level co-occurrence matrices averaged per patient. HPV status (via p16 IHC and molecular confirmation) and differentiation grade (i.e., good, moderate, and poor) were recorded. Non-parametric statistical tests assessed differences between subgroups.

resultsSeven texture parameters (i.e., angular second moment, contrast, sum of squares, sum entropy, entropy, inverse difference moment, and difference variance) differed significantly between HPV+ and HPV- tumors (all

conclusionsThis study adds to the growing evidence that CT-based TA can assess HPV status in OP SCC. TA may be promising, though it requires further validation as an adjunctive method integrating into radiomics workflows to develop predictive models for diagnosis, prognosis, and treatment planning.

Indexed as

imaging biomarkersnon-invasive diagnosisoropharyngeal squamous cell carcinomaradiomicstexture analysis

Identifiers

PMID40723201
PMCPMC12293550

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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.