ArticleEuropean radiology experimental2026
Imaging tumor microenvironment heterogeneity in oral squamous cell carcinoma using IVIM DWI habitat analysis.
Article in European radiology experimental, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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.
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.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
Abstract
objectiveThe tumor microenvironment (TME) of oral squamous cell carcinoma (OSCC) is spatially heterogeneous and critically influences prognosis. Conventional magnetic resonance imaging (MRI) diffusion-weighted imaging (DWI) metrics average heterogeneity and obscure relevant biological intratumoral patterns. Habitat imaging enables voxel-wise characterization of diffusion-perfusion heterogeneity. MATERIALS AND
methodsEighty-four patients with pathologically confirmed OSCC were prospectively enrolled and underwent preoperative multi-b-value intravoxel incoherent motion (IVIM)-DWI. A voxel-wise habitat imaging framework was applied based on diffusion-related (D
resultsHigh-TSR tumors exhibited higher D
conclusionIVIM-DWI-based habitat imaging provides a noninvasive approach for characterizing diffusion-perfusion heterogeneity in OSCC and may complement histopathological assessment for preoperative risk stratification. KEY POINTS: Question: Can IVIM-DWI-based habitat imaging noninvasively characterize tumor microenvironment heterogeneity and identify imaging features associated with stromal composition, immune infiltration, and nodal metastasis in OSCC?
findingsIVIM-DWI-based habitat imaging identified spatially distinct diffusion-perfusion habitats associated with TSR, TILs, and CLNM, with improved discrimination over conventional whole-tumor diffusion metrics. RELEVANCE STATEMENT: IVIM-DWI-based habitat imaging provides clinically relevant, noninvasive biomarkers of TME features, improving preoperative risk stratification and supporting more precise, individualized therapeutic decisionmaking in OSCC.
Indexed as
Identifiers
What OpenQuestion holds
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.