Evidence map›Paper›PMID 42440254›Full record

ArticleEuropean radiology experimental2026

Association between intra- and peritumoral heterogeneity on B-mode ultrasound and overall survival in patients with liver metastases treated with immunotherapy.

Littisha Lawrance, Ingrid Leguerney, Baya Benane-Benatsou, Jules Dupont, Samy Ammari, Alexandre Bône, Corinne Balleyguier, Aurélie Choucair, Christophe Massard, Nathalie Lassau and 1 more

Abstract read
In one paragraph

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.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

11 authors.

Littisha LawranceBiomaps, UMR1281, INSERM, Centre National de la Recherche Scientifique (CNRS), Commissariat à l'Energie Atomique (CEA), Université Paris Saclay, Villejuif, France.
Ingrid LeguerneyBiomaps, UMR1281, INSERM, Centre National de la Recherche Scientifique (CNRS), Commissariat à l'Energie Atomique (CEA), Université Paris Saclay, Villejuif, France.
Baya Benane-BenatsouBiomaps, UMR1281, INSERM, Centre National de la Recherche Scientifique (CNRS), Commissariat à l'Energie Atomique (CEA), Université Paris Saclay, Villejuif, France.
Jules DupontBiomaps, UMR1281, INSERM, Centre National de la Recherche Scientifique (CNRS), Commissariat à l'Energie Atomique (CEA), Université Paris Saclay, Villejuif, France.
Samy AmmariBiomaps, UMR1281, INSERM, Centre National de la Recherche Scientifique (CNRS), Commissariat à l'Energie Atomique (CEA), Université Paris Saclay, Villejuif, France.
Alexandre BôneGuerbet Research, Villepinte, France.
Corinne BalleyguierBiomaps, UMR1281, INSERM, Centre National de la Recherche Scientifique (CNRS), Commissariat à l'Energie Atomique (CEA), Université Paris Saclay, Villejuif, France.
Aurélie ChoucairBiomaps, UMR1281, INSERM, Centre National de la Recherche Scientifique (CNRS), Commissariat à l'Energie Atomique (CEA), Université Paris Saclay, Villejuif, France.
Christophe MassardDépartement d'Innovation Thérapeutique et des Essais Précoce, Gustave Roussy, Villejuif, France.
Nathalie LassauBiomaps, UMR1281, INSERM, Centre National de la Recherche Scientifique (CNRS), Commissariat à l'Energie Atomique (CEA), Université Paris Saclay, Villejuif, France.
Amandine CrombéDepartment of Diagnostic Oncologic Imaging, Gustave Roussy Institute, Villejuif, France. crombeamandine2@gmail.com.ORCID http://orcid.org/0000-0003-0098-6482

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectiveNoninvasive prognostic biomarkers are needed for patients receiving immune checkpoint inhibitors (ICIs). We evaluated whether ultrasound-derived spatial heterogeneity indices (SHI) from intra- and peritumoral regions of liver metastases from solid cancers-measured at baseline, at first evaluation, and as longitudinal changes-are associated with overall survival (OS) in patients treated with ICIs. MATERIALS AND

methodsThis retrospectively included 27 consecutive patients (median age: 58 years) with liver metastases undergoing ICI therapy. B-mode ultrasound was performed at baseline (D0) and day 21. For each time point, voxel intensities within manually segmented intra- and peritumoral regions were clustered using k-means to compute a normalized SHI. Intratumoral, peritumoral, and combined (intra+peri) SHIs were extracted, and relative changes (ΔSHI) were calculated. Associations with overall survival (OS) were tested using univariable and multivariable Cox regression models.

resultsAt a median follow-up of 12.3 months, 92.6% patients had died. Baseline SHIs were not associated with OS. However, higher SHIs at D21 were associated with longer OS: intratumoral (hazard ratio (HR) = 0.39, p = 0.030), peritumoral (HR = 0.38, p = 0.029), and combined regions (HR = 0.28, p = 0.007). In contrast, larger decreases in intratumoral ΔSHI (≤ -3.9%) and combined ΔSHI (≤ -3.0%) were associated with worse OS (p = 0.0297 and 0.0339, respectively). In multivariable analysis, only the combined SHI at D21 > median remained independently predictive of longer OS (HR = 0.09, p = 0.021).

conclusionThe combined SHI at D21 was independently associated with OS in patients with liver metastases from ICI-treated solid cancers. RELEVANCE STATEMENT: In this exploratory study, ultrasound-derived spatial heterogeneity indices estimated on intra- and peritumoral tissue on liver metastases offer a simple, contrast-free tool that was associated with overall survival in patients treated with immunotherapy, suggesting potential value for noninvasive risk stratification, pending validation in larger cohorts. KEY POINTS: The combined intratumoral and peritumoral ultrasound-based spatial heterogeneity index (SHI) at D21 was independently associated with OS, whereas dimensional metrics did not. Greater intratumoral, peritumoral, and combined SHI at D21, along with smaller decreases (or increases) in ΔSHI

Indexed as

Immune Checkpoint InhibitorsImmunotherapyLiver NeoplasmsAdultAgedFemaleHumansMaleMiddle AgedPrognosisRetrospective StudiesSurvival AnalysisUltrasonographyImmune Checkpoint InhibitorsImmune checkpoint inhibitorsImmunotherapyLiver neoplasmsSurvival analysisUltrasonography

Identifiers

PMID42440254
PMCPMC13365063

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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.