Evidence map›Paper›PMID 41438099›Full record

ArticleClinical and translational radiation oncology2026

Evaluation of loco-regional recurrences using deformable image registration after isotoxic high dose stereotactic body radiotherapy in localised pancreatic cancer.

Martin Manderlier, Sara Poeta, Jean-Luc Engelholm, Akos Gulyban, Jean-Luc Van Laethem, Christelle Bouchart

Abstract read
In one paragraph

Article in Clinical and translational radiation oncology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
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

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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. 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

6 authors.

Martin ManderlierDepartment of Radiation Oncology, Hôpital Universitaire de Bruxelles (HUB), Institut Jules Bordet, Université Libre de Bruxelles (ULB), Rue Meylemeersch 90, 1070 Brussels, Belgium.
Sara PoetaHUB Institut Jules Bordet, Medical Physics Department, Brussels, Belgium.
Jean-Luc EngelholmDepartment of Radiology, Hopitaux Iris Sud, 1190 Brussels, Belgium.
Akos GulybanHUB Institut Jules Bordet, Medical Physics Department, Brussels, Belgium.
Jean-Luc Van LaethemDepartment of Gastroenterology, Hepatology and Digestive Oncology, HUB Bordet Erasme Hospital, Université Libre de Bruxelles, Route de Lennik 808, 1070 Brussels, Belgium.
Christelle BouchartDepartment of Radiation Oncology, Hôpital Universitaire de Bruxelles (HUB), Institut Jules Bordet, Université Libre de Bruxelles (ULB), Rue Meylemeersch 90, 1070 Brussels, Belgium.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background and Purpose: Pancreatic ductal adenocarcinoma is a highly aggressive malignancy with poor survival outcomes. Neoadjuvant treatments, including radiotherapy, have been developed to improve resectability and survival rates. This study evaluates loco-regional recurrence (LRR) patterns after isotoxic high-dose stereotactic body radiotherapy (iHD-SBRT) for localized pancreatic cancer using deformable image registration (DIR). Materials and Methods: Patients with borderline/locally advanced pancreatic adenocarcinoma treated between January 2018 and January 2021 were included. Treatment involved modified FOLFIRINOX chemotherapy, iHD-SBRT, and surgery, if feasible. LRRs identified via CT/MRI during follow-up were mapped back onto initial radiotherapy planning using validated DIR workflows. Recurrences were classified as in-field (IF), marginal (M), or out-of-field (OF). Results: Among 41 patients, LRRs were identified in 17 (10 via CT, 7 via MRI). The majority of LRRs were classified as OF (53 %, n = 9), with 23.5 % (n = 4) each in IF and M categories. Marginal recurrences were located near major abdominal vessels, such as the superior mesenteric artery and coeliac artery. DIR quality metrics, including DICE and MDA, validated the accuracy of the mapping process. Conclusion: Image based evaluation of loco-regional recurrence is an important part of the assessment of patients treated with iHD-SBRT for localised pancreatic cancer. DIR-based analysis emphasized the importance of expanding the tumor-vessel interface (TVI) structure in radiotherapy planning to include the full circumference of adjacent vessels with a 5 mm margin. DIR-based analysis highlighted that several marginal recurrences occurred in proximity to perivascular regions, suggesting a potential benefit of expanding perivascular target coverage in future treatment planning.

Indexed as

Deformable image registrationLoco-regional recurrencePancreatic cancerRadiotherapyStereotactic body radiotherapy

Identifiers

PMID41438099
PMCPMC12720030

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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.