Evidence map›Paper›PMID 41673079›Full record

ArticleCommunications medicine2026

Preoperative lymphocyte signature predicts pancreatic fistula after pancreatoduodenectomy.

Jonathan Garnier, Grégoire Bellan, Anaïs Palen, Xavier Durand, Jacques Ewald, Amira Ben Amara, Marie-Sarah Rouvière, Benjamin Choisy, Franck Verdonk, Brice Gaudilliere and 4 more

Registry-linked trialAbstract read
In one paragraph

Article in Communications medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT03978702 (Pancreatic Surgery), which is not on this map. Not yet cited in PubMed.

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

NCT03978702 naunknown statusnot on this map

Pancreatic Surgery: Evaluation of the Impact of Pancreatectomy on Systemic Immunity

TypeinterventionalSponsorInstitut Paoli-CalmettesRan2021 to 2022Enrolled40ConditionsPancreas Cancer, Pancreatectomy, HyperglycemiaArmsBlood sampling
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

14 authors.

Jonathan GarnierDepartment of Surgical Oncology, Institut Paoli-Calmettes, Marseille, France. garnierj@ipc.unicancer.fr.ORCID http://orcid.org/0000-0001-5481-2926
Grégoire BellanSurgeCare, Paris, France.ORCID http://orcid.org/0000-0002-8804-8062
Anaïs PalenDepartment of Surgical Oncology, Institut Paoli-Calmettes, Marseille, France.
Xavier DurandSurgeCare, Paris, France.ORCID http://orcid.org/0009-0005-2359-1987
Jacques EwaldDepartment of Surgical Oncology, Institut Paoli-Calmettes, Marseille, France.
Amira Ben AmaraTeam Immunity and Cancer, Centre de Recherche en Cancérologie de Marseille (CRCM), Inserm U1068, CNRS UMR7258, Institut Paoli-Calmettes, Aix-Marseille University UM105, Marseille, France.
Marie-Sarah RouvièreTeam Immunity and Cancer, Centre de Recherche en Cancérologie de Marseille (CRCM), Inserm U1068, CNRS UMR7258, Institut Paoli-Calmettes, Aix-Marseille University UM105, Marseille, France.
Benjamin ChoisySurgeCare, Paris, France.
Franck VerdonkSurgeCare, Paris, France.
Brice GaudilliereSurgeCare, Paris, France.ORCID http://orcid.org/0000-0002-3475-5706
Caroline GouarnéDepartment of Clinical Research, Institut Paoli-Calmettes, Marseille, France.
Olivier Turrini *Department of Surgical Oncology, Institut Paoli-Calmettes, Marseille, France.
Daniel Olive *Team Immunity and Cancer, Centre de Recherche en Cancérologie de Marseille (CRCM), Inserm U1068, CNRS UMR7258, Institut Paoli-Calmettes, Aix-Marseille University UM105, Marseille, France.ORCID http://orcid.org/0000-0003-1299-4113
Anne-Sophie Chrétien *Team Immunity and Cancer, Centre de Recherche en Cancérologie de Marseille (CRCM), Inserm U1068, CNRS UMR7258, Institut Paoli-Calmettes, Aix-Marseille University UM105, Marseille, France.ORCID http://orcid.org/0000-0003-4685-5568

Funding

Harnessing the human monocyte system to improve surgical recoveryR35GM137936 · NIGMS · STANFORD UNIVERSITY · PI GAUDILLIERE, BRICE · 2020 to 2024
$2.0M
U.S. Department of Health & Human Services | National Institutes of Health (NIH) R35GM137936
6 · The paper itself

Abstract

backgroundPostoperative pancreatic fistula (POPF) is the major driver of postoperative morbidity after pancreatoduodenectomy (PD) and a healthcare issue. In patients with pancreatic tumors the occurrence of POPF could lead to a complete failure of the oncologic strategy by delaying or annihilating the delivery of the indicated adjuvant chemotherapy. However, current preoperative prediction models lack precision. This study aimed to determine the ability of a high dimensional analysis of the patient's peripheral immune system before PD to predict POPF.

methodsTwenty-two patients in the prospective IMMUNOPANC trial (NCT03978702) underwent PD. Blood samples collected preoperatively were analyzed by combining single-cell mass cytometry and a sparse machine-learning pipeline, Stabl, to identify the most relevant POPF-predictive features. The logistic regression model output was evaluated using a five-fold cross-validation procedure.

resultsEight (36%) patients experience POPF (grade B, n = 7; grade C, n = 1). The multivariable predictive model includes 11 features-six natural killer, three CD8

conclusionsIn summary, preoperative circulating immune-cell composition can predict POPF in patients undergoing PD. The clinical application of the PFLS may enable the early identification of patients at high risk before pancreatic surgery, giving clinicians the opportunity to anticipate and mitigate POPF risk through tailored strategies in pre-, intra-, and post-operative settings.

Identifiers

PMID41673079
PMCPMC13004990

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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.