Evidence map›Paper›PMID 41701363›Full record

ArticleHernia : the journal of hernias and abdominal wall surgery2026

External validation of the Penn hernia risk calculator: an evaluation of model transportability for incisional hernia prediction in open pancreatic surgery.

Senne Hellinck, Margo Boedt, Margaret M Hornick, Filip Gryspeerdt, An-Verena Lerut, Mathias Allaeys, Niki Rashidian, Hasan Eker, Luis Abreu de Carvalho, Ineke van Gremberghe and 3 more

Abstract readValidation Study
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In one paragraph

Article in Hernia : the journal of hernias and abdominal wall surgery, 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

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

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

13 authors.

Senne HellinckFaculty of Medicine and Health Sciences, Ghent University, Ghent, Belgium. Senne.Hellinck@UGent.be.ORCID http://orcid.org/0009-0007-9594-1450
Margo BoedtFaculty of Medicine and Health Sciences, Ghent University, Ghent, Belgium.
Margaret M HornickDivision of Plastic Surgery, Department of Surgery, University of Pennsylvania Health System, Philadelphia, PA, USA.ORCID http://orcid.org/0009-0005-2124-8288
Filip GryspeerdtDepartment of General and HPB Surgery and Liver transplantation, Ghent University Hospital, Ghent, Belgium.ORCID http://orcid.org/0009-0003-0802-8446
An-Verena LerutDepartment of General and HPB Surgery and Liver transplantation, Ghent University Hospital, Ghent, Belgium.ORCID http://orcid.org/0009-0004-5680-0186
Mathias AllaeysDepartment of General and HPB Surgery and Liver transplantation, Ghent University Hospital, Ghent, Belgium.ORCID http://orcid.org/0000-0002-8712-8749
Niki RashidianDepartment of General and HPB Surgery and Liver transplantation, Ghent University Hospital, Ghent, Belgium.ORCID http://orcid.org/0000-0003-2654-4447
Hasan EkerDepartment of General and HPB Surgery and Liver transplantation, Ghent University Hospital, Ghent, Belgium.ORCID http://orcid.org/0009-0000-6943-1384
Luis Abreu de CarvalhoDepartment of General and HPB Surgery and Liver transplantation, Ghent University Hospital, Ghent, Belgium.ORCID http://orcid.org/0000-0001-5821-5512
Ineke van GrembergheBiostatistics Unit, Faculty of Medicine and Health Sciences, Ghent University, Ghent, Belgium.ORCID http://orcid.org/0009-0007-7907-7033
Robyn B BroachDivision of Plastic Surgery, Department of Surgery, University of Pennsylvania Health System, Philadelphia, PA, USA.ORCID http://orcid.org/0000-0001-8507-3572
John P FischerDivision of Plastic Surgery, Department of Surgery, University of Pennsylvania Health System, Philadelphia, PA, USA.ORCID http://orcid.org/0000-0002-0458-3034
Frederik BerrevoetDepartment of General and HPB Surgery and Liver transplantation, Ghent University Hospital, Ghent, Belgium.ORCID http://orcid.org/0000-0002-3575-5345

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

purposeIncisional hernia (IH) is the most common long-term complication following open pancreatic surgery. This study aimed to evaluate the transportability of the Penn Hernia Risk Calculator (PHRC) Hepato-Pancreato-Biliary (HPB) model in a geo-temporally diverse population.

methodsAdult patients undergoing non-palliative pancreatic surgery via a transverse laparotomy from April 2012 to December 2023 at a single tertiary academic center were included. Patients with prior IH diagnosis and/or repair were excluded. Demographics, medical history, lab, and operative data were collected. Composite IH risk scores were calculated using the PHRC. Model performance was assessed using the Area Under the Receiver Operating Characteristic Curve (AUROC) and positive likelihood ratios (LR+) across risk thresholds.

resultsA total of 403 patients were included with 4.2% developing IH. The study population differed significantly from the PHRC cohort in 19 of 20 predictive variables. The overall AUROC was 0.548, and LR + values were consistently below 1.8 at all risk thresholds. Calibration plots indicated systematic overprediction of IH risk. Subgroup analysis showed improved performance (AUROC = 0.875, LR + = 0.467) among patients with BMI > 30 kg/m². Malignancy was a protective factor, while undergoing left hemipancreatectomy or central pancreatectomy and BMI 20-30 kg/m² were associated with IH development.

conclusionIn this small single-center cohort, the PHRC HPB model demonstrated poor accuracy in predicting early IH following pancreatic surgery through transverse laparotomy. Performance improved in obese patients, suggesting case-mix and outcome incidence differences may largely explain the lack of model transportability.

Indexed as

Incisional HerniaPancreatectomyAgedFemaleHumansLaparotomyMaleMiddle AgedRisk AssessmentRisk FactorsROC CurveExternal validationIncisional herniaPancreatic surgeryPenn hernia risk calculatorPrediction modelsTransportability

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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.