Evidence map›Paper›PMID 41621580›Full record

ArticleJournal of gastrointestinal surgery : official journal of the Society for Surgery of the Alimentary Tract2026

Hospital volume stratification using stratum-specific likelihood ratios for pancreatectomy.

Kristen N Kaiser, Alexa J Hughes, Brian M Ruedinger, Jeanette W Chung, Katie Ross-Driscoll, Adam S Wilk, Alexandra Roch, Michael G House, Karl Y Bilimoria, Ryan J Ellis

Abstract read
In one paragraph

Article in Journal of gastrointestinal surgery : official journal of the Society for Surgery of the Alimentary Tract, 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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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

10 authors.

Kristen N KaiserDepartment of Surgery, Surgical Outcomes and Quality Improvement Center, Indiana University School of Medicine, Indianapolis, IN, United States.
Alexa J HughesDepartment of Surgery, Surgical Outcomes and Quality Improvement Center, Indiana University School of Medicine, Indianapolis, IN, United States.
Brian M RuedingerDepartment of Surgery, Surgical Outcomes and Quality Improvement Center, Indiana University School of Medicine, Indianapolis, IN, United States.
Jeanette W ChungDepartment of Surgery, Surgical Outcomes and Quality Improvement Center, Indiana University School of Medicine, Indianapolis, IN, United States.
Katie Ross-DriscollDepartment of Surgery, Surgical Outcomes and Quality Improvement Center, Indiana University School of Medicine, Indianapolis, IN, United States; Center for Health Services Research, Regenstrief Institute, Indianapolis, IN, United States; Department of Transplant Surgery, Indiana University School of Medicine, Indianapolis, IN, United States.
Adam S WilkDepartment of Surgery, Surgical Outcomes and Quality Improvement Center, Indiana University School of Medicine, Indianapolis, IN, United States; Center for Health Services Research, Regenstrief Institute, Indianapolis, IN, United States; Department of Transplant Surgery, Indiana University School of Medicine, Indianapolis, IN, United States.
Alexandra RochDivision of Surgical Oncology, Department of Surgery, Indiana University School of Medicine, Indianapolis, IN, United States.
Michael G HouseDivision of Surgical Oncology, Department of Surgery, Indiana University School of Medicine, Indianapolis, IN, United States.
Karl Y BilimoriaDepartment of Surgery, Surgical Outcomes and Quality Improvement Center, Indiana University School of Medicine, Indianapolis, IN, United States; Center for Health Services Research, Regenstrief Institute, Indianapolis, IN, United States; Division of Surgical Oncology, Department of Surgery, Indiana University School of Medicine, Indianapolis, IN, United States.
Ryan J EllisDepartment of Surgery, Surgical Outcomes and Quality Improvement Center, Indiana University School of Medicine, Indianapolis, IN, United States; Center for Health Services Research, Regenstrief Institute, Indianapolis, IN, United States; Division of Surgical Oncology, Department of Surgery, Indiana University School of Medicine, Indianapolis, IN, United States. Electronic address: ellisrj@iu.edu.

Funding

Surgical Oncology Research Training at Indiana (SORTI)T32CA282070 · NCI · INDIANA UNIVERSITY INDIANAPOLIS · PI KARL Y BILIMORIA, Harikrishna Nakshatri · 2024 to 2026
$1.5M
NCI NIH HHS T32 CA282070
6 · The paper itself

Abstract

backgroundRecent literature suggests that volume-outcome associations for pancreatectomy have attenuated over time, leading some researchers to question the continued relevance of volume thresholds. However, this perceived attenuation may reflect the methodological limitations of single, binary cutoffs rather than a true weakening of the underlying relationship. Stratum-specific likelihood ratios (SSLRs) generate multiple empirically derived volume strata that may detect persistent gradients that are obscured by binary stratification. The objectives of this study were to (i) define volume strata for pancreatectomy using SSLR, (ii) assess the robustness of these strata across multiple outcomes, and (iii) examine whether the association persists in modern cohorts.

methodsPatients who underwent pancreatectomy between 2004 and 2021 were identified using the National Cancer Database. The volume strata were defined by SSLR based on the 90-day postoperative mortality. The temporal threshold stability was assessed by stratified outcome analysis (chi-squared test).

resultsOverall, 61,920 patients underwent pancreatectomy at 982 facilities with a 90-day mortality rate of 5.4%. SSLR analysis yielded 6 volume strata: ≤3, 4 to 9, 10 to 20, 21 to 47, 48 to 120, and ≥121 procedures/year with decreasing 90-day mortality (≤3: 11%; 4-9: 7.3%; 10-20: 6.1%; 21-47: 4.2%; 48-120: 3.3%; ≥121: 2.3%; P <.001). The optimized threshold of 21 procedures/year was identified based on SSLR. Temporal stratification into 5-year periods (2006-2010, 2011-2015, and 2016-2020) demonstrated persistent volume-outcome associations across volume strata (P <.001).

conclusionSSLR reveals persistent volume-outcome associations for pancreatectomy across multiple empirically derived strata, even in contemporary data. These findings suggest that reports of an attenuated volume-outcome relationship may reflect limitations of single, static cutoffs rather than true weakening of this association.

Indexed as

Hospitals, High-VolumeHospitals, Low-VolumePancreatectomyPancreatic NeoplasmsAgedFemaleHumansLikelihood FunctionsMaleMiddle AgedUnited StatesHospital volumePancreatectomyVolume-outcome relationship

Identifiers

PMID41621580
PMCPMC13401271

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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.