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January 24, 2026Annals of Surgery2 citations

Beyond Binary Mortality Endpoints

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APAmir ParrayHomi Bhabha National InstituteNSNiket ShahHomi Bhabha National InstituteIBIndu BalaLovely Professional University

Key Points

  • The aim was to evaluate the T-MOD PD framework for classifying mortality post-pancreatoduodenectomy, focusing on preventability.
  • Conducted a retrospective analysis of 1,727 pancreatoduodenectomies from 2014 to 2024.
  • Adjudicated 58 deaths across four axes: Timing, Mechanism, Opportunity, and Disease.
  • Categorized deaths into surgery-attributable potentially preventable, non-preventable, or non-surgery-attributable mortality.
  • 38% of deaths were categorized as early, surgery-related, and strategically modifiable.
  • Overall, 74% of deaths were classified as surgery-attributable potentially preventable.
  • Identified significant delays in recognizing and escalating care for patients with postoperative complications.

Abstract

Objective: To evaluate the T-MOD PD (Timing–Mechanism–Opportunity–Disease) framework for classifying mortality after pancreatoduodenectomy (PD) , focusing on preventability and rescue opportunities. Background: Pancreatoduodenectomy mortality (2–10%) is reported as binary endpoints, obscuring distinctions between surgery-related and systemic causes and limiting targeted quality improvement. Methods: Retrospective analysis of 1,727 consecutive PDs (2014–2024) at a high-volume centre. All 58 deaths (3.4%) were independently adjudicated across four axes: Timing (T1–T3), Mechanism (M1–M3), Opportunity (O1–O4), and Disease (D1–D3). Deaths were categorized as surgery-attributable potentially preventable (SAPM), surgery-attributable non-preventable (SANPM), or non-surgery-attributable mortality (NSAM). Results: Striking phenotypic clustering emerged: 38% of deaths (22/58) converged in T1M1O1D1 (early, surgery-related, strategically modifiable, resectable disease), with 19% (11/58) in T2M1O1D1. Together, these postoperative pancreatic fistula (POPF)-driven phenotypes accounted for 57% of mortality. Domain analysis revealed 66% early deaths (T1), 74% surgery-related mechanisms (M1), and critically, 72% potentially modifiable opportunities (O1: 72%; O2: 22%; O3: 2%; O4: 3%). Overall, 74% were classified as SAPM. Timeline reconstruction identified median 72-hour delays in recognition and escalation despite warning signs at postoperative day 5–6, with 22-day median interval from clinically relevant POPF diagnosis to death, suggesting 35–40% preventability in the dominant phenotype. Perfect interobserver agreement was achieved (κ=1.0). Conclusions: T-MOD PD provides reproducible mortality phenotyping revealing 72% of deaths are potentially modifiable, with dominant phenotypes sharing POPF pathways and identifiable rescue delays, enabling phenotype-specific quality improvement.

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Cite This Study

Parray et al. (2026) studied this question.

synapsesocial.com/papers/6974610cbb9d90c67120aedchttps://doi.org/10.1097/sla.0000000000007017
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