Beyond Binary Mortality Endpoints: The T-MOD PD Framework (Timing-Mechanism-Opportunity-Disease) for Phenotype-Specific Root Cause Analysis of Mortality after Pancreatoduodenectomy A Retrospective Observational Cohort Study

Amir M Parray; Niket Shah; Sohan Lal Solanki; Vandana Agarwal; Nitin Sudhakar Shetty; Suyash Kulkarni; Manish S Bhandare; Vikram Chaudhari; Shailesh V Shrikhande

doi:10.1097/SLA.0000000000007017

Beyond Binary Mortality Endpoints: The T-MOD PD Framework (Timing-Mechanism-Opportunity-Disease) for Phenotype-Specific Root Cause Analysis of Mortality after Pancreatoduodenectomy A Retrospective Observational Cohort Study

Ann Surg. 2026 Jan 22. doi: 10.1097/SLA.0000000000007017. Online ahead of print.

Authors

Amir M Parray¹, Niket Shah¹, Sohan Lal Solanki², Vandana Agarwal², Nitin Sudhakar Shetty³, Suyash Kulkarni³, Manish S Bhandare¹, Vikram Chaudhari¹, Shailesh V Shrikhande¹

Affiliations

¹ Department of Gastrointestinal and Hepato-Pancreato-Biliary Surgery, Department of Surgical Oncology, Tata Memorial Hospital, Homi Bhabha National Institute, Mumbai, Maharashtra, India.
² Department of Anaesthesia, Critical Care and Pain, Tata Memorial Hospital, Homi Bhabha National Institute, Mumbai, Maharashtra, India.
³ Department of Radiology, Tata Memorial Centre, Homi Bhabha National Institute, Mumbai, Maharashtra, India.

PMID: 41566535
DOI: 10.1097/SLA.0000000000007017

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.

Keywords: Pancreatoduodenectomy; T-MOD PD classification; potentially preventable mortality; rescue strategy; surgery-related complications; systemic failure.