Evidence map›Paper›PMID 42395150›Full record

ArticleAnnals of gastroenterological surgery2026

The National Clinical Database Risk Calculator and the 5-Item Modified Frailty Index Predict the Development of Postoperative Delirium After Surgery for Hepatocellular Carcinoma.

Kiyotaka Hosoda, Akira Shimizu, Koji Kubota, Tsuyoshi Notake, Hiroki Sakai, Kentaro Yoshikawa, Tomohiko Ikehara, Hikaru Hayashi, Koya Yasukawa, Yuji Soejima

Abstract read
In one paragraph

Article in Annals of gastroenterological 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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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.

Kiyotaka HosodaDivision of Gastroenterological, Hepato-Biliary-Pancreatic, Transplantation and Pediatric Surgery, Department of Surgery Shinshu University School of Medicine Matsumoto Japan.ORCID https://orcid.org/0000-0001-6928-3676
Akira ShimizuDivision of Gastroenterological, Hepato-Biliary-Pancreatic, Transplantation and Pediatric Surgery, Department of Surgery Shinshu University School of Medicine Matsumoto Japan.ORCID https://orcid.org/0000-0002-5015-1697
Koji KubotaDivision of Gastroenterological, Hepato-Biliary-Pancreatic, Transplantation and Pediatric Surgery, Department of Surgery Shinshu University School of Medicine Matsumoto Japan.ORCID https://orcid.org/0000-0003-0164-7685
Tsuyoshi NotakeDivision of Gastroenterological, Hepato-Biliary-Pancreatic, Transplantation and Pediatric Surgery, Department of Surgery Shinshu University School of Medicine Matsumoto Japan.ORCID https://orcid.org/0000-0002-2277-5347
Hiroki SakaiDivision of Gastroenterological, Hepato-Biliary-Pancreatic, Transplantation and Pediatric Surgery, Department of Surgery Shinshu University School of Medicine Matsumoto Japan.
Kentaro YoshikawaDivision of Gastroenterological, Hepato-Biliary-Pancreatic, Transplantation and Pediatric Surgery, Department of Surgery Shinshu University School of Medicine Matsumoto Japan.
Tomohiko IkeharaDivision of Gastroenterological, Hepato-Biliary-Pancreatic, Transplantation and Pediatric Surgery, Department of Surgery Shinshu University School of Medicine Matsumoto Japan.
Hikaru HayashiDivision of Gastroenterological, Hepato-Biliary-Pancreatic, Transplantation and Pediatric Surgery, Department of Surgery Shinshu University School of Medicine Matsumoto Japan.
Koya YasukawaDivision of Gastroenterological, Hepato-Biliary-Pancreatic, Transplantation and Pediatric Surgery, Department of Surgery Shinshu University School of Medicine Matsumoto Japan.ORCID https://orcid.org/0000-0002-3643-0921
Yuji SoejimaDivision of Gastroenterological, Hepato-Biliary-Pancreatic, Transplantation and Pediatric Surgery, Department of Surgery Shinshu University School of Medicine Matsumoto Japan.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Aim: Postoperative delirium in elderly patients is a critical clinical issue because of its adverse effect on recovery and prognosis. The National Clinical Database (NCD) Risk Calculator, a clinical tool developed in Japan, is widely used to predict various postoperative complications, including delirium. In this study, we aimed to develop a more accurate delirium prediction model by integrating the NCD Risk Calculator with additional clinical indicators. Methods: This study included 106 patients who underwent segmentectomy or more extensive procedures for hepatocellular carcinoma between 2013 and 2023. The training cohort comprised patients treated between 2013 and 2017, and those treated afterward formed the validation cohort. In the training cohort, we assessed the NCD Risk Calculator and additional indices for the favorable-risk group, and validated the best-performing index in combination with the NCD Risk Calculator. Results: Using the median predicted risk (6.4%) as a threshold, the adverse-risk group had a significantly higher incidence of delirium than the favorable-risk group ( Conclusion: The combination of the NCD Risk Calculator and mFI-5 enhances predictive accuracy and serves as a reliable tool for assessing delirium risk in older patients.

Indexed as

5‐item modified frailty indexdeliriumfrailtyhepatocellular carcinomaNCD risk calculator

Identifiers

PMID42395150
PMCPMC13327010

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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.