Artificial intelligence–based skeletal muscle estimates and outcomes of EUS-guided treatment of pancreatic fluid collections

Mamoru Takenaka*, Wataru Gonoi, Tatsuya Sato, Tomotaka Saito*, Shouhei Hanaoka, Tsuyoshi Hamada, Shunsuke Omoto, Atsuhiro Masuda, Masahiro Tsujimae, Takuji Iwashita, Shinya Uemura, Shogo Ota, Hideyuki Shiomi, Toshio Fujisawa, Sho Takahashi, Saburo Matsubara, Kentaro Suda, Akinori Maruta, Kensaku Yoshida, Keisuke IwataMitsuru Okuno, Nobuhiko Hayashi, Tsuyoshi Mukai, Hiroyuki Isayama, Ichiro Yasuda, Yousuke Nakai, Arata Sakai, Ryota Nakano, Yuhei Iwasa

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

Abstract

Background and Aims: Skeletal muscle status may affect clinical outcomes of a variety of pancreatic diseases. Skeletal muscle quality and quantity have not been fully examined in relation to the outcomes of EUS-guided treatment of pancreatic fluid collections (PFCs). Methods: Using a multi-institutional cohort of 372 patients receiving EUS-guided treatment of PFCs in 2010 to 2020, we examined the association of skeletal muscle status with adverse outcomes, including clinical treatment failure and in-hospital mortality. We used an in-house deep learning–based platform for preprocedural CT images, and skeletal muscle density (SMD) and skeletal muscle index (SMI; height-adjusted muscle area) were calculated as surrogates for muscular quality and quantity, respectively. Multivariable logistic regression analysis was conducted to calculate odds ratios (ORs) for adverse outcomes. Results: Lower-level SMD was associated with higher risks of clinical failure and in-hospital mortality (Ptrend < .001). The adjusted OR for clinical failure comparing the extreme quartiles was 3.64 (95% confidence interval, 1.52-8.72). Compared with patients in the top 2 quartiles, patients in the lowest quartile had an adjusted OR for in-hospital mortality of 12.4 (95% confidence interval, 3.43-44.8). No effect modification according to the PFC types on the SMD–outcome relationship (Pinteraction > .16) was observed. SMD was not associated with the risk of procedure-related adverse events or PFC recurrence. SMI was not associated with adverse outcomes (Ptrend > .39). Conclusions: In patients with endoscopically managed PFCs, SMD (but not SMI) was associated with the risks of clinical failure and in-hospital mortality, supporting the prognostic role of skeletal muscle quality.

Original languageEnglish
Pages (from-to)382-392.e8
JournaliGIE
Volume3
Issue number3
DOIs
StatePublished - 2024/09

ASJC Scopus subject areas

  • Medicine (miscellaneous)
  • Gastroenterology

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