TY - JOUR
T1 - Artificial intelligence–based skeletal muscle estimates and outcomes of EUS-guided treatment of pancreatic fluid collections
AU - Takenaka, Mamoru
AU - Gonoi, Wataru
AU - Sato, Tatsuya
AU - Saito, Tomotaka
AU - Hanaoka, Shouhei
AU - Hamada, Tsuyoshi
AU - Omoto, Shunsuke
AU - Masuda, Atsuhiro
AU - Tsujimae, Masahiro
AU - Iwashita, Takuji
AU - Uemura, Shinya
AU - Ota, Shogo
AU - Shiomi, Hideyuki
AU - Fujisawa, Toshio
AU - Takahashi, Sho
AU - Matsubara, Saburo
AU - Suda, Kentaro
AU - Maruta, Akinori
AU - Yoshida, Kensaku
AU - Iwata, Keisuke
AU - Okuno, Mitsuru
AU - Hayashi, Nobuhiko
AU - Mukai, Tsuyoshi
AU - Isayama, Hiroyuki
AU - Yasuda, Ichiro
AU - Nakai, Yousuke
AU - Sakai, Arata
AU - Nakano, Ryota
AU - Iwasa, Yuhei
N1 - Publisher Copyright:
© 2024 American Society for Gastrointestinal Endoscopy
PY - 2024/9
Y1 - 2024/9
N2 - 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.
AB - 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.
UR - http://www.scopus.com/inward/record.url?scp=85203300916&partnerID=8YFLogxK
U2 - 10.1016/j.igie.2024.06.006
DO - 10.1016/j.igie.2024.06.006
M3 - 学術論文
AN - SCOPUS:85203300916
SN - 2949-7086
VL - 3
SP - 382-392.e8
JO - iGIE
JF - iGIE
IS - 3
ER -