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Experimental and Therapeutic Medicine
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Print ISSN: 1792-0981 Online ISSN: 1792-1015
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August-2026 Volume 32 Issue 2

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Article Open Access

Ultrasonography and a novel combined prediction model for anticipating hypoxemia during painless gastroscopy

  • Authors:
    • Yu Zhang
    • Lu Liu
    • Jun Liu
    • Jianqiao Xue
    • Ajun Wang
    • Dongxiao Huang
    • Fenglin Dong
  • View Affiliations / Copyright

    Affiliations: Department of Ultrasound, The First Affiliated Hospital of Soochow University, Suzhou, Jiangsu 215000, P.R. China, Department of Anesthesiology, Jiangnan University Medical Center, Wuxi No. 2 People's Hospital, Wuxi, Jiangsu 214000, P.R. China, Department of Ultrasound, Jiangnan University Medical Center, Wuxi No. 2 People's Hospital, Wuxi, Jiangsu 214000, P.R. China
    Copyright: © Zhang et al. This is an open access article distributed under the terms of Creative Commons Attribution License.
  • Article Number: 218
    |
    Published online on: June 19, 2026
       https://doi.org/10.3892/etm.2026.13213
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Abstract

Over the years, the application of ultrasound as a non‑invasive diagnostic tool has become increasingly widespread in clinical practice. Additionally, the incidence of hypoxemia is relatively high among patients undergoing painless gastroscopy. The primary objective of the present study was to predict the occurrence of hypoxemia in painless gastroscopy by measuring the anatomical parameters of the upper respiratory tract using ultrasound. The present single‑center, prospective, observational study included 218 patients. Before anesthesia, basic information (age, sex, BMI) was collected. Preanesthetic ultrasound examined upper airway parameters, including distance from the skin to the hyoid bone (DSH), distance from the skin to the epiglottis (DSE), distance from the skin to the anterior commissure of the vocal cords (DSAC), tongue thickness (TT), hyoid‑mental distance (HMD) and anterior condylar translation (ACT). Binary logistic regression was applied to identify independent predictors, and the predictive performance of each variable and a combined model was evaluated using the area under the receiver operating characteristic curve (AUC), calibration analysis and decision curve analysis (DCA). A total of 218 patients were analyzed in the present study. A binary logistic regression model identified BMI, DSH, DSE, DSAC, TT and ACT as the independent indicators associated with hypoxemia in painless gastroscopy. A novel combined predictive model equation was derived: logit(P)=1.053 x BMI + 1.363 x DSH + 1.658 x DSE + 1.839 x DSAC + 1.075 x TT‑0.894 x ACT. The model demonstrated excellent discrimination with an AUC of 0.989, 95% CI: 0.979‑0.999, significantly outperforming individual predictors (AUC range: 0.775‑0.879). Calibration curves confirmed good agreement between predicted and observed risk, and DCA indicated clinical utility of the model. In conclusion, BMI, DSH, DSE, DSAC, TT, ACT and the novel combined predictive model incorporating aforementioned parameters are potentially valuable predictors fort the occurrence of hypoxemia in painless gastroscopy. This study was registered at the Chinese Clinical Trial Registry (trial registration no. ChiCTR2500109627; registered on 23 September 2025).

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Copy and paste a formatted citation
Spandidos Publications style
Zhang Y, Liu L, Liu J, Xue J, Wang A, Huang D and Dong F: Ultrasonography and a novel combined prediction model for anticipating hypoxemia during painless gastroscopy. Exp Ther Med 32: 218, 2026.
APA
Zhang, Y., Liu, L., Liu, J., Xue, J., Wang, A., Huang, D., & Dong, F. (2026). Ultrasonography and a novel combined prediction model for anticipating hypoxemia during painless gastroscopy. Experimental and Therapeutic Medicine, 32, 218. https://doi.org/10.3892/etm.2026.13213
MLA
Zhang, Y., Liu, L., Liu, J., Xue, J., Wang, A., Huang, D., Dong, F."Ultrasonography and a novel combined prediction model for anticipating hypoxemia during painless gastroscopy". Experimental and Therapeutic Medicine 32.2 (2026): 218.
Chicago
Zhang, Y., Liu, L., Liu, J., Xue, J., Wang, A., Huang, D., Dong, F."Ultrasonography and a novel combined prediction model for anticipating hypoxemia during painless gastroscopy". Experimental and Therapeutic Medicine 32, no. 2 (2026): 218. https://doi.org/10.3892/etm.2026.13213
Copy and paste a formatted citation
x
Spandidos Publications style
Zhang Y, Liu L, Liu J, Xue J, Wang A, Huang D and Dong F: Ultrasonography and a novel combined prediction model for anticipating hypoxemia during painless gastroscopy. Exp Ther Med 32: 218, 2026.
APA
Zhang, Y., Liu, L., Liu, J., Xue, J., Wang, A., Huang, D., & Dong, F. (2026). Ultrasonography and a novel combined prediction model for anticipating hypoxemia during painless gastroscopy. Experimental and Therapeutic Medicine, 32, 218. https://doi.org/10.3892/etm.2026.13213
MLA
Zhang, Y., Liu, L., Liu, J., Xue, J., Wang, A., Huang, D., Dong, F."Ultrasonography and a novel combined prediction model for anticipating hypoxemia during painless gastroscopy". Experimental and Therapeutic Medicine 32.2 (2026): 218.
Chicago
Zhang, Y., Liu, L., Liu, J., Xue, J., Wang, A., Huang, D., Dong, F."Ultrasonography and a novel combined prediction model for anticipating hypoxemia during painless gastroscopy". Experimental and Therapeutic Medicine 32, no. 2 (2026): 218. https://doi.org/10.3892/etm.2026.13213
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