Abstract
Background
Postoperative nausea and vomiting (PONV) is a common and distressing complication of laparoscopic bariatric surgery (LBS). However, there is a lack of effective integrated prediction models for preventing and treating PONV in patients after LBS.
Methods
Based on a randomized controlled trial conducted between November 1, 2021, and May 13, 2022, we included 334 participants who underwent LBS according to the inclusion criteria. The database was divided randomly into training and validation cohorts in a ratio of 7:3. Least absolute shrinkage and selection operator plus multivariable logistic regression were used to identify independent predictors and construct a nomogram. The performance of the nomogram was assessed and validated by the area under the receiver operating characteristic curve (AUC), the concordance index (C-index), calibration plots, and a decision curve analysis (DCA). We also explored specific risk factors for PONV in patients with diabetes.
Results
The subjects were divided randomly into training (n = 234) and validation (n = 100) cohorts. Age, history of diabetes, type of surgery, and sugammadex use were incorporated to construct a nomogram prediction model. In the training cohort, the AUC and the optimism-corrected C-index were 0.850 [95% confidence interval (CI) 0.801–0.899] and 0.848, while in the validation cohort they were 0.847 (95% CI 0.768–0.925) and 0.844, respectively. The calibration plots showed good agreement between the predicted and actual observations. The DCA results demonstrated that the nomogram was clinically useful. The type of surgery, sugammadex use, and insulin level at 120 min were predictors of PONV in patients with diabetes with an AUC of 0.802 (95% CI 0.705–0.898).
Conclusions
We developed and validated a prediction model for PONV in patients after LBS. A risk factor analysis of PONV in patients with diabetes provides clinicians with a more precise prophylactic protocol.
Graphical abstract
Similar content being viewed by others
References
Alqahtani AR, Alqahtani O, Amro N, Al Qahtani A, Elahmedi M, Abdurabu H, Boutros A, Abdo N, Ebishi A, Awil A, Aldarwish A (2023) Long-term outcomes of laparoscopic sleeve gastrectomy in those with class I obesity: safety, efficacy, and quality of life. Surg Obes Relat Dis. https://doi.org/10.1016/j.soard.2023.03.005
Obeso-Fernández J, Millan-Alanis JM, Rodríguez-Bautista M, Medrano-Juarez S, Oyervides-Fuentes S, Gonzalez-Cruz D, González-González JG, Rodríguez-Gutiérrez R (2023) Benefits of bariatric surgery on microvascular outcomes in adult patients with type 2 diabetes: a systematic review and meta-analysis. Surg Obes Relat Dis. https://doi.org/10.1016/j.soard.2023.02.024
Rausa E, Bonavina L, Asti E, Gaeta M, Ricci C (2016) Rate of death and complications in laparoscopic and open Roux-en-Y gastric bypass. A meta-analysis and meta-regression analysis on 69,494 patients. Obes Surg 26:1956–1963
Groene P, Eisenlohr J, Zeuzem C, Dudok S, Karcz K, Hofmann-Kiefer K (2019) Postoperative nausea and vomiting in bariatric surgery in comparison to non-bariatric gastric surgery. Wideochir Inne Tech Maloinwazyjne 14:90–95
Zhu J, Wu LN, Chen GJ, Zhao X, Chen WH, Dong ZY, Chen XM, Hu SH, Xie XY, Wang CC, Wang HX, Yang W (2022) Preoperative reflux or regurgitation symptoms are independent predictors of postoperative nausea and vomiting (PONV) in patients undergoing bariatric surgery: a propensity score matching analysis. Obes Surg 32:819–828
Suh S, Helm M, Kindel TL, Goldblatt MI, Gould JC, Higgins RM (2020) The impact of nausea on post-operative outcomes in bariatric surgery patients. Surg Endosc 34:3085–3091
Schumann R, Ziemann-Gimmel P, Sultana A, Eldawlatly AA, Kothari SN, Shah S, Wadhwa A (2021) Postoperative nausea and vomiting in bariatric surgery: a position statement endorsed by the ASMBS and the ISPCOP. Surg Obes Relat Dis 17:1829–1833
Gan TJ, Belani KG, Bergese S, Chung F, Diemunsch P, Habib AS, Jin Z, Kovac AL, Meyer TA, Urman RD, Apfel CC, Ayad S, Beagley L, Candiotti K, Englesakis M, Hedrick TL, Kranke P, Lee S, Lipman D, Minkowitz HS, Morton J, Philip BK (2020) Fourth consensus guidelines for the management of postoperative nausea and vomiting. Anesth Analg 131:411–448
Apfel CC, Läärä E, Koivuranta M, Greim CA, Roewer N (1999) A simplified risk score for predicting postoperative nausea and vomiting: conclusions from cross-validations between two centers. Anesthesiology 91:693–700
Apfel CC, Heidrich FM, Jukar-Rao S, Jalota L, Hornuss C, Whelan RP, Zhang K, Cakmakkaya OS (2012) Evidence-based analysis of risk factors for postoperative nausea and vomiting. Br J Anaesth 109:742–753
Kushner BS, Freeman D, Sparkman J, Salles A, Eagon JC, Eckhouse SR (2020) Assessment of postoperative nausea and vomiting after bariatric surgery using a validated questionnaire. Surg Obes Relat Dis 16:1505–1513
Ding XH, Zhu XZ, Zhao CM, Chen DP, Wang YT, Liang H, Gui B (2023) Use of sugammadex is associated with reduced incidence and severity of postoperative nausea and vomiting in adult patients with obesity undergoing laparoscopic bariatric surgery: a post-hoc analysis. BMC Anesthesiol. https://doi.org/10.1186/s12871-023-02123-y
Ding XH, Chen DP, Che JX, Xu SY, Liang H, Gui B (2023) Penehyclidine hydrochloride for treating postoperative nausea and vomiting after laparoscopic bariatric surgery: a double-blinded randomized controlled trial. BMC Anesthesiol. https://doi.org/10.1186/s12871-023-02078-0
Buchanan FF, Myles PS, Cicuttini F (2009) Patient sex and its influence on general anaesthesia. Anaesth Intensive Care 37:207–218
Schlesinger T, Meybohm P, Kranke P (2023) Postoperative nausea and vomiting: risk factors, prediction tools, and algorithms. Curr Opin Anaesthesiol 36:117–123
Tochie JN, Bengono Bengono RS, Metogo JM, Ndikontar R, Ngouatna S, Ntock FN, Minkande JZ (2022) The efficacy and safety of an adapted opioid-free anesthesia regimen versus conventional general anesthesia in gynecological surgery for low-resource settings: a randomized pilot study. BMC Anesthesiol. https://doi.org/10.1186/s12871-022-01856-6
An GQ, Wang GY, Zhao BS, Zhang XY, Li ZH, Fu JF, Zhao XL (2022) Opioid-free anesthesia compared to opioid anesthesia for laparoscopic radical colectomy with pain threshold index monitoring: a randomized controlled study. BMC Anesthesiol. https://doi.org/10.1186/s12871-022-01747-w
Zhu T, Zhao XY, Sun MY, An Y, Kong WW, Ji FC, Wang GZ (2022) Opioid-reduced anesthesia based on esketamine in gynecological day surgery: a randomized double-blind controlled study. BMC Anesthesiol. https://doi.org/10.1186/s12871-022-01889-x
Kienbaum P, Schaefer MS, Weibel S, Schlesinger T, Meybohm P, Eberhart LH, Kranke P (2022) Update on PONV—what is new in prophylaxis and treatment of postoperative nausea and vomiting?: Summary of recent consensus recommendations and Cochrane reviews on prophylaxis and treatment of postoperative nausea and vomiting. Anaesthesist 71:123–128
Ramos AC, Chevallier JM, Mahawar K, Brown W, Kow L, White KP, Shikora S (2020) IFSO (International Federation for Surgery of Obesity and Metabolic Disorders) consensus conference statement on one-anastomosis gastric bypass (OAGB-MGB): results of a modified Delphi study. Obes Surg 30:1625–1634
King K, Sudan R, Bardaro S, Soriano I, Petrick AT, Daly SC, Lo Menzo E, Davis D, Leyva-Alvizo A, Gonzalez-Urquijo M, Eisenberg D, El Chaar M (2021) Assessment and management of gastroesophageal reflux disease following bariatric surgery. Surg Obes Relat Dis 17:1919–1925
Fathy M, Abdel-Razik MA, Elshobaky A, Emile SH, El-Rahmawy G, Farid A, Elbanna HG (2019) Impact of pyloric injection of magnesium sulfate-lidocaine mixture on postoperative nausea and vomiting after laparoscopic sleeve gastrectomy: a randomized-controlled trial. Obes Surg 29:1614–1623
Besir A, Tugcugil E (2021) Comparison of different end-tidal carbon dioxide levels in preventing postoperative nausea and vomiting in gynaecological patients undergoing laparoscopic surgery. J Obstet Gynaecol 41:755–762
Lu HH, Zheng CS, Liang B, Xiong B (2021) Mechanism and risk factors of nausea and vomiting after TACE: a retrospective analysis. BMC Cancer 21:513
Horn CC, Wallisch WJ, Homanics GE, Williams JP (2014) Pathophysiological and neurochemical mechanisms of postoperative nausea and vomiting. Eur J Pharmacol 722:55–66
Li NN, Liu L, Sun MH, Wang RL, Jin WJ, Liu CM, Hu YL (2021) Predominant role of gut-vagus-brain neuronal pathway in postoperative nausea and vomiting: evidence from an observational cohort study. BMC Anesthesiol. https://doi.org/10.1186/s12871-021-01449-9
Hahn RG, Ljunggren S (2013) Preoperative insulin resistance reduces complications after hip replacement surgery in non-diabetic patients. BMC Anesthesiol. https://doi.org/10.1186/1471-2253-13-39
Steele KE, Prokopowicz GP, Chang HY, Richards T, Clark JM, Weiner JP, Bleich SN, Wu AW, Segal JB (2012) Risk of complications after bariatric surgery among individuals with and without type 2 diabetes mellitus. Surg Obes Relat Dis 8:305–330
Bardaro SJ, Guerron AD, Romanelli J, Soriano I, King K, Gibbs KE, Petrick A, Lo Menzo E, Rosenthal R, Kennedy C, Gershuni V, Daly S, Leyva-Alvizo A, Tran M, Stalin V, Kothari S, Sudan R (2023) Gastroparesis: an evidence-based review for the bariatric and foregut surgeon. Surg Obes Relat Dis 19:403–420
Bilgiç Ç, Sobutay E, Bilge O (2022) Risk factors for delayed gastric emptying after pancreaticoduodenectomy. Pancreas 51:496–501
Acknowledgements
We would like to thank Editage (www.editage.cn) for English language editing.
Funding
None.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Disclosures
Xiahao Ding, Jinxing Che, Siyang Xu, Dapeng Chen, Tianming Zha, Gulibositan Abudurousuli, Hui Liang and Bo Gui have no conflicts of interest or financial ties to disclose.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary Information
Below is the link to the electronic supplementary material.
464_2023_10483_MOESM2_ESM.tiff
Supplementary file2 (TIFF 4651 kb) Supplementary Fig. 2. An application example based on the calculation of the nomogram prediction model. As an example, we randomly selected one patient from the PHCBS database. She was 19 years old and non-diabetes. She was received LSG without sugammadex. By drawing a line up toward the points for each of the variables this patient will have 94 points (age), 99 points (history of diabetes), 89 points (sugammadex use), and 89 points (type of surgery), giving a total of 371 points (at the bottom of the figure), and a probability of PONV of 82.2%. PONV = Postoperative nausea and vomiting; LSG = Laparoscopic sleeve gastrectomy; LSG-DJB = Laparoscopic sleeve gastrectomy plus duodenojejunal bypass; LSG-JJB = Laparoscopic sleeve gastrectomy plus jejunojejunal bypass; OAGB = One anastomosis gastric bypass.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Ding, X., Che, J., Xu, S. et al. A nomogram to predict postoperative nausea and vomiting in the ward following laparoscopic bariatric surgery. Surg Endosc 37, 9217–9227 (2023). https://doi.org/10.1007/s00464-023-10483-2
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00464-023-10483-2