Skip to main content

Advertisement

Log in

Development of a predictive model for unplanned intensive care unit admission after pancreatic resection within an enhanced recovery pathway

  • Published:
Surgical Endoscopy Aims and scope Submit manuscript

Abstract

Background

It is unclear whether routine postoperative admission to the intensive care unit (ICU) can improve outcomes for patients undergoing elective pancreatic surgery. Aim of the study was to determine preoperative and intraoperative predictors of unplanned ICU access in patients undergoing pancreatectomy treated within an established enhanced recovery pathway (ERP) and compare outcomes between direct and late ICU admission.

Methods

A retrospective observational study was conducted on adult patients who underwent pancreatic resection (2015–2019) within an ERP. Patients with preoperatively planned ICU admission were excluded from the study. Multiple multivariate logistic regression models were constructed to verify the association of preoperative and intraoperative variables with study outcomes.

Results

The study included 1486 consecutive patients (cancer diagnosis 60%, pancreaticoduodenectomy 60%; laparoscopic approach 20%; vascular resection 9%). Sixty-six (4.4%) patients had an unplanned ICU admission. Direct admission occurred in 22 (33%) patients and late ICU admission in 44 (67%) patients. Mortality was significantly lower in direct admission group (n = 3, 14%) compared to late admission (n = 25, 57%; p > 0.001). A comprehensive model including preoperative and intraoperative variables identified ASA score ≥ 3 (OR 5.59, p value < 0.001), history of hypertension (OR 2.29, p = 0.029), chronic obstructive pulmonary disease (OR 3.05, p = 0.026), proximal pancreatic resection (OR 2.79, p value 0.046), multivisceral resection (OR 8.86, p value < 0.001), high intraoperative blood loss (OR 1.01 per ml, p < 0.001), and increased serum lactate at the end of surgery (OR 1.25, p = 0.017) as independent factors associated with ICU admission. Area under the ROC curve was 0.891.

Conclusion

Patient comorbidities, surgical complexity, and lactic acidosis at the end of surgery were associated with unplanned postoperative ICU admission. Late ICU admission had very high mortality rates compared to direct admission. Our findings suggest that patients with a combination of preoperative and intraoperative risk factors could benefit from upfront postoperative ICU admission to potentially improve postoperative outcomes.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  1. Uzunoglu FG, Reeh M, Vettorazzi E, Ruschke T, Hannah P, Nentwich MF, Vashist YK, Bogoevski D, König A, Janot M, Gavazzi F, Zerbi A, Todaro V, Malleo G, Uhl W, Montorsi M, Bassi C, Izbicki JR, Bockhorn M (2014) Preoperative Pancreatic Resection (PREPARE) score: a prospective multicenter-based morbidity risk score. Ann Surg 260:857–864

    Article  PubMed  Google Scholar 

  2. Braga M, Capretti G, Pecorelli N, Balzano G, Doglioni C, Ariotti R, Di Carlo V (2011) A prognostic score to predict major complications after pancreaticoduodenectomy. Ann Surg 254:702–707

    Article  PubMed  Google Scholar 

  3. Quero G, Pecorelli N, Paiella S, Fiorillo C, Petrone MC, Capretti G, Laterza V, De Sio D, Menghi R, Kauffmann E, Nobile S, Butturini G, Ferrari G, Rosa F, Coratti A, Casadei R, Mazzaferro V, Boggi U, Zerbi A, Salvia R, Falconi M, Alfieri S (2022) Pancreaticoduodenectomy in octogenarians: the importance of “biological age” on clinical outcomes. Surg Oncol. https://doi.org/10.1016/J.SURONC.2021.101688

    Article  PubMed  Google Scholar 

  4. Jhanji S, Thomas B, Ely A, Watson D, Hinds CJ, Pearse RM (2008) Mortality and utilisation of critical care resources amongst high-risk surgical patients in a large NHS trust. Anaesthesia 63:695–700

    Article  CAS  PubMed  Google Scholar 

  5. Kahan BC, Koulenti D, Arvaniti K, Beavis V, Campbell D, Chan M, Moreno R, Pearse RM, International Surgical Outcomes Study (ISOS) group (2017) Critical care admission following elective surgery was not associated with survival benefit: prospective analysis of data from 27 countries. Intensive Care Med. https://doi.org/10.1007/s00134-016-4633-8,April25

    Article  Google Scholar 

  6. Wunsch H, Gershengorn HB, Cooke CR, Guerra C, Angus DC, Rowe JW, Li G (2016) Use of intensive care services for medicare beneficiaries undergoing major surgical procedures. Anesthesiology 124:899–907

    Article  PubMed  Google Scholar 

  7. Ghaffar S, Pearse RM, Gillies MA (2017) ICU admission after surgery: who benefits? Curr Opin Crit Care 23(5):424–429

    Article  PubMed  Google Scholar 

  8. Melloul E, Hübner M, Scott M, Snowden C, Prentis J, Dejong CHC, Garden OJ, Farges O, Kokudo N, Vauthey JN, Clavien PA, Demartines N (2016) Guidelines for perioperative care for liver surgery: Enhanced Recovery After Surgery (ERAS) Society Recommendations. World J Surg 40:2425–2440

    Article  PubMed  Google Scholar 

  9. Loftus TJ, Balch JA, Ruppert MM, Tighe PJ, Hogan WR, Rashidi P, Upchurch GR, Bihorac A (2022) Aligning patient acuity with resource intensity after major surgery: a scoping review. Ann Surg 275:332–339

    Article  PubMed  Google Scholar 

  10. von Elm E, Altman DG, Egger M, Pocock SJ, Gøtzsche PC, Vandenbroucke JP (2014) The strengthening the reporting of observational studies in epidemiology (STROBE) statement: guidelines for reporting observational studies. Int J Surg. https://doi.org/10.1016/j.ijsu.2014.07.013July18

    Article  Google Scholar 

  11. Braga M, Pecorelli N, Ariotti R, Capretti G, Greco M, Balzano G, Castoldi R, Beretta L (2014) Enhanced recovery after surgery pathway in patients undergoing pancreaticoduodenectomy. World J Surg 38:2960–2966

    Article  PubMed  Google Scholar 

  12. Pecorelli N, Mazza M, Guarneri G, Delpini R, Partelli S, Balzano G, Turi S, Meani R, Beretta L, Falconi M (2021) Impact of care pathway adherence on recovery following distal pancreatectomy within an enhanced recovery program. HPB (Oxford) 23:1815–1823

    Article  PubMed  Google Scholar 

  13. Bassi C, Marchegiani G, Dervenis C, Sarr M, Abu Hilal M, Adham M, Allen P, Andersson R, Asbun HJ, Besselink MG, Conlon K, Del Chiaro M, Falconi M, Fernandez-Cruz L, Fernandez-del Castillo C, Fingerhut A, Friess H, Gouma DJ, Hackert T, Izbicki J, Lillemoe KD, Neoptolemos JP, Olah A, Schulick R, Shrikhande SV, Takada T, Takaori K, Traverso W, Vollmer CR, Wolfgang CL, Yeo CJ, Salvia R, Buchler M (2017) The 2016 update of the International Study Group (ISGPS) definition and grading of postoperative pancreatic fistula: 11 years after. Surgery 161:584–591

    Article  PubMed  Google Scholar 

  14. Wente MN, Veit JA, Bassi C, Dervenis C, Fingerhut A, Gouma DJ, Izbicki JR, Neoptolemos JP, Padbury RT, Sarr MG, Yeo CJ, Büchler MW (2007) Postpancreatectomy hemorrhage (PPH)-An International Study Group of Pancreatic Surgery (ISGPS) definition. Surgery 142:20–25

    Article  PubMed  Google Scholar 

  15. Wente MN, Bassi C, Dervenis C, Fingerhut A, Gouma DJ, Izbicki JR, Neoptolemos JP, Padbury RT, Sarr MG, Traverso LW, Yeo CJ, Büchler MW (2007) Delayed gastric emptying (DGE) after pancreatic surgery: a suggested definition by the International Study Group of Pancreatic Surgery (ISGPS). Surgery 142:761–768

    Article  PubMed  Google Scholar 

  16. Berriós-Torres SI, Umscheid CA, Bratzler DW, Leas B, Stone EC, Kelz RR, Reinke CE, Morgan S, Solomkin JS, Mazuski JE, Dellinger EP, Itani KMF, Berbari EF, Segreti J, Parvizi J, Blanchard J, Allen G, Kluytmans JAJW, Donlan R, Schecter WP (2017) Centers for disease control and prevention guideline for the prevention of surgical site infection, 2017. JAMA Surg 152:784–791

    Article  PubMed  Google Scholar 

  17. Fluss R, Faraggi D, Reiser B (2005) Estimation of the Youden Index and its associated cutoff point. Biometrical J 47:458–472

    Article  Google Scholar 

  18. Carter JV, Pan J, Rai SN, Galandiuk S (2016) ROC-ing along: evaluation and interpretation of receiver operating characteristic curves. Surgery 159:1638–1645

    Article  PubMed  Google Scholar 

  19. Mackay TM, Gleeson EM, Wellner UF, Williamsson C, Busch OR, Groot Koerkamp B, Keck T, van Santvoort HC, Tingstedt B, Pitt HA, Besselink MG (2021) Transatlantic registries of pancreatic surgery in the United States of America, Germany, the Netherlands, and Sweden: comparing design, variables, patients, treatment strategies, and outcomes. Surgery 169:396–402

    Article  PubMed  Google Scholar 

  20. Rice DR, Hyer JM, Tsilimigras D, Pawlik TM (2022) Implications of intensive care unit admissions among medicare beneficiaries following resection of pancreatic cancer. J Surg Oncol 125:405–413

    Article  PubMed  Google Scholar 

  21. Cerullo M, Gani F, Chen SY, Canner JK, Dillhoff M, Cloyd J, Pawlik TM (2019) Routine intensive care unit admission among patients undergoing major pancreatic surgery for cancer: no effect on failure to rescue. Surgery 165:741–746

    Article  PubMed  Google Scholar 

  22. Onwochei DN, Fabes J, Walker D, Kumar G, Moonesinghe SR (2020) Critical care after major surgery: a systematic review of risk factors for unplanned admission. Anaesthesia 75(Suppl 1):e62–e74

    PubMed  Google Scholar 

  23. Pan T, Chen XL, Liu K, Peng BQ, Zhang WH, Yan MH, Ge R, Zhao LY, Yang K, Chen XZ, Hu JK (2022) Nomogram to predict intensive care following gastrectomy for gastric cancer: a useful clinical tool to guide the decision-making of intensive care unit admission. Front Oncol 11:641124

    Article  PubMed  PubMed Central  Google Scholar 

  24. Andersen L (2017) Lactate elevation during and after major cardiac surgery in adults: a review of etiology, prognostic value, and management. Anesth Analg 125:743–752

    Article  CAS  PubMed  Google Scholar 

  25. Chandrabalan VV, McMillan DC, Carter R, Kinsella J, McKay CJ, Carter CR, Dickson EJ (2013) Pre-operative cardiopulmonary exercise testing predicts adverse post-operative events and non-progression to adjuvant therapy after major pancreatic surgery. HPB (Oxford) 15:899–907

    Article  PubMed  Google Scholar 

  26. Smith TB, Stonell C, Purkayastha S, Paraskevas P (2009) Cardiopulmonary exercise testing as a risk assessment method in non cardio-pulmonary surgery: a systematic review. Anaesthesia 64:883–893

    Article  CAS  PubMed  Google Scholar 

  27. Wang J, Ma R, Eleftheriou P, Churilov L, Debono D, Robbins R, Nikfarjam M, Christophi C, Weinberg L (2018) Health economic implications of complications associated with pancreaticoduodenectomy at a University Hospital: a retrospective cohort cost study. HPB (Oxford) 20:423–431

    Article  PubMed  Google Scholar 

Download references

Acknowledgements

The authors are grateful to Fondazione Umberto Veronesi for supporting Dr. Guarneri’s research fellowship.

Funding

Giovanni Guarneri’s research fellowship, unrelated to this study, was funded by Fondazione Umberto Veronesi.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Nicolò Pecorelli.

Ethics declarations

Disclosures

Nicolò Pecorelli, Stefano Turi, Maria Teresa Salvioni, Giovanni Guarneri, Pietro Barbieri, Alessia Vallorani, Domenico Tamburrino, Stefano Crippa, Stefano Partelli, Luigi Beretta, and Massimo Falconi 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.

Accepted as Oral presentation at SAGES 2022 Annual Meeting in Denver (CO).

Supplementary Information

Below is the link to the electronic supplementary material.

Supplementary file1 (DOCX 19 kb)

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.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Pecorelli, N., Turi, S., Salvioni, M.T. et al. Development of a predictive model for unplanned intensive care unit admission after pancreatic resection within an enhanced recovery pathway. Surg Endosc 37, 2932–2942 (2023). https://doi.org/10.1007/s00464-022-09787-6

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00464-022-09787-6

Keywords

Navigation