345
Views
3
CrossRef citations to date
0
Altmetric
ORIGINAL RESEARCH

Lasso-Based Machine Learning Algorithm for Predicting Postoperative Lung Complications in Elderly: A Single-Center Retrospective Study from China

, , , , , , , & show all
Pages 597-606 | Received 01 Feb 2023, Accepted 07 Apr 2023, Published online: 14 Apr 2023

References

  • Khuri SF, Henderson WG, DePalma RG, Mosca C, Healey NA, Kumbhani DJ. Determinants of long-term survival after major surgery and the adverse effect of postoperative complications. Ann Surg. 2005;242(3):326–41; discussion 41–3. doi:10.1097/01.sla.0000179621.33268.83
  • Fernandez-Bustamante A, Frendl G, Sprung J, et al. Postoperative pulmonary complications, early mortality, and hospital stay following noncardiothoracic surgery: a multicenter study by the perioperative research network investigators. JAMA Surg. 2017;152(2):157–166. doi:10.1001/jamasurg.2016.4065
  • Dimick JB, Chen SL, Taheri PA, Henderson WG, Khuri SF, Campbell DA Jr. Hospital costs associated with surgical complications: a report from the private-sector National Surgical Quality Improvement Program. J Am Coll Surg. 2004;199(4):531–537. doi:10.1016/j.jamcollsurg.2004.05.276
  • Pearse RM, Moreno RP, Bauer P, et al. Mortality after surgery in Europe: a 7 day cohort study. Lancet. 2012;380(9847):1059–1065. doi:10.1016/S0140-6736(12)61148-9
  • Serpa Neto A, Hemmes SN, Barbas CS, et al. Incidence of mortality and morbidity related to postoperative lung injury in patients who have undergone abdominal or thoracic surgery: a systematic review and meta-analysis. Lancet Respir Med. 2014;2(12):1007–1015. doi:10.1016/S2213-2600(14)70228-0
  • Shander A, Fleisher LA, Barie PS, Bigatello LM, Sladen RN, Watson CB. Clinical and economic burden of postoperative pulmonary complications: patient safety summit on definition, risk-reducing interventions, and preventive strategies. Crit Care Med. 2011;39(9):2163–2172. doi:10.1097/CCM.0b013e31821f0522
  • Meara JG, Leather AJ, Hagander L, et al. Global Surgery 2030: evidence and solutions for achieving health, welfare, and economic development. Lancet. 2015;386(9993):569–624. doi:10.1016/S0140-6736(15)60160-X
  • Becher RD, Wyk BV, Leo-Summers L, Desai MM, Gill TM. The incidence and cumulative risk of major surgery in older persons in the United States. Ann Surg. 2021;271:87–92.
  • Canet J, Gallart L, Gomar C, et al. Prediction of postoperative pulmonary complications in a population-based surgical cohort. Anesthesiology. 2010;113(6):1338–1350. doi:10.1097/ALN.0b013e3181fc6e0a
  • Smetana GW, Lawrence VA, Cornell JE. Preoperative pulmonary risk stratification for noncardiothoracic surgery: systematic review for the American College of Physicians. Ann Intern Med. 2006;144(8):581–595. doi:10.7326/0003-4819-144-8-200604180-00009
  • McAlister FA, Bertsch K, Man J, Bradley J, Jacka M. Incidence of and risk factors for pulmonary complications after nonthoracic surgery. Am J Respir Crit Care Med. 2005;171(5):514–517. doi:10.1164/rccm.200408-1069OC
  • Partridge L, Deelen J, Slagboom PE. Facing up to the global challenges of ageing. Nature. 2018;561(7721):45–56. doi:10.1038/s41586-018-0457-8
  • Neto AS, da Costa LGV, Hemmes SNT, et al. The Las Vegas risk score for prediction of postoperative pulmonary complications: an observational study. Eur J Anaesthesiol. 2018;35(9):691–701. doi:10.1097/EJA.0000000000000845
  • Bilimoria KY, Liu Y, Paruch JL, et al. Development and evaluation of the universal ACS NSQIP surgical risk calculator: a decision aid and informed consent tool for patients and surgeons. J Am Coll Surg. 2013;217(5):833–42.e1–e3. doi:10.1016/j.jamcollsurg.2013.07.385
  • Amar D, Munoz D, Shi W, Zhang H, Thaler HT. A clinical prediction rule for pulmonary complications after thoracic surgery for primary lung cancer. Anesth Analg. 2010;110(5):1343–1348. doi:10.1213/ANE.0b013e3181bf5c99
  • Shen CJ, Miao T, Wang ZF, et al. Predictive value of post-operative neutrophil/lymphocyte count ratio for surgical site infection in patients following posterior lumbar spinal surgery. Int Immunopharmacol. 2019;74:105705. doi:10.1016/j.intimp.2019.105705
  • Liu Z, Wu H, Liufu N, et al. Development and validation of a nomogram incorporating selected systemic inflammation-based prognostic marker for complication prediction after vascularized fibula flap reconstruction. Oral Oncol. 2019;99:104467. doi:10.1016/j.oraloncology.2019.104467
  • Bora Makal G, Yıldırım O. Are the C-reactive protein/albumin ratio (CAR), neutrophil-to-lymphocyte ratio (NLR), and platelet-to-lymphocyte ratio (NLR) novel inflammatory biomarkers in the early diagnosis of postoperative complications after laparoscopic sleeve gastrectomy? Obes Res Clin Pract. 2020;14(5):467–472. doi:10.1016/j.orcp.2020.07.003
  • Lin ZX, Ruan DY, Li Y, et al. Lymphocyte-to-monocyte ratio predicts survival of patients with hepatocellular carcinoma after curative resection. World J Gastroenterol. 2015;21(38):10898–10906. doi:10.3748/wjg.v21.i38.10898
  • Tibshirani R, Tibshirani R. Regression shrinkage via the lasso; 1996.
  • Collins GS, Reitsma JB, Altman DG, Moons KG. Transparent Reporting of a multivariable prediction model for Individual Prognosis Or Diagnosis (TRIPOD): the TRIPOD Statement. Br J Surg. 2015;102(3):148–158. doi:10.1002/bjs.9736
  • Xu CJ, van der Schaaf A, Schilstra C, Langendijk JA, Van’t Veld AA. Impact of statistical learning methods on the predictive power of multivariate normal tissue complication probability models. Int J Radiat Oncol Biol Phys. 2012;82(4):e677–e684. doi:10.1016/j.ijrobp.2011.09.036
  • DeLong ER, DeLong DM, Clarke-Pearson DL. Comparing the areas under two or more correlated receiver operating characteristic curves: a nonparametric approach. Biometrics. 1988;44(3):837–845. doi:10.2307/2531595
  • Miskovic A, Lumb AB. Postoperative pulmonary complications. Br J Anaesth. 2017;118(3):317–334. doi:10.1093/bja/aex002
  • Abbott TEF, Fowler AJ, Pelosi P, et al. A systematic review and consensus definitions for standardised end-points in perioperative medicine: pulmonary complications. Br J Anaesth. 2018;120(5):1066–1079. doi:10.1016/j.bja.2018.02.007
  • Mungan İ, Dicle ÇB, Bektaş Ş, et al. Does the preoperative platelet-to-lymphocyte ratio and neutrophil-to-lymphocyte ratio predict morbidity after gastrectomy for gastric cancer? Mil Med Res. 2020;7(1):9. doi:10.1186/s40779-020-00234-y
  • Eckart A, Struja T, Kutz A, et al. Relationship of nutritional status, inflammation, and serum albumin levels during acute illness: a prospective study. Am J Med. 2020;133(6):713–22.e7. doi:10.1016/j.amjmed.2019.10.031
  • Zeng C, Lagier D, Lee JW, Vidal Melo MF. Perioperative pulmonary atelectasis: part I. biology and mechanisms. Anesthesiology. 2022;136(1):181–205. doi:10.1097/ALN.0000000000003943
  • O’Gara B, Talmor D. Perioperative lung protective ventilation. BMJ. 2018;362:k3030. doi:10.1136/bmj.k3030
  • Tuinman PR, Vlaar AP, Cornet AD, et al. Blood transfusion during cardiac surgery is associated with inflammation and coagulation in the lung: a case control study. Crit Care. 2011;15(1):R59. doi:10.1186/cc10032
  • Hart S, Cserti-Gazdewich CM, McCluskey SA. Red cell transfusion and the immune system. Anaesthesia. 2015;70(Suppl 1):38–45, e13–e16. doi:10.1111/anae.12892