Predicting postoperative vomiting among orthopedic patients receiving patient-controlled epidural analgesia using SVM and LR

Scientific Reports

Volumn 6, Issue , 2016, Pages

  Wu, Hsin Yun ^a,b   Gong, Cihun Siyong Alex ^c,d   Lin, Shih Pin ^c   Chang, Kuang Yi ^e   Tsou, Mei Yung ^e   Ting, Chien Kun ^e  

^a TAIPEI MEDICAL UNIVERSITY   (Taiwan)

^b TAIPEI MEDICAL UNIVERSITY   (Taiwan)

^c CHANG GUNG UNIVERSITY   (Taiwan)

^d CHANG GUNG MEMORIAL HOSPITAL   (Taiwan)

^e NATIONAL YANG MING UNIVERSITY   (Taiwan)

Author keywords

[No Author keywords available]

Indexed keywords

BUPIVACAINE; FENTANYL; LOCAL ANESTHETIC AGENT;

AGED; AREA UNDER THE CURVE; EPIDURAL ANALGESIA; FEMALE; HUMAN; MALE; MIDDLE AGED; ORTHOPEDIC SURGERY; PAIN MEASUREMENT; PATHOPHYSIOLOGY; PATIENT CONTROLLED ANALGESIA; POSTOPERATIVE NAUSEA AND VOMITING; POSTOPERATIVE PAIN; PROCEDURES; PROGNOSIS; RECEIVER OPERATING CHARACTERISTIC; RETROSPECTIVE STUDY; STATISTICAL MODEL; SUPPORT VECTOR MACHINE; VERY ELDERLY;

AGED; AGED, 80 AND OVER; ANALGESIA, EPIDURAL; ANALGESIA, PATIENT-CONTROLLED; ANESTHETICS, LOCAL; AREA UNDER CURVE; BUPIVACAINE; FEMALE; FENTANYL; HUMANS; LOGISTIC MODELS; MALE; MIDDLE AGED; ORTHOPEDIC PROCEDURES; PAIN MEASUREMENT; PAIN, POSTOPERATIVE; POSTOPERATIVE NAUSEA AND VOMITING; PROGNOSIS; RETROSPECTIVE STUDIES; ROC CURVE; SUPPORT VECTOR MACHINE;

EID: 84973390708     PISSN: None     EISSN: 20452322     Source Type: Journal    
DOI: 10.1038/srep27041     Document Type: Article

References (23)

1. Lee, S. Y., Hung, C. J., Chen, C. C. & Wu, C. C. Survival analysis of postoperative nausea and vomiting in patients receiving patientcontrolled epidural analgesia. J Chin Med Assoc: JCMA. 77(11), 589-93 (2014).
2. Choi, P. T., Bhandari, M., Scott, J. & Douketis, J. Epidural analgesia for pain relief following hip or knee replacement. Cochrane Database Syst Rev. (3):Cd003071 (2003).
3. Scuderi, P. E., James, R. L., Harris, L. & Mims, G. R. 3rd. Antiemetic prophylaxis does not improve outcomes after outpatient surgery when compared to symptomatic treatment. Anesthesiology 90(2), 360-71 (1999).
4. Golembiewski, J. & Tokumaru, S. Pharmacological prophylaxis and management of adult postoperative/postdischarge nausea and vomiting. J Perianesth Nurs. 21(6), 385-97 (2006).
5. Kovac, A. L. Prevention and treatment of postoperative nausea and vomiting. Drugs. 59(2), 213-43 (2000).
6. Gong, C. S. et al. Predicting postoperative vomiting for orthopedic patients receiving patient-controlled epidural analgesia with the application of an artificial neural network. Biomed Res Int. 2014, 786418 (2014).
7. Chen, Y. J. et al. Risk factors of vomiting among females on patient-controlled epidural analgesia. J Chin Med Assoc. 72(4), 183-7 (2009).
8. Crisler, S., Morrissey, M. J., Anch, A. M. & Barnett, D. W. Sleep-stage scoring in the rat using a support vector machine. J. Neurosci. Meth. 168(2), 524-34 (2008).
9. Xiao, Y., Rao, R., Cecchi, G. & Kaplan, E. Improved mapping of information distribution across the cortical surface with the support vector machine. Neural networks. 21(2-3), 341-8 (2008).
10. Hu, Y. J. et al. Decision tree-based learning to predict patient controlled analgesia consumption and readjustment. BMC Med Inform Decis Mak. 12, 131 (2012).
11. Behera, B. K., Puri, G. D. & Ghai, B. Patient-controlled epidural analgesia with fentanyl and bupivacaine provides better analgesia than intravenous morphine patient-controlled analgesia for early thoracotomy pain. J. Postgrad. Med. 54(2), 86-90 (2008).
12. Lerman, J. Surgical and patient factors involved in postoperative nausea and vomiting. Br J Anaesth. 69 (7 Suppl 1), 24s-32s (1992).
13. Phillips, C., Brookes, C. D., Rich, J., Arbon, J. & Turvey, T. A. Postoperative nausea and vomiting following orthognathic surgery. Int J Oral Maxillofac Surg. 44(6), 745-51 (2015).
14. Gedney, J. A. & Liu, E. H. Side-effects of epidural infusions of opioid bupivacaine mixtures. Anaesthesia. 53(12), 1148-55 (1998).
15. Gan, T. J. Risk factors for postoperative nausea and vomiting. Anesth Analg. 102(6), 1884-98 (2006).
16. Johnston, M. E., Langton, K. B., Haynes, R. B. & Mathieu, A. Effects of computer-based clinical decision support systems on clinician performance and patient outcome. A critical appraisal of research. Ann Intern Med. 120(2), 135-42 (1994).
17. Jain, A. K., Duin, R. P. W. & Mao, J. Statistical pattern recognition: a review. IEEE Trans. Pattern Anal. Mach. Intell. 22(1), 34 (2000).
18. Apfel, C. C., Laara, E., Koivuranta, M., Greim, C. A. & Roewer, N. A simplified risk score for predicting postoperative nausea and vomiting: conclusions from cross-validations between two centers. Anesthesiology. 91(3), 693-700 (1999).
19. Eberhart, L. H. et al. Evaluation of three risk scores to predict postoperative nausea and vomiting. Acta Anaesthesiol Scand. 44(4), 480-8 (2000).
20. Tsui, S. L. et al. An audit of the safety of an acute pain service. Anaesthesia. 52(11), 1042-7 (1997).
21. Silva, A. C., O'Ryan, F. & Poor, D. B. Postoperative nausea and vomiting (PONV) after orthognathic surgery: a retrospective study and literature review. J Oral Maxillofac Surg. 64(9), 1385-97 (2006).
22. D'Angelo, R., Berkebile, B. L. & Gerancher, J. C. Prospective examination of epidural catheter insertion. Anesthesiology. 84(1), 88-93 (1996).
23. Cesur, M., Alici, H. A., Erdem, A. F., Silbir, F. & Yuksek, M. S. Administration of local anesthetic through the epidural needle before catheter insertion improves the quality of anesthesia and reduces catheter-related complications. Anesth. Analg. 101(5), 1501-5 (2005).