1,102
Views
0
CrossRef citations to date
0
Altmetric
Research Article

Prediction of the Probability and Risk Factors of Early Abdominal Aortic Aneurysm Using the Gradient Boosted Decision Trees Model

ORCID Icon &
Article: 2014190 | Received 14 Jul 2021, Accepted 30 Nov 2021, Published online: 28 Dec 2021

References

  • Ashton, H. A., M. J. Buxton, N. E. Day, L. G. Kim, T. M. Marteau, R. A. Scott, et al. 2002. The Multicentre Aneurysm Screening Study (MASS) into the effect of abdominal aortic aneurysm screening on mortality in men: A randomised controlledtrial. The Lancet. 360(9345):1531–1280. doi:10.1016/S0140-6736(02)11522-4.
  • Attallah, O., and X. Ma. 2014. Bayesian neural network approach for determining the risk of re-intervention after endovascular aortic aneurysm repair. Proceedings of the Institution of Mechanical Engineers, Part H: Journal of Engineering in Medicine 228 (9):857–66. doi:10.1177/0954411914549980.
  • Blackstock, C. D., and B. M. Jackson. 2020. Open surgical repair of abdominal aortic aneurysms maintains a pivotal role in the endovascular era. Seminars in Interventional Radiology 37 (1):8–15. doi:10.1055/s-0040-1715881.
  • Bredahl, K. K., M. Taudorf, L. Lönn, K. C. Vogt, H. Sillesen, and J. P. Eiberg. 2016. Contrast enhanced ultrasound can replace computed tomography angiography for surveillance after endovascular aortic aneurysm repair. European Journal of Vascular and Endovascular Surgery 52 (6):729–34. doi:10.1016/j.ejvs.2016.07.007.
  • Chaikof, E. L., R. L. Dalman, M. K. Eskandari, B. M. Jackson, W. A. Lee, M. A. Mansour, T. M. Mastracci, M. Mell, M. H. Murad, L. L. Nguyen, et al. 2018. The Society for Vascular Surgery practice guidelines on the care of patients with an abdominal aortic aneurysm[J]. Journal of Vascular Surgery. 67(1):2–77. doi:10.1016/j.jvs.2017.10.044.
  • Chan, W. K., E. M. Yong, Q. T. Hong, L. Zhang, P. Lingam, G. W. L. Tan, S. Chandrasekar, Z. J. Lo, et al. 2021. Systematic review and meta-analysis of the prevalence of abdominal aortic aneurysm in Asian populations. Journal of Vascular Surgery. 73(3):1069-+. doi:10.1016/j.jvs.2020.08.140.
  • Chung, T. K., E. S. Da Silva, and S. M. L. Raghavan. 2017. Does elevated wall tension cause aortic aneurysm rupture? Investigation using a subject specific heterogeneous model[J]. Journal of Biomechanics 64:231–34. doi:10.1016/j.jbiomech.2017.09.041.
  • Davis, M., M. Harris, and J. J. Earnshaw. 2013. Implementation of the national health service abdominal aortic aneurysm screening program in England. Journal of Vascular Surgery 57 (5):1440–45. doi:10.1016/j.jvs.2012.10.114.
  • Hadjianastassiou, V. G., L. Franco, J. M. Jerez, I. E. Evangelou, D. R. Goldhill, P. P. Tekkis, et al. 2006. Informed prognosis after abdominal aortic aneurysm repair using predictive modeling techniques. Journal of Vascular Surgery. 43(3):467–73. doi:10.1016/j.jvs.2005.11.022.
  • Hallett, R. L., B. W. Ullery, and D. Fleischmann. 2018. Abdominal aortic aneurysms: Pre- and post-procedural imaging. Abdominal Radiology 43 (5):1044–66. doi:10.1007/s00261-018-1520-5.
  • Holden, A., and A. Hill. 2020. Endoluminal management of infra-renal aortic and aorto-iliac aneurysms. CardioVascular and Interventional Radiology 43 (12):1788–97. doi:10.1007/s00270-020-02563-w.
  • Hu, D. K., G. T. Pisimisis, and R. A. Sheth. 2018. Repair of abdominal aortic aneurysms: Preoperative imaging and evaluation. Cardiovascular Diagnosis and Therapy 8 (Suppl S1):S157–S167. doi:10.21037/cdt.2018.01.01.
  • Jean-Baptiste, E., P. Feugier, C. Cruzel, G. Sarlon-Bartoli, T. Reix, E. Steinmetz, X. Chaufour, B. Chavent, L. Salomon Du Mont, M. Ejargue, et al.; Association Universitaire de Recherche en Chirurgie Vasculaire. 2020. Computed tomography-aortography versus color-duplex ultrasound for surveillance of endovascular abdominal aortic aneurysm repair: a prospective multicenter diagnostic-accuracy study (the ESSEA Trial). Circulation: Cardiovascular Imaging 13 (6):e009886. doi:10.1161/CIRCIMAGING.119.009886.
  • Jiang, Z., H. N. Do, J. Choi, et al. 2020. A deep learning approach to predict abdominal aortic aneurysm expansion using longitudinal data. Frontiers in Physics 7:235. doi:10.3389/fphy.2019.00235.
  • Karthikesalingam, A., O. Attallah, X. Ma, S. S. Bahia, L. Thompson, A. Vidal-Diez, et al. 2015. An artificial neural network stratifies the risks of reintervention and mortality after endovascular aneurysm repair; a retrospective observational study. PLoS One. 10(7):e0129024. doi:10.1371/journal.pone.0129024.
  • Kim, S. H., and H. I. Litt. 2020. Surveillance imaging following endovascular aneurysm repair: state of the art. Seminars in Interventional Radiology 37 (3):954–969.e30. doi:10.1055/s-0040-1715882.
  • Lau, C., D. N. Feldman, L. N. Girardi, and L. K. Kim. 2017. Imaging for surveillance and operative management for endovascular aortic aneurysm repairs. Journal of Thoracic Disease 9 (Suppl 9):S309–S316. doi:10.21037/jtd.2017.03.89.
  • Li, B., S. Khan, K. Salata, M. A. Hussain, C. de Mestral, E. Greco, et al. 2019. A systematic review and meta-analysis of the long-term outcomes of endovascular versus open repair of abdominal aortic aneurysm. Journal of Vascular Surgery. 70(3):954–69. doi:10.1016/j.jvs.2019.01.076.
  • Li, L., S. D. Dai, Z. W. Cao, J. Hong, S. Jiang, K. Yang, et al. 2020. Using improved gradient-boosted decision tree algorithm based on Kalman filter (GBDT-KF) in time series prediction[J]. The Journal of Supercomputing. 76(9):6887–900. doi:10.1007/s11227-019-03130-y.
  • Lindholt, J. S., S. Juul, H. Fasting, and E. W. Henneberg. 2005. Screening for abdominal aortic aneurysms: Single centre randomized controlled trial. BMJ 330 (7494):750. doi:10.1136/bmj.38369.620162.82.
  • Long, A., L. Rouet, A. Bissery, P. Rossignol, D. Mouradian, and M. Sapoval. 2005. Compliance of abdominal aortic aneurysms evaluated by tissue Doppler imaging: Correlation with aneurysm size. Journal of Vascular Surgery 42 (1):18–26. doi:10.1016/j.jvs.2005.03.037.
  • Mehmedovic, A., N. Konstantinou, T. Jerkku, M. Pichlmaier, T. Kölbel, B. Rantner, R. Banafsche, and N. Tsilimparis. 2020. Aortic aneurysm: fenestrated/branched Endovascular Aortic Repair (EVAR) and fenestrated/branched Thoracic Endovascular Aortic Repair (TEVAR). Is total endovascular repair already here? Zentralblatt fur Chirurgie 145 (5):432–37. doi:10.1055/a-1186-2554.
  • Mik, S. M. L., A. C. M. Geraedts, D. T. Ubbink, and R. Balm. 2019. Effect of imaging surveillance after endovascular aneurysm repair on reinterventions and mortality: a systematic review and meta-analysis. Journal of Endovascular Therapy 26 (4):531–41. doi:10.1177/1526602819852085.
  • Mohammadi, S., M. Mohammadi, V. Dehlaghi, and A. Ahmadi. 2019. Automatic segmentation, detection, and diagnosis of Abdominal Aortic Aneurysm (AAA) using convolutional neural networks and hough circles algorithm. Cardiovascular Engineering and Technology 10 (3):490–99. doi:10.1007/s13239-019-00421-6.
  • Monsalve-Torra, A., D. Ruiz-Fernandez, O. Marin-Alonso, A. Soriano-Paya, J. Camacho-Mackenzie, and M. Carreno-Jaimes. 2016. Using machine learning methods for predicting inhospital mortality in patients undergoing open repair of abdominal aortic aneurysm. Journal of Biomedical Informatics 62:195–201. doi:10.1016/j.jbi.2016.07.007.
  • Norman, P. E., K. Jamrozik, M. M. Lawrence-Brown, M. T. Le, C. A. Spencer, R. J. Tuohy, et al. 2004. Population based randomized controlled trial on impact of screening on mortality from abdominal aortic aneurysm. BMJ. 329(7477):1259. doi:10.1136/bmj.38272.478438.55.
  • Perrin, D., P. Badel, and L. Ogeas. 2016. Patient-specific simulation of endovascular repair surgery with tortuous aneurysms requiring flexible stent-grafts[J]. Journal of the Mechanical Behavior of Biomedical Materials 63:86–99. etc. doi:10.1016/j.jmbbm.2016.06.013.
  • Powell, J. T., and A. Wanhainen. 2020. Analysis of the differences between the ESVS 2019 and NICE 2020 guidelines for abdominal aortic aneurysm. European Journal of Vascular and Endovascular Surgery 60 (1):7–15. doi:10.1016/j.ejvs.2020.04.038.
  • Rao, H., X. Z. Shi, A. K. Rodrigue, J. Feng, Y. Xia, M. Elhoseny, X. Yuan, L. Gu, et al. 2019. Feature selection based on artificial bee colony and gradient boosting decision tree. Applied Soft Computing 74:634–42. doi:10.1016/j.asoc.2018.10.036.
  • Schmidhuber, J. 2015. Deep learning in neural networks: An overview. Neural Networks: The Official Journal of the International Neural Network Society 61:85–117. doi:10.1016/j.neunet.2014.09.003.
  • Scott, R. A., N. M. Wilson, H. A. Ashton, and D. N. Kay. 1995. Influence of screening on the incidence of ruptured abdominal aortic aneurysm: 5-year results of a randomized controlled study. British Journal of Surgery 82 (8):1066–70. doi:10.1002/bjs.1800820821.
  • Stather, P., N. Dattani, M. Bown, et al. 2013. International variations in AAA screening. European Journal of Vascular and Endovascular Surgery. 45(3):231–34. doi:10.1016/j.ejvs.2012.12.013.
  • Wise, E. S., K. M. Hocking, and C. M. Brophy. 2015. Prediction of in-hospital mortality after ruptured abdominal aortic aneurysm repair using an artificial neural network. Journal of Vascular Surgery 62 (1):8–15. doi:10.1016/j.jvs.2015.02.038.
  • Ye, Y. F., F. Liu, and S. Zhao. 2020. Ensemble learning based on GBDT and CNN for adoptability prediction[J]. Computers, Materials & Continua 65 (2):1361–72. doi:10.32604/cmc.2020.011632.
  • Zhang, Y., X. Beudaert, and J. Argandona. 2020. A CPPS based on GBDT for predicting failure events in milling[J]. The International Journal of Advanced Manufacturing Technology 111 (1–2):341–57. doi:10.1007/s00170-020-06078-z.
  • Zhu, K., S. Ying, and N. Zhang. 2020. A performance fault diagnosis method for SaaS software based on GBDT algorithm[J]. Computers, Materials & Continua 62 (3):1161–85. doi:10.32604/cmc.2020.05247.