A Useful Model for Predicting Intraoperative Blood Loss in Metastatic Spine Tumor Surgery

Study Design: A retrospective study was performed. Objective: As predictors of intraoperative blood loss have not yet been well defined, the objective of the present study is to develop a model to predict the amount of intraoperative blood loss in metastatic spine tumor surgery. Summary of Background Data: Massive blood loss is a huge challenge in metastatic spine tumor surgery. Misjudgment of intraoperative blood loss in preoperative planning may result in disastrous consequences. Materials and Methods: Enrolled in this retrospective analysis were 392 patients who received 423 surgeries of vertebrectomy and reconstruction in our hospital between 2011 and 2017. Risk factors for high-volume blood loss were identified by univariate and multivariate linear regression. The optimal regression model was selected to predict the amount of intraoperative blood loss. Correlation analysis between predicted and actual blood loss in the test cohort was performed to verify the performance of the new model. Results: The overall mean blood loss was 1756±1218 mL, with spinal metastases from thyroid cancer most prominent, followed by renal cancer. The model was developed based on 5 independent risk factors influencing intraoperative blood loss: primary tumor, tumor site, level of instrumentation, level of vertebrectomy, and resection method. In the test cohort, the correlation coefficient (r) between predicted and actual blood loss was 0.606. Conclusions: This study presented a relatively reliable method to predict the amount of intraoperative blood loss in metastatic spine tumor surgery, which may help surgeons address blood loss–related issues in preoperative planning.

[1]  Jeffrey Dean,et al.  Machine Learning in Medicine , 2019, The New England journal of medicine.

[2]  Takashi Tajima,et al.  Preoperative evaluation of intraoperative blood loss during malignant soft tissue tumor resection by ultrasonography. , 2018, Journal of orthopaedic science : official journal of the Japanese Orthopaedic Association.

[3]  M. Bilsky,et al.  An integrated multidisciplinary algorithm for the management of spinal metastases: an International Spine Oncology Consortium report. , 2017, The Lancet. Oncology.

[4]  J. Buchowski,et al.  Systematic review and meta-analysis of effectiveness of preoperative embolization in surgery for metastatic spine disease , 2017, Journal of NeuroInterventional Surgery.

[5]  Y. Yamada,et al.  Integrating Evidence-Based Medicine for Treatment of Spinal Metastases Into a Decision Framework: Neurologic, Oncologic, Mechanicals Stability, and Systemic Disease. , 2017, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[6]  S. Agarwal,et al.  A bleeding assessment tool correlates with intraoperative blood loss in children and adolescents undergoing major spinal surgery. , 2017, Thrombosis research.

[7]  Leok-Lim Lau,et al.  The role of preoperative vascular embolization in surgery for metastatic spinal tumours , 2016, European Spine Journal.

[8]  H. Khine,et al.  Blood Loss and Transfusion Requirements in Metastatic Spinal Tumor Surgery: Evaluation of Influencing Factors , 2016, Annals of surgical oncology.

[9]  L. Lönn,et al.  Preoperative embolization in surgical treatment of spinal metastases: single-blind, randomized controlled clinical trial of efficacy in decreasing intraoperative blood loss. , 2015, Journal of vascular and interventional radiology : JVIR.

[10]  Guoyou Zhang,et al.  Preoperative Factors Predicting Intraoperative Blood Loss in Female Patients With Adolescent Idiopathic Scoliosis , 2015, Medicine.

[11]  F. Vrionis,et al.  Spinal tumor surgery: management and the avoidance of complications. , 2014, Cancer control : journal of the Moffitt Cancer Center.

[12]  D. Liew,et al.  Predicting blood loss and transfusion requirement in patients undergoing surgery for musculoskeletal tumors , 2012, Transfusion.

[13]  S. Kato,et al.  Optimal Schedule of Preoperative Embolization for Spinal Metastasis Surgery , 2013, Spine.

[14]  J. Parvizi,et al.  Predictors of perioperative blood loss in total joint arthroplasty. , 2013, The Journal of bone and joint surgery. American volume.

[15]  Y. Yamada,et al.  Measurement of Blood Perfusion in Spinal Metastases With Dynamic Contrast-Enhanced Magnetic Resonance Imaging , 2013, Spine.

[16]  H. Wong,et al.  Blood loss in spinal tumour surgery and surgery for metastatic spinal disease: a meta-analysis. , 2013, The bone & joint journal.

[17]  W. Cheung,et al.  Reducing perioperative blood loss and allogeneic blood transfusion in patients undergoing major spine surgery. , 2011, The Journal of bone and joint surgery. American volume.

[18]  R. Schmidt,et al.  Surgical Therapy of Vertebral Metastases. Are there Predictive Parameters for Intraoperative Excessive Blood Loss despite Preoperative Embolization? , 2011, Tumori.

[19]  Wei Guo,et al.  Use of aortic balloon occlusion to decrease blood loss during sacral tumor resection. , 2010, The Journal of bone and joint surgery. American volume.

[20]  J. Dettori,et al.  Blood Loss in Major Spine Surgery: Are There Effective Measures to Decrease Massive Hemorrhage in Major Spine Fusion Surgery? , 2010, Spine.

[21]  L. Rhines,et al.  Feasibility and Safety of En Bloc Resection for Primary Spine Tumors: A Systematic Review by the Spine Oncology Study Group , 2009, Spine.

[22]  Wei Guo,et al.  Risk Factors for Blood Loss During Sacral Tumor Resection , 2009, Clinical orthopaedics and related research.

[23]  Y. M. van der Linden,et al.  Spinal Extradural Metastasis: Review of Current Treatment Options , 2008, CA: a cancer journal for clinicians.

[24]  M. Rajer,et al.  Malignant spinal cord compression , 2008 .

[25]  M. Bilsky,et al.  Complication avoidance in vertebral column spine tumors. , 2006, Neurosurgery clinics of North America.

[26]  G. Kauffmann,et al.  Transarterial embolization of primary and secondary tumors of the skeletal system. , 2006, European journal of radiology.

[27]  K. Tomita,et al.  Total en bloc spondylectomy for spinal tumors: improvement of the technique and its associated basic background , 2006, Journal of orthopaedic science : official journal of the Japanese Orthopaedic Association.

[28]  T. Ozaki,et al.  Blood loss and transfusion associated with musculoskeletal tumor surgery , 2005, Journal of surgical oncology.

[29]  Mohammed Mohiuddin,et al.  Direct decompressive surgical resection in the treatment of spinal cord compression caused by metastatic cancer: a randomised trial , 2005, The Lancet.