The role of big data management, data registries, and machine learning algorithms for optimizing safe definitive surgery in trauma: a review

Mica L, Niggli C, Bak P, Yaeli A, McClain M, Lawrie CM, Pape HC. Development of a Visual Analytics Tool for Polytrauma patients: Proof of Concept for a New Assessment Tool using a multiple layer Sankey Diagram in a single-center database. World J Surg. 2020;44:764. https://doi.org/10.1007/s00268-019-05267-6

Article  PubMed  Google Scholar 

Niggli C, Vetter P, Hambrecht J, Niggli P, Vomela J, Chaloupka R, Pape HC, Mica L. IBM WATSON Trauma Pathway Explorer© as a predictor for Sepsis after Polytrauma - Is procalcitonin useful for identifying septic polytrauma patients? J Surg Res (Houst). 2022;5:637. https://doi.org/10.26502/jsr.10020272

Article  PubMed  Google Scholar 

Regazzoni P, Giannoudis PV, Lambert S, Fernandez A, Perren SM. The ICUC((R)) app: can it pave the way for quality control and transparency in medicine? Injury 2017, 48:1101 https://doi.org/10.1016/j.injury.2017.04.058

Hasler RM, Rauer T, Pape HC, Zwahlen M. Inter-hospital transfer of polytrauma and severe traumatic brain injury patients: retrospective nationwide cohort study using data from the Swiss Trauma Register. PLoS ONE. 2021;16:234. https://doi.org/10.1371/journal.pone.0253504. e0253504.

Article  CAS  Google Scholar 

Hartel MJ, Jordi N, Evangelopoulos DS, Hasler R, Dopke K, Zimmermann H, Exadaktylos AK. Optimising care in a Swiss University Emergency Department by implementing a multicentre trauma register (TARN): report on evaluation, costs and benefits of trauma registries. Emerg Med J. 2011;28:221. https://doi.org/10.1136/emj.2009.083030

Article  PubMed  Google Scholar 

Tjardes T, Meyer LM, Lotz A, Defosse J, Hensen S, Hirsch P, Salge TO, Imach S, Klasen M, Stead S. Anwendung Von Systemen Der künstlichen Intelligenz Im Schockraum. Die Unfallchirurgie. 2023;5:1.

Google Scholar 

Sulzberger L, Schmidt D, Mantovani GL, Pfäffli M, Lich T. Retrospective benefit estimation of motorcycle ABSs based on Swiss insurance data. Traffic Inj Prev. 2023;24:423. https://doi.org/10.1080/15389588.2023.2199111

Article  PubMed  Google Scholar 

Branca-Dragan S, Koller MT, Danuser B, Kunz R, Steiger J, Hug BL. Evolution of disability pension after renal transplantation: methods and results of a database linkage study of the Swiss transplant cohort study and Swiss disability insurance. Swiss Med Wkly. 2021;151(23 w30027). https://doi.org/10.4414/smw.2021.w30027

Gross T, Morell S, Scholz SM, Amsler F. The capacity of baseline patient, injury, treatment and outcome data to predict reduced capacity to work and accident insurer costs - a Swiss prospective 4-year longitudinal trauma centre evaluation. Swiss Med Wkly. 2019;149:21w20144. https://doi.org/10.4414/smw.2019.20144

Article  Google Scholar 

Ecke H, Faupel L, Quoika P. Considerations on the time of surgery of femoral fraqctures. AO Sammelstudie Unfallchirurgie. 1985;2:89.

Article  Google Scholar 

Mica L, Pape HC, Niggli P, Vomela J, Niggli C. New Time-related insights into an Old Laboratory parameter: early CRP discovered by IBM Watson Trauma Pathway Explorer© as a predictor for Sepsis in Polytrauma patients. J Clin Med. 2021;10:21. https://doi.org/10.3390/jcm10235470

Article  Google Scholar 

Halvachizadeh S, Störmann PJ, Özkurtul O, Berk T, Teuben M, Sprengel K, Pape HC, Lefering R, Jensen KO. Discrimination and calibration of a prediction model for mortality is decreased in secondary transferred patients: a validation in the TraumaRegister DGU. BMJ Open. 2022;12(21). https://doi.org/10.1136/bmjopen-2021-056381. e056381.

Hax J, Halvachizadeh S, Jensen KO, Berk T, Teuber H, Di Primio T, Lefering R, Pape HC, Sprengel K, TraumaRegister D. Curiosity or underdiagnosed? Injuries to Thoracolumbar Spine with concomitant trauma to Pancreas. J Clin Med. 2021;10. https://doi.org/10.3390/jcm10040700

Raghupathy A, Nienaber CA, Harris KM, Myrmel T, Fattori R, Sechtem U, Oh J, Trimarchi S, Cooper JV, Booher A, et al. Geographic differences in clinical presentation, treatment, and outcomes in type a acute aortic dissection (from the International Registry of Acute Aortic dissection). Am J Cardiol. 2008;102:1562. https://doi.org/10.1016/j.amjcard.2008.07.049

Article  PubMed  Google Scholar 

Canal C, Kaserer A, Ciritsis B, Simmen HP, Neuhaus V, Pape HC. Is there an influence of Surgeon’s experience on the clinical course in patients with a proximal femoral fracture? J Surg Educ. 2018;75:1566. https://doi.org/10.1016/j.jsurg.2018.04.010

Article  PubMed  Google Scholar 

Regazzoni P, Giannoudis PV, Lambert S, Fernandez A, Perren SM. The ICUC(®) app: can it pave the way for quality control and transparency in medicine? Injury. 2017;48:1101. https://doi.org/10.1016/j.injury.2017.04.058

Article  PubMed  Google Scholar 

Regazzoni P, Liu WC, Jupiter JB, Fernandez dell’Oca AA. Complete intra-operative Image Data including 3D X-rays: a New Format for Surgical Papers needed? J Clin Med. 2022;11. https://doi.org/10.3390/jcm11237039

Rittirsch D, Schoenborn V, Lindig S, Wanner E, Sprengel K, Günkel S, Blaess M, Schaarschmidt B, Sailer P, Märsmann S, et al. An Integrated Clinico-Transcriptomic Approach identifies a central role of the Heme Degradation Pathway for Septic complications after Trauma. Ann Surg. 2016;264:1125. https://doi.org/10.1097/sla.0000000000001553

Article  PubMed  Google Scholar 

Pape HC, Moore EE, McKinley T, Sauaia A. Pathophysiology in patients with polytrauma. Injury. 2022;53:2400. https://doi.org/10.1016/j.injury.2022.04.009

Article  PubMed  Google Scholar 

Ramesh AN, Kambhampati C, Monson JR, Drew PJ. Artificial intelligence in medicine. Ann R Coll Surg Engl. 2004;86:334. https://doi.org/10.1308/147870804290

Article  CAS  PubMed  PubMed Central  Google Scholar 

Starr AJ, Julka M, Nethi A, Watkins JD, Fairchild RW, Rinehart D, Park C, Dumas RP, Box HN, Cripps MW. Parkland Trauma Index of Mortality: real-time predictive model for Trauma patients. J Orthop Trauma. 2022;36:280. https://doi.org/10.1097/bot.0000000000002290

Article  PubMed  Google Scholar 

Lefaivre KA, Starr AJ, Reinert CM. Reduction of displaced pelvic ring disruptions using a pelvic reduction frame. J Orthop Trauma. 2009;23:299. https://doi.org/10.1097/BOT.0b013e3181a1407d

Article  PubMed  Google Scholar 

Rittirsch D, Schoenborn V, Lindig S, Wanner E, Sprengel K, Günkel S, Schaarschmidt B, Märsmann S, Simmen HP, Cinelli P, et al. Improvement of prognostic performance in severely injured patients by integrated clinico-transcriptomics: a translational approach. Crit Care. 2015;19:414. https://doi.org/10.1186/s13054-015-1127-y

Article  PubMed  PubMed Central  Google Scholar 

Wanner GA, Heining SM, Raykov V, Pape HC. Back to the future - augmented reality in orthopedic trauma surgery. Injury 2023. 2023;54:110924. https://doi.org/10.1016/j.injury

Article  Google Scholar 

Pape HC, Remmers D, Rice J, Ebisch M, Krettek C, Tscherne H. Appraisal of early evaluation of blunt chest trauma: development of a standardized scoring system for initial clinical decision making. J Trauma. 2000;49:496. https://doi.org/10.1097/00005373-200009000-00018

Article  CAS  PubMed  Google Scholar 

Pape HC, Lefering R, Butcher N, Peitzman A, Leenen L, Marzi I, Lichte P, Josten C, Bouillon B, Schmucker U, et al. The definition of polytrauma revisited: an international consensus process and proposal of the new ‘Berlin definition’. J Trauma Acute Care Surg. 2014;77:780. https://doi.org/10.1097/ta.0000000000000453

Article  PubMed  Google Scholar 

Pape HC, Hildebrand F, Pertschy S, Zelle B, Garapati R, Grimme K, Krettek C, Reed RL. 2nd. Changes in the management of femoral shaft fractures in polytrauma patients: from early total care to damage control orthopedic surgery. J Trauma. 2002;53:452. https://doi.org/10.1097/00005373-200209000-00010. discussion 461 – 452.

Article  PubMed  Google Scholar 

Pape HC, Pfeifer R. Safe definitive orthopaedic surgery (SDS): repeated assessment for tapered application of early definitive care and damage control? An inclusive view of recent advances in polytrauma management. Injury. 2015;46:1–3. https://doi.org/10.1016/j.injury.2014.12.001

Article  CAS  PubMed  Google Scholar 

Teasdale G, Maas A, Lecky F, Manley G, Stocchetti N, Murray G. The Glasgow Coma Scale at 40 years: standing the test of time. Lancet Neurol. 2014;13:844. https://doi.org/10.1016/s1474-4422(14)70120-6

Article  PubMed  Google Scholar 

Raith EP, Udy AA, Bailey M, McGloughlin S, MacIsaac C, Bellomo R, Pilcher DV. Prognostic accuracy of the SOFA score, SIRS Criteria, and qSOFA score for In-Hospital mortality among adults with suspected infection admitted to the Intensive Care Unit. JAMA. 2017;317:290. https://doi.org/10.1001/jama.2016.20328

Article  PubMed  Google Scholar 

Sandberg A, Bostrom N. Converging cognitive enhancements. Ann N Y Acad Sci. 2006;1093:201. https://doi.org/10.1196/annals.1382.015

Article  PubMed  Google Scholar 

Gennarelli TA, Champion HR, Copes WS, Sacco WJ. Comparison of mortality, morbidity, and severity of 59,713 head injured patients with 114,447 patients with extracranial injuries. J Trauma. 1994;37:962. https://doi.org/10.1097/00005373-199412000-00016

Article  CAS  PubMed  Google Scholar 

Li H, Ma YF. New injury severity score (NISS) outperforms injury severity score (ISS) in the evaluation of severe blunt trauma patients. Chin J Traumatol. 2021;24:261. https://doi.org/10.1016/j.cjtee.2021.01.006

Article  CAS  PubMed  PubMed Central  Google Scholar 

Abajas Bustillo R, Amo Setién FJ, Ortego Mate MDC, Seguí Gómez M, Durá Ros MJ, Leal Costa C. Predictive capability of the injury severity score versus the new injury severity score in the categorization of the severity of trauma patients: a cross-sectional observational study. Eur J Trauma Emerg Surg. 2020;46:903.

留言 (0)

沒有登入
gif