ROBSON LUIS OLIVEIRA DE AMORIM
Projetos de Pesquisa
Unidades Organizacionais
LIM/62 - Laboratório de Fisiopatologia Cirúrgica, Hospital das Clínicas, Faculdade de Medicina
5 resultados
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Agora exibindo 1 - 5 de 5
- Prediction of Early TBI Mortality Using a Machine Learning Approach in a LMIC Population(2020) AMORIM, Robson Luis; OLIVEIRA, Louise Makarem; MALBOUISSON, Luis Marcelo; NAGUMO, Marcia Mitie; SIMOES, Marcela; MIRANDA, Leandro; BOR-SENG-SHU, Edson; BEER-FURLAN, Andre; ANDRADE, Almir Ferreira De; RUBIANO, Andres M.; TEIXEIRA, Manoel Jacobsen; KOLIAS, Angelos G.; PAIVA, Wellingson SilvaBackground: In a time when the incidence of severe traumatic brain injury (TBI) is increasing in low- to middle-income countries (LMICs), it is important to understand the behavior of predictive variables in an LMIC's population. There are few previous attempts to generate prediction models for TBI outcomes from local data in LMICs. Our study aim is to design and compare a series of predictive models for mortality on a new cohort in TBI patients in Brazil using Machine Learning. Methods: A prospective registry was set in Sao Paulo, Brazil, enrolling all patients with a diagnosis of TBI that require admission to the intensive care unit. We evaluated the following predictors: gender, age, pupil reactivity at admission, Glasgow Coma Scale (GCS), presence of hypoxia and hypotension, computed tomography findings, trauma severity score, and laboratory results. Results: Overall mortality at 14 days was 22.8%. Models had a high prediction performance, with the best prediction for overall mortality achieved through Naive Bayes (area under the curve = 0.906). The most significant predictors were the GCS at admission and prehospital GCS, age, and pupil reaction. When predicting the length of stay at the intensive care unit, the Conditional Inference Tree model had the best performance (root mean square error = 1.011), with the most important variable across all models being the GCS at scene. Conclusions: Models for early mortality and hospital length of stay using Machine Learning can achieve high performance when based on registry data even in LMICs. These models have the potential to inform treatment decisions and counsel family members.
- Consensus statement from the international consensus meeting on post-traumatic cranioplasty(2021) IACCARINO, C.; KOLIAS, A.; ADELSON, P. D.; RUBIANO, A. M.; VIAROLI, E.; BUKI, A.; CINALLI, G.; FOUNTAS, K.; KHAN, T.; SIGNORETTI, S.; WARAN, V.; ADELEYE, A. O.; AMORIM, R.; BERTUCCIO, A.; CAMA, A.; CHESNUT, R. M.; BONIS, P. De; ESTRANEO, A.; FIGAJI, A.; FLORIAN, S. I.; FORMISANO, R.; FRASSANITO, P.; GATOS, C.; GERMANO, A.; GIUSSANI, C.; HOSSAIN, I.; KASPRZAK, P.; PORTA, F. La; LINDNER, D.; MAAS, A. I. R.; PAIVA, W.; PALMA, P.; PARK, K. B.; PERETTA, P.; POMPUCCI, A.; POSTI, J.; SENGUPTA, S. K.; SINHA, A.; SINHA, V.; STEFINI, R.; TALAMONTI, G.; TASIOU, A.; ZONA, G.; ZUCCHELLI, M.; HUTCHINSON, P. J.; SERVADEI, F.Background Due to the lack of high-quality evidence which has hindered the development of evidence-based guidelines, there is a need to provide general guidance on cranioplasty (CP) following traumatic brain injury (TBI), as well as identify areas of ongoing uncertainty via a consensus-based approach. Methods The international consensus meeting on post-traumatic CP was held during the International Conference on Recent Advances in Neurotraumatology (ICRAN), in Naples, Italy, in June 2018. This meeting was endorsed by the Neurotrauma Committee of the World Federation of Neurosurgical Societies (WFNS), the NIHR Global Health Research Group on Neurotrauma, and several other neurotrauma organizations. Discussions and voting were organized around 5 pre-specified themes: (1) indications and technique, (2) materials, (3) timing, (4) hydrocephalus, and (5) paediatric CP. Results The participants discussed published evidence on each topic and proposed consensus statements, which were subject to ratification using anonymous real-time voting. Statements required an agreement threshold of more than 70% for inclusion in the final recommendations. Conclusions This document is the first set of practical consensus-based clinical recommendations on post-traumatic CP, focusing on timing, materials, complications, and surgical procedures. Future research directions are also presented.
- The Evolving Concept of Damage Control in Neurotrauma: Application of Military Protocols in Civilian Settings with Limited Resources(2019) RUBIANO, Andres M.; MALDONADO, Miguel; MONTENEGRO, Jorge; RESTREPO, Claudia M.; KHAN, Ahsan Ali; MONTEIRO, Ruy; FALEIRO, Rodrigo M.; CARRENO, Jose N.; AMORIM, Robson; PAIVA, Wellingson; MUNOZ, Erick; PARANHOS, Jorge; SOTO, Alvaro; ARMONDA, Rocco; ROSENFELD, Jeffrey V.OBJECTIVE: The aim of the present review was to describe the evolution of the damage control concept in neurotrauma, including the surgical technique and medical postoperative care, from the lessons learned from civilian and military neurosurgeons who have applied the concept regularly in practice at military hospitals and civilian institutions in areas with limited resources. METHODS: The present narrative review was based on the experience of a group of neurosurgeons who participated in the development of the concept from their practice working in military theaters and low-resources settings with an important burden of blunt and penetrating cranial neurotrauma. RESULTS: Damage control surgery in neurotrauma has been described as a sequential therapeutic strategy that supports physiological restoration before anatomical repair in patients with critical injuries. The application of the concept has evolved since the early definitions in 1998. Current strategies have been supported by military neurosurgery experience, and the concept has been applied in civilian settings with limited resources. CONCLUSION: Damage control in neurotrauma is a therapeutic option for severe traumatic brain injury management in austere environments. To apply the concept while using an appropriate approach, lessons must be learned from experienced neurosurgeons who use this technique regularly.
- Treatment of traumatic acute posterior fossa subdural hematoma: report of four cases with systematic review and management algorithm(2014) AMORIM, Robson Luis Oliveira de; STIVER, Shirley I.; PAIVA, Wellingson Silva; BOR-SENG-SHU, Edson; STERMAN-NETO, Hugo; ANDRADE, Almir Ferreira de; TEIXEIRA, Manoel JacobsenTraumatic posterior fossa subdural hematomas (SDHs) are rare lesions. Despite improvements in intensive care and surgical management of traumatic brain injuries over the last decades, the outcome for posterior fossa subdural hematomas remains poor. We conduct a retrospective study over a 2-year period of patients sustaining traumatic brain injury and posterior fossa SDH. Additionally, a systematic review of case series published to date was performed. The incidence of posterior fossa SDH was 0,01 % (4/326). All patients in this current series had poor prognosis. Three out of four exhibited ischemic/edema lesions in postoperative CT scans leading to fourth ventricle effacement and persistent brainstem compression. Our literature review retrieved 57 patients from only seven case series. Unfavorable outcomes were seen in 63 % of patients. Our data and data from the literature do not provide sufficient evidence to establish an optimal treatment strategy for posterior fossa SDH. However, based on lessons learned with these four cases, together with results from review of the literature, we propose an algorithm for the management of this rare condition.
article How can transcranial magnetic stimulation change the way we treat traumatic brain injury?(2018) NEVILLE, Iuri S.; GOMES-OSMAN, Joyce; AMORIM, Robson L. O.; HAYASHI, Cintya Y.; GALHARDONI, Ricardo; ZANINOTTO, Ana Luiza; TEIXEIRA, Manoel J.; PAIVA, Wellingson S.Background: Traumatic brain injury (TBI) is a major health and socioeconomic problem worldwide. Despite improvements in the acute management of TBI over the past decades, which has led to better outcomes, there remains a need for novel treatment protocols that facilitate or enhance neuroplasticity and brain repair. There have been an increasing number of scientific publications describing the use of transcranial magnetic stimulation (TMS) for assessment and treatment in many research settings and clinical conditions, including TBI. Method: This study aimed to identify the role of TMS, a noninvasive brain stimulation technique, in the assessment and treatment of TBI by reviewing articles published to date from the PubMed database. Results: Most published articles on TMS in TBI are case reports. The use of TMS was reported as both a diagnostic tool and therapeutic instrument. There are few controlled trials of TMS in patients with TBI. Conclusion: TMS has the potential to modify the care of patients with TBI. TMS is an important instrument for evaluating brain injury from a functional perspective and also providing insights into neuromodulation approaches that may enhance recovery.