Clinical Data Mining: Traumatic Brain Injury

Il trauma cranico é tra le piú importanti patologie traumatiche. Ogni anno 250 pazienti ogni 100.000 abitanti vengono ricoverati in Italia per un trauma cranico. La mortalitá é di circa 17 casi per 100.000 abitanti per anno. L’Italia si trova in piena “media” Europea considerando l’incidenza media in Europa di 232 casi per 100.000 abitanti ed una mortalitá di 15 casi per 100.000 abitanti. Degli studi hanno indicato come una terapia anticoagulante é uno dei principali fattori di rischio di evolutiviá di una lesione emorragica. Al contrario della terapia anticoagulante, il rischio emorragico correlato ad una terapia antiaggregante é a tutt’oggi ancora in fase di verifica. Il problema risulta rilevante in particolare nella popolazione occidentale in quanto l’impiego degli antiaggreganti é progressivamente sempre piú diffuso. Questo per la politica di prevenzione sostenuta dalle linee guida nazionali e internazionali in termini di prevenzione del rischio cardiovascolare, in particolare nelle fasce di popolazione di etá piú avanzata. Per la prima volta, é stato dimostrato all’ospedale di Forlí[1], su una casistica sufficientemente ampia, che la terapia cronica con antiaggreganti, per la preven- zione del rischio cardiovascolare, puó rivelarsi un significativo fattore di rischio di complicanze emorragiche in un soggetto con trauma cranico, anche di grado lieve. L’ospedale per approfondire e convalidare i risultati della ricerca ha condotto, nell’anno 2009, una nuova indagine. La nuova indagine ha coinvolto oltre l’ospedale di Forlí altri trentuno centri ospedalieri italiani. Questo lavoro di ricerca vuole, insieme ai ricercatori dell’ospedale di Forlí, verificare: “se una terapia con antiaggreganti influenzi l’evolutivitá, in senso peggiorativo, di una lesione emorragica conseguente a trauma cranico lieve - moderato - severo in un soggetto adulto”, grazie ai dati raccolti dai centri ospedalieri nel 2009. Il documento é strutturato in due parti. La prima parte piú teorica, vuole fissare i concetti chiave riguardanti il contesto della ricerca e la metodologia usata per analizzare i dati. Mentre, la seconda parte piú pratica, vuole illustrare il lavoro fatto per rispondere al quesito della ricerca. La prima parte é composta da due capitoli, che sono: • Il capitolo 1: dove sono descritti i seguenti concetti: cos’é un trauma cra- nico, cos’é un farmaco di tipo anticoagulante e cos’é un farmaco di tipo antiaggregante; • Il capitolo 2: dove é descritto cos’é il Data Mining e quali tecniche sono state usate per analizzare i dati. La seconda parte é composta da quattro capitoli, che sono: • Il capitolo 3: dove sono state descritte: la struttura dei dati raccolti dai trentadue centri ospedalieri, la fase di pre-processing e trasformazione dei dati. Inoltre in questo capitolo sono descritti anche gli strumenti utilizzati per analizzare i dati; • Il capitolo 4: dove é stato descritto come é stata eseguita l’analisi esplorativa dei dati. • Il capitolo 5: dove sono descritte le analisi svolte sui dati e soprattutto i risultati che le analisi, grazie alle tecniche di Data Mining, hanno prodotto per rispondere al quesito della ricerca; • Il capitolo 6: dove sono descritte le conclusioni della ricerca. Per una maggiore comprensione del lavoro sono state aggiunte due appendici. La prima tratta del software per data mining Weka, utilizzato per effettuare le analisi. Mentre, la seconda tratta dell’implementazione dei metodi per la creazione degli alberi decisionali.

Volatile anesthetics influence blood-brain barrier integrity by modulation of tight junction protein expression in traumatic brain injury

Disruption of the blood-brain barrier (BBB) results in cerebral edema formation, which is a major cause for high mortalityrnafter traumatic brain injury (TBI). As anesthetic care is mandatory in patients suffering from severe TBI it may be importantrnto elucidate the effect of different anesthetics on cerebral edema formation. Tight junction proteins (TJ) such as zonularnoccludens-1 (ZO-1) and claudin-5 (cl5) play a central role for BBB stability. First, the influence of the volatile anestheticsrnsevoflurane and isoflurane on in-vitro BBB integrity was investigated by quantification of the electrical resistance (TEER) inrnmurine brain endothelial monolayers and neurovascular co-cultures of the BBB. Secondly brain edema and TJ expression ofrnZO-1 and cl5 were measured in-vivo after exposure towards volatile anesthetics in native mice and after controlled corticalrnimpact (CCI). In in-vitro endothelial monocultures, both anesthetics significantly reduced TEER within 24 hours afterrnexposure. In BBB co-cultures mimicking the neurovascular unit (NVU) volatile anesthetics had no impact on TEER. In healthyrnmice, anesthesia did not influence brain water content and TJ expression, while 24 hours after CCI brain water contentrnincreased significantly stronger with isoflurane compared to sevoflurane. In line with the brain edema data, ZO-1 expressionrnwas significantly higher in sevoflurane compared to isoflurane exposed CCI animals. Immunohistochemical analysesrnrevealed disruption of ZO-1 at the cerebrovascular level, while cl5 was less affected in the pericontusional area. The studyrndemonstrates that anesthetics influence brain edema formation after experimental TBI. This effect may be attributed tornmodulation of BBB permeability by differential TJ protein expression. Therefore, selection of anesthetics may influence thernbarrier function and introduce a strong bias in experimental research on pathophysiology of BBB dysfunction. Futurernresearch is required to investigate adverse or beneficial effects of volatile anesthetics on patients at risk for cerebral edema.

Cognitive Assessment and Rehabilitation of subjects with Traumatic Brain Injury

This thesis regards the study and the development of new cognitive assessment and rehabilitation techniques of subjects with traumatic brain injury (TBI). In particular, this thesis i) provides an overview about the state of art of this new assessment and rehabilitation technologies, ii) suggests new methods for the assessment and rehabilitation and iii) contributes to the explanation of the neurophysiological mechanism that is involved in a rehabilitation treatment. Some chapters provide useful information to contextualize TBI and its outcome; they describe the methods used for its assessment/rehabilitation. The other chapters illustrate a series of experimental studies conducted in healthy subjects and TBI patients that suggest new approaches to assessment and rehabilitation. The new proposed approaches have in common the use of electroencefalografy (EEG). EEG was used in all the experimental studies with a different purpose, such as diagnostic tool, signal to command a BCI-system, outcome measure to evaluate the effects of a treatment, etc. The main achieved results are about: i) the study and the development of a system for the communication with patients with disorders of consciousness. It was possible to identify a paradigm of reliable activation during two imagery task using EEG signal or EEG and NIRS signal; ii) the study of the effects of a neuromodulation technique (tDCS) on EEG pattern. This topic is of great importance and interest. The emerged founding showed that the tDCS can manipulate the cortical network activity and through the research of optimal stimulation parameters, it is possible move the working point of a neural network and bring it in a condition of maximum learning. In this way could be possible improved the performance of a BCI system or to improve the efficacy of a rehabilitation treatment, like neurofeedback.

Do we really need 24-h observation for patients with minimal brain injury and small intracranial bleeding? The Bernese Trauma Unit Protocol

Traumatic brain injury is one of the most common reasons for admission to hospital emergency departments. However, optimal diagnosis and treatment protocols remain controversial. The aim of this study is to assess whether a specific group of patients can be discharged from the hospital without 24-h neurological observation.

Increasing hematocrit above 28% during early resuscitative phase is not associated with decreased mortality following severe traumatic brain injury

To prevent iatrogenic damage, transfusions of red blood cells should be avoided. For this, specific and reliable transfusion triggers must be defined. To date, the optimal hematocrit during the initial operating room (OR) phase is still unclear in patients with severe traumatic brain injury (TBI). We hypothesized that hematocrit values exceeding 28%, the local hematocrit target reached by the end of the initial OR phase, resulted in more complications, increased mortality, and impaired recovery compared to patients in whom hematocrit levels did not exceed 28%.

Long-Term outcome in patients with mild traumatic brain injury: A prospective observational study

Mild traumatic brain injury (MTBI) is common; up to 37% of adult men have a history of MTBI. Complaints after MTBI are persistent headaches, memory impairment, depressive mood disorders, and disability. The reported short- and long-term outcomes of patients with MTBI have been inconsistent. We have now investigated long-term clinical and neurocognitive outcomes in patients with MTBI (at admission, and after 1 and 10 years).

Co2-dependent vasomotor reactivity of cerebral arteries in patients with severe traumatic brain injury: time course and effect of augmentation of cardiac output with dobutamine

Failing cerebral blood flow (CBF) autoregulation may contribute to cerebral damage after traumatic brain injury (TBI). The purpose of this study was to describe the time course of CO(2)-dependent vasoreactivity, measured as CBF velocity in response to hyperventilation (vasomotor reactivity [VMR] index). We included 13 patients who had had severe TBI, 8 of whom received norepinephrine (NE) based on clinical indication. In these patients, measurements were also performed after dobutamine administration, with a goal of increasing cardiac output by 30%. Blood flow velocity was measured with transcranial Doppler ultrasound in both hemispheres. All patients except one had an abnormal VMR index in at least one hemisphere within the first 24 h after TBI. In those patients who did not receive catecholamines, mean VMR index recovered within the first 48 to 72 h. In contrast, in patients who received NE within the first 48 h period, VMR index did not recover on the second day. Cardiac output and mean CBF velocity increased significantly during dobutamine administration, but VMR index did not change significantly. In conclusion, CO(2) vasomotor reactivity was abnormal in the first 24 h after TBI in most of the patients, but recovered within 48 h in those patients who did not receive NE, in contrast to those eventually receiving the drug. Addition of dobutamine to NE had variable but overall insignificant effects on CO(2) vasomotor reactivity.