Automatic Information Extraction from Investment Product Documents

In this paper we report on the activities carried out within a collaboration between Consob and Sapienza University. The developed project focus on Information Extraction from documents describing financial investment products. We discuss how we automate this task, via both rule-based and machine learningbased methods, and describe the performances of our approach

Excessive daytime sleepiness in narcolepsy and central nervous system hypersomnias

Purpose: Excessive daytime sleepiness (EDS) is the core complaint of central nervous system (CNS) hypersomnias. In this mini-review, we summarized EDS features in CNS hypersomnias to provide a guide for differential diagnosis purposes. Methods: A review of recent literature was performed to provide an update in CNS hypersomnias. Results: At clinical evaluation, narcolepsy patients report a good restorative potential of sleep together with the frequent occurrence of dreaming even during short-lasting naps. These features are mirrored by the neurophysiological evidence of REM sleep at sleep onset (SOREMP) during the Multiple Sleep Latency Test (MSLT), a specific marker. Conversely, patients with idiopathic hypersomnia (IH) complain sleep inertia and prolonged nocturnal sleep. Polysomnographic studies show high sleep propensity on the MSLT or high 24-h total sleep time during continuous monitoring. Patients with insufficient sleep syndrome (ISS) can present with variable clinical EDS features in between narcolepsy and IH. ISS diagnosis is based on the clinical evidence of nocturnal sleep curtailment (weekdays versus vacations) associated with the disappearance of EDS complaint after sleep extension. Polysomnographic data are not required, but when the MSLT is performed, ISS patients can present with SOREMP arising from non-REM stage 2 sleep (vs narcolepsy patients entering into SOREM most frequently from wakefulness). Kleine-Levin Syndrome is characterized by recurrent episodes of enormously prolonged sleep time lasting days associated with abnormal cognition and behavior intermixed by asymptomatic periods, a sleep pattern that can be well documented by actigraphy. Conclusions: Different CNS hypersomnias present with specific features of EDS are useful to guide the clinician to apply and interpret appropriate neurophysiological investigations

Spectral electroencephalography profile of rapid eye movement sleep at sleep onset in narcolepsy type 1

Background and purpose: The sleep-onset rapid eye movement (REM) period (SOREMP), the hallmark of narcolepsy, may be a specific state and not the simple anticipation of REM sleep. Methods: We analyzed the electroencephalographic spectral content in untreated patients with narcolepsy type 1 (NT1) during the sleep-onset period (SOP) and during nocturnal REM sleep in two consecutive nocturnal recordings from 31 patients with NT1 (mean age 34 \ub1 15 years, 18 males) and a single nocturnal recording from 36 controls (mean age 38 \ub1 13 years, 21 males). The SOP was defined as the first 10 min starting at the beginning of the first epoch of any sleep stage, and further divided into two consecutive 5-min periods (SOP-1 and SOP-2); 1 min of artifact-free quiet wakefulness after lights-off was identified as well as 5 min of REM sleep in the middle of the night and another 5 min during the last REM sleep period. Electroencephalographic spectral analysis was performed using the C3/A2 channel. Results: The SOP-1 and, more strikingly, SOP-2 had significantly less delta and sigma activity in patients with NT1 in the SOREMP condition versus both controls and patients with NT1 without SOREMP. SOP-2 also showed less theta and alpha activity. Conversely, sigma and beta activity were more represented during SOREMP compared with the nocturnal REM period in patients with NT1. Conclusions: The analysis of the SOP supports the concept that SOREMP is a different state compared with both nocturnal REM sleep and non-REM sleep onset

The spectrum of REM sleep-related episodes in children with type 1 narcolepsy

Type 1 narcolepsy is a central hypersomnia due to the loss of hypocretin-producing neurons and characterized by cataplexy, excessive daytime sleepiness, sleep paralysis, hypnagogic hallucinations and disturbed nocturnal sleep. In children, close to the disease onset, type 1 narcolepsy has peculiar clinical features with severe cataplexy and a complex admixture of movement disorders occurring while awake. Motor dyscontrol during sleep has never been systematically investigated. Suspecting that abnormal motor control might affect also sleep, we systematically analysed motor events recorded by means of video polysomnography in 40 children with type 1 narcolepsy (20 females; mean age 11.8 2.6 years) and compared these data with those recorded in 22 age-and sex-matched healthy controls. Motor events were classified as elementary movements, if brief and non-purposeful and complex behaviours, if simulating purposeful behaviours. Complex behaviours occurring during REM sleep were further classified as 'classically-defined' and 'pantomime-like' REM sleep behaviour disorder episodes, based on their duration and on their pattern (i.e. brief and vivid-energetic in the first case, longer and with subcontinuous gesturing mimicking daily life activity in the second case). Elementary movements emerging either from non-REM or REM sleep were present in both groups, even if those emerging from REM sleep were more numerous in the group of patients. Conversely, complex behaviours could be detected only in children with type 1 narcolepsy and were observed in 13 patients, with six having 'classically-defined' REM sleep behaviour disorder episodes and seven having 'pantomime-like' REM sleep behaviour disorder episodes. Complex behaviours during REM sleep tended to recur in a stereotyped fashion for several times during the night, up to be almost continuous. Patients displaying a more severe motor dyscontrol during REM sleep had also more severe motor disorder during daytime (i.e. status cataplecticus) and more complaints of disrupted nocturnal sleep and of excessive daytime sleepiness. The neurophysiological hallmark of this severe motor dyscontrol during REM sleep was a decreased atonia index. The present study reports for the first time the occurrence of a severe and peculiar motor disorder during REM sleep in paediatric type 1 narcolepsy and confirms the presence of a severe motor dyscontrol in these patients, emerging not only from wakefulness (i.e. status cataplecticus), but also from sleep (i.e. complex behaviours during REM sleep). This is probably related to the acute imbalance of the hypocretinergic system, which physiologically acts by promoting movements during wakefulness and suppressing them during sleep

Prognostic role of pre- and post-interventional myocardial injury in patients undergoing transcatheter aortic valve implantation

Background: Chronic pre-procedural and acute post-procedural myocardial injury are frequently observed in patients with aortic stenosis undergoing trans-catheter aortic valve implantation (TAVI). The aim of our study was to investigate the prognostic role of high sensitivity cardiac troponins (hs-cTns) elevation before and after TAVI. Methods: 106 patients with severe aortic stenosis who underwent TAVI were enrolled. High sensitivity cardiac troponin T (hs-cTnT) was measured before and after TAVI (6, 24, 48, 72 hours). Post-procedural myocardial damage was defined as a 15-fold rise in hs-cTnT upper reference limit (URL) after TAVI. The clinical endpoints were all cause death, cardiovascular death and rehospitalization at 24 months follow-up. Results: Before TAVI, hs-cTnT median value was 0.03 μg/L (2.3 ± 2.1 fold over URL). After TAVI procedure, myocardial damage (MD), as defined by VARC-2 criteria, was observed in 40 patients (38%) (MD group). In our population, logarithmically transformed hs-cTnTs were independently associated with all-cause mortality at 24 months F/U (pre-TAVI hs-cTnT: Hazard ratio [HR] 2.2, 95% confidence interval [CI]: 1.1 to 4.4, p=0.027). No significant differences were observed between the MD and non-MD groups for the three endpoints of all cause death (p log rank: 0.15), cardiovascular death (p log rank: 0.86) and re-hospitalization (p log rank: 0.87). Conclusions: Only baseline hs-cTnT levels correlated with outcomes at 24 months of follow-up. Chronic pre-procedural myocardial injury significantly affects prognosis after TAV

Management of cardiac implantable electronic device follow-up in COVID-19 pandemic: Lessons learned during Italian lockdown

Introduction: Remote monitoring (RM) has significantly transformed the standard of care for patients with cardiac electronic implantable devices. It provides easy access to valuable information, such as arrhythmic events, acute decompensation manifestations and device-related issues, without the need of in-person visits. Methods: Starting March 1st, 332 patients were introduced to an RM program during the Italian lockdown to limit the risk of in-hospital exposure to severe acute respiratory syndrome-coronavirus-2. Patients were categorized into two groups based on the modality of RM delivery (home [n = 229] vs. office [n = 103] delivered). The study aimed at assessing the efficacy of the new follow-up protocol, assessed as mean RM activation time (AT), and the need for technical support. In addition, patients' acceptance and anxiety status were quantified via the Home Monitoring Acceptance and Satisfaction Questionnaire and the Generalized Anxiety Disorder 7-item scale. Results: AT time was less than 48 h in 93% of patients and 7% of them required further technical support. Despite a higher number of trans-telephonic technical support in the home-delivered RM group, mean AT was similar between groups (1.33 \ub1 0.83 days in home-delivered vs 1.28 \ub1 0.81 days in office-delivered patients; p =.60). A total of 28 (2.5%) urgent/emergent in-person examinations were required. A high degree of patient satisfaction was reached in both groups whereas anxiety status was higher in the office-delivered group. Conclusions: The adoption of RM resulted in high patient satisfaction, regardless of the modality of modem delivery; nonetheless, in-office modem delivery was associated with a higher prevalence of anxiety symptoms