Development of a binary classifier model from extended facial codes toward video-based pain recognition in cancer patients.

OBJECTIVES: The Automatic Pain Assessment (APA) relies on the exploitation of objective methods to evaluate the severity of pain and other pain-related characteristics. Facial expressions are the most investigated pain behavior features for APA. We constructed a binary classifier model for discriminating between the absence and presence of pain through video analysis. METHODS: A brief interview lasting approximately two-minute was conducted with cancer patients, and video recordings were taken during the session. The Delaware Pain Database and UNBC-McMaster Shoulder Pain dataset were used for training. A set of 17 Action Units (AUs) was adopted. For each image, the OpenFace toolkit was used to extract the considered AUs. The collected data were grouped and split into train and test sets: 80 % of the data was used as a training set and the remaining 20 % as the validation set. For continuous estimation, the entire patient video with frame prediction values of 0 (no pain) or 1 (pain), was imported into an annotator (ELAN 6.4). The developed Neural Network classifier consists of two dense layers. The first layer contains 17 nodes associated with the facial AUs extracted by OpenFace for each image. The output layer is a classification label of "pain" (1) or "no pain" (0). RESULTS: The classifier obtained an accuracy of ∼94 % after about 400 training epochs. The Area Under the ROC curve (AUROC) value was approximately 0.98. CONCLUSIONS: This study demonstrated that the use of a binary classifier model developed from selected AUs can be an effective tool for evaluating cancer pain. The implementation of an APA classifier can be useful for detecting potential pain fluctuations. In the context of APA research, further investigations are necessary to refine the process and particularly to combine this data with multi-parameter analyses such as speech analysis, text analysis, and data obtained from physiological parameters.

Characteristics and outcomes of elderly patients undergoing carotid stenting: Experience of a high-volume interventional cardiology center.

BACKGROUND: Carotid artery stenting (CAS) is an attractive option in order to treat carotid artery stenosis. However, its safety in elderly patients is questioned. Aim of this single-center retrospective study was to assess data of elderly patients undergoing CAS, and to compare them with those of the younger (< 75 years). METHODS: We collected data of 580 consecutive patients undergoing CAS between December 2007 and June 2020 and compared clinical and procedural characteristics as well as in-hospital major adverse events (MACCE) and long-term mortality between patients < 75 years and patients ≥ 75 years old. RESULTS: There were 272 patients (46.9%) with age ≥ 75 years and 308 patients (53.1%) with age < 75 years. The median follow-up was 48 months (range 2-144). There was no significant difference about in-hospital MACCE between the two groups (4.7% in the older vs. 3.5% in the younger group, p = 0.9), but a higher rate of cerebral hemorrhage occurred in the older group (1.8% vs. = 0.3%, p = 0.07), even if not significant. Long-term mortality was significantly higher in the older group (27.9 vs. 20.1%, p = 0.027). Multivariate predictors of 12-months mortality were neurologic symptoms within 6 months (OR: 4.83; 95% CI: 2.04-11.42; p ≤ 0.001), smoking status (OR: 2.84; 95% CI: 1.17-6.86; p = 0.02) and age ≥ 75 years (OR: 2.78; 95% CI: 1.14-6.76; p = 0.024). CONCLUSIONS: In elderly patients, CAS can be carried out efficaciously with acceptable procedural risks, if performed by expert operators and after a correct selection by a multidisciplinary team.

One-Year OCT Follow-Up Results of Overlapping Resorbable Magnesium Scaffolds: Mind the Gap!

In this paper we are reporting an unexpected evolution after multiple Resorbable Magnesium Scaffolds (RMS) implantations in overlap.

[Partnership development between two hospitals: the integration process of Interventional Cardiology Units between the San Luigi Gonzaga University Hospital and the Local Health Unit Torino 3]. / Lo sviluppo di una partnership tra Aziende Sanitarie: l'integrazione dei laboratori di Emodinamica tra l'Azienda Ospedaliera Universitaria San Luigi Gonzaga di Orbassano e l'Azienda Sanitaria Locale Torino 3.

BACKGROUND: The healthcare sector is among the most complex ones where partnerships and interdependencies between different hospitals can achieve real technical and managerial operational models aimed at optimizing resources. However, the construction of this type of interdependence is not simple to implement, making it necessary to integrate at different organizational and professional levels. The aim of this work is to present the integration process and results achieved during the first 3 years of experience after a synergic integration of the interventional cath lab units of the San Luigi Gonzaga University Hospital, Orbassano and the Infermi Hospital Local Health Unit TO 3, Rivoli. METHODS: Starting from March 2016, data concerning number and type of procedures as well as the distribution of workloads of each operator in the two cath labs were recorded and monitored. Moreover, numbers of urgent procedures performed as well as the door-to-balloon time in case of primary angioplasty were recorded. RESULTS: Compared to the first 12 months of non-integrated activity, the number of procedures remained constant with an overall trend of activity increase (total procedures: +2.6% from 2016 to 2017; +8.7% from 2017 to 2018). No statistically significant differences were found in the average door-to-balloon time, either by stratifying by period (year 2015 vs 2016 vs 2017 vs 2017 vs 2018) or by single institution. All ST-elevation myocardial infarctions were treated at the arrival site, displacing the medical availability team. The mortality rate and the number of complications were not different compared to the trend recorded in previous years. The implementation of joint programs with an exchange of expertise between operators has allowed the rapid development of skills necessary for the execution of structural heart procedures not previously performed in one of the operating centers. CONCLUSIONS: The model of an integrated cath lab unit represents an example of a partnership between two hospitals, which allows a synergistic growth of professional skills, even facing daily logistical challenges. The integration has made it possible to expand the number and type of procedures performed as well to join the on-call equipe without impacting on the door-to-balloon time in case of primary coronary angioplasty.

Role of Invasive and Non-invasive Imaging Tools in the Diagnosis and Optimal Treatment of Patients with Spontaneous Coronary Artery Dissection.

PURPOSE OF REVIEW: Spontaneous coronary artery dissection (SCAD) is a serious non-atherosclerotic disease, most frequently presenting as an acute coronary syndrome and affecting female patients. Considering that diagnosis of SCAD is often elusive, and its interventional treatment is associated to a higher rate of complications than obstructive atherosclerotic disease, we aim to review all the imaging tools currently available for the optimal diagnosis and treatment of this condition. RECENT FINDINGS: The developments in both invasive and non-invasive imaging alternatives to coronary angiography, such as intravascular ultrasound, optical coherence tomography, and computed coronary angiography, have largely contributed to appraise the epidemiology of SCAD, understand its causative pathophysiological mechanisms, and improve our ability to confirm doubtful cases of SCAD. Intracoronary imaging is also a valuable in deciding the best therapeutic approach and in guiding interventions in those patients requiring percutaneous treatment. Furthermore, non-invasive imaging is a key tool in ruling out significant extracoronary vascular abnormalities which frequently occur in patients with underlying conditions like fibromuscular dysplasia who develop SCAD. Main imaging tools employed in SCAD cases could have advantages and drawbacks. Focusing on different types of SCAD, operators should be able to choose the best imaging technique for diagnosis, management, and follow-up.

[Alcohol dependence in the Italian general population: diagnostic criteria according to general practitioners and to the Composite International Diagnostic Interview (CIDI)]. / L'alcoldipendenza nella popolazione generale: i criteri di diagnosi secondo i medici di medicina generale e secondo l'intervista Composite International Diagnostic Interview (CIDI).

OBJECTIVES: to identify the criteria used by general practitioners (GPs) for the diagnosis of alcohol dependence (AD) and to compare them with the criteria of the Composite International Diagnostic Interview (CIDI). DESIGN: cross-sectional correlational study. SETTING AND PARTICIPANTS: the 55 GPs of Friuli Venezia Giulia Region (Northern Italy) and Tuscany Region (Central Italy) who took part in the research conducted a clinical evaluation of the first 40 patients who came for a medical examination. MAIN OUTCOME MEASURES: prevalence of AD diagnosed by GPs and CIDI and their association with sociodemographic variables, other diseases, and alcohol consumption. RESULTS: AD prevalence assessed by the GPs was 5.4%, while AD prevalence assessed by the CIDI was 4.4%, with an overlap of about 26%. Patients identified as AD by the GPs were older and more frequently suffering from liver disease and hypertension than patients identified by the CIDI. CONCLUSIONS: the limited overlap between diagnoses of AD made by GPs and the one made by the CIDI is problematic. GPs appear to identify mainly more severe forms of AD, in which excessive consumption of alcohol is associated with the presence of liver disease, while the CIDI could identify younger patients who have not yet developed diseases. GPs' recognition of AD could be increased by using their expertise along with standardised questionnaires which measure alcohol consumption.

Detection of significant coronary artery disease by noninvasive anatomical and functional imaging.

BACKGROUND: The choice of imaging techniques in patients with suspected coronary artery disease (CAD) varies between countries, regions, and hospitals. This prospective, multicenter, comparative effectiveness study was designed to assess the relative accuracy of commonly used imaging techniques for identifying patients with significant CAD. METHODS AND RESULTS: A total of 475 patients with stable chest pain and intermediate likelihood of CAD underwent coronary computed tomographic angiography and stress myocardial perfusion imaging by single photon emission computed tomography or positron emission tomography, and ventricular wall motion imaging by stress echocardiography or cardiac magnetic resonance. If ≥1 test was abnormal, patients underwent invasive coronary angiography. Significant CAD was defined by invasive coronary angiography as >50% stenosis of the left main stem, >70% stenosis in a major coronary vessel, or 30% to 70% stenosis with fractional flow reserve ≤0.8. Significant CAD was present in 29% of patients. In a patient-based analysis, coronary computed tomographic angiography had the highest diagnostic accuracy, the area under the receiver operating characteristics curve being 0.91 (95% confidence interval, 0.88-0.94), sensitivity being 91%, and specificity being 92%. Myocardial perfusion imaging had good diagnostic accuracy (area under the curve, 0.74; confidence interval, 0.69-0.78), sensitivity 74%, and specificity 73%. Wall motion imaging had similar accuracy (area under the curve, 0.70; confidence interval, 0.65-0.75) but lower sensitivity (49%, P<0.001) and higher specificity (92%, P<0.001). The diagnostic accuracy of myocardial perfusion imaging and wall motion imaging were lower than that of coronary computed tomographic angiography (P<0.001). CONCLUSIONS: In a multicenter European population of patients with stable chest pain and low prevalence of CAD, coronary computed tomographic angiography is more accurate than noninvasive functional testing for detecting significant CAD defined invasively. CLINICAL TRIAL REGISTRATION URL: http://www.clinicaltrials.gov. Unique identifier: NCT00979199.

The effects of the macro-environment on treatment retention for problem cocaine users.

BACKGROUND: Client dropout is commonly used as an indicator of quality and effectiveness of drug treatment. Following increasing cocaine use in recent years, research has attempted to identify predictors of retention in treatment for cocaine users but there is no consensus about how individual characteristics and system variables (referral source, treatment setting), what we term here as the "macro-environment" - effect risk of dropout. This study sought to identify macro-environmental factors and examine the way these impact upon treatment retention. METHODS: A retrospective longitudinal study of an admission cohort among drug services in Vasta Romagna in Emilia Romagna Region, Italy (up to 8 years of treatment or until discharge) was conducted to determine the effect of macro-environmental variables on retention among first time admitted cocaine-dependent clients in different treatment settings. The sample consisted of 1178 clients meeting DSM-IV-R criteria for cocaine dependence. RESULTS: The joint effect of individual and system factors had a significant impact on dropout rates. In particular, lower rates of dropout were observed for those treated in prison and those who had a stable home, HR: 0.09 (0.02-0.48), or lived in rehabilitation units, HR: 0.36 (0.15-0.88), and among clients referred by the local authority and those living with parents, HR: 0.60 (0.38-0.95). CONCLUSION: The combined effect of individual and system factors on retention in treatment sets a critical background necessary to assess any impact of organizational dynamics and delineate the trajectory for future interventions.

Concordance and consistency of answers to the self-delivered ESPAD questionnaire on use of psychoactive substances.

Considering the prevalence of drug use in Italy, it is crucial to develop a reproducible screening test. Test-retest reliability and internal consistency are important indicators of a measurement's temporal stability and are a necessary condition for validity. The aim of the study was to assess the consistency and concordance of the European School Survey Project on Alcohol and Other Drugs (ESPAD) questionnaire; participating students completed the questionnaire twice, with a three-week interval. To verify the concordance for variables relating to use of alcohol, cigarettes and illicit drugs, the original ordinal variables as well as the same dichotomically recodified variables were used. Data analysis was done using Kappa and weighted Kappa. The method proposed by Lipsitz was used to evaluate the influence of gender and age on concordance. Questions about drug use, examined in ordinal form, show a good test-retest concordance and an excellent concordance for answers relating to the use of cigarettes, alcohol and cannabis. Regarding the effect of age adjusted for gender, 15-year-old subjects showed a lower concordance than 19-year-olds. ESPAD is a tool with a good reproducibility. Results focus on the effect of gender and age covariates on the concordance of answers regarding drug use and suggest the importance of examining the concordance in relation to the covariate levels.

Persistence of mortality risk in patients with acute cardiac diseases and mild thyroid dysfunction.

INTRODUCTION: There are no studies on the long-term prognostic role of abnormal thyrotropin value in patients with acute cardiac diseases. Aim of the study was to assess the incidence and persistence of risk of cardiac and overall deaths in patients with acute cardiac diseases. METHODS: A total of 1026 patients (mean age: 67.7 years) were divided into 4 groups: (1) euthyroid (EU, n=579); (2) subclinical-like hypothyroidism (SLHYPO, n=68); (3) subclinical-like hyperthyroidism (SLHYPER, n=23) and (4) low-triiodothyronine syndrome (LowT3, n=356). Follow-up started from the day of thyroid hormone evaluation (mean follow-up: 30 months). The events considered were cardiac and overall deaths. RESULTS: Survival rate for cardiac death was lower in SLHYPO and in LT3 than in EU (log rank test; χ(2)=33.6; P < 0.001). Survival rate for overall death was lower in SLHYPO, SLHYPER and LowT3 than in EU (48.3; P < 0.001). After adjustment for several risk factors, the hazard ratio for cardiac death was higher in SLHYPO (3.65; P=0.004) in LowT3 (1.88; P=0.032) and in SLHYPER (4.73; P=0.047). Hazard ratio for overall death was higher in SLHYPO (2.30; P=0.009), in LowT3 (1.63; P=0.017) and in SLHYPER than in EU (3.71; P=0.004). Hazards for SLHYPO, SLHYPER and LowT3 with respect to EU were proportional over the follow-up period. CONCLUSION: In patients with acute cardiac disease, a mildly altered thyroid status was associated with increased risk of mortality that remains constant during all the follow-up.

Illegal substance use among Italian high school students: trends over 11 years (1999-2009).

PURPOSE: To monitor changes in habits in drug use among Italian high school students. METHODS: Cross-sectional European School Survey Project on Alcohol and Other Drugs (ESPAD) carried out in Italy annually for 11 years (1999-2009) with representative samples of youth attending high school. The sample size considered ranges from 15,752 to 41,365 students and response rate ranged from 85.5% to 98.6%. Data were analyzed to obtain measures of life-time prevalence (LT), use in the last year (LY), use in the last 30 days (LM), frequent use. Comparisons utilized difference in proportion tests. Tests for linear trends in proportion were performed using the Royston p trend test. RESULTS: When the time-averaged value was considered, cannabis (30% LT) was the most, and heroin the least (2%) frequently used, with cocaine (5%), hallucinogens (2%) and stimulants (2%) in between. A clear gender gap is evident for all drugs, more obvious for hallucinogens (average M/F LY prevalence ratio 2, range 1.7-2.4, p<0.05), less for cannabis (average M/F LY prevalence ratio 1.3, range 1.2-1.5, p<0.05). Data shows a change in trend between 2005 and 2008; in 2006 the trend for cannabis use and availability dropped and the price rose, while from 2005 cocaine and stimulant use prevalence showed a substantial increase and the price went down. After 2008 use of all substances seems to have decreased. CONCLUSIONS: Drug use is widespread among students in Italy, with cannabis being the most and heroin the least prevalent. Girls are less vulnerable than boys to illegal drug use. In recent years, a decrease in heroin use is overbalanced by a marked rise in hallucinogen and stimulant use.

Association between increased mortality and mild thyroid dysfunction in cardiac patients.

BACKGROUND: The effects of subclinical thyroid dysfunction on cardiac outcome are not well defined. METHODS: To assess the relationship between mild thyroid dysfunction and the incidence of death in cardiac patients, we evaluated 3121 cardiac patients. Cardiac and overall deaths were considered. Four groups were defined: euthyroidism, subclinical hypothyroidism (SCH), subclinical hyperthyroidism (SCT), and low triiodothyronine syndrome (low T3). RESULTS: After mean follow-up of 32 months, there were 65 and 140 cardiac and overall deaths (3.4% and 7.3%), respectively, in euthyroidism, 15 and 27 (7.2% and 13.0%) in SCH, 8 and 9 (8.2% and 9.2%) in SCT, and 59 and 119 (6.5% and 13.1%) in low T3. Survival rates for cardiac death were lower in SCH, SCT, and low T3 than in euthyroidism (log-rank test; chi2 = 19.46; P < .001). Survival rates for overall death were lower in SCH and low T3 than in euthyroidism (log-rank test; chi2 = 26.67; P < .001). After adjustment for several risk factors, hazard ratios (HRs) for cardiac death were higher in SCH (HR, 2.40; 95% confidence interval [CI], 1.36-4.21; P = .02), SCT (HR, 2.32; 95% CI, 1.11-4.85; P = .02), and low T(3) (HR, 1.63; 95% CI, 1.14-2.33; P = .007) than in euthyroidism; HRs for overall death were higher in SCH (HR, 2.01; 95% CI, 1.33-3.04; P < .001) and low T3 (HR, 1.57; 95% CI, 1.22-2.01; P < .001) but not in SCT. CONCLUSION: A mildly altered thyroid status is associated with an increased risk of mortality in patients with cardiac disease.