Breast Cancer Prevention Practices and Knowledge in Italian and Chinese Women in Italy: Clinical Checkups, Free NHS Screening Adherence, and Breast Self-Examination (BSE).

Breast cancer remains a significant global concern, underscoring the critical need for early detection and prevention strategies. Primary and secondary preventive measures, such as routine screenings and behaviors like breast self-examination (BSE), play a crucial role in facilitating early diagnosis. While the National Health System (NHS) in Italy offers free regular screenings for women aged 50-69, there is a lack of clarity regarding the participation of both Italian and Chinese women residing in Italy in these screening programs. This study aims to bridge this knowledge gap by thoroughly assessing the involvement in regular clinical check-ups and the types of screening employed, the adherence to free screenings offered by the NHS, and the practice of BSE among women aged 50-69 of these two groups. Furthermore, it investigates their knowledge and perceptions regarding breast cancer and BSE. Results reveal disparities in breast cancer control practice between Italian and Chinese women in Italy: the former demonstrates higher adherence to clinical checkups (53% vs. 3%, p < 0.001), while both groups show low participation in free NHS screenings (70% vs. 4%, p < 0.001). Additionally, Chinese women reported significantly lower frequency of mammography (96% vs. 33%, p < 0.001) and ultrasound (69% vs. 16%, p < 0.001). The frequency of BSE also differed substantially, with 47% of Chinese women never performing BSE compared to 12% of Italian women (p < 0.001). This comprehensive exploration provides valuable insights, attitudes, and knowledge into the disparities and potential areas for improvement in breast cancer prevention, thus contributing to the overall well-being of these communities. The findings highlight the necessity for educational initiatives aimed at improving awareness and participation in screenings, particularly among the Chinese population. These initiatives could have profound implications for patient education by equipping women with the knowledge and skills necessary to engage in proactive health behaviors.

Clinical Features of Takotsubo Syndrome and Its Differential Diagnostic Criteria in Clinical Nursing Practice: A Review of the Literature.

PURPOSE OF REVIEW: Takotsubo cardiomyopathy (TCM) is a heart disease that mimics the symptoms of a myocardial infarction (MI). The exact cause of TCM is unknown, but the main theory is that the syndrome is triggered by an excessive release of catecholamines, a consequence of factors related to stress or severe emotional distress. The aim of this review is to summarize the various scientific journal articles on the nursing differential diagnosis of TCM, on the specific nurse training (particularly the role of the Advanced Practice Nurse, APN), and on the nursing educational support for the patient after hospital discharge. RECENT FINDINGS: A literature review was conducted on Medline (via PubMed), Web of Science (WoS), Scopus, and Google Scholar databases. Relevant indexed articles that investigated the elements characterizing TCM in nursing differential diagnosis and the role of the APN were identified. RESULTS: Sixteen studies were included in the review; they highlighted the role of the nurse in identifying and educating patients with TCM. Nurses must have a thorough understanding of the syndrome, the onset symptoms, the unusual characteristics, and the probable etiology of TCM in order to recognize and promptly treat patients affected by this syndrome and have the opportunity to educate them after hospital discharge to reduce the possibility of recurrence.

Gambling and internet addiction: a pilot study among a Population of Italian Healthcare : Gambling and Internet Addition in a Healthcare Group.

AIM: Measuring the phenomenon of gambling and Internet addiction, with analysis of attitudes and psychophysical consequences among nurses working in different care settings. METHODS: An observational, cross sectional, multicenter study was conducted from April to September 2020. Participants' socio-demographic information, the "Internet Addiction Test" (IAT) scale, and the "South Oaks Gambling Screen" (SOGS) were collected in order to assess the overuse of and whether an individual has a problematic relationship with gambling, respectively. RESULTS: 502 nurses were enrolled in the study. Significant correlations were found (p < .001) between the IAT score and gender, number of years of work experience, job role, educational qualification; and between the SOGS and gender, number of years of work experience, job role and regions of Italy. CONCLUSIONS: The study highlighted an emerging social problem, and the results may be just the tip of the iceberg. Given the lack of knowledge of these phenomena and a high percentage of people who suffer from them but are afraid to admit it and get help, this study could also be useful in expanding knowledge and allow more professionals to get help and learn about possible treatments and cures for the resolution of these addictions.

Breast Cancer Prevention: The Key Role of Population Screening, Breast Self-Examination (BSE) and Technological Tools. Survey of Italian Women.

Breast cancer is the most common tumor among women worldwide and still remains the leading cause of death in women in Italy. Although survival from this pathology has increased, this disease and its treatment can have lasting or delayed effects that can greatly affect a woman's quality of life. Primary and secondary prevention are currently the best strategies to combat this cancer: improved lifestyle, early adherence to screening, Breast Self-Examination (BSE), and even now the use of technology, have become among the most important tools to ensure increasingly early diagnosis of this disease, which is a major cause of suffering and premature mortality in women. Indeed, early diagnosis of the disease can lead to a good prognosis and a high survival rate. This study investigates the attitude of Italian women to perform clinical checkups aimed at cancer prevention, particularly adherence to free screening programs offered by the National Health Service (NHS) for women in the 50-69 age group. The knowledge, use and emotional approach toward BSE as a screening tool and the use of dedicated apps for this purpose are also investigated. Low adherence to screening programs, lack of BSE practice, and nonuse of dedicated apps are just some of the results observed in this study. Therefore, it becomes essential to spread the culture of prevention, cancer awareness and the importance of screening throughout life.

Communicating bad news: attitudes and modes of communication of the health professions.

SUMMARY: TBackground. Information regarding ominous prognoses, which may cause concern and distress, should be provided carefully and cautiously, using non-traumatizing terminology, accommodating the patient's fears, and not excluding elements of hope. Goal. To analyze the difficulties of health care providers in the process of communicating bad news. Materials and Methods. An observational, cross-sectional, multicenter study was conducted from March to August 2021 among Italian Physicians and Nurses. Results. The results of the study indicate a greater participation of Nurse practitioners than Physicians, a fact that may indicate how necessary it is, to overcome the belief that the communication of bad news is of exclusive medical relevance. Among the participants in the study, about half, equal to 46.7% stated that they had no specific training, while the remainder claimed to have attended master's or higher education courses in 8.5% of cases, 23% attended conferences, while 21.8% acquired their skills through work experience. Conclusions. The communication of bad news, needs to be recognized in the same way as those procedures that characterize care itself, and for which the highest possible quality is sought.

Granular Deposits of IgA in the Skin of Coeliac Patients Without Dermatitis Herpetiformis: A Prospective Multicentric Analysis.

Granular deposits of IgA represent the specific cutaneous marker of dermatitis herpetiformis. The prevalence of IgA deposits in the skin of patients with coeliac disease without dermatitis herpetiformis remains unknown. In this prospective case-control study, skin biopsies from newly diagnosed coeliac patients without dermatitis herpetiformis were analysed by direct immunofluorescence. Controls included healthy volunteers and patients with both bowel symptoms and skin eruptions unrelated to coeliac disease. Clinical data and serum level of anti-tissue transglutaminase and anti-epidermal transglutaminase IgA antibodies were collected from patients and controls. Granular deposits of IgA or IgA1 in the skin were found in 29 out of 45 patients with coeliac disease (64.4%), and in none of the included controls (specificity 100%; sensitivity 64.4%). Positive direct immunofluorescence correlated significantly with an increased serum level of anti-epidermal transglutaminase IgA antibodies (p < 0.005). This study shows that granular deposits of IgA represent a low sensitive, but highly specific, cutaneous marker of coeliac disease independent of dermatitis herpetiformis.

Metabolic Signature of Primary Biliary Cholangitis and Its Comparison with Celiac Disease.

Primary biliary cholangitis (PBC) is a chronic autoimmune liver disease characterized by ongoing inflammatory destruction of the interlobular bile ducts, eventually leading to chronic cholestasis and biliary cirrhosis. This study primarily aims to define the metabolomic signature of PBC after comparison with healthy controls (HC). Second, it aims to evaluate the possible metabolic association between PBC and celiac disease (CD), an immune-mediated disorder frequently associated with PBC. Serum and urine samples from 20 PBC, 21 CD, and 19 sex-matched HC subjects were collected. 1H nuclear magnetic resonance (NMR) spectra for all samples were acquired, and multivariate statistics were used to evaluate the differences among the three groups and to provide information about the involved metabolites. The classification accuracies to discriminate PBC and HC groups were 78.9-84.6% for serum and 76.9% for urine. In comparison to HC, PBC patient sera were characterized by altered levels ( p value <0.05) of pyruvate, citrate, glutamate, glutamine, serine, tyrosine, phenylalanine, and lactate. PBC patient urine showed lower levels ( p value <0.05) of trigonelline and hippurate with respect to HC. Furthermore, the NMR metabolomic fingerprint was able to cluster PBC with respect to CD patients, and the classification accuracies in the discriminations between these groups were 81.9-91.7% for serum and 77.7% for urine. Our results show that PBC displays a unique metabolomic fingerprint, which led to speculation about an impaired energy metabolism, probably associated with an altered gut microbiota. PBC and CD showed two distinct metabolic fingerprints. These data could provide clues for the comprehension of the PBC pathogenetic mechanisms and the detection of novel therapeutic targets.

Coeliac Disease and Mast Cells.

Over the last decades, there has been an impressive progress in our understanding of coeliac disease pathogenesis and it has become clear that the disorder is the final result of complex interactions of environmental, genetic, and immunological factors. Coeliac disease is now considered a prototype of T-cell-mediated disease characterized by loss of tolerance to dietary gluten and the targeted killing of enterocytes by T-cell receptor αß intraepithelial lymphocytes. Accumulating evidence, however, indicates that the induction of a gluten-specific T helper-1 response must be preceded by the activation of the innate immune system. Mast cells are key players of the innate immune response and contribute to the pathogenesis of a multitude of diseases. Here, we review the results of studies aimed at investigating the role of mast cells in the pathogenesis of coeliac disease, showing that these cells increase in number during the progression of the disease and contribute to define a pro-inflammatory microenvironment.

Mast cells are associated with the onset and progression of celiac disease.

BACKGROUND: Celiac disease (CD) is an immune-mediated disorder characterized by an accumulation of immune cells in the duodenal mucosa as a consequence of both adaptive and innate immune responses to undigested gliadin peptides. Mast cells (MCs) are innate immune cells that are a major source of costimulatory signals and inflammatory mediators in the intestinal mucosa. Although MCs have previously been associated with CD, functional studies have never been performed. OBJECTIVE: We aimed at evaluating the role of MCs in the pathogenesis of CD. METHODS: Intestinal biopsy specimens of patients with CD were scored according to the Marsh classification and characterized for leukocyte infiltration and MC distribution. Moreover, MC reactivity to gliadin and its peptides was characterized by using in vitro assays. RESULTS: Infiltrating MCs were associated with the severity of mucosal damage, and their numbers were increased in patients with higher Marsh scores. MCs were found to directly respond to nonimmunodominant gliadin fragments by releasing proinflammatory mediators. Immunohistochemical characterization of infiltrating MCs and the effects of gliadin peptides on intestinal MCs indicated an increase in proinflammatory MC function in advanced stages of the disease. This was also associated with increased neutrophil accumulation, the prevalence of M1 macrophages, and the severity of tissue damage. CONCLUSION: We provide a description of the progressive stages of CD, in which MCs are the hallmark of the inflammatory process. Thus the view of CD should be revised, and the contribution of MCs in the onset and progression of CD should be reconsidered in developing new therapeutic approaches.

An Italian prospective multicenter survey on patients suspected of having non-celiac gluten sensitivity.

BACKGROUND: Non-celiac gluten sensitivity (NCGS) is still an undefined syndrome with several unsettled issues despite the increasing awareness of its existence. We carried out a prospective survey on NCGS in Italian centers for the diagnosis of gluten-related disorders, with the aim of defining the clinical picture of this new syndrome and to establish roughly its prevalence compared with celiac disease. METHODS: From November 2012 to October 2013, 38 Italian centers (27 adult gastroenterology, 5 internal medicine, 4 pediatrics, and 2 allergy) participated in this prospective survey. A questionnaire was used in order to allow uniform and accurate collection of clinical, biochemical, and instrumental data. RESULTS: In total, 486 patients with suspected NCGS were identified in this 1-year period. The female/male ratio was 5.4 to 1, and the mean age was 38 years (range 3-81). The clinical picture was characterized by combined gastrointestinal (abdominal pain, bloating, diarrhea and/or constipation, nausea, epigastric pain, gastroesophageal reflux, aphthous stomatitis) and systemic manifestations (tiredness, headache, fibromyalgia-like joint/muscle pain, leg or arm numbness, 'foggy mind,' dermatitis or skin rash, depression, anxiety, and anemia). In the large majority of patients, the time lapse between gluten ingestion and the appearance of symptoms varied from a few hours to 1 day. The most frequent associated disorders were irritable bowel syndrome (47%), food intolerance (35%) and IgE-mediated allergy (22%). An associated autoimmune disease was detected in 14% of cases. Regarding family history, 18% of our patients had a relative with celiac disease, but no correlation was found between NCGS and positivity for HLA-DQ2/-DQ8. IgG anti-gliadin antibodies were detected in 25% of the patients tested. Only a proportion of patients underwent duodenal biopsy; for those that did, the biopsies showed normal intestinal mucosa (69%) or mild increase in intraepithelial lymphocytes (31%). The ratio between suspected NCGS and new CD diagnoses, assessed in 28 of the participating centers, was 1.15 to 1. CONCLUSIONS: This prospective survey shows that NCGS has a strong correlation with female gender and adult age. Based on our results, the prevalence of NCGS seems to be only slightly higher than that of celiac disease.

Differential pattern of neurotoxicity induced by the gliadin peptides p31-43 and p57-68 in in vitro model of epilepsy.

Epilepsy is a central nervous system (CNS) disorder causing repeated seizures due to a transient excessive or synchronous alteration in the electrical activity of the brain. Several neurological disorders have been associated to gluten-related diseases (GRD), including epilepsy. However, the molecular mechanisms that associate GRD and epileptogenesis are still unknown. Our previous data have shown that the gliadin peptide 31-43 (p31-43) enhanced number and duration of seizures induced by kainate in mice and exacerbated CA3-kainate-induced neurotoxicity in organotypic hippocampal slices. Here, we investigated whether another important gliadin peptide p57-68 may exerts effects similar to p31-43 on kainate-induced neurotoxicity. We find that both peptides exacerbate kainate-induced damage in the CA3 region once simultaneously challenged. However, after pre-incubation, p31-43 additionally exacerbates neurotoxicity in the CA1 region, while p57-68 does not. These data suggested differential intracellular mechanisms activated by the peptides. Indeed, analysing intracellular signalling pathways we discover that p31-43 induces significant intracellular changes, including increased phosphorylation of Akt, Erk1/2, and p65, decreased p38 phosphorylation, and deacetylation of nuclear histone-3. Based on these observations, we demonstrate that p31-43 likely activates specific intracellular signaling pathways involved in neuronal excitability, inflammation, and epigenetic regulation, which may contribute to its exacerbation of kainate-induced neurotoxicity. In contrast, p57-68 appears to exert its effects through different mechanisms. Further research is necessary to elucidate the precise mechanisms by which these peptides influence neurotoxicity and understand their implications for neurological disorders.

Effects of Long COVID on Psycho-Physical Conditions in the Italian Population: A Statistical and Large Language Model Combined Description.

BACKGROUND: Long COVID refers to the persistence or development of signs and symptoms well after the acute phase of COVID-19. OBJECTIVE OF THE STUDY: To investigate the long-term outcomes of the SARS-CoV-2 infection in terms of psychological, social, and relational consequences within the Italian population. MATERIALS AND METHODS: We conducted an observational, cross-sectional, and multicenter study using an online questionnaire distributed to a sample of the Italian population. By utilizing the Short Form 12 Health Survey (SF-12) and the Hikikomori scale, we assessed perceived quality of life and social isolation, respectively. The questionnaire also included an open-answer question: "What will you remember about the pandemic period?". We used generative artificial intelligence to analyze and summarize the corresponding answers. RESULTS: A total of 1097 people participated in this study. A total of 79.3% (n = 870) of participants declared that they had been hospitalized and 62.8% (n = 689) received home care. Physical symptoms included headaches (43%, n = 472) and asthma (30.4%, n = 334). Additionally, 29.2% (n = 320) developed an addiction during the pandemic and, among these, 224 claimed internet addiction while 73 declared an emotional addiction. Furthermore, 51.8% (n = 568) experienced limitations in carrying out daily life activities. According to the Hikikomori scale, participants with positive SARS-CoV-2 infection exhibited higher levels of isolation compared to the others (p < 0.001). Participants without COVID-19 showed higher levels of emotional support (p < 0.001). Our semiautomatic analysis of the open-ended responses, obtained by a procedure based on a free large language model, allowed us to deduce and summarize the main feelings expressed by the interviewees regarding the pandemic. CONCLUSIONS: The data collected emphasize the urgent need to investigate the consequences of long COVID in order to implement interventions to support psychological well-being.

Acute myocardium infarction: difficulties and interventions perceived by Italian nurses and physicians.

BACKGROUND: Among cardiovascular diseases, acute coronary syndrome is the main cause of mortality and morbidity in the Western industrialized countries. Evidence suggested how continuous updating in cardiovascular area both for nurses and physicians was essential to improve patient outcomes in clinical process, welfare and rehabilitation, since physicians and nurses could play a key role in empowering the care of patients affected by the acute myocardium infarction (AMI). Although the correlation between continuous training and improvement of nursing care was therefore clear, the difficulties that nurses encountered in AMI patients' management remained unexplored. The present study aimed to identify any difficulties that both nurses and physicians in emergency/urgent departments encountered in the AMI patient care. METHODS: An observational, cross sectional, multicenter online study was conducted, in online mode. An ad hoc questionnaire was created and publicized through social networks, collecting only nurses and physicians. RESULTS: A total of 401 nurses and physicians were recruited. Significant association was assessed between the importance of the re-training participation and the item regarding: "To implement strategies to avoid excessive patient stress," since healthcare workers who constantly re-trained their competences encountered less difficulties than the others (P=0.002). By considering associations between the re-training condition and any interventions implemented by the interviewer to prevent or reduce the psycho-physical stress in AMI patients, a significant association (P=0.017) was assessed between the re-training condition and the improvement of the sleep-rest model (item no. 20), since healthcare professionals who re-trained their competences in the AMI care promoted regular rest condition in the AMI patients. CONCLUSIONS: The study highlighted the importance of basic and advanced training both for physicians and nurses in the AMI patient care, by demonstrating how health promotion and therapeutic education and information could be important to the AMI patient care.

Transcultural Nursing in Italy: An Explorative Study.

The health profile of foreigners in Italy is affected by multiple factors and events, including environmental, microbiological, cultural, and behavioral. To explore nurses' basic cross-cultural knowledge, and their perceptions of problems that arise in encounters with clients from outside the country, and to suggest solution strategies, we enrolled 327 nurses in an observational, cross-sectional, multicenter study. The findings suggested a need to improve sociocultural skills related to working in a multiethnic society, as early as the first level courses and possibly continue with appropriate master's degrees and research projects.

The role of the nursing coordinator and the leadership style in the Italian healthcare organizations.

BACKGROUND AND AIM: The leadership of the Nursing Coordinator is essential to ensure quality care and to empower the nursing staff. To identify the leadership style used by the coordinator as nurses and the support staff perceive the leadership behaviors of the coordinator. METHODS: Data were collected through an online questionnaire including the Empowering Leadership Questionnaire. RESULTS: Positive associations were recorded between participants' satisfaction levels and high standards of job performance (p<0.001), being a good example for the whole group (p=0.004) and to encourage sharing ideas and suggestions (p=0.003), hearing ideas and suggestions (p=0.013), giving the opportunity to express their opinions (p=0.046); in the "Coaching" dimension, according to attitudes to help the group to become aware (p<0.001), among all group members (p=0.044); by focusing on their goals (p<0.001); in the "Informing" dimension according to levels and attitudes to explain decisions (p<0.017) and rules and expectations (p=0.046); in the "Showing Concern/Interacting with the Team" dimension according to attitude in personal problems (p<0.028); to discuss concerns (p=0.033); to show interest (p<0.040) and to chat with members (p=0.003). Negative association was registered between the ability to make decisions based solely on the coordinator's ideas (p=0.010), ability to pay attention to the group's efforts (p<0.015). CONCLUSIONS: The role of the Nursing Coordinator within the work setting is very fundamental. The latter must be able to guarantee, through good leadership, a serene work environment so that professionals can provide optimal care to patients and safeguard their profession.

How knowledge time influenced anxiety, depression, stress and quality of life levels in patients suffering from Crohn disease: a cross-sectional multicenter study.

BACKGROUND AND AIM OF THE WORK: The diagnosis of Crohn Disease (CD) represents a turning point in the life of patients, which inevitably marks them. The present study represents a direct "feed-back" from patients suffering from Crohn disease, in order to reveal how the diagnosis of CD changed lifestyles and psychological conditions in their patients. METHODS: An observational, cross sectional, online, snowball sampling study was conducted through participants suffered from CD and belonged to social networks and Facebook groups. For each participant, sampling characteristics, a series of lifestyle habits Before to After the diagnosis of CD and anxiety, depression, and stress conditions were investigated. RESULTS: A total of 785 participants agreed to participate. As Participants underwent significant challenges in their lifestyles after the CD diagnosis (p<0.001), specifically their reduced their smoking habits, alcohol and drugs intakes and also their diets both in high sugar and fatty compositions. Anxiety and stress levels were not statistical different among participants according to years of the knowledge of their CDs. Meanwhile, as regards depression condition, significantly higher levels were recorded among participants who knew their CD until 5 and 25 years, respectively (p=0.031). CONCLUSIONS: From the study emerges several aspects of quality of life compromised, a fact supported by the analysis of psychophysical sequelae, which allowed to lay the groundwork for further studies, studying the comorbidity of this disease with other factors. Future randomized controlled trials should deepen the correlation between eating disorders and CD, a link little explored in the literature.

Corrigendum: Characterization of the "gut microbiota-immunity axis" and microbial lipid metabolites in atrophic and potential celiac disease.

[This corrects the article DOI: 10.3389/fmicb.2022.886008.].

Diagnostic delay in adult coeliac disease: An Italian multicentre study.

BACKGROUND: There are few data regarding the diagnostic delay and its predisposing factors in coeliac disease (CD). AIMS: To investigate the overall, the patient-dependant, and the physician-dependant diagnostic delays in CD. METHODS: CD adult patients were retrospectively enroled at 19 Italian CD outpatient clinics (2011-2021). Overall, patient-dependant, and physician-dependant diagnostic delays were assessed. Extreme diagnostic, i.e., lying above the third quartile of our population, was also analysed. Multivariable regression models for factors affecting the delay were fitted. RESULTS: Overall, 2362 CD patients (median age at diagnosis 38 years, IQR 27-46; M:F ratio=1:3) were included. The median overall diagnostic delay was 8 months (IQR 5-14), while patient- and physician-dependant delays were 3 (IQR 2-6) and 4 (IQR 2-6) months, respectively. Previous misdiagnosis was associated with greater physician-dependant (1.076, p = 0.005) and overall (0.659, p = 0.001) diagnostic delays. Neurological symptoms (odds ratio 2.311, p = 0.005) and a previous misdiagnosis (coefficient 9.807, p = 0.000) were associated with a greater extreme physician-dependant delay. Gastrointestinal symptoms (OR 1.880, p = 0.004), neurological symptoms (OR 2.313, p = 0.042), and previous misdiagnosis (OR 4.265, p = 0.000) were associated with increased extreme overall diagnostic delay. CONCLUSION: We identified some factors that hamper CD diagnosis. A proper screening strategy for CD should be implemented.

A New Berlin Questionnaire Simplified by Machine Learning Techniques in a Population of Italian Healthcare Workers to Highlight the Suspicion of Obstructive Sleep Apnea.

Obstructive sleep apnea (OSA) syndrome is a condition characterized by the presence of repeated complete or partial collapse of the upper airways during sleep associated with episodes of intermittent hypoxia, leading to fragmentation of sleep, sympathetic nervous system activation, and oxidative stress. To date, one of the major aims of research is to find out a simplified non-invasive screening system for this still underdiagnosed disease. The Berlin questionnaire (BQ) is the most widely used questionnaire for OSA and is a beneficial screening tool devised to select subjects with a high likelihood of having OSA. We administered the original ten-question Berlin questionnaire, enriched with a set of questions purposely prepared by our team and completing the socio-demographic, clinical, and anamnestic picture, to a sample of Italian professional nurses in order to investigate the possible impact of OSA disease on healthcare systems. According to the Berlin questionnaire, respondents were categorized as high-risk and low-risk of having OSA. For both risk groups, baseline characteristics, work information, clinical factors, and symptoms were assessed. Anthropometric data, work information, health status, and symptoms were significantly different between OSA high-risk and low-risk groups. Through supervised feature selection and Machine Learning, we also reduced the original BQ to a very limited set of items which seem capable of reproducing the outcome of the full BQ: this reduced group of questions may be useful to determine the risk of sleep apnea in screening cases where questionnaire compilation time must be kept as short as possible.