Artificial intelligence-based tools to control healthcare associated infections: A systematic review of the literature

Background: Healthcare-associated infections (HAIs) are the most frequent adverse events in healthcare and a global public health concern. Surveillance is the foundation for effective HAIs prevention and control. Manual surveillance is labor intensive, costly and lacks standardization. Artificial Intelligence (AI) and machine learning (ML) might support the development of HAI surveillance algorithms aimed at understanding HAIs risk factors, improve patient risk stratification, identification of transmission pathways, timely or real-time detection. Scant evidence is available on AI and ML implementation in the field of HAIs and no clear patterns emerges on its impact. Methods: We conducted a systematic review following the PRISMA guidelines to systematically retrieve, quantitatively pool and critically appraise the available evidence on the development, implementation, performance and impact of ML-based HAIs detection models. Results: Of 3445 identified citations, 27 studies were included in the review, the majority published in the US (n = 15, 55.6%) and on surgical site infections (SSI, n = 8, 29.6%). Only 1 randomized controlled trial was included. Within included studies, 17 (63%) ML approaches were classified as predictive and 10 (37%) as retrospective. Most of the studies compared ML algorithms' performance with non-ML logistic regression statistical algorithms, 18.5% compared different ML models' performance, 11.1% assessed ML algorithms' performance in comparison with clinical diagnosis scores, 11.1% with standard or automated surveillance models. Overall, there is moderate evidence that ML-based models perform equal or better as compared to non-ML approaches and that they reach relatively high-performance standards. However, heterogeneity amongst the studies is very high and did not dissipate significantly in subgroup analyses, by type of infection or type of outcome. Discussion: Available evidence mainly focuses on the development and testing of HAIs detection and prediction models, while their adoption and impact for research, healthcare quality improvement, or national surveillance purposes is still far from being explored

Dengue Fever in Italy: The “Eternal Return” of an Emerging Arboviral Disease

Enhanced surveillance for dengue virus (DENV) infections in Italy has been implemented since 2012, with annual reports from the National Health Institute. In this study, we summarize available evidence on the epidemiology of officially notified DENV infections from 2010–2021. In total, 1043 DENV infection cases were diagnosed, and most of them occurred in travelers, with only 11 autochthonous cases. The annual incidence rates of DENV infections peaked during 2019 with 0.277 cases per 100,000 (95% confidence interval [95% CI] 0.187–0.267), (age-adjusted incidence rate: 0.328, 95% CI 0.314–0.314). Cases of DENV were clustered during the summer months of July (11.4%), August (19.3%), and September (12.7%). The areas characterized by higher notification rates were north-western (29.0%), and mostly north-eastern Italy (41.3%). The risk for DENV infection in travelers increased in the time period 2015–2019 (risk ratio [RR] 1.808, 95% CI 1.594–2.051) and even during 2020–2021 (RR 1.771, 95% CI 1.238–2.543). Higher risk for DENV was additionally reported in male subjects compared with females subjects, and aged 25 to 44 years, and in individuals from northern and central Italy compared to southern regions and islands. In a multivariable Poisson regression model, the increased number of travelers per 100 inhabitants (incidence rate ratio [IRR] 1.065, 95% CI 1.036–1.096), the incidence in other countries (IRR 1.323, 95% CI 1.165–1.481), the share of individuals aged 25 to 44 years (IRR 1.622, 95% CI 1.338–1.968), and foreign-born residents (IRR 2.717, 95% CI 1.555–3.881), were identified as effectors of annual incidence. In summary, although the circulation of DENV remains clustered among travelers, enhanced surveillance is vital for the early detection of human cases and the prompt implementation of response measures

Late urinary bladder metastasis from breast cancer

reast cancer (BrC) is the most common non-dermatologic cancer in women. It frequently metastasizes to lung, liver and bone, while the urinary bladder is considered as an unusual site for BrC metastases. Materials and methods: Four years after her first oncologic surgical approach, a known BrC patient complained of a left flank pain, dysuria and urgency. Computed tomography (CT scan) imaging showed an irregular thickening of the left bladder wall and bilateral hydronephrosis. Results: A bladder metastases from BrC was diagnosed based on a histological examination of a transurethral resection of the bladder (TURB-T) specimen. Conclusions: In patients with a history of BrC, urinary bladder screening is not needful. However, if low urinary symptoms persist, an evaluation of the bladder should be considered to rule out metastatic involvement

Understanding of the Nutri-Score front-of-pack label by Italian Medical Professionals and its effect on food choices: a web-based study on knowledge, attitudes and practices

A growing number of European Countries have adopted front-of-pack nutrition labels (FPNL) in order to assist costumers' alimentary choices, and particularly Nutri-Score. While its acceptance in Italy has been slowed by ongoing debates, we assessed corresponding knowledge, attitudes and practices of a sample of Italian Medical Professionals (MP)

Risk perception of heat related disorders on the workplaces: a survey among health and safety representatives from the autonomous province of Trento, Northeastern Italy

Introduction. This study will investigate knowledge, attitude and practices towards heat-related health issues in a sample of safety representatives from Northern Italy (HSRs). Methods: A cross-sectional questionnaire survey was conducted in 2016-2017 among 298 HSR. Knowledge status was measured both in general but as well and focusing on first-aid issues. Assessment of risk perception included severity and frequency of heat-related events. Multivariate logistic regression analysis assessed individual and work-related characteristics associated with HSRs’ risk perception. Results: 258 questionnaires were retrieved (participation rate 86.6%; mean age 48.2±8.4 years). Knowledge status was relatively good on technical/preventive issues (62.3%%±16.8) and first aid measures (72.6%±27.2), but a large share of respondents ignored the risk from exertional heat stroke (35.9%), and for heat strokes elicited by non-environmental heat (e.g. machineries, use of protective equipment, etc. 47.9%). The majority of respondents acknowledged the high frequency of HW events (62.0%), but only 44.6% agreed on their potential health threat, with an unsatisfying cumulative risk perception score (55.4%±23.5). A specific first-aid formation course was reported by 49.2% of respondents, while 10.9% had any previous interaction with heat-related disorders. Specific countermeasures for heat waves had been put in place by parent company in 20.1% of cases. Eventually, higher educational achievements (mOR 2.239, 95%CI 1.184 - 4.233) and a better general knowledge status (mOR 1.703, 95%CI 1.073 - 2.979) were positive predictors for higher risk perception. Conclusions: Although HSRs exhibited a good understanding of heat-related health issues, stakeholders should improve the implementation of specific countermeasures on the workplaces

Extraperitoneal cystectomy with ureterocutaneostomy derivation in fragile patients - should it be performed more often?

Introduction and objectives: Radical cystectomy (RC) continues to be standard of care for muscle-invasive bladder cancer and recurrent or refractory nonmuscle invasive bladder cancer. Unfortunately, it has high rates of perioperative morbidity and mortality. One of the most important predictors of postoperative outcomes is frailty, while the majority of complications are diversion related. The aim of our study was to evaluate safety of extraperitoneal cystectomy with ureterocutaneostomy in patients considered as frail. Materials and methods: We retrospectively collected data of frail patients who underwent extraperitoneal cystectomy with ureterocutaneostomy from October 2018 to August 2020 in a single center. We evaluated frailty by assessing patients' age, body mass index (BMI), nutritional status by Malnutrition Universal Screening Tool, overall health by RAI (Risk Analysis Index) and ASA (American Society of Anaesthesiologists) score, and laboratory analyses. We observed intraoperative outcomes and rates of perioperative (within 30 days) and early postoperative (within 90 days) complications (Clavien-Dindo classification). We defined extraperitoneal cystectomy with ureterocutaneostomy as safe if patients did not develop Clavien Dindo IIIb, or worse, complication. Results: A total of 34 patients, 3 female and 31 male, were analyzed. The median age was 77, BMI 26, RAI 28, ASA 3 and the majority had preexisting renal insufficiency. Blood analyses revealed presence of severe preoperative hypoalbuminemia and anemia in half of our cohort. Intraoperative median blood loss was 250 cc, whilst operative time 245 min. During perioperative period 60% of our cohort developed Clavien Dindo II complication and during early postoperative period 32% of patients required readmission. One death occurred during early postoperative period (2.9%). After 12 months of follow-up, we observed stability of the renal function for most patients. Conclusions: We believe that extraperitoneal cystectomy with ureterocutaneostomy could be considered as a treatment option for elderly and/or frail patients

Antigen Detection Tests for SARS-CoV-2: a systematic review and meta-analysis on real world data

Background and aim Rapid antigen detection (RAD) tests on nasopharyngeal specimens have been recently made available for SARS-CoV-2 infections, and early studies suggested their potential utilization as rapid screening and diagnostic testing. The present systematic review and meta-analysis was aimed to assess available evidence and to explore the reliability of antigenic tests in the management of the SARS-CoV-2 pandemic

Quantifying progression and regression across the spectrum of pulmonary tuberculosis: a data synthesis study

BACKGROUND: Prevalence surveys show a substantial burden of subclinical (asymptomatic but infectious) tuberculosis, from which individuals can progress, regress, or even persist in a chronic disease state. We aimed to quantify these pathways across the spectrum of tuberculosis disease. METHODS: We created a deterministic framework of untreated tuberculosis disease with progression and regression between three states of pulmonary tuberculosis disease: minimal (non-infectious), subclinical (asymptomatic but infectious), and clinical (symptomatic and infectious). We obtained data from a previous systematic review of prospective and retrospective studies that followed and recorded the disease state of individuals with tuberculosis in a cohort without treatment. These data were considered in a Bayesian framework, enabling quantitative estimation of tuberculosis disease pathways with rates of transition between states and 95% uncertainty intervals (UIs). FINDINGS: We included 22 studies with data from 5942 individuals in our analysis. Our model showed that after 5 years, 40% (95% UI 31·3-48·0) of individuals with prevalent subclinical disease at baseline recover and 18% (13·3-24·0) die from tuberculosis, with 14% (9·9-19·2) still having infectious disease, and the remainder with minimal disease at risk of re-progression. Over 5 years, 50% (40·0-59·1) of individuals with subclinical disease at baseline never develop symptoms. For those with clinical disease at baseline, 46% (38·3-52·2) die and 20% (15·2-25·8) recover from tuberculosis, with the remainder being in or transitioning between the three disease states after 5 years. We estimated the 10-year mortality of people with untreated prevalent infectious tuberculosis to be 37% (30·5-45·4). INTERPRETATION: For people with subclinical tuberculosis, classic clinical disease is neither an inevitable nor an irreversible outcome. As such, reliance on symptom-based screening means a large proportion of people with infectious disease might never be detected. FUNDING: TB Modelling and Analysis Consortium and European Research Council

Formazione di giovani leader di sanità pubblica: un’esperienza sperimentale dell’Accademia Lombarda di Sanità Pubblica

Introduzione L’Accademia Lombarda di Sanità Pubblica (ALSP), Associazione no-profit fondata nel 2017, ha come obiettivo quello di promuovere il progresso in Sanità Pubblica (SP) attraverso il coinvolgimento di studiosi impegnati a vario titolo nei molteplici ambiti della SP come quello dell’igiene, dell’epidemiologia, della prevenzione, dell’ambiente, della direzione sanitarie, dell’edilizia sanitaria, del management, del diritto e dell’economia sanitaria. A tale scopo l’Accademia ha promosso, all’inizio del 2019, l’iniziativa Academy of Young Leader in Public Health (AYLPH). Si tratta di un percorso didattico-scientifico di un anno rivolto a 10 giovani con background formativo differente, fortemente motivati a sviluppare competenze di leadership in SP e già avviati a carriere professionali e di ricerca. Metodi Questo percorso formativo per i 10 giovani, selezionati con bando competitivo aperto ai soci, basa il suo metodo didattico-formativo su incontri con riconosciuti leader nazionali e internazionali di SP; visite a istituzioni; collaborazione a progetti di ricerca; training specifico sulla scrittura di lavori scientifici; opportunità di partecipare a convegni nazionali internazionali e a corsi brevi ad hoc. Risultati A metà programma, le attività condotte sono state: esperienza di team building in località montana; incontro con alcune importanti figure impegnate, a vari livelli, nella sanità pubblica come l’ex Ministro della salute Beatrice Lorenzin, l’Editor-in-chief della rivista European Journal of Public Health Peter Allebeck, il Presidente EUPHA Natasha Azzopardi-Muscat oltre ai past-Presidenti EUPHA Walter Ricciardi e Martin Mc Kee. Ha fatto seguito un corso intensivo sulle revisioni sistematiche che ha visto l’attivazione di 6 gruppi di ricerca coinvolti in altrettanti progetti di revisione sistematica della letteratura. Ulteriori attività sono state: la partecipazione all’Assemblea Generale dell’Organizzazione Mondiale della Sanità, la partecipazione al Deans’ and Directos’ Retreat dell’ASPHER e al Congresso Americano di Sanità Pubblica (APHA). Sono in programma anche un corso di Public speaking, presso l’Università di Pisa ed alcuni incontri ad hoc. Conclusioni Nel contesto attuale, in cui la salute delle persone è minata da un senso di sfiducia nei confronti delle Istituzioni, dalla mancata equità nell’accesso alle cure e da stili di vita scorretti, la SP ha necessità di formare nuovi leaders in grado di promuovere valori e guidare al cambiamento individuale, organizzativo e politico. La AYLPH rappresenta un’occasione formativa di alto livello per giovani professionisti interessati a conoscere e attuare strategie di leadership in SP

Public Perceptions on Non-Pharmaceutical Interventions for West Nile Virus Infections: A Survey from an Endemic Area in Northern Italy

During the last decade, cases of West Nile Virus (WNV) have occurred in the Emilia Romagna Region (ERR). Even though the notification rates remain relatively low, ranging from 0.06 to 1.83 cases/100,000 inhabitants, the persistent pathogen’s circulation in settings characterized by favorable environmental characteristics suggests that WNV is becoming endemic to the Po River Valley. This study assesses knowledge, attitudes, and preventive practices toward WNV prevention among residents from 10 high-risk municipalities from the provinces of Parma and Reggio Emilia (total population: 82,317 inhabitants, census 2020). A web-based survey, based on the health belief model, was performed during the month of January 2021, with a convenience sampling of 469 participants from a series of closed discussion groups on social media (i.e., 2.1% of the potential responders). A total of 243 participants knew the meaning of WNV: Of them, 61.3% were aware of previous WNV infections in ERR, 76.5% acknowledged WNV infection as a severe one, but only 31.3% expressed any worry about WNV. Our results irregularly report preventive practices, either collective (e.g., draining standing water from items and the environment, 50.7%; spraying pesticides around the home, 33.0%) or individual (e.g., use of skin repellants when going outdoors, 42.6%). In a multivariate analysis, performed through binary logistic regression, participants reporting any worry towards WNV were more likely to characterize WNV as a severe disease (adjusted odds ratio [aOR] = 20.288, 95% confidence interval [CI] = 5.083–80.972). On the contrary, respondents supporting community mosquito control programs were more likely among people working with animals/livestock (aOR = 13.948, 95%CI = 2.793–69.653), and supporting tax exemptions for mosquito control programs (aOR = 4.069, 95%CI 2.098–7.893). In conclusion, our results suggest that future interventions promoting WNV prevention among residents in ERR should focus on perceptions of vulnerability to WNV, emphasizing the benefits of personal protective behaviors