MultiLink Analysis: Brain Network Comparison via Sparse Connectivity Analysis

Abstract The analysis of the brain from a connectivity perspective is revealing novel insights into brain structure and function. Discovery is, however, hindered by the lack of prior knowledge used to make hypotheses. Additionally, exploratory data analysis is made complex by the high dimensionality of data. Indeed, to assess the effect of pathological states on brain networks, neuroscientists are often required to evaluate experimental effects in case-control studies, with hundreds of thousands of connections. In this paper, we propose an approach to identify the multivariate relationships in brain connections that characterize two distinct groups, hence permitting the investigators to immediately discover the subnetworks that contain information about the differences between experimental groups. In particular, we are interested in data discovery related to connectomics, where the connections that characterize differences between two groups of subjects are found. Nevertheless, those connections do not necessarily maximize the accuracy in classification since this does not guarantee reliable interpretation of specific differences between groups. In practice, our method exploits recent machine learning techniques employing sparsity to deal with weighted networks describing the whole-brain macro connectivity. We evaluated our technique on functional and structural connectomes from human and murine brain data. In our experiments, we automatically identified disease-relevant connections in datasets with supervised and unsupervised anatomy-driven parcellation approaches and by using high-dimensional datasets

Cardiac tamponade as a late complication of a minor trauma due to syncope: A case report and literature review

Haemopericardium with cardiac tamponade following minor blunt trauma is a rare, life-threatening condition. The diagnosis of cardiac tamponade as well as therapeutic management may be delayed, since the link between trauma and illness is often overlooked. We report the case of an old woman who developed a relatively delayed cardiac tamponade due to an otherwise minor blunt chest trauma following syncope

Collective response to the media coverage of COVID-19 pandemic on Reddit and Wikipedia: mixed-methods analysis

Background: The exposure and consumption of information during epidemic outbreaks may alter risk perception, trigger behavioral changes, and ultimately affect the evolution of the disease. It is thus of the uttermost importance to map information dissemination by mainstream media outlets and public response. However, our understanding of this exposure-response dynamic during COVID-19 pandemic is still limited. Objective: The goal of this work is to provide a characterization of media coverage and online collective response to COVID-19 pandemic in four countries: Italy, United Kingdom, United States, and Canada. Methods: We collect a heterogeneous dataset including 227’768 online news articles and 13’448 YouTube videos published by mainstream media, 107’898 users posts and 3’829’309 comments on the social media platform Reddit, and 278’456’892 views to COVID-19 related Wikipedia pages. Results: Our results show that public attention, quantified as users activity on Reddit and active searches on Wikipedia pages, is mainly driven by media coverage and declines rapidly, while news exposure and COVID-19 incidence remain high. Furthermore, by using an unsupervised, dynamical topic modeling approach, we show that while the attention dedicated to different topics by media and online users are in good accordance, interesting deviations emerge in their temporal patterns. Conclusions: Overall, our findings offer an additional key to interpret public perception and response to the current global health emergency and raise questions about the effects of attention saturation on collective awareness, risk perception and thus on tendencies towards behavioural change

Renal infarction as an uncommon cause of abdominal pain. A case report

Renal infarction is a rare cause of abdominal pain whose diagnosis is often misunderstood or severely delayed. The difficulty in identifying this time-dependent condition greatly limits the possibilities of therapeutic intervention and determines the loss of renal parenchyma that could have been saved with prompt diagnosis. It is, therefore, essential to include renal infarction in the differential diagnosis in case of abdominal pain and to identify this pathology beforehand. We present a case of a 65-yearold male with atrial fibrillation in therapy with Edoxaban who was admitted to the hospital for acute onset of widespread abdominal pain with nausea, vomit, and a worsening of renal function according to the laboratory tests. An abdominal computed tomography with contrast confirmed the presence of a bilateral renal infarction. The patient developed chronic kidney disease and was discharged on anticoagulant therapy. The aim of this paper is, therefore, to increase physician awareness towards this condition, the best opportunity to diagnose early renal infarction and to establish acute and long-term therapy

Acute Hypotension and Chest Pain as the Presentation of a Post-Myocardial Infarction Acute Pericarditis (Dressler's Syndrome)

We report a case of a 53-year old man admitted because of fever (38.5°C) and atypical chest pain. He also complained of epigastric pain spread to left hypochondrium and exacerbated by breathing. In his past medical history, Hodgkin's lymphoma, gastric MALToma (oncologic follow-up only), hypothyroidism, and hypertension are recorded. Fifteen days prior actual hospital admission, the patient underwent angioplasty with stenting due to a ST elevation myocardial infarction. Moreover, he was enrolled in the experimental clinical double-blind trial GEMINI-ACS [1], designed to compare the safety of rivaroxaban vs aspirin in addition to either clopidogrel or ticagrelor. Thus, his complete therapy included also ticagrelor, bisoprolol, perindopril, levothyroxine, pantoprazole, and atorvastatin. At the time of admission chest X-ray showed bilateral pleural effusion. Blood chemistry panel showed moderate anemia, increase of inflammatory indexes, in particular fibrinogen 1057 mg/dl (normal range 150-400 mg/dl), C-reactive-protein 17.6 mg/dl (normal range <0.5 mg/dl), serum ferritin 650 ng/ml (normal range 11-306 ng/ml), while serum pro-calcitonin was normal. Electrocardiography and cardiac troponin I were not suggestive of further heart ischemic damage. Two days later, the patient showed hypotension, exacerbation of chest pain, as well as a rapid drop hemoglobin values. A thoracicabdominal CT (figure 1) was performed, showing peri-hepatic and pericardial effusions associated with hyper-reflectivity of pericardial leaflets. After a precautionary discontinuation of the experimental drugs, acetylsalicylic acid and clopidogrel were only given, together with antibiotics, diuretics and steroids. Clinical conditions slowly improved, blood pressure levels raised, together with hemoglobin values, and inflammatory parameters decreased. The patient was discharged in good clinical conditions, with the conclusive discharge diagnosis of Dressler syndrome (DS) related to angioplasty and stenting procedure for acute myocardial infarction

Dual Hypocretin Receptor Antagonism Is More Effective for Sleep Promotion than Antagonism of Either Receptor Alone

The hypocretin (orexin) system is involved in sleep/wake regulation, and antagonists of both hypocretin receptor type 1 (HCRTR1) and/or HCRTR2 are considered to be potential hypnotic medications. It is currently unclear whether blockade of either or both receptors is more effective for promoting sleep with minimal side effects. Accordingly, we compared the properties of selective HCRTR1 (SB-408124 and SB-334867) and HCRTR2 (EMPA) antagonists with that of the dual HCRTR1/R2 antagonist almorexant in the rat. All 4 antagonists bound to their respective receptors with high affinity and selectivity in vitro. Since in vivo pharmacokinetic experiments revealed poor brain penetration for SB-408124, SB-334867 was selected for subsequent in vivo studies. When injected in the mid-active phase, SB-334867 produced small increases in rapid-eye-movement (REM) and non-REM (NR) sleep. EMPA produced a significant increase in NR only at the highest dose studied. In contrast, almorexant decreased NR latency and increased both NR and REM proportionally throughout the subsequent 6 h without rebound wakefulness. The increased NR was due to a greater number of NR bouts; NR bout duration was unchanged. At the highest dose tested (100 mg/kg), almorexant fragmented sleep architecture by increasing the number of waking and REM bouts. No evidence of cataplexy was observed. HCRTR1 occupancy by almorexant declined 4–6 h post-administration while HCRTR2 occupancy was still elevated after 12 h, revealing a complex relationship between occupancy of HCRT receptors and sleep promotion. We conclude that dual HCRTR1/R2 blockade is more effective in promoting sleep than blockade of either HCRTR alone. In contrast to GABA receptor agonists which induce sleep by generalized inhibition, HCRTR antagonists seem to facilitate sleep by reducing waking “drive”

Off-label long acting injectable antipsychotics in real-world clinical practice: a cross-sectional analysis of prescriptive patterns from the STAR Network DEPOT study

Introduction Information on the off-label use of Long-Acting Injectable (LAI) antipsychotics in the real world is lacking. In this study, we aimed to identify the sociodemographic and clinical features of patients treated with on- vs off-label LAIs and predictors of off-label First- or Second-Generation Antipsychotic (FGA vs. SGA) LAI choice in everyday clinical practice. Method In a naturalistic national cohort of 449 patients who initiated LAI treatment in the STAR Network Depot Study, two groups were identified based on off- or on-label prescriptions. A multivariate logistic regression analysis was used to test several clinically relevant variables and identify those associated with the choice of FGA vs SGA prescription in the off-label group. Results SGA LAIs were more commonly prescribed in everyday practice, without significant differences in their on- and off-label use. Approximately 1 in 4 patients received an off-label prescription. In the off-label group, the most frequent diagnoses were bipolar disorder (67.5%) or any personality disorder (23.7%). FGA vs SGA LAI choice was significantly associated with BPRS thought disorder (OR = 1.22, CI95% 1.04 to 1.43, p = 0.015) and hostility/suspiciousness (OR = 0.83, CI95% 0.71 to 0.97, p = 0.017) dimensions. The likelihood of receiving an SGA LAI grew steadily with the increase of the BPRS thought disturbance score. Conversely, a preference towards prescribing an FGA was observed with higher scores at the BPRS hostility/suspiciousness subscale. Conclusion Our study is the first to identify predictors of FGA vs SGA choice in patients treated with off-label LAI antipsychotics. Demographic characteristics, i.e. age, sex, and substance/alcohol use co-morbidities did not appear to influence the choice towards FGAs or SGAs. Despite a lack of evidence, clinicians tend to favour FGA over SGA LAIs in bipolar or personality disorder patients with relevant hostility. Further research is needed to evaluate treatment adherence and clinical effectiveness of these prescriptive patterns