Detection of Stock Manipulation Influencer Content using Supervised Learning

In recent years, social media influencers have emerged as key players in stock manipulation schemes. Despite their growing impact, methods to detect such activities remain scarcely explored. In this study, we examine the social media content of stock manipulation influencers (SMIs) implicated in a $100 million fraud case by the U.S. Securities and Exchange Commission (SEC) in 2022. Leveraging natural language processing (NLP) techniques, we first investigate the linguistic characteristics present in the social media content published by SMIs. Next, we develop and evaluate supervised learning models to detect manipulative content. Our results have significant implications for investors, regulators, and the broader financial community. They reveal the unique linguistic characteristics of SMI content and demonstrate the potential of machine-learning and deep-learning-based techniques in advancing fraud detection systems

Assessment of intermediate coronary lesions by fractional flow reserve and quantitative flow ratio in patients with small-vessel disease

BACKGROUND Quantitative flow ratio (QFR) has recently been introduced as a novel, less-invasive, adenosine-free measure for functional coronary lesion assessment. Whether reference vessel dimensions affect functional lesion assessment is uncertain. METHODS A total of 436 patients with 516 interrogated coronary vessels by means of FFR were included in the study. Patients were dichotomized according to the median reference vessel diameter (group 1: ≤2.8 mm and group 2: >2.8 mm). QFR analyses were performed offline at the institution's core laboratories. RESULTS Reference vessel diameter was 2.5 [2.3-2.7] mm in group 1 and 3.3 [3.0-3.6] mm in group 2. Diameter stenosis (41.4 [36.4-47.6] % vs. 41.4 [36.4-45.7] %, p = .20) did not differ among groups. Median FFR values were lower in group 1 (0.87 [0.81-0.92]) as compared with group 2 (0.89 [0.84-0.93], p = .001). Consistently, QFR values were lower in group 1 (0.88 [0.82-0.92]) than in group 2 (0.91 [0.85-0.94], p = .001). The proportions of functionally significant coronary lesions as defined by FFR ≤0.80 were 24.1% and 14.2% in groups 1 and 2 (p = .005), and as defined by cQFR ≤0.80 20.4% and 11.8% (p = 0.009), respectively. In ROC analysis for an FFR ≤.80, the AUC was 0.89 (95% CI 0.85-0.93, p < .001) in group 1 and 0.81 (95% CI 0.76-0.86, p < .001) in group 2. CONCLUSIONS These results suggest that QFR measurements are accurate irrespective of the reference vessel diameter. Future studies are needed to elucidate the higher percentage of functionally significant lesions observed in small vessels despite a similar angiographic lesion severity

Effect on Outcomes: Infections Complicating Percutaneous Coronary Interventions in Patients ≥80 Years of Age

Data on the prevalence of infections in patients who underwent percutaneous coronary intervention (PCI) and their impact on outcomes are scarce. In this study, a total of 644 patients ≥80 years of age who underwent PCI were stratified according to the presence/absence of infections requiring antibiotic therapy. The primary end point was major adverse cardiovascular events (MACE) after discharge, a composite of all-cause mortality, nonfatal myocardial infarction, and rehospitalization for heart failure. Median follow-up was 1.2 (interquartile range 0.1 to 3.4) years. Of the 644 patients, 186 (28.9%) had infections during index hospitalization, with 84 (13%) and 59 (9.2%) patients having pneumonia and urinary tract infections, respectively. Patients with infections were older, more often women, and had an increased prevalence of atrial fibrillation and congestive heart failure. Infections prolonged hospital stay (10 [7 to 16] vs 5 [3 to 7] days, p <0.001), but were not related to rates of MACE (20% vs 19%, adjusted hazard ratio [HR] 1.41, 95% confidence intervals 0.84 to 2.38, p = 0.20). Pneumonia was significantly associated with increased rates of MACE (27% vs 18%, adjusted HR 2.19, 95% confidence intervals 1.23 to 3.91, p = 0.008) and rehospitalization for heart failure (17% vs 10%, adjusted HR 2.66 (1.25 to 5.63, p = 0.01), whereas urinary tract infections were not. In conclusion, concomitant infections are frequent in patients ≥80 years of age who underwent PCI, and associated with an increased risk of adverse events when affecting the respiratory system

Impact of acute kidney injury in elderly (≥80 years) patients undergoing percutaneous coronary intervention

OBJECTIVES This study sought to investigate the prevalence and impact of acute kidney injury (AKI) in elderly patients undergoing percutaneous coronary intervention (PCI). BACKGROUND AKI may complicate PCI and has been associated with worse outcomes. Data on AKI following PCI in elderly patients are scarce. METHODS A total of 458 elderly (≥80 years) patients undergoing PCI at Charité-University Medicine Berlin between January 2009 and December 2014 were stratified according to the presence/absence of AKI. The primary endpoint was all-cause mortality. The secondary endpoint was rate of major adverse cardiovascular events (MACE), a composite of all-cause mortality, non-fatal myocardial infarction, non-fatal stroke, and rehospitalization for heart failure. Median follow-up was 280 (interquartile range 22-1190) days. RESULTS Of the 458 patients, 125 (27.3%) developed AKI following PCI. Age >90 years, congestive heart failure, and C-reactive protein at presentation emerged as independent predictors of AKI. All-cause mortality was 20.0% and 8.4% in patients with and without AKI (P = 0.001), and corresponding rates of MACE were 39.2% and 26.4% (P = 0.01), respectively. The occurrence of AKI was associated with an increased risk of all-cause mortality (adjusted HR 2.41, 95%CI 1.12-5.17, P = 0.02) and MACE (adjusted HR 1.75, 95%CI 1.15-2.67, P = 0.01). CONCLUSIONS AKI occurs in a third of elderly (≥80 years) patients undergoing PCI and is associated with increased mortality. These findings underline the unmet clinical need to identify novel strategies for the prevention of AKI in this high-risk patient subset

Comparison of resting distal to aortic coronary pressure with angiography-based quantitative flow ratio

BACKGROUND Quantitative flow ratio (QFR) is a novel, adenosine-free method for functional coronary lesion interrogation, which is based on 3-dimensional quantitative coronary angiography and computational algorithms. Data on QFR in all-comer patients with intermediate coronary lesions are scarce, and the diagnostic performance in comparison to resting distal to aortic coronary pressure (Pd/Pa) ratio unknown. METHODS A total of 436 patients with 516 vessels undergoing FFR measurements were included in the analysis. Diagnostic performance of QFR, distal to aortic coronary pressure (Pd/Pa) ratio, and anatomic indices versus FFR was assessed. RESULTS FFR ≤0.80 was measured in 19.4% of interrogated vessels. QFR significantly correlated with FFR (r = 0.82, p < 0.001) with good agreement between QFR and FFR (mean difference 0.011, 95% CI 0.008-0.015). The AUC for an FFR ≤0.80 was 0.86 (95% CI 0.83-0.89, p < 0.001) for QFR, 0.76 (0.72-0.80, p < 0.001) for resting Pd/Pa ratio, and 0.63 (0.59-0.67, p < 0.001) for diameter stenosis. The diagnostic accuracy for identifying an FFR ≤0.80 was 93.4% for QFR, 84.3% for resting Pd/Pa ratio, and 80.4% for diameter stenosis. CONCLUSIONS QFR provides a novel diagnostic tool for functional coronary lesion assessment with superior diagnostic accuracy as compared with resting Pd/Pa ratio and anatomic indices. Future studies are needed to determine the non-inferiority of QFR analysis to FFR assessment with respect to clinical outcomes

Impact of real-time angiographic co-registered optical coherence tomography on percutaneous coronary intervention: the OPTICO-integration II trial

Aims: Longitudinal geographic mismatch (LGM) as well as edge dissections are associated with an increased risk of adverse events after percutaneous coronary intervention (PCI). Recently, a novel system of real-time optical coherence tomography (OCT) with angiographic co-registration (ACR) became available and allows matched integration of cross-sectional OCT images to angiography. The OPTICO-integration II trial sought to assess the impact of ACR for PCI planning on the risk of LGM and edge dissections. Methods: A total of 84 patients were prospectively randomized to ACR-guided PCI, OCT-guided PCI (without co-registration), and angiography-guided PCI. Primary endpoint was a composite of major edge dissection and/or LGM as assessed by post-PCI OCT. Results: The primary endpoint was significantly reduced in ACR-guided PCI (4.2%) as compared to OCT-guided PCI (19.1%; p = 0.03) and angiography-guided PCI (25.5%; p < 0.01). Rates of LGM were 4.2%, 17.0%, and 22.9% in the ACR-guided PCI, in the OCT-guided PCI, and the angiography-guided PCI groups, respectively (ACR vs. OCT p = 0.04; ACR vs. angiography p = 0.04). The number of major edge dissections was low and without significant differences among the study groups (0% vs. 2.1% vs. 4.3%). Conclusion: This study for the first time demonstrates superiority of ACR-guided PCI over OCT- and angiography-guided PCI in reducing the composite endpoint of major edge dissection and LGM, which was meanly driven by a reduction of LGM

Association of the body mass index with outcomes in elderly patients (≥80 years) undergoing percutaneous coronary intervention

BACKGROUND The obesity paradox has been recognized in patients with cardiovascular disease. The association between obesity and outcomes in elderly patients undergoing percutaneous coronary intervention (PCI) has not been investigated, yet. METHODS A total of 990 elderly (≥80 years) patients undergoing PCI at our institution between January 2009 and December 2017 and with available data on body mass index (BMI) were divided according to BMI tertiles (lowest BMI tertile: ≪24.1 kg/m$^{2}$, middle BMI tertile: 24.1-27.2 kg/m$^{2}$, and highest BMI tertile: ≫27.2 kg/m$^{2}$). The primary endpoint was all-cause mortality at a median follow-up of 233 [34-862] days. RESULTS All-cause mortality was 11.2%, 7.6%, and 5.8% in the lowest, the middle, and the highest BMI tertiles (Log Rank p = 0.008). Belonging to the lowest BMI tertile was associated with an increased risk of all-cause mortality (HR 2.14, 95% CI 1.23-3.73, p = 0.007), and associations remained significant after multivariable adjustments (adjusted HR 1.92, 95% CI 1.05-3.52, p = 0.03). While belonging to the lowest BMI tertile was independently associated with an increased all-cause mortality in patients with acute coronary syndromes (HR 2.32, 95% CI 1.24-4.35, p = 0.009; adjusted HR 2.40, 95% CI 1.19-4.84, p = 0.01), relations were not significant in patients with stable coronary artery disease (HR 1.32, 95% CI 0.38-4.56, p = 0.67; adjusted HR 0.80, 95% CI 0.21-3.05, p = 0.75). CONCLUSIONS In elderly (≥80 years) patients undergoing PCI, belonging to the lowest BMI tertile was associated with an increased mortality, mainly in acute coronary syndromes. Hence, the BMI should be incorporated into the risk stratification of elderly patients with coronary artery disease

Effect of Physical Disability on Mortality in Elderly Patients of ≥80 Years of Age Undergoing Percutaneous Coronary Intervention

Functional decrease has been linked with adverse events in different clinical contexts. The predictive role of activity of daily living status as assessed by the Barthel index (BI) in elderly patients who underwent percutaneous coronary intervention (PCI) has not been investigated, yet. In this study, a total of 616 patients (≥80 years) who underwent PCI between January 2009 and December 2014 and with available activity of daily living data on admission were stratified according to BI (low BI <85, intermediate BI 85 to 95, high BI 100). The primary end point was all-cause mortality at a total follow-up of 442 days (interquartile range 47 to 1243). Of the 616 patients, 178 (29%), 128 (21%), and 310 (50%) were in the low, the intermediate, and the high BI groups, respectively. All-cause mortality was 10%, 13%, and 5% in the low, the intermediate, and the high BI groups, respectively (log-rank p <0.001). Belonging to the high BI group was associated with a reduced risk of all-cause mortality (hazard ratio 0.35, 95% confidence interval 0.18 to 0.69, p = 0.002), and associations remained significant after multivariable adjustments (adjusted hazard ratio 0.34, 95% confidence interval 0.13 to 0.93, p = 0.04). Functional capacity was identified as independent predictor of survival in a large cohort of patients who underwent PCI. In conclusion, activities of daily living should be incorporated into the risk stratification of elderly patients with coronary artery disease

A randomised comparison of monoplane versus biplane fluoroscopy in patients undergoing percutaneous coronary intervention: the RAMBO trial

AIMS Interventional cardiologists are exposed to substantial occupational ionising radiation. This study sought to investigate differences in radiation exposure in biplane versus monoplane coronary angiography and percutaneous coronary interventions (PCI). METHODS AND RESULTS RAMBO (RAdiation exposure in Monoplane versus Biplane cOronary angiography and interventions) was a prospective, randomised, two-arm, single-centre, open-label trial, enrolling a total of 430 patients undergoing coronary angiography. Patients were randomly assigned to biplane or monoplane imaging. The primary efficacy measure, the operator radiation dose at the level of the left arm as measured by a wearable electronic dosimeter, was significantly higher in the biplane as compared to the monoplane group (4 [1-13] µSv vs 2 [0-6.8] µSv, p<0.001). The dose area product was 11,955 (7,095-18,246) mGy*cm2 and 8,349 (5,851-14,159) mGy*cm2 in the biplane and the monoplane groups, respectively (p<0.001). While fluoroscopy time did not differ between the groups (p=0.89), the amount of contrast medium was lower with biplane as compared with monoplane imaging (p<0.001). CONCLUSIONS Biplane imaging for coronary angiography and PCI is related to an increased radiation exposure for the interventional cardiologist as compared with monoplane imaging. Monoplane imaging should be considered for advanced radioprotection in cardiac catheterisation, with biplane imaging used for selected cases only. Visual summary. RAdiation exposure in Monoplane versus Biplane percutaneous cOronary angiography and interventions: the RAMBO trial