Sentiment analysis of epidemiological surveillance reports on COVID-19 in Greece using machine learning models.

The present research deals with sentiment analysis performed with Microsoft Azure Machine Learning Studio to classify Facebook posts on the Greek National Public Health Organization (EODY) from November 2021 to January 2022 during the pandemic. Positive, negative and neutral sentiments were included after processing 300 reviews. This approach involved analyzing the words appearing in the comments and exploring the sentiments related to daily surveillance reports of COVID-19 published on the EODY Facebook page. Moreover, machine learning algorithms were implemented to predict the classification of sentiments. This research assesses the efficiency of a few popular machine learning models, which is one of the initial efforts in Greece in this domain. People have negative sentiments toward COVID surveillance reports. Words with the highest frequency of occurrence include government, vaccinated people, unvaccinated, telephone communication, health measures, virus, COVID-19 rapid/molecular tests, and of course, COVID-19. The experimental results disclose additionally that two classifiers, namely two class Neural Network and two class Bayes Point Machine, achieved high sentiment analysis accuracy and F1 score, particularly 87% and over 35%. A significant limitation of this study may be the need for more comparison with other research attempts that identified the sentiments of the EODY surveillance reports of COVID in Greece. Machine learning models can provide critical information combating public health hazards and enrich communication strategies and proactive actions in public health issues and opinion management during the COVID-19 pandemic.

The value of contrast-enhanced ultrasonography in detection of prostatic infarction after prostatic artery embolization for the treatment of symptomatic benign prostatic hyperplasia.

PURPOSE: We aimed to assess the clinical and predictive role of contrast-enhanced ultrasonography (CEUS) as the primary method for imaging evaluation of prostatic artery embolization (PAE) for the treatment of symptomatic benign prostatic hyperplasia (BPH). METHODS: Thirty-one patients with symptomatic BPH, treated with PAE from October 2016 until February 2018, were enrolled in this prospective, single-center study. Microspheres (100-700 µm) were utilized for PAE. International prostate symptom score (IPSS), quality of life (QoL), maximum urinary flow (Qmax), prostatic volume (PV) and post void residual volume (PVR) were measured at baseline and at 1, 3, and 6 months post PAE. Unenhanced transabdominal US was utilized for PV and PVR measurements; prostatic enhancement was studied with transabdominal CEUS at baseline, during the procedure, 1 day and 1, 3, and 6 months post PAE. Technical success was defined as embolization of the PA of at least one pelvic side. Clinical success was based on the improvement of IPSS and QoL, with no need for any additional treatment. Follow-up time ranged from 6 to 18 months (mean, 9.7±4.3 months). Clinical success rates were calculated and changes in prostatic enhancement were correlated with the outcome parameters. RESULTS: Technical success rate was 90.3%. Clinical success rates at 3, 6, and 12 months post PAE were 85.7%, 85.7%, and 79.1% respectively. Improvement of outcome parameters (baseline vs. 6-month values) was statistically significant, with 12.4 points mean reduction of IPSS (50.4%, P = 0.003), 2.0 points mean reduction of QoL (45.4%, P < 0.001), 30.3 mL mean reduction of PV (30.2%, P < 0.001), 72.6 mL mean reduction of PVR (51.8%, P = 0.005) and 8.6 mL/s mean increase in Qmax (103%, P = 0.002). The most significant complications were bladder ischemia (n=1), and ischemic rectal ulcer (n=1), both attributable to nontarget embolization, with complete recovery. CEUS 1 day post PAE demonstrated prostatic infarcts in 26/28 (92.8%) patients. The percentage of prostatic infarction (pPI, defined as prostatic infarcted volume 1 day post PAE divided by baseline PV) was 1%-71%. There was a very strong positive correlation between pPI and prostate shrinkage (r=0.81, P < 0.001), but a weak correlation between pPI and the improvement of the other outcome parameters (r= 0.01-0.36; P = 0.093-0.965). However, in the subgroup of patients with indwelling bladder catheter (9/28 patients), successful removal of the catheter was achieved only in patients with pPI>10%. CONCLUSION: CEUS appears to be a practical method for the study of the local ischemic effect of PAE, with potential predictive value.

Early post-interventional sonographic evaluation of prostatic artery embolization. A promising role for contrast-enhanced ultrasonography (CEUS).

AIMS: To assess the feasibility, findings and potential value of early post-interventional, contrast-enhanced ultrasonographic (CEUS) study of prostate artery embolization (PAE). MATERIAL AND METHODS: Fourteen patients treated with PAE for symptomatic benign prostatic hyperplasia were prospectively included in the study. Sonographic evaluation of the prostate included: 1) baseline transabdominal and transrectal CEUS (ta-CEUS and tr-CEUS, respectively) 1-3 days prior to PAE; 2) early post PAE CEUS, with ta-CEUS immediately post PAE and tr-CEUS 3 days post PAE; and 3) follow-up with ta-CEUS and tr-CEUS 3 months post PAE. A brief unenhanced US study preceded each CEUS. Post-therapeutic changes in size, echogenicity and enhancement of the prostate were recorded and were correlated with clinical outcomes. RESULTS: PAE resulted in clinical success in 11/14 patients (78.5%). All sonographic studies were technically adequate, with the exception of ta-CEUS immediately post PAE in 2/14 (14.2%) patients. CEUS studies immediately post PAE and 3 days post PAE showed non-enhancing, welldefined infarctions of the prostate in 10/14 patients (71.4%). There was a strong correlation between ta-CEUS immediately post PAE and tr-CEUS 3 days post PAE regarding the measurements of prostatic infarctions (r =0.98, p< 0.01). The presence of infarctions on early post PAE CEUS was associated with clinical success (p=0.01) and their extent correlated with the degree of prostate shrinkage on 3-month follow-up (r=0.84, p<0.05). The 3 cases of failed PAE showed no infarctions and no prostate shrinkage. CONCLUSIONS: Early post-interventional CEUS of PAE is feasible and may have clinical and prognostic value.

Imaging of intrahepatic progression of hepatocellular carcinoma post transarterial chemoembolization. A long-term, prospective evaluation of contrast-enhanced ultrasonography (CEUS).

AIMS: To assess the diagnostic efficacy of contrast-enhanced ultrasonography (CEUS) in the context of intrahepatic progression (IHP) of hepatocellular carcinoma (HCC) after transarterial chemoembolization (TACE). MATERIAL AND METHODS: Sixty HCC patients were prospectively included in the study. They were treated with transarterial chemoembolization (TACE)with doxorubicin-eluting microspheres (231 sessions). Imaging follow-up was performed 1 month after each session and at 3-6 month intervals after the last session of TACE and included CEUS and contrast-enhanced magnetic resonance (MR) imaging (reference modality). The diagnosis of IHP was based on mRECIST criteria and the respective findings of MR and CEUS were recorded, categorized and correlated. RESULTS: A total of 441 CEUS studies were compared with the corresponding MR studies. During a follow-up period of 5-82 months (mean: 22 months), MR diagnosed 51 cases of IHP in 34/60 (56.6%) patients. CEUS correctly diagnosed 12/14 (85.7%) cases of IHP of target tumors, 2/5 (40%) cases of IHP of non-target tumors, 13/18 (72.2%) cases of distal and 6/9 (66.6%) cases of proximal new lesions, and 5/5 (100%) cases of major vessel involvement. On a per-lesion basis, CEUS was significantly inferior to MR in the detection of new lesions (p=0.002). No false positive CEUS diagnoses of IHP were observed. 54% of the diagnostic failures of CEUS were considered clinically significant. CONCLUSION:  In the long term evaluation of HCC post TACE, CEUS appears to have limitations in the detection of IHP, which are more prominent in the case of new lesions and of progressive non-target tumors.

Combination of Superselective Arterial Embolization and Radiofrequency Ablation for the Treatment of a Giant Renal Angiomyolipoma Complicated with Caval Thrombus.

This is a case of a 78-year-old male patient with multiple angiomyolipomas of a solitary right kidney. The largest of these tumors (maximum diameter: 13.4 cm) caused significant extrinsic compression of the inferior vena cava complicated by thrombosis of this vessel. Treatment of thrombosis with anticoagulants had been ineffective and the patient had experienced a bleeding episode from the largest right renal angiomyolipoma, which had been treated by transarterial embolization in another institution, 4 months prior to our intervention. Our approach included superselective transarterial embolization of the dominant, right kidney angiomyolipoma with hydrogel microspheres, which was combined, 20 days later, with ultrasonographically guided radiofrequency ablation. Both interventions were uneventful. Computed tomography 2 months after ablation showed a 53% reduction in tumor volume, reduced space-occupying effect on inferior vena cava, and resolution of caval thrombus. Nine months after intervention the patient has had no recurrence of thrombosis or hemorrhage and no tumor regrowth has been observed. The combination of superselective transarterial embolization and radiofrequency ablation seems to be a feasible, safe, and efficient treatment of large renal angiomyolipomas.