The use of optical coherence tomography (OCT) in PCI guidance is limited perhaps by the lack of adequately powered studies which compare its efficacy and outcomes to the other more popular imaging modalities. We therefore performed a meta-analysis to compare clinical outcomes following OCT-guided PCI with the other imaging modalities in two separate comparisons. We abstracted data from randomized control trials and observational comparative studies focusing on OCT versus either angiography- or IVUS-guided PCI outcomes identified following a systematic search (April 2006 and May 2017). This meta-analysis included a total of 2781 patients; OCT-guidance versus Angiography guidance (n = 1753) and OCT-guidance versus IVUS-guidance (n = 1028). Pooled estimates of outcomes, presented as odds ratios (OR) [95% confidence intervals], were generated with random-effect models. OCT guidance showed lower rates of MACE (OR 0.70 [0.49, 1.00] p = 0.05) and cardiac deaths (OR 0.40 [0.18, 0.90] p = 0.03) compared to Angiography-guidance alone but no statistical significant results for myocardial infarction (OR 0.70 [0.42, 1.16] p = 0.17), stent thrombosis (OR 1.17 [0.40, 3.43] p = 0.77) and target lesion revascularizations (OR 1.07 [0.48, 2.38] p = 0.86).No statistical significance was observed in the OCT versus IVUS comparison; MACE (OR 0.89 [0.46, 1.73] p = 0.73), cardiac deaths (OR 0.56 [0.12, 2.70] p = 0.47), MI (OR 0.56 [0.12, 2.70] p = 0.47), ST (OR 0.43 [0.06, 2.95] p = 0.39), and TLR(OR 0.99 [0.45, 2.18] p = 0.99). OCT-guided PCI in comparison with angiography-guided was associated with reduction in adverse events for the composite of cardiac deaths, myocardial infarction and repeat revascularizations. There was no statistically significant difference in clinical outcomes observed in the comparison between OCT- and IVUS-guidance.
Current guidelines recommend that percutaneous coronary intervention (PCI) should be restricted to the culprit vessel in ST elevation myocardial infarction (STEMI) patients with multi-vessel disease (MVD) and without cardiogenic shock. However, newer data suggests that performing complete revascularization (CR) in MVD patients may lead to better outcomes compared to intervention in the culprit vessel only. The aim of this meta-analysis is to examine the available data to determine if CR (using either angio- or fractional flow reserve guidance-FFR) following primary PCI in STEMI patients without cardiogenic shock impacts clinical outcomes. Meta-analysis was performed by conducting a literature search of PubMed from January 2004 to July 2017. Pooled estimates of outcomes, presented as odds ratios (OR) [95% confidence intervals], were generated using random-effect models. A total of 9 studies (3317 patients) were included. CR showed a significant MACE reduction (OR 0.49, 95% CI 0.36-0.66, p < 0.001); All-cause mortality (OR 0.69, 95% CI 0.48-0.98, p = 0.04) and repeat revascularization (OR 0.38, 95% CI 0.28-0.51, p < 0.001) at ≥ 12 months follow-up. The FFR-guiding CR group presented a MACE reduction (odds ratio 0.52, 95% CI 0.30-0.90, p = 0.02) due to a decrease of repeat revascularization (OR 0.41, 95% CI 0.21-0.80, p = 0.009). Overall, performing complete revascularization in STEMI patients showed a MACE reduction, all-cause death and repeat revascularization. Compared to culprit-only revascularization, treating multi-vessel disease in STEMI patients using FFR guidance is associated with decreased incidence of MACE, due to a decreased rate of revascularization.
Taken together, the results were not consistent across studies, and most of those studies were small in terms of sample size. Therefore, we performed a systematic review and metaanalysis to evaluate the effect of statin therapy on FCT using OCT, and the relationship between FCT and coronary risk factors and medication. Methods Search Strategy We conducted a literature search of MEDLINE/PubMed and Web of Science up to July 2018. The search terms were "optical coherence tomography", "fibrous cap", "coronary artery disease", and "statin(s) therapy". Data were abstracted independently by 2 investigators (Y.O. and S.S.B.) in accordance with Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines. 11
The CliRpath Excimer Laser System to Enlarge Lumen Openings (CELLO) registry included patients treated with modified excimer laser catheters for the endovascular treatment of peripheral artery disease affecting the superficial femoral artery (SFA) and proximal popliteal artery. The aim of this study was to assess, via intravascular ultrasound (IVUS) the dissections in the vessel wall following treatment with the laser catheters. IVUS grayscale images from the CELLO registry were systematically reviewed for dissections in the treated vessel segments by two investigators. Images from 33 patients; 66 pullbacks (1867 IVUS frames in 2 phases), were successfully matched frame-to-frame to evaluate identical segments of the treated vessels in the two phases; post-2 mm Turbo-Elite laser pilot channel creation and post Turbo-Booster laser atherectomy. Dissections were categorized as; (1) intimal, (2) medial, (3) intramural hematoma, and (4) adventitial according to the ACC Clinical Expert Consensus Document classification of dissections. An average of 57 frames was evaluated per pullback, giving a total of 3734 frames (1867 matched for pre-ablation (post channel creation) and post-ablation phases). Treatments with the modified Excimer laser catheters resulted in a significant increase in lumen area of 5.5 ± 3.2-mm2 (95% CI 4.3–6.8, p < 0.0001) and reduction in plaque plus media volume of −10.6 ± 36.0 mm3 (95% CI −25.8 to 4.6, p = 0.1619) whilst giving rise to mainly intramural hematoma formations post Turbo-Booster laser treatment in 55% of frames assessed and 24% medial dissections with less than 1% adventitial disruption. The Excimer laser based Turbo-Booster treatment of peripheral artery lesions resulted in significant plaque debulking and increased lumen diameter with negligible degree of adventitial layer injury.
Riboswitch, a part of regulatory mRNA (50–250nt in length), has two main classes: aptamer and expression platform. One of the main challenges raised during the classification of riboswitch is imbalanced data. That is a circumstance in which the records of a sequences of one group are very small compared to the others. Such circumstances lead classifier to ignore minority group and emphasize on majority ones, which results in a skewed classification. We considered sixteen riboswitch families, to be in accord with recent riboswitch classification work, that contain imbalanced sequences. The sequences were split into training and test set using a newly developed pipeline. From 5460
k
-mers (
k
value 1 to 6) produced, 156 features were calculated based on
CfsSubsetEval
and
BestFirst
function found in WEKA 3.8. Statistically tested result was significantly difference between balanced and imbalanced sequences (
p
< 0.05). Besides, each algorithm also showed a significant difference in sensitivity, specificity, accuracy, and macro F-score when used in both groups (
p
< 0.05). Several
k
-mers clustered from heat map were discovered to have biological functions and motifs at the different positions like interior loops, terminal loops and helices. They were validated to have a biological function and some are riboswitch motifs. The analysis has discovered the importance of solving the challenges of majority bias analysis and overfitting. Presented results were generalized evaluation of both balanced and imbalanced models, which implies their ability of classifying, to classify novel riboswitches. The Python source code is available at
https://github.com/Seasonsling/riboswitch
.
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