Trimethylamine N-oxide (TMAO) is produced when trimethylamine, a waste product of gut microbes, is converted via hepatic flavin monooxygenases. As TMAO is a potential causative factor in various ...cardiovascular diseases (CVDs) considerable research interest has arisen on its use as a biomarker. Higher TMAO levels are associated with future risk of both incident CVD in the general population and established CVD, including stroke. The addition of TMAO into models with traditional risk factors significantly improved the prediction of future CVD risk. TMAO promotes atherosclerosis and is associated with platelet hyperreactivity and inflammation, which are in turn associated with the development of stroke and its secondary consequences. Additionally, TMAO may play a key mediator role in the relationship between the diet, gut microbiota, and CVD development. Compelling evidence suggesting that TMAO is both a risk factor and prognostic marker of stroke and CVD. Potential therapeutic strategy of diet and drugs in reducing TMAO levels have emerged. Thus, TMAO is a novel biomarker and target in stroke and CVD prevention.
Wearable blood‐pressure sensors have recently attracted attention as healthcare devices for continuous non‐invasive arterial pressure (CNAP) monitoring. However, the accuracy of wearable ...blood‐pressure (BP) monitoring devices has been controversial due to the low signal quality of sensors, the absence of an accurate transfer function to convert the sensor signals into BP values, and the lack of clinical validation regarding measurement precision. Here, a wearable piezoelectric blood‐pressure sensor (WPBPS) is reported, which achieves a high normalized sensitivity (0.062 kPa−1), and fast response time (23 ms) for CNAP monitoring. The transfer function of a linear regression model is designed, offering a simple solution to convert the flexible piezoelectric sensor signals into BP values. In order to verify the measurement accuracy of WPBPS, clinical trials are performed on 35 subjects aged from 20 to 80 s after screening. The mean difference between the WPBPS and a commercial sphygmomanometer of 175 BP data pairs is −0.89 ± 6.19 and −0.32 ± 5.28 mmHg for systolic blood pressure (SBP) and diastolic blood pressure (DBP), respectively. By building a WPBPS‐embedded wristwatch, the potentially promising use of a convenient, portable, continuous BP monitoring system for cardiovascular disease diagnosis is demonstrated.
A wearable piezoelectric blood‐pressure sensor (WPBPS) using an extremely sensitive flexible piezoelectric sensor is demonstrated for continuous and non‐invasive arterial pressure (CNAP) monitoring. Its transfer function is designed by a linear regression model, offering a simple solution to convert the sensor signals into BP values. The high accuracy of WPBPS is confirmed through clinical validation with an oscillometric sphygmomanometer as a reference.
BACKGROUND AND PURPOSE—The prediction of long-term outcomes in ischemic stroke patients may be useful in treatment decisions. Machine learning techniques are being increasingly adapted for use in the ...medical field because of their high accuracy. This study investigated the applicability of machine learning techniques to predict long-term outcomes in ischemic stroke patients.
METHODS—This was a retrospective study using a prospective cohort that enrolled patients with acute ischemic stroke. Favorable outcome was defined as modified Rankin Scale score 0, 1, or 2 at 3 months. We developed 3 machine learning models (deep neural network, random forest, and logistic regression) and compared their predictability. To evaluate the accuracy of the machine learning models, we also compared them to the Acute Stroke Registry and Analysis of Lausanne (ASTRAL) score.
RESULTS—A total of 2604 patients were included in this study, and 2043 (78%) of them had favorable outcomes. The area under the curve for the deep neural network model was significantly higher than that of the ASTRAL score (0.888 versus 0.839; P<0.001), while the areas under the curves of the random forest (0.857; P=0.136) and logistic regression (0.849; P=0.413) models were not significantly higher than that of the ASTRAL score. Using only the 6 variables that are used for the ASTRAL score, the performance of the machine learning models did not significantly differ from that of the ASTRAL score.
CONCLUSIONS—Machine learning algorithms, particularly the deep neural network, can improve the prediction of long-term outcomes in ischemic stroke patients.
To compare the effectiveness of transarterial chemoembolization (TACE), radiofrequency ablation (RFA), and hepatic resection (HR) in patients with small single-nodule hepatocellular carcinoma by ...using inverse probability weighting to control selection bias.
This retrospective cohort study was approved by the institutional review board, and the requirement to obtain informed consent was waived. The study included 197 consecutive patients (146 men and 51 women; mean age ± standard deviation, 57.4 years ± 9.7) with single-nodule hepatocellular carcinomas measuring 3 cm or smaller and no vascular invasion who were treated initially with HR (n = 52), RFA (n = 79), or TACE (n = 66) from January 2005 to December 2006 at a single tertiary hospital. The primary endpoint was overall survival.
The baseline liver status of the groups differed significantly and was most favorable for the HR group, followed by the RFA group, and then the TACE group. The 5-year overall survival rates were 93.6% in the HR group, 86.6% in the RFA group, and 74.2% in the TACE group (P = .023). However, after inverse probability weighting, weighted survival rates among the three groups were similar (5-year overall survival: 85.6% with HR, 87.6% with RFA, and 80.7% with TACE; P = .834). In multivariate Cox regression analysis, TACE showed a hazard ratio of 0.978 (95% confidence interval: 0.407, 2.347; P = .960) compared with HR and of 1.335 (95% confidence interval: 0.619, 2.879; P = .461) compared with RFA.
TACE is an effective treatment that allows achievement of long-term survival rates comparable to those with HR and RFA in patients with small single-nodule hepatocellular carcinoma.
An in vitro model, composed of the short‐wavelength human opsins and rhodopsins, is created. Two types of photosensitive neural spheroids are transfected for selective reaction under bluish‐purple ...and green lights. These are employed to two devices with intact neuron and neural‐spheroid to study the interaction. By photostimulation, the photosensitive spheroid initiated photoactivation, and the signal generated from its body is transmitted to adjacent neural networks. Specifically, the signal traveled through the axon bundle in narrow gap from photosensitive spheroid to intact spheroid as an eye‐to‐brain model including optic nerve. The whole process with photosensitive spheroid is monitored by calcium ion detecting fluorescence images. The results of this study can be applied to examine vision restoration and novel photosensitive biological systems with spectral sensitivity.
The eye‐to‐brain mimicking model is designed with photosensitive neural spheroid and neural network. In the photosensitive neural spheroid, human opins such as rhodopsin and short‐wavelength opsin are reacted by the specific wavelength of light with selective sensitivity. Photonic reaction result in the neural response, of which signal spread to other neurons through axons.
In a randomized trial of imaging-guided or angiography-guided PCI for complex coronary lesion revascularization procedures, imaging-guided PCI led to a lower risk of target-vessel failure than ...angiography-guided PCI.
BACKGROUND AND PURPOSE—Endovascular treatment for acute intracranial atherosclerosis–related large vessel occlusion (ICAS +-LVO) is one of the challenging issues in modern mechanical thrombectomy ...era. We evaluated procedural and clinical outcomes of endovascular treatment for the ICAS (+)-LVO. We also compared their outcomes with those of large vessel occlusion not associated with intracranial atherosclerosis (ICAS −-LVO).
METHODS—We retrospectively reviewed consecutive patients with acute stroke who underwent endovascular treatment for LVO. Patients were assigned to the ICAS (+)-LVO group or the ICAS (−)-LVO group primarily based on catheter angiogram. Procedural and clinical outcomes were compared between the ICAS (+)-LVO and ICAS (−)-LVO groups.
RESULTS—The present study included 318 patients. Fifty-six patients (17.6%) had an ICAS (+)-LVO. Recanalization was achieved in 45 patients in the ICAS (+)-LVO group (80.4%), which was comparable with the ICAS (−)-LVO group (88.5%; P=0.097). However, recanalization using a stent retriever was less successful in the ICAS (+)-LVO (28.9%) than the ICAS (−)-LVO group (93.5%). Of the remaining patients in the ICAS (+)-LVO group, 84.3% of patients required specific rescue treatments appropriate for ICAS, including balloon angioplasty, stenting, and intra-arterial glycoprotein IIb/IIIa inhibitor infusion. The rates of favorable outcomes (46.4% versus 46.9%), death, and symptomatic intracranial hemorrhage were not significantly different between the 2 groups. Glycoprotein IIb/IIIa inhibitor use was not significantly associated with symptomatic intracranial hemorrhage.
CONCLUSIONS—ICAS (+)-LVO was often refractory to mechanical thrombectomy. With specific rescue treatments appropriate for ICAS, patients in the ICAS (+)-LVO group had a recanalization rate comparable with patients in the ICAS (−)-LVO. With comparable recanalization rate, the clinical outcomes did not differ between patients with ICAS (+)-LVO and ICAS (−)-LVO.
BACKGROUND AND PURPOSE—We hypothesized that permanent stenting may be a rescue treatment for stentriever-failed anterior circulation large artery occlusion. We compared the outcomes among patients ...with permanent stenting and those without stenting after stentriever failure.
METHODS—We retrospectively evaluated 208 patients who underwent stentriever thrombectomy for anterior circulation large artery occlusion between September 2010 and September 2015. Modified thrombolysis in cerebral ischemia 2b-3 recanalization was achieved with stentriever alone or in combination with Penumbra device in 155 patients (74.5%). An additional 8 patients (3.8%) obtained modified thrombolysis in cerebral ischemia 2b-3 with urokinase or glycoprotein IIb/IIIa inhibitor infusion. Of the remaining 45 patients (21.6%), 17 underwent stenting (stenting group; mean age, 68 years), whereas 28 did not undergo stenting (nonstenting group; mean age, 72 years). The rate of modified thrombolysis in cerebral ischemia 2b-3 in stenting group was assessed, and clinical outcomes were compared between groups.
RESULTS—There were no differences in clinical and laboratory findings, initial National Institute of Health Stroke Scale score, location of anterior circulation large artery occlusion, and onset-to-puncture time between groups. Modified thrombolysis in cerebral ischemia 2b-3 was achieved in 14 members (83.3%) of the stenting group. Stenting group had more favorable outcomes (modified Rankin Scale score 0–2, 35.3%) and less cerebral herniation (11.8%) than nonstenting group (modified Rankin Scale score 0–2, 7.1%; cerebral herniation, 42.9%; P<0.05 for both). Symptomatic intracranial hemorrhage and mortality rates did not differ between stenting group (symptomatic intracranial hemorrhage, 11.8%; mortality, 23.5%) and nonstenting group (symptomatic intracranial hemorrhage, 14.3%; mortality, 39.3%).
CONCLUSIONS—Permanent stenting may be a rescue modality for stentriever-failed anterior circulation large artery occlusion. A large prospective study is necessary for confirmation because of the small sample size of this study.
Hepatocellular carcinoma (HCC) and cholangiocarcinoma (CC) are the major adult liver cancers. The existence of combined hepatocellular-cholangiocarcinoma (CHC), a histopathologic intermediate form ...between HCC and CC, suggests phenotypic overlap between these tumors. Here, we applied an integrative oncogenomic approach to address the clinical and functional implications of the overlapping phenotype between these tumors. By performing gene expression profiling of human HCC, CHC, and CC, we identified a novel HCC subtype, i.e., cholangiocarcinoma-like HCC (CLHCC), which expressed cholangiocarcinoma-like traits (CC signature). Similar to CC and CHC, CLHCC showed an aggressive phenotype with shorter recurrence-free and overall survival. In addition, we found that CLHCC coexpressed embryonic stem cell-like expression traits (ES signature) suggesting its derivation from bipotent hepatic progenitor cells. By comparing the expression of CC signature with previous ES-like, hepatoblast-like, or proliferation-related traits, we observed that the prognostic value of the CC signatures was independent of the expression of those signatures. In conclusion, we suggest that the acquisition of cholangiocarcinoma-like expression traits plays a critical role in the heterogeneous progression of HCC.
OBJECTIVE:To investigate whether angiographically defined occlusion type could predict of the etiology of acute intracranial large artery occlusion and the stentriever response.
METHODS:We reviewed ...consecutive patients with acute intracranial large artery occlusion who underwent endovascular treatment and examined their workups for embolic sources. Patient demographics, laboratory findings, hyperdense artery sign, and angiographic occlusion type (truncal-type or branching-site occlusion) were compared between embolic sources (+) and (−) groups. These variables were also compared between stentriever failure and success groups. Details of endovascular procedures were also compared according to occlusion type.
RESULTS:A total of 259 patients (mean age 70.3 years; M:F = 132:127) were finally included. Of these patients, 216 (83.4%) were assigned to the embolic sources (+) group after thorough evaluation. Young age, no coronary artery disease, and truncal-type occlusion (odds ratio OR 9.07; 95% confidence interval CI 3.74–22.0) were independently associated with the embolic source (−) group. Of the overall group, 224 patients (86.5%) underwent stentriever-based endovascular treatment. Hypertension, diabetes, high C-reactive protein level, and truncal-type occlusion (OR 32.2; 95% CI 7.78–133.0) were independent predictors of stentriever failure. Truncal-type occlusion was associated with more reocclusion (77.3% vs 5.0%), resulting in recanalization failure by the stentriever (81.8% vs 20.3%), a longer puncture-to-recanalization time (118.0 vs 49.5 minutes), and more rescue treatment for final successful recanalization (78.9% vs 7.0%).
CONCLUSIONS:Angiographic occlusion type is an independent predictor of stentriever refractoriness and of the underlying stroke mechanism.
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