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2.
J Inorg Biochem ; 254: 112517, 2024 05.
Artigo em Inglês | MEDLINE | ID: mdl-38460482

RESUMO

Developing new antimicrobials to combat drug-resistant bacterial infections is necessary due to the increasing problem of bacterial resistance. In this study, four metallic ruthenium complexes modified with benzothiazoles were designed, synthesized and subjected to bio-evaluated. Among them, Ru-2 displayed remarkable inhibitory activity against Staphylococcus aureus (S. aureus) with a minimum inhibitory concentration (MIC) of 1.56 µg/mL. Additionally, it showcased low hemolytic toxicity (HC50 > 200 µg/mL) and the ability to effectively eradicate S. aureus without fostering drug resistance. Further investigation into the antibacterial mechanism suggested that Ru-2 may target the phospholipid component of S. aureus, leading to the disruption of the bacterial cell membrane and subsequent leakage of cell contents (nucleic acid, protein, and ONPG), ultimately resulting in the death of the bacterial cell. In vivo studies, both the G. mellonella larvae and the mouse skin infection models were conducted, indicated that Ru-2 could potentially serve as a viable candidate for the treatment of S. aureus infection. It exhibited no toxic or side effects on normal tissues. The results suggest that benzothiazole-modified ruthenium complexes may have potential as membrane-active antimicrobials against drug-resistant bacterial infections.


Assuntos
Anti-Infecciosos , Infecções Bacterianas , Complexos de Coordenação , Staphylococcus aureus Resistente à Meticilina , Rutênio , Animais , Camundongos , Staphylococcus aureus , Rutênio/farmacologia , Antibacterianos/farmacologia , Anti-Infecciosos/farmacologia , Benzotiazóis/farmacologia , Complexos de Coordenação/farmacologia , Testes de Sensibilidade Microbiana
3.
Bioengineering (Basel) ; 11(3)2024 Feb 23.
Artigo em Inglês | MEDLINE | ID: mdl-38534485

RESUMO

B0 field inhomogeneity is a long-lasting issue for Cardiac MRI (CMR) in high-field (3T and above) scanners. The inhomogeneous B0 fields can lead to corrupted image quality, prolonged scan time, and false diagnosis. B0 shimming is the most straightforward way to improve the B0 homogeneity. However, today's standard cardiac shimming protocol requires manual selection of a shim volume, which often falsely includes regions with large B0 deviation (e.g., liver, fat, and chest wall). The flawed shim field compromises the reliability of high-field CMR protocols, which significantly reduces the scan efficiency and hinders its wider clinical adoption. This study aims to develop a dual-channel deep learning model that can reliably contour the cardiac region for B0 shim without human interaction and under variable imaging protocols. By utilizing both the magnitude and phase information, the model achieved a high segmentation accuracy in the B0 field maps compared to the conventional single-channel methods (Dice score: 2D-mag = 0.866, 3D-mag = 0.907, and 3D-mag-phase = 0.938, all p < 0.05). Furthermore, it shows better generalizability against the common variations in MRI imaging parameters and enables significantly improved B0 shim compared to the standard method (SD(B0Shim): Proposed = 15 ± 11% vs. Standard = 6 ± 12%, p < 0.05). The proposed autonomous model can boost the reliability of cardiac shimming at 3T and serve as the foundation for more reliable and efficient high-field CMR imaging in clinical routines.

4.
Plast Reconstr Surg Glob Open ; 12(2): e5615, 2024 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-38333025

RESUMO

Background: This preclinical study evaluated benchtop/in vitro properties and fat viability and activity of grafts processed using the REVOLVE ENVI 600 system compared with decantation and evaluated properties of REVOLVE ENVI waste. Methods: Lipoaspirate from six donors was processed using REVOLVE ENVI or decantation. The composition of each graft, hematocrit/red blood cell content, fat particle size/macrostructure, viable adipocyte count, and adipocyte activity were analyzed. Stromal vascular fraction was analyzed for viable progenitor cell count and colony-forming units. Results: REVOLVE ENVI grafts had a higher mean (±SD) fat content at 85.6% ± 6.1% than decanted grafts at 72.1% ± 4.0% (P < 0.001), with negligible free oil (0.4% ± 1.1%) and cellular debris (<0.1%), whereas REVOLVE ENVI waste contained primarily aqueous fluid (91.0% ± 2.2%) with negligible viable fat. REVOLVE ENVI grafts had significantly lower hematocrit levels (P < 0.001) and contained significantly more large fat globules (P < 0.001) than decanted grafts or REVOLVE ENVI waste. The percentage of tissue particles of more than 1000 µm was highest for REVOLVE ENVI grafts at 61.6% ± 9.2% (decantation: 52.5% ± 13.4%; REVOLVE ENVI waste: 0.49% ± 1.50%), and the percentage of particles less than 200 µm was lowest for REVOLVE ENVI grafts at 15.7% ± 2.6% (decantation: 32.2% ± 8.9%; REVOLVE ENVI waste: 97.9% ± 4.5%). REVOLVE ENVI grafts contained 145.2% ± 36.0% more viable adipocytes, 145.7% ± 46.2% greater activity, 195.5% ± 104.2% more progenitors in SVF, and 363.5% ± 161.2% more SVF colony-forming units than decanted grafts. Conclusion: Fat grafts processed using REVOLVE ENVI demonstrated greater viability and activity than decanted grafts in vitro.

5.
Respirol Case Rep ; 12(2): e01306, 2024 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-38379820

RESUMO

Tracheopathia osteochondroplastica (TO) is a rare and benign condition. It typically manifests as multiple osteocartilaginous nodules in the submucosa of the central airway. TO-related clinical symptoms and physical signs are nonspecific. The bronchoscopic examination is helpful in establishing the diagnosis. Treatment for TO is mostly conservative and symptom-oriented. The prognosis of TO is generally good, although cases of associated airway stenosis have been reported. In this case report, we describe the clinical, imaging, and histological features, and videoed bronchoscopic findings, of a middle-aged male patient with incidentally diagnosed TO.

6.
Waste Manag ; 178: 155-167, 2024 Apr 15.
Artigo em Inglês | MEDLINE | ID: mdl-38401429

RESUMO

Aerobic composting stands as a widely-adopted method for treating organic solid waste (OSW), simultaneously producing organic fertilizers and soil amendments. This biologically-driven biochemical reaction process, however, presents challenges due to its complex non-linear metabolism and the heterogeneous nature of the solid medium. These characteristics inherently limit the simulation accuracy and efficiency optimization in aerobic composting. Recently, significant efforts have been made to simulate and control composting process parameters, as well as predicting and optimizing composting product quality. Notably, the integration of machine learning (ML) in aerobic composting of organic waste has garnered considerable attention for its applicability and predictive capability in exploring the complex non-linear relationships of organic waste composting parameters. Despite numerous studies on ML applications in OSW composting, a systematic review of research findings in this field is lacking. This study offers a systematic overview of the application level, current status, and versatility of ML in OSW composting. It spans various aspects, such as compost maturity, environmental pollutants, nutrients, moisture, heat loss, and microbial metabolism. The survey reveals that ML-intervention predominantly focuses on compost maturity and environmental pollutants, followed by nutrients, moisture, heat loss, and microbial activity. The most commonly employed predictive models and optimization algorithms are artificial neural networks (47%) and genetic algorithms (10%). These demonstrate high prediction accuracy and maximize composting efficiency in the simulation and prediction of organic waste composting, alongside regulation of key parameters. Deep neural networks and ensemble learning models prove effective in achieving superior predictive performance by selecting feature variables in compost maturity and pollutant residue prediction of organic waste composting in a simpler and more objective manner.


Assuntos
Compostagem , Poluentes Ambientais , Solo , Resíduos Sólidos/análise , Aprendizado de Máquina
7.
Eur J Pharmacol ; 960: 176116, 2023 Dec 05.
Artigo em Inglês | MEDLINE | ID: mdl-38059443

RESUMO

Cardiac fibrosis (CF) in response to persistent exogenous stimuli or myocardial injury results in cardiovascular diseases (CVDs). Protein tyrosine phosphatase 1B (PTP1B) can promote collagen deposition through regulating AMPK/TGF-ß/Smads signaling pathway, and PTP1B knockout improves cardiac dysfunction against overload-induced heart failure. Oleanolic acid (OA) has been proven to be an inhibitor of PTP1B, and its anti-cardiac remodeling effects have been validated in different mouse models. To improve the bioactivity of OA and to clarify whether OA derivatives with stronger inhibition of PTP1B activity have greater prevention of cardiac remodeling than OA, four new OA derivatives were synthesized and among them, we found that compound B had better effects than OA in inhibiting cardiac fibrosis both in vivo in the isoproterenol (ISO)-induced mouse cardiac fibrosis and in vitro in the TGF-ß/ISO-induced 3T3 cells. Combining with the results of molecular docking, surface plasmon resonance and PTP1B activity assay, we reported that OA and compound B directly bound to PTP1B and inhibited its activity, and that compound B showed comparable binding capability but stronger inhibitory effect on PTP1B activity than OA. Moreover, compound B presented much greater effects on AMPK activation and TGF-ß/Smads inhibition than OA. Taken together, OA derivative compound B more significantly alleviated cardiac fibrosis than OA through much greater inhibition of PTP1B activity and thus much stronger regulation of AMPK/TGF-ß/Smads signaling pathway.


Assuntos
Ácido Oleanólico , Fator de Crescimento Transformador beta , Animais , Camundongos , Fator de Crescimento Transformador beta/metabolismo , Ácido Oleanólico/farmacologia , Ácido Oleanólico/uso terapêutico , Proteínas Quinases Ativadas por AMP/metabolismo , Transdução de Sinais , Simulação de Acoplamento Molecular , Fibrose , Fator de Crescimento Transformador beta1/metabolismo
8.
J Adv Nurs ; 2023 Nov 28.
Artigo em Inglês | MEDLINE | ID: mdl-38018027

RESUMO

BACKGROUND: It is essential to assist individuals with a mental illness who have achieved clinical recovery in their personal recovery. Understanding the relationship between self-stigma and social support and the effects on perceived recovery can be valuable for clinical professionals in helping patients lead meaningful lives. AIM: To examine the serial mediating roles of social support and perceived hope in self-stigma and the effects on perceived recovery. DESIGN: A cross-sectional study. METHODS: The study was conducted from September 2019 to June 2020. One hundred and fifty-seven patients with schizophrenia in seven chronic rehabilitation wards were enrolled. Each patient had a Positive and Negative Syndrome Scale score ≤ 60 points, and they regularly participated in occupational rehabilitation. Research tools included demographic data, the Internalized Stigma of Mental Illness Scale (ISMIS), Multidimensional Scale of Perceived Social Support (MSPSS), Herth Hope Index (HHI), and Perceived Recovery Inventory (PRI). IBM SPSS 24.0 was used to analyse the data. Pearson correlation was used to analyse the relationships between variables, and models 4 and 6 of PROCESS macro V3.4 for SPSS were used to examine the mediation model. RESULTS: The results indicated that self-stigma and perceived recovery in patients with schizophrenia are negatively correlated, that peer support and perceived hope mediate the relationship between them, and that peer support and perceived hope also have a statistically significant serial mediating effect. CONCLUSION: The serial mediation effect of peer support and perceived hope on the relationship between self-stigma and perceived recovery was statistically significant in this study. IMPACT: This research delves into strategies to assist psychiatric patients in reducing self-stigma and achieving recovery. The findings underscore the heightened significance of peer support for patients in rehabilitative wards and offer valuable insights for medical staff. REPORTING METHOD: STROBE checklist. PATIENT OR PUBLIC CONTRIBUTION: No patient or public contribution.

9.
Front Med (Lausanne) ; 10: 1206419, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-37731714

RESUMO

Background: Although percutaneous transthoracic catheter drainage (PCD) has been proven effective in lung abscesses, the optimal timing of PCD is still unclear. The study aimed to evaluate the safety and efficacy of early versus delayed drainage in patients with lung abscesses. Methods: This retrospective study included 103 consecutive patients with liquefied lung abscesses more than 3 cm confirmed by a CT scan received CT-guided PCD over 16 years, from July 2005 to September 2021, in a single institution were reviewed. Early drainage was defined as PCD within one week after a lung abscess was diagnosed. The primary outcome was 90-day mortality. The secondary outcomes included perioperative complications and patients' length of hospital stay (LoS). Factors associated with 90-day mortality and LoS were also analyzed. The key statistical methods were Chi-square test, Fisher's exact test, Student t-test, and Pearson correlation. Results: Amount the 103 patients, there were 64 patients who received early PCD, and 39 patients received delayed PCD. Between the two groups, there were no significant differences in clinical characteristics, 90-day mortality, or perioperative complications. The LoS was significantly shortened in early PCD group (28.6 ± 25.5 vs. 39.3 ± 26.8 (days), p = 0.045). Higher Charlson comorbidity index, secondary lung abscess, and liver cirrhosis were associated with higher mortality (all p < 0.05). Positive sputum culture significantly increased the LoS (coefficient 19.35 (10.19, 28.50), p < 0.001). Conclusion: The 90-day mortality and complications were similar for early PCD and delayed PCD patients, but LoS was significantly shortened in early PCD patient.

10.
Cell Death Dis ; 14(8): 540, 2023 08 22.
Artigo em Inglês | MEDLINE | ID: mdl-37607937

RESUMO

Accumulating evidence has shown that the quality of proteins must be tightly monitored and controlled to maintain cellular proteostasis. Misfolded proteins and protein aggregates are targeted for degradation through the ubiquitin proteasome (UPS) and autophagy-lysosome systems. The ubiquitination and deubiquitinating enzymes (DUBs) have been reported to play pivotal roles in the regulation of the UPS system. However, the function of DUBs in the regulation of autophagy remain to be elucidated. In this study, we found that knockdown of Leon/USP5 caused a marked increase in the formation of autophagosomes and autophagic flux under well-fed conditions. Genetic analysis revealed that overexpression of Leon suppressed Atg1-induced cell death in Drosophila. Immunoblotting assays further showed a strong interaction between Leon/USP5 and the autophagy initiating kinase Atg1/ULK1. Depletion of Leon/USP5 led to increased levels of Atg1/ULK1. Our findings indicate that Leon/USP5 is an autophagic DUB that interacts with Atg1/ULK1, negatively regulating the autophagic process.


Assuntos
Autofagia , Proteínas de Drosophila , Animais , Autofagia/genética , Autofagossomos , Morte Celular , Drosophila , Lisossomos , Complexo de Endopeptidases do Proteassoma , Ubiquitina , Enzimas Desubiquitinantes , Proteína Homóloga à Proteína-1 Relacionada à Autofagia/genética , Proteínas de Drosophila/genética , Proteases Específicas de Ubiquitina/genética
11.
Arch Psychiatr Nurs ; 44: 59-68, 2023 06.
Artigo em Inglês | MEDLINE | ID: mdl-37197864

RESUMO

This study explored the effects of NECT on self-stigma among people with schizophrenia. Eighty-six participants were recruited and assigned to two groups. The NECT group received 20-session group meetings, while the control group received routine care. Self-stigma was measured by Internalized Stigma of Mental Illness Scale (ISMIS) and Discrimination and Stigma Scale (DISC). Generalized estimating equations were employed to explore the intervention's effectiveness. The NECT group showed a significant reduction in ISMIS total scores after 20 sessions and Stopping Self subscale scores of DISC decreased over time. The intervention is effective for improving self-stigma in people with schizophrenia.


Assuntos
Terapia Cognitivo-Comportamental , Esquizofrenia , Humanos , Esquizofrenia/terapia , Autoimagem , Estigma Social , Narração
12.
Respirol Case Rep ; 11(6): e01165, 2023 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-37249923

RESUMO

Amiodarone is a commonly used antiarrhythmic agent but exhibits potential pulmonary toxicity. In this case series, we describe the clinical, radiographic, and histologic manifestations of three patients who developed interstitial lung disease (ILD) following amiodarone treatment for variable lengths of time with different dosages. The presentations on computed tomographic images and in pulmonary pathology differed among the three patients. All three had immediate discontinuation of amiodarone and received treatment with systemic corticosteroids. One patient eventually died from ventilator-associated pneumonia after an initial improvement. The other two patients recovered well but later experienced ILD recurrence following brief re-exposure to amiodarone. Through this case series, we aim to demonstrate the variable features of amiodarone-related ILD, and highlight the importance of timely amiodarone cessation and avoiding re-exposure to prevent the progression and recurrence of ILD.

13.
ERJ Open Res ; 9(1)2023 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-36814554

RESUMO

Background: Organising pneumonia (OP) has variable clinical and radiographic presentations and unstandardised treatments. Most patients with OP have favourable outcomes, but some develop respiratory insufficiency, experience recurrence or die. In this study we investigated the impact of computed tomographic (CT) patterns and extent of OP on the diagnostic and therapeutic management that patients received, and that on the therapeutic response and prognosis (particularly the risk of respiratory insufficiency and death). Methods: We retrospectively studied 156 patients with OP followed at our hospital between 2010 and 2021. The diagnosis was confirmed histologically and verified by multidisciplinary specialists. We performed Firth's logistic regression to determine the relationship between CT features and aetiologies, management and outcomes including the risk of severe disease (defined as the need for supplemental oxygen or mechanical ventilation). We conducted Kaplan-Meier analyses to assess survival differences. Results: Patients exhibiting multilobe involvement or mixed patterns, or both, were more likely to have secondary OP and receive immunosuppressants. Higher proportions of these patients experienced recurrence. Compared to patients with single-lobe involvement and single-pattern, they also had an enhanced risk of severe disease (the adjusted odds ratio for patients who simultaneously had multilobe involvement and mixed patterns was 27.64; 95% confidence interval 8.25-127.44). Besides, these patients had decreased survival probabilities. Conclusion: Different CT features of OP impact patients' management and prognosis. When treating patients with OP exhibiting multilobe involvement or mixed patterns, or both, it is important to identify the possible causative aetiology and follow closely for adverse outcomes.

14.
Cancer Imaging ; 22(1): 56, 2022 Oct 05.
Artigo em Inglês | MEDLINE | ID: mdl-36199129

RESUMO

PURPOSES: This study aimed to evaluate the diagnostic capacity of apparent diffusion coefficient (ADC) in predicting pathological Masaoka and T stages in patients with thymic epithelial tumors (TETs). METHODS: Medical records of 62 patients who were diagnosed with TET and underwent diffusion-weighted imaging (DWI) prior to surgery between August 2017 and July 2021 were retrospectively analyzed. ADC values were calculated from DWI images using b values of 0, 400, and 800 s/mm2. Pathological stages were determined by histological examination of surgical specimens. Cut-off points of ADC values were calculated via receiver operating characteristic (ROC) analysis. RESULTS: Patients had a mean age of 56.3 years. Mean ADC values were negatively correlated with pathological Masaoka and T stages. Higher values of the area under the ROC curve suggested that mean ADC values more accurately predicated pathological T stages than pathological Masaoka stages. The optimal cut-off points of mean ADC were 1.62, 1.31, and 1.48 × 10-3 mm2/sec for distinguishing pathological T2-T4 from pathological T1, pathological T4 from pathological T1-T3, and pathological T3-T4 from pathological T2, respectively. CONCLUSION: ADC seems to more precisely predict pathological T stages, compared to pathological Masaoka stage. The cut-off values of ADC identified may be used to preoperatively predict pathological T stages of TETs.


Assuntos
Neoplasias Epiteliais e Glandulares , Neoplasias do Timo , Imagem de Difusão por Ressonância Magnética/métodos , Humanos , Pessoa de Meia-Idade , Neoplasias Epiteliais e Glandulares/diagnóstico por imagem , Curva ROC , Estudos Retrospectivos , Neoplasias do Timo/diagnóstico por imagem , Neoplasias do Timo/patologia
15.
Biomed Pharmacother ; 153: 113531, 2022 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-36076516

RESUMO

Platelets play a crucial role on hemostasis and are also involved in cardiovascular diseases, such as heart attack and stroke. Artesunate has been reported to possess multiple biological activities, including antitumor and anti-inflammatory activities. However, its effect on platelet activation remains unclear. Thus, we explored the detailed mechanisms underlying its antiplatelet effect. For the in vitro study, the data indicated that artesunate inhibited platelet aggregation induced by collagen, but not thrombin or U46619, indicating that artesunate may selectively inhibit collagen-mediated platelet activation Artesunate also blocked glycoprotein VI (GPVI) downstream signaling, including Syk, PLCγ2, PKC, Akt, and MAPKs. Moreover, artesunate could compete with collagen for binding to collagen receptor and bind to human recombinant GPVI with a high affinity (KD = 44 nM), indicating that it may directly interfere with GPVI. Artesunate also reduced collagen-induced granule release, calcium mobilization, and GPIIbIIIa activation. For the in vivo study, artesunate markedly prevented pulmonary thrombosis and delayed platelet thrombus formation in mesenteric veins and arteries but had minimal effects on hemostasis. In conclusion, we for the first time demonstrated that artesunate acts as a GPVI antagonist and effectively prevents platelet activation and thrombus formation with minimal risk of bleeding, highlighting its therapeutic potential in cardiovascular diseases.


Assuntos
Doenças Cardiovasculares , Trombose , Artesunato/farmacologia , Artesunato/uso terapêutico , Plaquetas , Doenças Cardiovasculares/metabolismo , Colágeno/metabolismo , Humanos , Ativação Plaquetária , Agregação Plaquetária , Trombose/tratamento farmacológico , Trombose/metabolismo , Trombose/prevenção & controle
16.
Respirol Case Rep ; 10(7): e0985, 2022 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-35685847

RESUMO

Patients with chronic bronchiectasis are susceptible to various respiratory complications. In this report, however, we describe a 53-year-old male with chronic bronchiectasis who developed extensive but asymptomatic jejuno-ileal pneumatosis intestinalis. The patient did not have preceding pneumothorax or pneumomediastinum, and he did not receive cytotoxic or immunosuppressive therapy. Nor did he exhibit any clinical or radiographic evidence of intestinal ischaemia, obstruction or infection. Mucosal defects, due to his severe diarrhoea relating to the prolonged anti-pseudomonal antibiotic treatment for his lungs, and the intestinal luminal pressure fluctuation, resulting from his exacerbated cough and from his frequent abdominal straining during defecation, were considered to have precipitated the condition. Following conservative treatment, the patient recovered well. In addition to adverse respiratory events, clinicians managing patients with bronchiectasis should also be alert to such an unusual extrapulmonary complication, because either neglecting the condition or unnecessary exploratory surgery may lead to hazardous outcomes.

17.
Diagnostics (Basel) ; 12(4)2022 Apr 02.
Artigo em Inglês | MEDLINE | ID: mdl-35453937

RESUMO

This study aimed to build machine learning prediction models for predicting pathological subtypes of prevascular mediastinal tumors (PMTs). The candidate predictors were clinical variables and dynamic contrast-enhanced MRI (DCE-MRI)-derived perfusion parameters. The clinical data and preoperative DCE-MRI images of 62 PMT patients, including 17 patients with lymphoma, 31 with thymoma, and 14 with thymic carcinoma, were retrospectively analyzed. Six perfusion parameters were calculated as candidate predictors. Univariate receiver-operating-characteristic curve analysis was performed to evaluate the performance of the prediction models. A predictive model was built based on multi-class classification, which detected lymphoma, thymoma, and thymic carcinoma with sensitivity of 52.9%, 74.2%, and 92.8%, respectively. In addition, two predictive models were built based on binary classification for distinguishing Hodgkin from non-Hodgkin lymphoma and for distinguishing invasive from noninvasive thymoma, with sensitivity of 75% and 71.4%, respectively. In addition to two perfusion parameters (efflux rate constant from tissue extravascular extracellular space into the blood plasma, and extravascular extracellular space volume per unit volume of tissue), age and tumor volume were also essential parameters for predicting PMT subtypes. In conclusion, our machine learning-based predictive model, constructed with clinical data and perfusion parameters, may represent a useful tool for differential diagnosis of PMT subtypes.

18.
Eur Radiol ; 32(4): 2277-2285, 2022 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-34854930

RESUMO

OBJECTIVES: This study aimed to evaluate the feasibility of automatic Stanford classification of classic aortic dissection (AD) using a 2-step hierarchical neural network. METHODS: Between 2015 and 2019, 130 arterial phase series (57 type A, 43 type B, and 30 negative cases) in aortic CTA were collected for the training and validation. A 2-step hierarchical model was built including the first step detecting AD and the second step predicting the probability (0-1) of Stanford types. The model's performance was evaluated with an off-line prospective test in 2020. The sensitivity and specificity for Stanford type A, type B, and no AD (Sens A, B, N and Spec A, B, N, respectively) and Cohen's kappa were reported. RESULTS: Of 298 cases (22 with type A, 29 with type B, and 247 without AD) in the off-line prospective test, the Sens A, Sens B, and Sens N were 95.45% (95% confidence interval [CI], 77.16-99.88%), 79.31% (95% CI, 60.28-92.01%), and 93.52% (95% CI, 89.69-96.25%), respectively. The Spec A, Spec B, and Spec N were 98.55% (95% CI, 96.33-99.60%), 94.05% (95% CI, 90.52-96.56%), and 94.12% (95% CI, 83.76-98.77%), respectively. The classification rate achieved 92.28% (95% CI, 88.64-95.04%). The Cohen's kappa was 0.766 (95% CI, 0.68-0.85; p < 0.001). CONCLUSIONS: Stanford classification of classic AD can be determined by a 2-step hierarchical neural network with high sensitivity and specificity of type A and high specificity in type B and no AD. KEY POINTS: • The Stanford classification for aortic dissection is widely adopted and divides it into Stanford type A and type B based on the ascending thoracic aorta dissected or not. • The 2-step hierarchical neural network for Stanford classification of classic aortic dissection achieved high sensitivity (95.45%) and specificity (98.55%) of type A and high specificity in type B and no aortic dissection (94.05% and 94.12%, respectively) in 298 test cases. • The 2-step hierarchical neural network demonstrated moderate agreement (Cohen's kappa: 0.766, p < 0.001) with cardiovascular radiologists in detection and Stanford classification of classic aortic dissection in 298 test cases.


Assuntos
Aneurisma da Aorta Torácica , Dissecção Aórtica , Dissecção Aórtica/diagnóstico por imagem , Aneurisma da Aorta Torácica/diagnóstico por imagem , Angiografia por Tomografia Computadorizada , Humanos , Redes Neurais de Computação , Estudos Prospectivos , Estudos Retrospectivos
19.
Diagnostics (Basel) ; 11(7)2021 Jun 29.
Artigo em Inglês | MEDLINE | ID: mdl-34209844

RESUMO

We aimed to set up an Automated Radiology Alert System (ARAS) for the detection of pneumothorax in chest radiographs by a deep learning model, and to compare its efficiency and diagnostic performance with the existing Manual Radiology Alert System (MRAS) at the tertiary medical center. This study retrospectively collected 1235 chest radiographs with pneumothorax labeling from 2013 to 2019, and 337 chest radiographs with negative findings in 2019 were separated into training and validation datasets for the deep learning model of ARAS. The efficiency before and after using the model was compared in terms of alert time and report time. During parallel running of the two systems from September to October 2020, chest radiographs prospectively acquired in the emergency department with age more than 6 years served as the testing dataset for comparison of diagnostic performance. The efficiency was improved after using the model, with mean alert time improving from 8.45 min to 0.69 min and the mean report time from 2.81 days to 1.59 days. The comparison of the diagnostic performance of both systems using 3739 chest radiographs acquired during parallel running showed that the ARAS was better than the MRAS as assessed in terms of sensitivity (recall), area under receiver operating characteristic curve, and F1 score (0.837 vs. 0.256, 0.914 vs. 0.628, and 0.754 vs. 0.407, respectively), but worse in terms of positive predictive value (PPV) (precision) (0.686 vs. 1.000). This study had successfully designed a deep learning model for pneumothorax detection on chest radiographs and set up an ARAS with improved efficiency and overall diagnostic performance.

20.
Front Med (Lausanne) ; 8: 650381, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-34095167

RESUMO

Background: Adequate and representative tissue from lung tumor is important in the era of precision medicine. The aim of this study is to identify detailed procedure-related variables and factors influencing diagnostic success and tissue adequacy for molecular testing in CT-guided TTNB. Methods: Consecutive patients undergoing CT-guided TTNB were retrospectively enrolled between January 2013 and May 2020. Multivariate analysis was performed for predictors for diagnostic accuracy and tissue adequacy for molecular testing. Logistic regression was used to identify risk factors for procedure-related complications. Results: A total of 2,556 patients undergoing CT-guided TTNB were enrolled and overall success rate was 91.5% (2,338/2,556). For lung nodules ≤3 cm, predictors for diagnostic success included coaxial needle use [OR = 0.34 (0.16-0.71), p = 0.004], CT scan slice thickness of 2.5 mm [OR = 0.42 (0.15-0.82), p = 0.011] and additional prefire imaging [OR = 0.31 (0.14-0.68), p = 0.004]. For lung tumor >3 cm, ground glass opacity part more than 50% [OR = 7.53 (2.81-20.23), p < 0.001] or presence of obstructive pneumonitis [OR = 2.31 (1.53-3.48), p < 0.001] had higher risk of diagnostic failure. For tissue adequacy, tissue submitted in two cassettes (98.9 vs. 94.9%, p = 0.027) was a positive predictor; while male (5.7 vs. 2.5%, p = 0.032), younger age (56.61 ± 11.64 vs. 65.82 ± 11.98, p < 0.001), and screening for clinical trial (18.5 vs. 0.7%, p < 0.001) were negative predictors. Conclusions: Using a coaxial needle, with thin CT slice thickness (2.5 mm), and obtaining additional prefire imaging improved diagnostic success, while obtaining more than two tissue cores and submitting in two cassettes improved tissue adequacy for molecular testing.

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