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BACKGROUND: Long-term exposure to a high altitude environment with low pressure and low oxygen could cause abnormalities in the structure and function of the heart. Myocardial strain is a sensitive indicator for assessing myocardial dysfunction, monitoring myocardial strain is of great significance for the early diagnosis and treatment of high altitude heart-related diseases. This study applies cardiac magnetic resonance tissue tracking technology (CMR-TT) to evaluate the changes in left ventricular myocardial function and structure in rats in high altitude environment. METHODS: 6-week-old male rats were randomized into plateau hypoxia rats (plateau group, n = 21) as the experimental group and plain rats (plain group, n = 10) as the control group. plateau group rats were transported from Chengdu (altitude: 360 m), a city in a plateau located in southwestern China, to the Qinghai-Tibet Plateau (altitude: 3850 m), Yushu, China, and then fed for 12 weeks there, while plain group rats were fed in Chengdu(altitude: 360 m), China. Using 7.0 T cardiac magnetic resonance (CMR) to evaluate the left ventricular ejection fraction (EF), end-diastolic volume (EDV), end-systolic volume (ESV) and stroke volume (SV), as well as myocardial strain parameters including the peak global longitudinal (GLS), radial (GRS), and circumferential strain (GCS). The rats were euthanized and a myocardial biopsy was obtained after the magnetic resonance imaging scan. RESULTS: The plateau rats showed more lower left ventricular GLS and GRS (P < 0.05) than the plain rats. However, there was no statistically significant difference in left ventricular EDV, ESV, SV, EF and GCS compared to the plain rats (P > 0.05). CONCLUSIONS: After 12 weeks of exposure to high altitude low-pressure hypoxia environment, the left ventricular global strain was partially decreased and myocardium is damaged, while the whole heart ejection fraction was still preserved, the myocardial strain was more sensitive than the ejection fraction in monitoring cardiac function.
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Altitude , Volume Sistólico , Função Ventricular Esquerda , Animais , Masculino , Ratos Sprague-Dawley , Doença da Altitude/fisiopatologia , Doença da Altitude/diagnóstico por imagem , Valor Preditivo dos Testes , Imagem Cinética por Ressonância Magnética , Imageamento por Ressonância Magnética , Fatores de Tempo , Disfunção Ventricular Esquerda/fisiopatologia , Disfunção Ventricular Esquerda/diagnóstico por imagem , Disfunção Ventricular Esquerda/etiologia , Ratos , Hipóxia/fisiopatologiaRESUMO
ABSTRACT: Bilateral adrenal glands synchronously involved by different types of pathologies are uncommon. An 80-year-old man underwent FDG PET/CT to evaluate bilateral adrenal masses, which were initially discovered by ultrasonography and confirmed by MRI. The images demonstrated elevated FDG activity in both lesions, which were subsequently diagnosed as concurrent right adrenocortical carcinoma and left adrenal sarcomatoid carcinoma respectively by histopathological examination.
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Neoplasias do Córtex Suprarrenal , Carcinoma Adrenocortical , Sarcoma , Neoplasias de Tecidos Moles , Masculino , Humanos , Idoso de 80 Anos ou mais , Carcinoma Adrenocortical/complicações , Carcinoma Adrenocortical/diagnóstico por imagem , Fluordesoxiglucose F18 , Tomografia por Emissão de Pósitrons combinada à Tomografia Computadorizada , Glândulas Suprarrenais , Neoplasias do Córtex Suprarrenal/complicações , Neoplasias do Córtex Suprarrenal/diagnóstico por imagemRESUMO
Background: The objective of this retrospective investigation is to evaluate the diagnostic efficacy of a dual-parameter strategy that integrates either time-resolved angiography with stochastic trajectories (TWIST) or golden-angle radial sparse parallel (GRASP)-derived dynamic contrast agent-enhanced magnetic resonance imaging (DCE-MRI) with diffusion-weighted imaging (DWI) for the identification of poorly differentiated rectal cancer (RC). The purpose of this investigation is to contrast the aforementioned methodology with conventional single-factor assessments that rely solely on DWI, and ascertain its comparative efficacy. Methods: This study was not registered on a clinical trial platform. Consecutive individuals diagnosed with non-mucinous rectal adenocarcinoma through endoscopy-guided biopsy between December 2020 and October 2022 were involved in our study. These patients had also undergone DCE-MRI and DWI. The perfusion metrics of influx forward volume transfer constant (Ktrans) and rate constant (Kep), along with the apparent diffusion coefficient (ADC), were quantified by a pair of investigators. The study compared the area under the curve (AUC) of the receiver operating characteristic (ROC) for both sequences to identify poorly differentiated RC. The investigation incorporated patients who fulfilled the specified criteria. The inclusion criteria for the investigation were as follows: (I) a diagnosis of RC proved through pathological examination, either via endoscopically-guided biopsy or surgical resection; (II) availability of complete MRI images; (III) absence of any prior history of neoadjuvant chemoradiotherapy during the MRI scan. Results: Our investigation comprised a total of 179 participants. Compared to diffusion parameter alone, an integrated assessment of diffusion parameter (ADC) and perfusion parameters (Ktrans or Kep) obtained with GRASP leads to a superior diagnostic accuracy (AUC, 0.97±0.02 vs. 0.89±0.03, 0.97±0.02 vs. 0.89±0.03, P=0.005 and 0.003, respectively); however, there was no additional benefit from ADC with perfusion parameters obtained from TWIST (Ktrans or Kep) (AUC, 0.93±0.04 vs. 0.89±0.03, 0.93±0.03 vs. 0.89±0.03; P= 0.955 and 0.981, respectively, for the integration of ADC with Ktrans and Kep). Conclusions: By integrating diffusion and perfusion features into a dual-parameter model, the GRASP method enhances the diagnostic efficacy of MRI in discriminating RCs with poor differentiation. Conversely, the TWIST approach did not yield the aforementioned outcome.
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Objective: To evaluate with 7T cardiac magnetic resonance tissue tracking imaging (CMR-TT) the ameliorative effect of Cang-ai volatile oil (CAVO) on left ventricular remodeling (LVR) in rats induced by isoproterenol (ISO), and to make preliminary investigation into CAVO's effects on endothelial dysfunction in LVR. Methods: A total of 35 healthy male Sprague-Dawley (SD) rats were randomly assigned to two groups, the experimental group ( n=27) and the normal control group ( n=8). The rat model of LVR was established by subcutaneous injection of ISO solution at 10 mg·kg -1·d -1 at multiple sites for 10 consecutive days. After modeling was completed, the surviving rats ( n=24) in the experimental group were then randomly assigned to the blank experimental group, CAVO group, and Shexiang Baoxin pill (SXBXP) group ( n=8 in each group). Rats in each group were given via gavage the corresponding intervention medicine or an equivalent amount of normal saline solution for 28 consecutive days. At the end of modeling and intragastric intervention, 7T CMR cine sequence scanning was conducted to collect data. Then, post-processing software CVI42 was used to analyze the images and to compare and contrast the changes in the parameters of left ventricular cardiac function and myocardial strain in each group before and after the administration of the medication. The rats were sacrificed after MRI scanning, and their hearts were harvested for pathological examination. The levels of serum biochemical indicators were measured by enzyme-linked immunosorbent assay (ELISA). Results: CAVO significantly increased LV ejection fraction and overall myocardial strain parameters in LVR rats, while it decreased LV volume, mass, and serum levels of endothelial function indicators in LVR rats. In addition, pathological staining showed marked improvements in the hypertrophy, necrosis and interstitial fibrosis of cardiomyocytes. Conclusion: Through the regulation of myocardial vascular endothelial function, CAVO can significantly improve cardiac functions in LVR rats, delay the process of ventricular remodeling, and have a certain amount of protective effect on cardiac structure and function in rats.
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Óleos Voláteis , Remodelação Ventricular , Ratos , Masculino , Animais , Ratos Sprague-Dawley , Remodelação Ventricular/fisiologia , Óleos Voláteis/farmacologia , Miocárdio/patologia , Miócitos Cardíacos , Função Ventricular Esquerda/fisiologiaRESUMO
Objective: The aim of this study was to evaluate the prognostic value for survival of parameters derived from intravoxel incoherent motion diffusion-weighted imaging (IVIM-DWI) in patients with nasopharyngeal carcinoma (NPC). Materials: Baseline IVIM-DWI was performed on 97 newly diagnosed NPC patients in this prospective study. The relationships between the pretreatment IVIM-DWI parametric values (apparent diffusion coefficient (ADC), D, D*, and f) of the primary tumors and the patients' 3-year survival were analyzed in 97 NPC patients who received chemoradiotherapy. The cutoff values of IVIM parameters for local relapse-free survival (LRFS) were identified by a non-parametric log-rank test. The local-regional relapse-free survival (LRRFS), LRFS, regional relapse-free survival (RRFS), distant metastasis-free survival (DMFS), progression-free survival (PFS), and overall survival (OS) rates were calculated by using the Kaplan-Meier method. A Cox proportional hazards model was used to explore the independent predictors for prognosis. Results: There were 97 participants (mean age, 48.4 ± 10.5 years; 65 men) analyzed. Non-parametric log-rank test results showed that the optimal cutoff values of ADC, D, D*, and f were 0.897 × 10-3 mm2/s, 0.699 × 10-3 mm2/s, 8.71 × 10-3 mm2/s, and 0.198%, respectively. According to the univariable analysis, the higher ADC group demonstrated significantly higher OS rates than the low ADC group (p = 0.036), the higher D group showed significantly higher LRFS and OS rates than the low D group (p = 0.028 and p = 0.017, respectively), and the higher D* group exhibited significantly higher LRFS and OS rates than the lower D* group (p = 0.001 and p = 0.002, respectively). Multivariable analyses indicated that ADC and D were the independent prognostic factors for LRFS (p = 0.041 and p = 0.037, respectively), D was an independent prognostic factor for LRRFS (p = 0.045), D* and f were the independent prognostic factors for OS (p = 0.019 and 0.029, respectively), and f acted was an independent prognostic factor for DMFS (p = 0.020). Conclusions: Baseline IVIM-DWI perfusion parameters ADC and D, together with diffusion parameter D*, could act as useful factors for predicting long-term outcomes and selecting high-risk patients with NPC.
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Purpose: This study aims to investigate the role of sex and ovarian hormones in hippocampal damage and cognitive deficits and behavioral dysfunction in rats induced by chronic exposure to hypobaric hypoxia. Methods: Six-week-old male and female SD rats were housed for 3 months either in a real altitude (4,250 m) environment as the model of chronic hypobaric-hypoxia (CHH) or in a plain as controls. The animal behavioral and hippocampal neurons at subcellular, molecular, and ultrastructural levels were characterized after CHH exposure. Results: After 3 months of CHH exposure, (1) male CHH rats' serum testosterone level was lower than male controls' whereas female CHH rats' serum estradiol level was higher than female controls'; (2) Morris water maze test finds that male rats showed more learning and spatial memory deficits than female rats; (3) male rats showed more severe hippocampal damage, hippocampal inflammation, oxidative stress and decreased hippocampal integrity (neurogenesis and dendritic spine density) than female rats; (4) Western blot analysis shows that, compared with the male control group, in male CHH group's hippocampus, expression of nNOS, HO-1, and Bax protein increased whereas that of Bcl-2 protein decreased; (5) Expression of PON2 protein in male rats (CHH and controls) was lower than female rats (CHH and controls). In addition, CHH exposure decreased the expression of PON2 protein in both male and female rats; (6) qPCR analysis reveals that CHH exposure reduced the gene expression of N-methyl-D-aspartate receptor NR2A and NR2B subunits in male rats' hippocampus. In addition, compared with the sham CHH group, the expression level of PON2 protein decreased in the OVX-CHH group's hippocampus whereas oxidative stress, neuroinflammation, and degeneration of hippocampal neurons increased in the OVX-CHH group's hippocampus. Conclusion: After CHH exposure, male rats were significantly more likely than female rats to develop hippocampal damage, hippocampal neuroinflammation, and cognitive decline and deficits, suggesting that sex and ovarian hormones were significantly involved in regulating the rats' susceptibility to CHH exposure-induced hippocampal damage.
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BACKGROUND: Despite that estradiol can reduce the risk of cardiovascular diseases in ovariectomized animals in the plains, its effect on animals at high altitude has seldom been reported. We hypothesize that estradiol can ameliorate cardiac damage to ovariectomized rats induced by chronic exposure to hypobaric hypoxia at high altitude. PURPOSE: This study was intended to investigate whether cardiovascular magnetic resonance (CMR) imaging could reveal cardioprotective effect of estradiol on ovariectomized rats under chronic exposure to hypobaric hypoxia at high altitude. METHODS: Thirty-two rats were randomized into the Control group (Plain), HH + Sham group (Hypobaric Hypoxia + Sham), HH + OVX group (Hypobaric Hypoxia + Bilateral Ovariectomy) and HH-OVX + E2 group (Hypobaric Hypoxia + Bilateral Ovariectomy + Estradiol, 50 µg/kg, 3 times a week, for 6 weeks) (n = 8 per group). Except the Control group (altitude: 500 m), rats in other groups were subcutaneously injected with 17ß -estradiol or vehicle and exposed to chronic hypobaric hypoxia in Qinghai-Tibet Plateau (altitude: 4250 m), China, for 6 weeks. Biventricular cardiac function and global strain of the rats were measured by CMR and analyzed using the cine tissue tracking techniques. Biochemical tests, histopathology and electronic microscopy were used to evaluate the protective effect of estradiol on the heart tissue of ovariectomized rats exposed to a high-altitude environment. RESULTS: The biventricular ejection fraction and global strains decreased in the HH + OVX group compared with that in the Control group (all p < 0.05). All the aforementioned changes in the HH + OVX group ameliorated in the HH-OVX + E2 group (all p < 0.05). Estradiol also alleviated the right ventricular dilatation and hypertrophy in the HH + OVX group (all p < 0.05). In addition, histological and biochemical analyses also supported these in vivo results. CONCLUSIONS: Estradiol ameliorated the biventricular structural and functional damage in ovariectomized rats exposed to chronic hypobaric hypoxia at high altitude.
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Altitude , Estradiol , Animais , Estradiol/farmacologia , Feminino , Hipóxia , Espectroscopia de Ressonância Magnética , Ratos , Ratos Sprague-DawleyRESUMO
We aimed to explore the protective effects and potential treatment mechanism of Epigallocatechin-3-gallate (EGCG) in an animal model of chronic exposure in a natural high-altitude hypoxia (HAH) environment. Behavioral alterations were assessed with the Morris water maze test. Iron accumulation in the hippocampus was detected by using DAB enhanced Perls' staining, MRI, qPCR and colorimetry, respectively. Oxidative stress (malondialdehyde, MDA), apoptosis (Caspase-3), and neural regeneration (brain-derived neurotrophic factor, BDNF) were detected by using ELISA and western blotting. Neural ultrastructural changes were evaluated by transmission electron microscopy (TEM). The results showed that learning and memory performance of rats decreased when exposure to HAH environment. It was followed by iron accumulation, dysfunctional iron metabolism, reduced BDNF and the upregulation of MDA and Caspase-3. TEM confirmed the ultrastructural changes in neurons and mitochondria. EGCG reduced HAH-induced cognitive impairment, iron deposition, oxidative stress, and apoptosis and promoted neuronal regeneration against chronic HAH-mediated neural injury.
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Doença da Altitude , Fator Neurotrófico Derivado do Encéfalo , Doença da Altitude/metabolismo , Animais , Apoptose , Fator Neurotrófico Derivado do Encéfalo/metabolismo , Caspase 3/metabolismo , Catequina/análogos & derivados , Cognição , Hipocampo/metabolismo , Hipóxia/tratamento farmacológico , Hipóxia/metabolismo , Ferro/metabolismo , Aprendizagem em Labirinto , Neurônios/metabolismo , Estresse Oxidativo , Ratos , RegeneraçãoRESUMO
PURPOSE: To identify early doxorubicin-induced cardiotoxicity by applying 7.0 T cardiac magnetic resonance (CMR) combined with creatine kinase isoenzymes (CKMB) from rat models, using pathological results as a reference standard. METHODS: The 48 male rats included in the study were divided into a doxorubicin (DOX) group (n = 32) and a control group (n = 16). Each group was further divided into four subgroups according to the interval weeks between the first administration and CMR examination. DOX group and the controls were injected with DOX (2.5 mg/kg) or physiological saline (2.5 mg/kg) through vena caudalis weekly. The rats in first subgroup received 4 weekly injections and were sacrificed after CMR examination at week 4. Rats in the second, third and fourth DOX or control subgroups underwent 6 weekly injections and were sacrificed after CMR examination at weeks 6, 8 and 10, respectively. The conventional cardiac function parameters, myocardial strain, standardized myocardial T2 value, late gadolinium enhancement, CKMB and pathological results of each rat were analyzed. RESULTS: The LV mass index was reduced and CKMB was increased in the first subgroup (week 4), global circumference strain was decreased and normalized myocardial T2 relaxation time was prolonged in the second subgroup (week 6). At these early point of time, LVEF remained unaffected. Myocardial fibrosis was observed in the third and fourth subgroups (in week 8 and 10, respectively) and the collagen volume fraction was significantly negatively correlated with the LVEF and myocardial strain. CONCLUSIONS: CMR can be used to identify doxorubicin-induced cardiotoxicity at early stage, with the LV mass index, global circumference strain, normalized myocardial T2 relaxation time as the early markers. CKMB can indicate the optimal timing for CMR examination of chemotherapy recipients to improve medical efficiency. Myocardial fibrosis persists in the advanced stage of doxorubicin-induced cardiotoxicity which comprises the main cause of LV dysfunction.
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Cardiomiopatias , Cardiotoxicidade , Animais , Antibióticos Antineoplásicos/toxicidade , Cardiomiopatias/patologia , Cardiotoxicidade/diagnóstico por imagem , Cardiotoxicidade/patologia , Meios de Contraste/farmacologia , Doxorrubicina/toxicidade , Fibrose , Gadolínio/farmacologia , Espectroscopia de Ressonância Magnética , Masculino , Miocárdio/patologia , Ratos , Função Ventricular EsquerdaRESUMO
OBJECTIVE: We used radiomics feature-based machine learning classifiers of apparent diffusion coefficient (ADC) maps to differentiate small round cell malignant tumors (SRCMTs) and non-SRCMTs of the nasal and paranasal sinuses. MATERIALS: A total of 267 features were extracted from each region of interest (ROI). Datasets were randomized into two sets, a training set (â¼70%) and a test set (â¼30%). We performed dimensional reductions using the Pearson correlation coefficient and feature selection analyses (analysis of variance [ANOVA], relief, recursive feature elimination [RFE]) and classifications using 10 machine learning classifiers. Results were evaluated with a leave-one-out cross-validation analysis. RESULTS: We compared the AUC for all the pipelines in the validation dataset using FeAture Explorer (FAE) software. The pipeline using RFE feature selection and Gaussian process classifier yielded the highest AUCs with ten features. When the "one-standard error" rule was used, FAE produced a simpler model with eight features, including Perc.01%, Perc.10%, Perc.90%, Perc.99%, S(1,0) SumAverg, S(5,5) AngScMom, S(5,5) Correlat, and WavEnLH_s-2. The AUCs of the training, validation, and test datasets achieved 0.995, 0.902, and 0.710, respectively. For ANOVA, the pipeline with the auto-encoder classifier yielded the highest AUC using only one feature, Perc.10% (training/validation/test datasets: 0.886/0.895/0.809, respectively). For the relief, the AUCs of the training, validation, and test datasets that used the LRLasso classifier using five features (Perc.01%, Perc.10%, S(4,4) Correlat, S(5,0) SumAverg, S(5,0) Contrast) were 0.892, 0.886, and 0.787, respectively. Compared with the RFE and relief, the results of all algorithms of ANOVA feature selection were more stable with the AUC values higher than 0.800. CONCLUSIONS: We demonstrated the feasibility of combining artificial intelligence with the radiomics from ADC values in the differential diagnosis of SRCMTs and non-SRCMTs and the potential of this non-invasive approach for clinical applications. KEY POINTS: ⢠The parameter with the best diagnostic performance in differentiating SRCMTs from non-SRCMTs was the Perc.10% ADC value. ⢠Results of all the algorithms of ANOVA feature selection were more stable and the AUCs were higher than 0.800, as compared with RFE and relief. ⢠The pipeline using RFE feature selection and Gaussian process classifier yielded the highest AUC.
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Neoplasias Nasais , Seios Paranasais , Inteligência Artificial , Humanos , Aprendizado de Máquina , Neoplasias Nasais/diagnóstico por imagem , Estudos RetrospectivosRESUMO
BACKGROUND: Doxorubicin (DOX)-induced cardiotoxicity (DIC), a major clinical problem, has no effective preventive therapies. We hypothesized that left ventricular (LV) systolic function would be improved in a chronic hypobaric hypoxia environment at high altitude. The purpose of this study was to investigate whether cardiovascular magnetic resonance could reveal the cardioprotective effect of chronic hypobaric hypoxia on DIC. METHODS: In total, 60 rats were randomly assigned to 1 of 6 groups (n=10 per group): the P group (plain), PD group (plain + DOX), HH group (high altitude), HHD4 group (high altitude + DOX for 4 weeks), HHD8 group (high altitude + DOX for 8 weeks), and HHD12 group (high altitude + DOX for 12 weeks). The rats were transported to either Yushu (altitude: 4,250 m) or Chengdu (altitude: 500 m) where they underwent intraperitoneal injection of DOX (5 mg/kg/week for 3 weeks) or saline. Preclinical 7 T cardiovascular magnetic resonance was performed at weeks 4, 8, and 12. Tissue tracking was used to measure LV cardiac function and to analyze global and segmental strains. Subsequently, histological and oxidative stress tests were performed to evaluate the protective effect of a high-altitude environment on DIC. RESULTS: The left ventricular ejection fraction (LVEF) and global and regional strains in the middle, apical, anterior, septal, inferior, and lateral segments (all P<0.05) were improved in the HHD4 group compared with the PD group. The global strain was significantly greater in absolute value in the HHD8 and HHD12 groups than in the HHD4 group (all P<0.05). Additionally, histological and enzyme-linked immunosorbent assay evaluations supported the in vivo results. CONCLUSIONS: A chronic hypobaric and hypoxic environment at high altitude partially prevented cardiac dysfunction and increased global and regional strain in DIC rat models, thereby minimizing myocardial injury and fibrosis. In addition, by increasing the total duration of chronic hypobaric hypoxia, the global strain was further increased, which was likely due to reduced oxidative stress.
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BACKGROUND: The actual role of the coronary microcirculation, which is massively injured by myocardial infarction (MI), in intramyocardial hemorrhage (IMH) pathophysiology is still not fully understood. PURPOSE: To determine the change and distribution of microcirculation of myocardial edema (ME), IMH, MI, and the remote area of early reperfusion using 7.0-T cardiovascular magnetic resonance (CMR) in a rat model of acute MI. MATERIAL AND METHODS: Eight rats with 60-min myocardial ischemia followed by reperfusion were investigated. On days 2 and 7, after the acquisition of T2*-mapping and T2-mapping images, late gadolinium enhancement imaging was performed to evaluate the extent of myocardial ischemia after an injection of Gd-DTPA. On days 3 and 8, after the injection of ultrasmall superparamagnetic iron oxide (USPIO), T2*- and T2-mapping images were acquired. The R2 values of ME, IMH, MI, and remote areas were measured. RESULTS: From days 2 to 3, R2 values increased in the IMH, MI, ME, and remote area (all P < 0.05) following administration of USPIO, while the delta R2 value of IMH and MI was larger than remote area (P < 0.05). From day 7 to day 8, there was no significant difference in the IMH, MI, ME, and remote area (all P > 0.05). CONCLUSION: Microvascular injury of IMH and MI is the most severe among all the studied myocardial injuries in the early reperfusion of MI, while microvascular density decreased during follow-up.
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Gadolínio DTPA , Infarto do Miocárdio , Animais , Meios de Contraste , Dextranos , Gadolínio , Hemorragia/etiologia , Imageamento por Ressonância Magnética/efeitos adversos , Imagem Cinética por Ressonância Magnética , Nanopartículas de Magnetita , Microcirculação , Infarto do Miocárdio/complicações , Infarto do Miocárdio/diagnóstico por imagem , Infarto do Miocárdio/patologia , Miocárdio/patologia , RatosRESUMO
OBJECTIVE: We used texture analysis and machine learning (ML) to classify small round cell malignant tumors (SRCMTs) and Non-SRCMTs of nasal and paranasal sinus on fat-suppressed T2 weighted imaging (Fs-T2WI). MATERIALS: Preoperative MRI scans of 164 patients from 1 January 2018 to 1 January 2021 diagnosed with SRCMTs and Non-SRCMTs were included in this study. A total of 271 features were extracted from each regions of interest. Datasets were randomly divided into two sets, including a training set (â¼70%) and a test set (â¼30%). The Pearson correlation coefficient (PCC) and principal component analysis (PCA) methods were performed to reduce dimensions, and the Analysis of Variance (ANOVA), Kruskal-Wallis (KW), and Recursive Feature Elimination (RFE) and Relief were performed for feature selections. Classifications were performed using 10 ML classifiers. Results were evaluated using a leave one out cross-validation analysis. RESULTS: We compared the AUC of all pipelines on the validation dataset with FeAture Explorer (FAE) software. The pipeline using a PCC dimension reduction, relief feature selection, and gaussian process (GP) classifier yielded the highest area under the curve (AUC) using 15 features. When the "one-standard error" rule was used, FAE also produced a simpler model with 13 features, including S(5,-5)SumAverg, S(3,0)InvDfMom, Skewness, WavEnHL_s-3, Horzl_GlevNonU, Horzl_RLNonUni, 135dr_GlevNonU, WavEnLL_s-3, Teta4, Teta2, S(5,5)DifVarnc, Perc.01%, and WavEnLH_s-2. The AUCs of the training/validation/test datasets were 1.000/0.965/0.979, and the accuracies, sensitivities, and specificities were 0.890, 0.880, and 0.920, respectively. The best algorithm was GP whose AUCs of the training/validation/test datasets by the two-dimensional reduction methods and four feature selection methods were greater than approximately 0.800. Especially, the AUCs of different datasets were greater than approximately 0.900 using the PCC, RFE/Relief, and GP algorithms. CONCLUSIONS: We demonstrated the feasibility of combining artificial intelligence and the radiomics from Fs-T2WI to differentially diagnose SRCMTs and Non-SRCMTs. This non-invasive approach could be very promising in clinical oncology.
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BACKGROUND: Despite that machine learning (ML)-based MRI has been evaluated for diagnosis of axillary lymph node metastasis (ALNM) in breast cancer patients, diagnostic values they showed have been variable. In this study, we aimed to assess the use of ML to classify ALNM on MRI and to identify potential covariates that might influence the diagnostic performance of ML. METHODS: A systematic research of PubMed, Embase, Web of Science, and the Cochrane Library was conducted until 27 December 2020 to collect the included articles. Subgroup analysis was also performed. FINDINGS: Fourteen studies assessing a total of 2247 breast cancer patients were included in the analysis. The overall AUC for ML in the validation set was 0.80 (95% confidence interval [CI] 0.76-0.83) with a negative predictive value of 0.83. The pooled sensitivity and specificity were 0.79 (95% CI 0.74-0.84) and 0.77 (95% CI 0.73-0.81), respectively. In the subgroup analysis of the validation set, T1-weighted contrast-enhanced (T1CE) imaging with ML yielded a higher sensitivity (0.80 vs. 0.67 vs. 0.76) than the T2-weighted fat-suppressed (T2-FS) imaging and diffusion-weighted imaging (DWI). Support vector machines (SVMs) had a higher specificity than linear regression (LR) and linear discriminant analysis (LDA) (0.79 vs. 0.78 vs. 0.75), whereas LDA showed a higher sensitivity than LR and SVM (0.83 vs. 0.70 vs. 0.77). INTERPRETATION: MRI sequences and algorithms were the main factors that affect the diagnostic performance of ML. Although its results were encouraging with the pooled sensitivity of around 0.80, it meant that 1 in 5 women that would go with undetected metastases, which may have a detrimental effect on the overall survival for 20% of patients with positive SLN status. Despite that a high NPV of 0.83 meant that ML could potentially benefit those with negative SLN, it might also translate to 1 in 5 tests being false negative. We would like to suggest that ML may not be yet usable in clinical routine especially when patient survival is used as a primary measurement of its outcome.
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Doxorubicin (DOX) is an effective and widely used antineoplastic drug. However, its clinical application is limited due to its dose-dependent cardiotoxicity. Great efforts have been made to explore the pathological mechanism of DOX-induced cardiotoxicity (DIC), but new drugs and strategies to alleviate cardiac damage are still needed. Here, we aimed to investigate the effect of nicotinamide mononucleotide (NMN) on DIC in rats. The results of the present study showed that DOX treatment significantly induced cardiac dysfunction and cardiac injury, whereas NMN alleviated these changes. In addition, NMN inhibited Dox-induced activation of nucleotide-binding domain-like receptor protein 3 (NLRP3) inflammasome-mediated inflammation, as evidenced by decreased caspase 1 and IL-1ß activity. Moreover, NMN treatment increased glutathione (GSH) levels and superoxide dismutase (SOD) activity and decreased the levels of malondialdehyde (MDA) and reactive oxygen species (ROS) in DOX-treated rats. Furthermore, NMN treatment mitigated DOX-induced cardiomyocyte apoptosis and cardiac fibrosis. In conclusion, the results indicated that NMN protects against DIC in rats by inhibiting NLRP3 inflammasome activation, oxidative stress, and apoptosis.
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Antibióticos Antineoplásicos/toxicidade , Cardiotônicos/uso terapêutico , Cardiotoxicidade/prevenção & controle , Doxorrubicina/toxicidade , Mononucleotídeo de Nicotinamida/uso terapêutico , Animais , Apoptose/efeitos dos fármacos , Cardiotoxicidade/metabolismo , Fibrose/prevenção & controle , Coração/efeitos dos fármacos , Inflamassomos/metabolismo , Inflamação/metabolismo , Inflamação/prevenção & controle , Masculino , Miocárdio/metabolismo , Miocárdio/patologia , Proteína 3 que Contém Domínio de Pirina da Família NLR/metabolismo , Estresse Oxidativo/efeitos dos fármacos , Ratos Sprague-Dawley , Disfunção Ventricular Esquerda/prevenção & controleRESUMO
BACKGROUND: Myocardial strain analysis can provide diagnostic and prognostic information for myocarditis. The aim of the present study was to assess early and acute myocarditis in a rat model using cardiac magnetic resonance tissue tracking (CMR-TT) for myocardial strain analysis. We compared the strain's findings with the histological and immunohistochemical results. METHODS: Experimental autoimmune myocarditis (EAM) was induced by footpad injections of porcine cardiac myosin. The rats were examined by 7.0T preclinical CMR at day 14 (n=15) and day 21 (n=16) after EAM induction and the two control groups (each n=15) were also examined at day 14 and day 21, respectively. Using CMR-TT, we found a global peak systolic radial strain (ErrSAX) and a circumferential strain (EccSAX) from the short-axis cine views and a radial strain (ErrLAX) and a longitudinal strain (EllLAX) from the long-axis cine views, which were calculated by dedicated TT software. Subsequently, histological and immunohistochemical evaluations were performed. RESULTS: EllLAX significantly decreased in early myocarditis compared with the control (-23.40%±1.48% vs. -22.02%±0.81%, P<0.05). ErrSAX, EccSAX, ErrLAX, and EllLAX values significantly reduced in acute myocarditis compared with the controls (ErrSAX: 34.27%±9.80% vs. 49.76%±4.97%, EccSAX: -18.98%±3.69% vs. -24.13±1.23, ErrLAX: 33.21%±10.24% vs. 49.59%±5.69%, and EllLAX: -17.75%±3.58% vs. -23.39%±1.48%; P<0.001, respectively). The receiver operating characteristic curve showed that myocardial strain analysis had a good diagnostic performance in early and acute myocarditis. The pathological evaluation revealed that inflammatory lesions began to appear in early myocarditis and peaked in acute myocarditis. CONCLUSIONS: The CMR-TT strain analysis allowed accurate and reliable evaluation of early and acute myocarditis in a rat model, and has the potential to serve as a diagnostic indicator for the assessment of myocardial dysfunction in myocarditis.
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OBJECTIVE: To study the neuroprotective effect of inhalation of volatile oil of Cang Ai (VOCA) on cerebral ischemia-reperfusion injury model by MRI diffusion tensor imaging. METHODS: Twenty-four healthy adult male SD rats were randomly divided into sham operation group, model (middle cerebral artery occlusion (MCAO) ) group and VOCA group. Evaluated the degree of neurological impairment of rats in each group immediately after successful establishment of model or 7 d later according to Zea Longa scoring. Coronal diffusion tensor imaging (DTI) scan was performed at 3 h, 3 d, and 7 d after the model successfully established by using 7.0 T magnetic resonance imaging. Measured the apparent diffusion coefficient (ADC) and anisotropy score (FA) of the DTI in the striatal region and the motion flat zone of the maximum infarct level and then calculate the relative apparent diffusion coefficient (rADC) and relative anisotropy score (rFA). TTC staining was used to evaluate the cerebral infarction volume of rats in each group at 7 d post model establishment, and the correlation analysis of rFA, rADC and neural score was performed. RESULTS: No neurological defect was detected in mice in the sham operation group. The MCAO group and the VOCA group showed neurological defect to different degrees. The neurological function score of the VOCA group was obviously lower than that of MCAO group at 7 th day (P<0.05). The DTI scan results showed that the rADC value of striatum of rats in VOCA group was higher than that in MCAO group at 3 h and 3 d after modeling (P<0.05), while there was no significant difference between the three groups at 7 th day. The rADC value of the motor cortex in the VOCA group was higher than that in the MCAO group at 3 h after modeling (P<0.01), and there was no significant difference at 3 rdday and 7 thday. The rFA value of striatum in VOCA group was higher than that in MCAO group at 3 rd day and 7 th day after modeling (P<0.05). There were no significant differences in rFA value between the MCAO and the VOCA group at three time points. TTC staining results showed that there was no infarcted area in the sham operation group, and the infarct volume in the VOCA group was smaller than that of the MCAO group (P<0.05). Correlation analysis showed that the striatum rFA value was highly correlated with neurological scores (r=ï¼0.847, P<0.01). CONCLUSION: For the first time, we found that VOCA can effectively protect the neurological function of MCAO rats by reducing the toxic edema of cells in the ischemic area and accelerating the recovery of nerve fiber bundles after cerebral ischemia and reperfusion. rFA and rADC values can be used as effective indicators to evaluate the recovery of nerve function after cerebral ischemia and reperfusion.
Assuntos
Isquemia Encefálica , Fármacos Neuroprotetores , Óleos Voláteis , Traumatismo por Reperfusão , Animais , Isquemia Encefálica/diagnóstico por imagem , Isquemia Encefálica/tratamento farmacológico , Imagem de Tensor de Difusão , Infarto da Artéria Cerebral Média , Masculino , Fármacos Neuroprotetores/farmacologia , Óleos Voláteis/farmacologia , Ratos , Ratos Sprague-Dawley , Traumatismo por Reperfusão/diagnóstico por imagem , Traumatismo por Reperfusão/tratamento farmacológico , PesquisaRESUMO
OBJECTIVE: The occurrence of intramyocardial hemorrhage (IMH) and microvascular obstruction (MVO) in myocardial infarction (MI), known as severe ischemia/reperfusion injury (IRI), has been associated with adverse remodeling. APT102, a soluble human recombinant ecto-nucleoside triphosphate diphosphohydrolase-1, can hydrolyze extracellular nucleotides to attenuate their prothrombotic and proinflammatory effects. The purpose of this study was to temporally evaluate the therapeutic effect of APT102 on IRI in rats and to elucidate the evolution of IRI in the acute stage using cardiovascular magnetic resonance imaging (CMRI). MATERIALS AND METHODS: Fifty-four rats with MI, induced by ligation of the origin of the left anterior descending coronary artery for 60 minutes, were randomly divided into the APT102 (n = 27) or control (n = 27) group. Intravenous infusion of APT102 (0.3 mg/kg) or placebo was administered 15 minutes before reperfusion, and then 24 hours, 48 hours, 72 hours, and on day 4 after reperfusion. CMRI was performed at 24 hours, 48 hours, 72 hours, and on day 5 post-reperfusion using a 7T system and the hearts were collected for histopathological examination. Cardiac function was quantified using cine imaging and IMH/edema using T2 mapping, and infarct/MVO using late gadolinium enhancement. RESULTS: The extent of infarction (p < 0.001), edema (p < 0.001), IMH (p = 0.013), and MVO (p = 0.049) was less severe in the APT102 group than in the control group. IMH size at 48 hours was significantly greater than that at 24 hours, 72 hours, and 5 days after reperfusion (all p < 0.001). The left ventricular ejection fraction (LVEF) was significantly greater in the APT102 group than in the control group (p = 0.006). There was a negative correlation between LVEF and IMH (r = -0.294, p = 0.010) and a positive correlation between IMH and MVO (r = 0.392, p < 0.001). CONCLUSION: APT102 can significantly alleviate damage to the ischemic myocardium and microvasculature. IMH size peaked at 48 hours post reperfusion and IMH is a downstream consequence of MVO. IMH may be a potential therapeutic target to prevent adverse remodeling in MI.