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Background Coronavirus disease 2019 (COVID-19) has widely spread all over the world since the beginning of 2020. It is desirable to develop automatic and accurate detection of COVID-19 using chest CT. Purpose To develop a fully automatic framework to detect COVID-19 using chest CT and evaluate its performance. Materials and Methods In this retrospective and multicenter study, a deep learning model, the COVID-19 detection neural network (COVNet), was developed to extract visual features from volumetric chest CT scans for the detection of COVID-19. CT scans of community-acquired pneumonia (CAP) and other non-pneumonia abnormalities were included to test the robustness of the model. The datasets were collected from six hospitals between August 2016 and February 2020. Diagnostic performance was assessed with the area under the receiver operating characteristic curve, sensitivity, and specificity. Results The collected dataset consisted of 4352 chest CT scans from 3322 patients. The average patient age (±standard deviation) was 49 years ± 15, and there were slightly more men than women (1838 vs 1484, respectively; P = .29). The per-scan sensitivity and specificity for detecting COVID-19 in the independent test set was 90% (95% confidence interval [CI]: 83%, 94%; 114 of 127 scans) and 96% (95% CI: 93%, 98%; 294 of 307 scans), respectively, with an area under the receiver operating characteristic curve of 0.96 (P < .001). The per-scan sensitivity and specificity for detecting CAP in the independent test set was 87% (152 of 175 scans) and 92% (239 of 259 scans), respectively, with an area under the receiver operating characteristic curve of 0.95 (95% CI: 0.93, 0.97). Conclusion A deep learning model can accurately detect coronavirus 2019 and differentiate it from community-acquired pneumonia and other lung conditions. © RSNA, 2020 Online supplemental material is available for this article.
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Inteligência Artificial , Betacoronavirus , Infecções por Coronavirus/diagnóstico por imagem , Pneumonia Viral/diagnóstico por imagem , Adulto , Idoso , COVID-19 , Teste para COVID-19 , Técnicas de Laboratório Clínico/métodos , Infecções Comunitárias Adquiridas/diagnóstico por imagem , Infecções por Coronavirus/diagnóstico , Aprendizado Profundo , Diagnóstico Diferencial , Feminino , Humanos , Imageamento Tridimensional/métodos , Masculino , Pessoa de Meia-Idade , Pandemias , Curva ROC , Interpretação de Imagem Radiográfica Assistida por Computador/métodos , Estudos Retrospectivos , SARS-CoV-2 , Sensibilidade e Especificidade , Tomografia Computadorizada por Raios X/métodosRESUMO
In order to obtain particles with an optimal loading rate and encapsulation efficiency and to explore the effects of sodium alginate, carboxymethyl chitosan, and bentonite on the particle loading rate and encapsulation rate, the preparation parameters of particles were optimized by the response surface method. A series of particles with constantly changing components were prepared, and the particle loading rate and encapsulation rate were determined. The release experiment of granules in different mass release media was implemented, and the optimal loading rate and encapsulation efficiency of particles were used to control the fall armyworm (FAW). The results showed that when the amount of sodium alginate was 1.83%, that of carboxymethyl chitosan was 0.41% and that of bentonite was 0.37%. The maximum theoretical value based on the response surface simulation was 92.63%, and the actual value at this ratio was 91.61%, which was 98.90% of the theoretical value. The release assay indicated that the mechanism of particle release in 2, 4, and 6 mL of the release medium was non-Fickian diffusion, and the controlled mechanism in 25 mL of the medium was Fickian diffusion. The beads were spread directly into maize leaf whorls in field production; at 14 days after application, the efficacy reached 91.28-98.82%. The combination of emamectin benzoate and hexaflumuron granules has a good control effect on the FAW.
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BACKGROUND: The fall armyworm (FAW), Spodoptera frugiperda (J. E. Smith), is known to cause large agricultural production losses. Emamectin benzoate is one of the most effective insecticides to control this pest; however, its effective time is not sufficiently long to control FAW. Therefore, it is important that new controlled insecticide formulations with new application methods are developed. RESULTS: A series of emamectin benzoate polymer gel granules were prepared with sizes ranging from 0.95 to 1.5 mm. As the bentonite content increased, the release rate decreased. The cumulative release process of emamectin benzoate mainly depends on the cracks in the surface of the granules, and the release rate can be described by non-Fickian and Fickian diffusion, which are closely related to the water content. By spreading the developed polymer gel granules into maize leaf whorls, the control effect reached 83% after 21 days in field trials. CONCLUSION: A novel polymer gel granule was developed that can effectively regulate emamectin benzoate release. By broadcasting polymer gel granules into maize leaf whorls, significant control efficacy against FAW can be obtained, and this could potentially be used for the effective control of FAW. © 2022 Society of Chemical Industry.
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Alginatos , Bentonita , Animais , Spodoptera , Polímeros , Preparações de Ação RetardadaRESUMO
Good control effects on fall armyworm (FAW) can be obtained by broadcasting emamectin benzoate (EB) granules into maize leaf whorls. However, the distribution of EB in maize plants is not clear. In this study, EB granules were prepared by the rotating granulation method, and the granules were characterized using a Fourier transform infrared spectrometer. The behavior of EB granules in water was observed using a microscope, and in vitro release of EB from granules was also studied. A method for the determination of EB in maize plants, old leaves, grains, and cobs was established by using ultra-performance liquid chromatography-tandem mass spectrometry. The results showed that EB was loaded in granules successfully, and the granules disintegrated slowly in water, so the release of granules could be regulated using various water contents. The prepared EB granules were qualified and stable. The field experiment showed that the concentration of EB in maize leaf whorls could be maintained above 0.23 mg·kg-1 within 3 days after broadcasting EB granules. This ensured that FAW could be killed in a short time. Then, EB gradually transferred to the old leaves. After 21 days of application, the content of EB in the old leaves was 0.07 mg·kg-1, which has long-time control effects on FAW. The control effects of the three doses of granules against Spodoptera frugiperda were higher than 78% after 14 days of application. At the tested dosage, no phytotoxicity to crops was observed. At harvest, neither the maize grain nor the cobs had EB content. New controlled formulations to S. frugiperda were developed and will be suitable for application in mountainous areas where the lack of water resources is a factor.
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OBJECTIVE: To observe the change of serum homocysteine (Hcy) and anti-citrullinated peptide (CCP) antibody concentration in depression rat model induced by chronic unpredictable mild stress (CUMS), and to explore the immunologic mechanism of depression and the relation between depression and its autoimmunity. METHODS: Sixty adult male SD rats were randomly divided into 2 groups, 30 rats in each group, which were divided into 3 subgroups: a normal control group, a model group and a fluoxetinetreated group. The depression rat model was established under CUMS and seperated feeding, after which, open field, sugar consumption and forced swimming test were applied in the first group. After the blood was taken in the second group of rats through heart puncture, the level of serum Hcy was detected by enzymatic cycling assay and serum anti-CCP antibody by ELISA. RESULTS: Compared with the control group and the fluoxetine treatment group, spontaneous activity and sucrose consumption and preference percentage of the rats in the model group significantly reduced, while the immobility time in forced swimming test and the level of Hcy and anti-CCP antibody in the rat serum significantly increased. CONCLUSION: Immunity inflammation and autoimmune reaction exist in CUMS depression model rats, and fluoxetine treatment can improve these immune response.
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Autoanticorpos/sangue , Depressão/imunologia , Homocisteína/sangue , Peptídeos Cíclicos/imunologia , Estresse Fisiológico/imunologia , Animais , Depressão/tratamento farmacológico , Depressão/etiologia , Modelos Animais de Doenças , Fluoxetina/uso terapêutico , Masculino , Peptídeos Cíclicos/metabolismo , Ratos , Ratos Sprague-DawleyRESUMO
Background: Lung cancer is a common clinical thoracic malignant tumor, which had a serious impact on the safety of patients, currently ranking first in all malignant tumors in morbidity and mortality, with generally less than 5% survival rate in 5 years. Objective: To investigate the relationship and significance between carcinoembryonic antigen (CEA) and precursor gastrin-releasing peptide (ProGRP) changing levels in bronchoalveolar lavage fluid (BALF) and CT imaging features in patients with peripheral lung cancer. Methods: A total of 90 patients diagnosed with peripheral lung cancer as the lung cancer group and 60 patients with benign lung diseases as the control group in our hospital from May 2019 to October 2021 were selected to compare the differences of CEA and ProGRP in BALF by the classification of CT features. Results: The levels of CEA and ProGRP in the BALF of the lung cancer group were significantly higher than those of the control group; the proportion of patients with lobulation sign, burr sign, ground glass sign, pleural effusion, and lesion diameter ≥ 3.0 cm in the lung cancer group was higher than that in the control group; the CEA level in BALF of lung cancer patients with spicule sign, pleural effusion, and lesion diameter ≥ 3.0 cm was significantly higher than that without these symptoms, while ProGRP level in the BALF of lung cancer patients with lobulation sign, burr sign, ground glass sign, pleural effusion, and lesion diameter ≥ 3.0 cm was significantly higher than that of lung cancer patients without these symptoms. Conclusion: The check of CEA and ProGRP in BALF in combination with CT features has a certain clinical value for the diagnosis of lung cancer. At the same time, the increased levels of CEA and ProGRP in BALF have a certain correlation with the changes of malignant signs of lung cancer in CT examination.
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Neoplasias Pulmonares , Derrame Pleural , Antígenos de Neoplasias , Biomarcadores Tumorais , Líquido da Lavagem Broncoalveolar , Antígeno Carcinoembrionário , Humanos , Queratina-19 , Neoplasias Pulmonares/patologia , Fragmentos de Peptídeos , Proteínas Recombinantes , Tomografia Computadorizada por Raios XRESUMO
As COVID-19 is highly infectious, many patients can simultaneously flood into hospitals for diagnosis and treatment, which has greatly challenged public medical systems. Treatment priority is often determined by the symptom severity based on first assessment. However, clinical observation suggests that some patients with mild symptoms may quickly deteriorate. Hence, it is crucial to identify patient early deterioration to optimize treatment strategy. To this end, we develop an early-warning system with deep learning techniques to predict COVID-19 malignant progression. Our method leverages CT scans and the clinical data of outpatients and achieves an AUC of 0.920 in the single-center study. We also propose a domain adaptation approach to improve the generalization of our model and achieve an average AUC of 0.874 in the multicenter study. Moreover, our model automatically identifies crucial indicators that contribute to the malignant progression, including Troponin, Brain natriuretic peptide, White cell count, Aspartate aminotransferase, Creatinine, and Hypersensitive C-reactive protein.
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COVID-19 , Aprendizado Profundo , Humanos , SARS-CoV-2 , Tomografia Computadorizada por Raios XRESUMO
OBJECTIVE: To determine the changes in serum and urine ceruloplasmin (Cp) concentrations in type 2 diabetes, and to explore its clinical significance. METHODS: Cp concentrations of 57 serum samples were measured by radioimmunoassay and ratenephelometry. In the meantime, the serum and urine Cp concentrations in 110 healthy individuals and 104 type 2 diabetic patients were determined by ratenephelometry. For analysis and comparison, 104 type 2 diabetic patients were divided into imperfect glycemic control subgroup (n = 54) and perfect glycemic control subgroup (n = 50), diabetic nephropathy subgroup (n = 47) and non-diabetic nephropathy subgroup (n = 57). RESULTS: Serum Cp concentrations obtained with the radioimmunoassay and ratenephelometry methods were highly correlated and essentially indistinguishable. The cut-off point of the serum Cp concentrations was 542 mg/L and that of the ratio of Cp and creatinine was 0. 892 ng/mmol, which was determined according to the upper limit of 97.5% credit intervals or 97.5% percentile in 110 healthy individuals. Cp concentrations in type 2 diabetic patients were significantly higher than those in the healthy individuals (P <0.001). Of the type 2 diabetic patients, the imperfect glycemic subgroup had higher serum Cp concentrations than those of the perfect glycemic subgroup (P <0.01). The urine ratio of Cp and creatinine in diabetic nephropathy subgroup was significantly higher than that in non-diabetic nephropathy subgroup (P < 0.001). Urine ratio of Cp and creatinine in diagnosing diabetic nephropathy had 91.4% of sensitivity, 61.4% of specificity, and 75.0% of concordance. CONCLUSION: Detection of serum Cp levels has some reference value in understanding the state of diabetes. Combined determination of urine ratio of Cp and creatinine and ratio of albumin and creatinine is significant in the early diagnosis of diabetic nephropathy.
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Ceruloplasmina/metabolismo , Diabetes Mellitus Tipo 2/metabolismo , Nefropatias Diabéticas/diagnóstico , Adulto , Idoso , Albuminúria/urina , Ceruloplasmina/urina , Creatinina/urina , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , RadioimunoensaioRESUMO
AIM: To explore the subpopulation of CD4(+); CD25(+); Foxp3(+); regulatory T cells (Treg), CD4(+); CD25(+); CD127(low/-); Treg in peripheral blood of HIV-infected patients and study its correlation with other immune indicators. METHODS: We enrolled 68 cases of HIV/AIDS patients without anti-HIV treatment [29 cases of long-term non-progressive (LTNP) group, 27 cases of typical progressive HIV infection group and 12 cases of AIDS group] and 20 healthy individuals as a control group. Blood samples of these cases were analyzed by flow cytometry after immunofluorescent staining to determine the levels of CD4(+); T cells, CD8(+); T cells, NK cells and CD4(+); CD25(+); Foxp3(+);/CD127(low/-); Treg. RESULTS: Except CD8(+); T cells, the levels of CD4(+); T, NK cells and CD4(+);/CD8(+); in peripheral blood of HIV/AIDS patients were significantly lower than those in the control group (P<0.05); With the progression of disease, the percentage and absolute count of CD4(+);T cells, the absolute counts of CD8(+);T cells and NK cells, and CD4(+);/CD8(+); T cell ratio in the LTNP group, HIV group and AIDS group decreased gradually, while the percentage of CD8(+);T cells increased gradually. Our multiple comparison analysis revealed that the percentages of CD4(+); CD25(+); Foxp3(+); Treg and CD4(+); CD25(+); CD127(low/-); Treg in CD4(+); T cells were significantly different among groups (P<0.05). With the progression of disease, the percentages of CD4(+); CD25(+); Foxp3(+); Treg and CD4(+); CD25(+); CD127(low/-); Treg increased gradually; in addition, the difference in the absolute count of CD4(+); CD25(+); Foxp3(+);/CD127(low/-); Treg was not statistically significant between LTNP group and healthy control group(P>0.05), so was between HIV and AIDS groups (P>0.05); no significant difference was found in every other two groups (P<0.05); the absolute count of CD4(+); CD25(+); Foxp3(+);/CD127(low/-); Treg decreased gradually. CONCLUSION: CD4(+); CD25(+); Foxp3(+);/CD127(low/-); Treg may play a role in the immunopathogenesis of persistent HIV infection.
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Fatores de Transcrição Forkhead/análise , Infecções por HIV/imunologia , Subunidade alfa de Receptor de Interleucina-7/análise , Linfócitos T Reguladores/imunologia , Adulto , Idoso , Progressão da Doença , Feminino , Humanos , Masculino , Pessoa de Meia-IdadeRESUMO
Location of a part of acupoints in the national standard, The Name and Location of Acupoints, are studied. In combination with anatomy, record of ancient literature and teaching experience, the location of Naohui (TE 13), Chengshan (BL 57), Fengshi (GB 31), Zhongdu (GB 32), Toulinqi (GB 15), Yinbao (LR 9) and Shaoshang (LU 11) in the national standard are analyzed and the relative location methods are raised.
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Pontos de Acupuntura , Terminologia como Assunto , Anatomia , HumanosRESUMO
OBJECTIVE: To identify the clinical and laboratory diagnosis of a bullous pemphigoid patient with acquired hemophilia A (AH-A). To identify FVIII binding epitope and IgG subclass of the FVIII inhibitor, and explore the molecular mechanism for AH-A pathogenesis. METHODS: Plasma FVIII activity( FVIII: C) was determined by one-stage assay, the titre of FYIII inhibitor by Bethesda Unit (BU). IgG purification of patient plasma or normal pooled plasma was finished by protein A-agarose column chromatography. Activated partial thromboplastin time (APTT) was assayed for uncovering FVIII inhibitor effect on FVIII in vivo. Combined Western blot analysis by anti-IgG1, IgG2, IgG3 and IgG4 antibodies was used to determine the relative concentration of patient' s IgG subclass. IgG subclass concentrations were quantified by nephelometric method. Solid-phase binding assay of FVIII and FVIII inhibitor, combined with Western blot was used to recognize the binding epitope at which the FVIII inhibitor bound to FVIII. RESULTS: (1) Plasma APTT value of patient was prolonged evidently and could not be corrected by normal pooled plasma. Patient's FVIII: C was < 1.5%. The titre of FVIII inhibitor in patient plasma was 147.8 BU. (2) The purified patient IgG was able to inhibit FVIII: C of normal pooled plasma significantly with a dose dependent manner, and the patient plasma could prolong rabbit plasma APTT markedly with a time dependent manner. (3) The FVIII inhibitor was predominantly then of IgG4 subtype with a minority IgG1, and the concentration of IgG4 and IgG1 in the patient was higher than that in normal. The FVIII inhibitor reacted with FVIII 44 x 10(3) fragment epitope. CONCLUSIONS: The inhibiting effect of FVIII inhibitors on FVIII: C in the bullous pemphigoid patient with AH-A is determined and the IgG subclass of the FVIII inhibitor is identified. A binding epitope for the FVIII inhibitor is a FVIII 44 x 10(3) fragment. The results provides evidence for understanding the pathogenesis of AH-A.
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Fator VIII/antagonistas & inibidores , Hemofilia A/imunologia , Imunoglobulina G/sangue , Penfigoide Bolhoso/imunologia , Animais , Epitopos , Fator VIII/imunologia , Feminino , Hemofilia A/complicações , Hemofilia A/etiologia , Humanos , Pessoa de Meia-Idade , Penfigoide Bolhoso/complicações , CoelhosRESUMO
OBJECTIVE: To study the basic therapeutic function of Tiaokou (ST 38). METHODS: According to clinically multi-central randomized controlled and single-blind test principle, 257 cases of periarthritis of shoulder were divided into two groups, a test group (n = 124) treated with oral anti-inflammatory analgesic medicine combined with acupuncture at Tiaokou (ST 38), and a control group (n = 133) treated with oral anti-inflammatory analgesic medicine. Their therapeutic effects were compared. RESULTS: The total effective rate for stopping pain was 96.0% in the test group and 91.7% in the control group with a very significant difference between the two groups (P< 0.01). And the total effective rate for improvement of shoulder activity was 86.3% in the test group and 59.4% in the control group with a very significant difference between the two groups (P<0.01). CONCLUSION: Oral anti-inflammatory analgesic medicine combined with acupuncture has obvious therapeutic effect on periarthritis of shoulder, which is better than that of simple oral anti-inflammatory analgesic medicine.