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1.
J Biomed Inform ; 118: 103794, 2021 06.
Artigo em Inglês | MEDLINE | ID: mdl-33933654

RESUMO

From early March through mid-May 2020, the COVID-19 pandemic overwhelmed hospitals in New York City. In anticipation of ventilator shortages and limited ICU bed capacity, hospital operations prioritized the development of prognostic tools to predict clinical deterioration. However, early experience from frontline physicians observed that some patients developed unanticipated deterioration after having relatively stable periods, attesting to the uncertainty of clinical trajectories among hospitalized patients with COVID-19. Prediction tools that incorporate clinical variables at one time-point, usually on hospital presentation, are suboptimal for patients with dynamic changes and evolving clinical trajectories. Therefore, our study team developed a machine-learning algorithm to predict clinical deterioration among hospitalized COVID-19 patients by extracting clinically meaningful features from complex longitudinal laboratory and vital sign values during the early period of hospitalization with an emphasis on informative missing-ness. To incorporate the evolution of the disease and clinical practice over the course of the pandemic, we utilized a time-dependent cross-validation strategy for model development. Finally, we validated our prediction model on an external validation cohort of COVID-19 patients served in a demographically distinct population from the training cohort. The main finding of our study is the identification of risk profiles of early, late and no clinical deterioration during the course of hospitalization. While risk prediction models that include simple predictors at ED presentation and clinical judgement are able to identify any deterioration vs. no deterioration, our methodology is able to isolate a particular risk group that remain stable initially but deteriorate at a later stage of the course of hospitalization. We demonstrate the superior predictive performance with the utilization of laboratory and vital sign data during the early period of hospitalization compared to the utilization of data at presentation alone. Our results will allow efficient hospital resource allocation and will motivate research in understanding the late deterioration risk group.


Assuntos
COVID-19/diagnóstico , Deterioração Clínica , Simulação por Computador , Idoso , Feminino , Hospitalização , Hospitais , Humanos , Masculino , Cidade de Nova Iorque , Pandemias , Curva ROC , Estudos Retrospectivos , Medição de Risco
2.
Platelets ; 25(4): 292-9, 2014.
Artigo em Inglês | MEDLINE | ID: mdl-23971791

RESUMO

Abstract An accumulating number of studies are revealing that platelet reactivity above specific cut-off scores leads to exponentially increased rates of post-percutaneous coronary intervention (PCI) ischemic events. To evaluate the optimal predictive values for three different platelet function measurement assays of platelet reactivity on early clinical outcomes in Korean patients undergoing PCI, we enrolled 228 patients receiving clopidogrel prior to PCI. Platelet reactivity was measured by light transmittance aggregometry (LTA), VerifyNow P2Y12 assay, and multiple electrode platelet aggregometry (MEA). The primary endpoint was the 30-day occurrence of ischemic events after PCI. MACE occurred in 36 patients (15.8%), including 35 patients (15.4%) with periprocedural MI and the death of one patient (0.4%). ADP-induced LTA and VerifyNow values (pre- and post-PCI) were significantly higher in patients with the subsequent occurrence of periprocedural MI, but the MEA assay data (PCI and post-PCI) displayed no significant differences (pre-PCI p=0.25 and post-PCI p=0.33). ROC curve analysis demonstrated HPR values for LTA (pre-PCI, >66% and post-PCI, >53 %, all p<0.001), VerifyNow (pre-PCI, >347 PRU and post-PCI >272 PRU, all p<0.001) and MEA (pre-PCI, >50 U and post-PCI >39 U, all p>0.05). The platelet reactivity measurements by LTA and the VerifyNow assay can discriminate the risk of 30-day ischemic events after PCI. The predictive cut-off values for adverse events are dependent on sampling time.


Assuntos
Plaquetas/metabolismo , Isquemia Miocárdica/sangue , Isquemia Miocárdica/diagnóstico , Ativação Plaquetária , Testes de Função Plaquetária , Idoso , Povo Asiático , Plaquetas/efeitos dos fármacos , Clopidogrel , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Isquemia Miocárdica/prevenção & controle , Isquemia Miocárdica/terapia , Intervenção Coronária Percutânea/efeitos adversos , Inibidores da Agregação Plaquetária/farmacologia , Prognóstico , Curva ROC , República da Coreia , Fatores de Risco , Ticlopidina/análogos & derivados , Ticlopidina/farmacologia
3.
Platelets ; 25(4): 285-91, 2014.
Artigo em Inglês | MEDLINE | ID: mdl-23971745

RESUMO

Published data suggests that the presence of CYP2C19*2 or *3 loss of function (LOF) alleles is indicative of increased platelet aggregation and a higher risk of adverse cardiovascular events after clopidogrel administration. We sought to determine cut-off values using three different assays for prediction of the CYP2C19 phenotype in Korean percutaneous coronary intervention (PCI) patients. We enrolled 244 patients with drug-eluting stent implantation who were receiving clopidogrel and aspirin maintenance therapy for one month or more. Platelet reactivity was assessed with light transmittance aggregometry (LTA), multiple electrode aggregometry (MEA) and the VerifyNow P2Y12 assay (VN). The CYP2C19 genotype was analyzed by polymerase chain reaction (PCR) and snapshot method. The frequency of CYP2C19 LOF allele carriers was 58.6%. The cut-off values from LTA, MEA and VerifyNow for the identification of LOF allele carriers were as follows: 10 µM ADP-induced LTA ≥ 48 %, VN>242 PRU and MEA ≥ 37 U. Between the three tests, correlation was higher between LTA vs. VN assays (r=0.69) and LTA vs. MEA (r=0.56), with moderate agreement (κ=0.46 and κ=0.46), but between VN assay and MEA, both devices using whole blood showed a lower correlation (r=0.42) and agreement (κ=0.3). Our results provide guidance regarding cut-off levels for LTA, VerifyNow and MEA assays to detect the CYP2C19 LOF allele in patients during dual antiplatelet maintenance therapy.


Assuntos
Citocromo P-450 CYP2C19/metabolismo , Fenótipo , Inibidores da Agregação Plaquetária/uso terapêutico , Testes de Função Plaquetária , Alelos , Aspirina/administração & dosagem , Aspirina/uso terapêutico , Plaquetas/efeitos dos fármacos , Clopidogrel , Citocromo P-450 CYP2C19/genética , Stents Farmacológicos/efeitos adversos , Genótipo , Humanos , Isquemia Miocárdica/diagnóstico , Isquemia Miocárdica/etiologia , Isquemia Miocárdica/prevenção & controle , Intervenção Coronária Percutânea/efeitos adversos , Ativação Plaquetária/efeitos dos fármacos , Ativação Plaquetária/genética , Inibidores da Agregação Plaquetária/administração & dosagem , Curva ROC , Ticlopidina/administração & dosagem , Ticlopidina/análogos & derivados , Ticlopidina/uso terapêutico
4.
Sci Rep ; 14(1): 5224, 2024 03 04.
Artigo em Inglês | MEDLINE | ID: mdl-38433238

RESUMO

Large language models (LLMs) have the potential to transform our lives and work through the content they generate, known as AI-Generated Content (AIGC). To harness this transformation, we need to understand the limitations of LLMs. Here, we investigate the bias of AIGC produced by seven representative LLMs, including ChatGPT and LLaMA. We collect news articles from The New York Times and Reuters, both known for their dedication to provide unbiased news. We then apply each examined LLM to generate news content with headlines of these news articles as prompts, and evaluate the gender and racial biases of the AIGC produced by the LLM by comparing the AIGC and the original news articles. We further analyze the gender bias of each LLM under biased prompts by adding gender-biased messages to prompts constructed from these news headlines. Our study reveals that the AIGC produced by each examined LLM demonstrates substantial gender and racial biases. Moreover, the AIGC generated by each LLM exhibits notable discrimination against females and individuals of the Black race. Among the LLMs, the AIGC generated by ChatGPT demonstrates the lowest level of bias, and ChatGPT is the sole model capable of declining content generation when provided with biased prompts.


Assuntos
Insuficiência da Valva Aórtica , Camelídeos Americanos , Humanos , Feminino , Masculino , Animais , Sexismo , Viés , Idioma
5.
Eur J Radiol ; 178: 111632, 2024 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-39059082

RESUMO

BACKGROUND: "Watch-and-wait" approach is an important management option in asymptomatic follicular lymphoma (FL) patients with low tumor burden. Since most FL lesions are FDG-avid, we wonder if 18F-FDG PET/CT at baseline can help to better choose the patients who can benefit from early chemotherapy. This study aimed to investigate the prognostic value of baseline 18F-FDG PET/CT in newly diagnosed FL patients treated with either watch-and-wait approach or chemotherapy. RESULTS: Patients received chemotherapy as initial treatment had higher Ann Arbor stage, higher incidence of extranodal involvement and bulky disease, more involved lymph nodes larger than 3 cm, and higher SUVmax, MTV, and TLG than those managed with watch-and-wait approach (p < 0.05). The median PFS and TTNT in patients received chemotherapy and under watch-and-wait did not show significant difference, however patients with MTV<111.66 mL or TLG<141.50 SUVbw*mL had significantly longer PFS and TTNT than those patients with MTV≥111.66 mL or TLG≥141.50 SUVbw*mL (p < 0.05). Further analysis revealed that for patients with TLG≥141.50 SUVbw*mL or MTV≥111.66 mL, those who received chemotherapy as initial treatment had a significantly longer PFS and TTNT than those managed with initial watch-and-wait approach (p < 0.05). However, for patients with MTV<111.66 mL or TLG<141.50 SUVbw*mL in baseline PET/CT, there was no significant difference in PFS or TTNT between patients who received chemotherapy and those under watch-and-wait. CONCLUSION: Baseline 18F-FDG PET/CT may provide prognostic value and help to improve the decision-making of initial treatment plans for newly diagnosed FL patients.


Assuntos
Fluordesoxiglucose F18 , Linfoma Folicular , Tomografia por Emissão de Pósitrons combinada à Tomografia Computadorizada , Compostos Radiofarmacêuticos , Humanos , Linfoma Folicular/diagnóstico por imagem , Linfoma Folicular/tratamento farmacológico , Tomografia por Emissão de Pósitrons combinada à Tomografia Computadorizada/métodos , Feminino , Masculino , Pessoa de Meia-Idade , Idoso , Adulto , Prognóstico , Conduta Expectante , Resultado do Tratamento , Estudos Retrospectivos
6.
Nat Prod Res ; : 1-8, 2024 Mar 12.
Artigo em Inglês | MEDLINE | ID: mdl-38472190

RESUMO

Eleven compounds were obtained from Portulaca oleracea L., including two novel ketone alkaloids, (1, 2), 4-hydroxy-3-methoxybenzamide (3) (isolated for the first time), ß-adenosine (4), oleracrylimide A and B (5, 6), oleracein H, C, D, Q and A (7-11). The two novel ketone alkaloids were identified as 5-acetyl-5-methylcyclopent-2-ene-1-carboxamide (1), named oleraciamide H, and (2 R,3S,4R,5R)-5-((R)-1,2-dihydroxyethyl)-3,4-dihydroxytetrahydrofuran-2-yl glycinate (2), named oleracone Q by spectroscopic methods, including 1D, 2D NMR and compound fingerprints. Additionally, their anti-inflammatory activities were tested via RAW 264.7 cells induced by LPS and found that they could significantly inhibit the release of IL-1ß and TNF-α.

7.
Front Chem ; 12: 1324840, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-38532804

RESUMO

In this work, the thermal stability of four types of 18,650 lithium-ion batteries with LiCoO2 (LCO), LiFePO4 (LFP), LiNi0.8Co0.1Mn0.1O2 (NCM811) and LiNi0.8Co0.15Al0.05O2 (NCA) materials as cathodes are experimentally investigated by the accelerating rate calorimeter (ARC) and the isothermal battery testing calorimeter (iso-BTC) under adiabatic and isothermal conditions, respectively. The thermal runaway danger level of these batteries can be ranked as LCO > NCA > NCM811 >> LFP by judging from the values of Tmax and HRmax, nominal. The higher the nickel and cobalt content, the higher the lithium-ion battery capacity, but the worse the thermal stability. The Qtotal of NCA is the largest in the complete standard charge and discharge process, due to that the capacity of NCA is significantly higher than that of the other three batteries, resulting in remarkable increase in Qirre proportioned to the square of the current. When the ambient temperature rises, the energy release decreases owing to the decrease in the internal resistance of the battery. These studies are expected to have important implications for the subsequent safe design of commercial lithium-ion batteries with different cathode materials.

8.
Nat Prod Res ; : 1-8, 2024 Jul 21.
Artigo em Inglês | MEDLINE | ID: mdl-39034464

RESUMO

Two new carbon skeleton compounds, identified as 2-(1-(3-hydroxy-2,2,6-trimethyl-6-vinyltetrahydro-2H-pyran-3-yl)-2-methylpropoxy)-6-(hydroxymethyl)tetrahydro-2H-pyran-3,4,5-triol named Olerapyran A (1), and (E)-3-(6-acetyl-2-methyl-5-((3,4,5-trihydroxy-6-(hydroxymethyl)tetrahydro-2H-pyran-2-yl)oxy)cyclooctylidene)butan-2-one named Oleraoctyl (2), were first isolated from Portulaca oleracea L., then their structures were determined using spectroscopic methods, including UHPLC-ESI-QTOF/MS, 1D and 2D NMR. In addition, the activities of Olerapyran A and Oleraoctyl inhibiting nitric oxide (NO) were studied.

9.
Circ J ; 77(5): 1253-9, 2013.
Artigo em Inglês | MEDLINE | ID: mdl-23363643

RESUMO

BACKGROUND: Previous studies involving a loading dose (LD) of 60 mg prasugrel have suggested that active metabolite exposure and pharmacodynamic responses may be higher in persons of Asian ethnicity than in Caucasian subjects. The aim of this study was to determine the pharmacodynamic effect of an LD of 30 mg prasugrel and 600 mg clopidogrel in healthy Korean volunteers. METHODS AND RESULTS: Twelve volunteers were randomly assigned to a prasugrel or a clopidogrel group. Following a 2-week washout period, group designations and treatments were switched (6 per group). Platelet function was serially measured via light transmission aggregometry (LTA), VerifyNow and multiple electrode platelet aggregometry (MEA) assays at baseline and 0.5, 2, 6, and 24h after LD. Inhibition of platelet aggregation (IPA) at 0.5-24 h after prasugrel was significantly higher (P<0.001) than that achieved by clopidogrel. The prasugrel peak IPA at 2 h after LD was 93.7% (±6.2%) compared to the clopidogrel peak IPA at 6h after LD at 65.8% (±17.2%). The VerifyNow and MEA assay yielded results similar to those obtained by LTA. CONCLUSIONS: In healthy Korean subjects, a 30-mg LD of prasugrel yields a more rapid, potent and consistent inhibition of platelet function than a 600-mg LD of clopidogrel.


Assuntos
Povo Asiático , Piperazinas/administração & dosagem , Inibidores da Agregação Plaquetária/administração & dosagem , Agregação Plaquetária/efeitos dos fármacos , Tiofenos/administração & dosagem , Ticlopidina/análogos & derivados , Adulto , Análise de Variância , Clopidogrel , Estudos Cross-Over , Humanos , Masculino , Testes de Função Plaquetária , Cloridrato de Prasugrel , República da Coreia , Ticlopidina/administração & dosagem , Fatores de Tempo , Adulto Jovem
10.
Platelets ; 24(5): 339-47, 2013.
Artigo em Inglês | MEDLINE | ID: mdl-22774770

RESUMO

Outcomes of platelet function tests are highly dependent on the type of blood anticoagulant used. The primary objective of this study was to clinically evaluate the platelet function after dual antiplatelet therapy using two different types of anticoagulant (citrate and hirudin). We compared data obtained from multiple electrode platelet aggregometry (MEA) with reference to light transmission aggregometry (LTA) and VerifyNow (VN) assays. Blood samples were obtained from 119 patients on dual antiplatelet therapy at the time of PCI (PCI) and the following morning (post-PCI). The platelet function tests were performed using two anticoagulated (citrate or hirudin) blood types for MEA as well as citrated blood for LTA and VerifyNow assays. ADP-induced MEA values at PCI for citrated and hirudinated anticoagulants were 36.5 ± 14.3 AUC and 41.4 ± 18.2 AUC (p = 0.021) and post-PCI values were 28.2 ± 11.9 AUC and 28.3 ± 12.8 AUC (p = 0.95). Additionally, AA-induced MEA values at PCI by citrated and hirudinated blood was 13.4 ± 7.3 AUC and 17.6 ± 13.4 AUC (p < 0.01). Post-PCI AA-induced MEA values were 12.0 ± 6.7 AUC and 13.5 ± 8.5 AUC (p = 0.12), respectively. Significant correlations were observed between the two anticoagulants used for MEA and LTA or VN values under ADP-induced platelet stimulation. Citrate tubes are clinically adequate for MEA assays and provide a more economical alternative to hirudin for early and/or delayed phases after clopidogrel-loading doses.


Assuntos
Angioplastia Coronária com Balão , Anticoagulantes/farmacologia , Aspirina/farmacologia , Inibidores da Agregação Plaquetária/farmacologia , Agregação Plaquetária/efeitos dos fármacos , Ticlopidina/análogos & derivados , Difosfato de Adenosina/farmacologia , Idoso , Análise de Variância , Anticoagulantes/administração & dosagem , Ácido Araquidônico/farmacologia , Aspirina/administração & dosagem , Ácido Cítrico/administração & dosagem , Ácido Cítrico/farmacologia , Clopidogrel , Feminino , Hirudinas/administração & dosagem , Hirudinas/farmacologia , Humanos , Masculino , Pessoa de Meia-Idade , Inibidores da Agregação Plaquetária/administração & dosagem , Testes de Função Plaquetária , Curva ROC , Fatores de Risco , Sensibilidade e Especificidade , Stents , Ticlopidina/administração & dosagem , Ticlopidina/farmacologia
11.
Diagnostics (Basel) ; 13(13)2023 Jun 30.
Artigo em Inglês | MEDLINE | ID: mdl-37443628

RESUMO

A 63-year-old man with a history of right plantar malignant melanoma (T3bN0M0, IIb) developed multiple metastases in bilateral lungs 19 months after surgery. Subsequent 18F-FDG PET/CT revealed multiple pulmonary metastases with intense FDG uptake and detected a hypermetabolic lesion in the lateral wall of the left ventricle, which was considered to be a cardiac metastasis of malignant melanoma. This lesion was later confirmed in the dynamic myocardial perfusion MR. This case demonstrates the effectiveness of 18F-FDG PET/CT in detecting occult cardiac metastases of malignant melanoma.

12.
Clin Nucl Med ; 48(5): 463-465, 2023 May 01.
Artigo em Inglês | MEDLINE | ID: mdl-36881573

RESUMO

ABSTRACT: A 57-year-old man presented with a dry cough and renal insufficiency. Serum immunoglobulin G4 (IgG4) level was markedly elevated, and IgG4-related disease was clinically considered. 18 F-FDG PET/CT revealed mild uptake in salivary glands and also moderately increased activity in renal parenchyma and prostate. 68 Ga-FAPI PET/CT detected prominent and evenly distributed 68 Ga-FAPI uptake in the kidney, and the pancreas, salivary gland, and prostate also showed intense activity, consistent with IgG4-related disease involving the kidney, pancreas, salivary gland, and prostate.


Assuntos
Doença Relacionada a Imunoglobulina G4 , Nefropatias , Masculino , Humanos , Pessoa de Meia-Idade , Fluordesoxiglucose F18 , Compostos Radiofarmacêuticos , Tomografia por Emissão de Pósitrons combinada à Tomografia Computadorizada , Doença Relacionada a Imunoglobulina G4/diagnóstico por imagem , Rim/diagnóstico por imagem , Nefropatias/diagnóstico por imagem , Radioisótopos de Gálio , Imunoglobulina G
13.
Clin Nucl Med ; 48(10): 894-895, 2023 Oct 01.
Artigo em Inglês | MEDLINE | ID: mdl-37565820

RESUMO

ABSTRACT: A 23-year-old man was recently diagnosed with Langerhans cell histiocytosis (LCH). 68 Ga-FAPI PET/CT showed multiple lesions with intense FAPI uptake in the axial and appendicular skeleton with lytic or mixed bone destruction, consistent with osseous lesions of LCH. FAPI-avid foci around the right atrium and inferior vena cava, as well as micronodules and thin-walled cysts in the lungs, were also noted, possibly also involvement of LCH. This case suggested that 68 Ga-FAPI PET/CT may have the potential to be applied in evaluation of LCH.


Assuntos
Histiocitose de Células de Langerhans , Tomografia por Emissão de Pósitrons combinada à Tomografia Computadorizada , Masculino , Humanos , Adulto Jovem , Adulto , Fluordesoxiglucose F18 , Pulmão/patologia , Osso e Ossos/patologia , Histiocitose de Células de Langerhans/diagnóstico por imagem , Histiocitose de Células de Langerhans/patologia
14.
Int J Clin Exp Pathol ; 16(10): 282-293, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-37970332

RESUMO

OBJECTIVES: Human Amniotic Mesenchymal Stem Cells (hAMSCs) have strong multidirectional differentiation ability. Studies have found that transfection of target genes into target cells by lentivirus can enhance the differentiation potential of the cells. Angiotensin-Converting Enzyme 2 (ACE2) was found to improve vascular remodeling. Research is lacking on ACE2-hAMSCs. Therefore, this study aimed to investigate the ability to improve pulmonary arterial hypertension using ACE2-hAMSCs. METHODS: Lentiviruses overexpressing ACE2 were mixed with hAMSCs. Then, ACE2-hAMSCs and hAMSCs with good growth in logarithmic growth phase were collected. We detected their migration and angiogenesis. RT-qPCR technology was used to detect the expression levels of genes related to angiogenesis, and inflammation in the two cell lines, and western-blotting was used to detect the expression levels of ACE2. As an animal study, 21 rats were randomly divided into four different groups. Right heart hypertrophy, pulmonary angiogenesis, and serum inflammatory factors were measured before dissection. H&E staining was used to observe the inflammatory infiltration of lung tissues. RESULTS: The migration and angiogenesis of ACE2-hAMSCs were strongerthan that of hAMSCs alone. The expressions of genes in ACE2-hAMSCs were higher, and the expression of ACE2 protein in ACE2-hAMSCs was less. H&E staining showed that the inflammatory infilration of lung tissue in ACE2-hAMSCs groups was significantly improved. In addition, the ACE2-hAMSCs group had stronger pro-angiogenesis and anti-inflammatory effects. CONCLUSION: These results suggest that ACE2-hAMSCs can repair pulmonary vascular endothelial cell injury caused by pulmonary hypertension by promoting angiogenesis and anti-inflammatory ability. This shows that ACE2-hAMSCs have stronger ability to improve pulmonary vascular remodeling than hAMSCs alone.

15.
HERD ; 15(1): 55-74, 2022 01.
Artigo em Inglês | MEDLINE | ID: mdl-34974766

RESUMO

OBJECTIVE: Entrusted by the Harbin Municipal Government, evaluation medical building system for prevention and control of sudden infectious diseases in the city has been established. BACKGROUND: China, as a country that found the COVID-19 earlier, has taken strict control measures. However, as the medical building system is not perfect enough to prevent and control sudden infectious diseases. METHOD: First, expert group methodology was used and evaluation index of ability of prevention and control of sudden infectious diseases in medical building system was selected; then fuzzy comprehensive evaluation was adopted to establish index set and to set weight and medical building system evaluation model for prevention and control of sudden infectious diseases was constructed; finally, it's to modify the indicators and weights in the evaluation set and to make an evaluation of the ability of Harbin medical building system to prevent and control sudden infectious diseases in accordance with the current management mode of system. RESULTS: The medical building system in Harbin is significantly unbalanced in its ability to prevent sudden infections where there are low indicators for response monitoring and forecasting terminals, there are high indicators for the construction of emergency center. CONCLUSIONS: The evaluation model of the ability of medical building system to prevent and control sudden infectious diseases was constructed. The model is adopted to make practical evaluation of infectious disease prevention and control ability in Harbin and to form the evaluation method of the direct connection between the theoretical research of medical architecture and medical building design.


Assuntos
COVID-19 , China , Humanos , SARS-CoV-2
16.
Front Genet ; 13: 769828, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-35677562

RESUMO

In the field of bioinformatics, understanding protein secondary structure is very important for exploring diseases and finding new treatments. Considering that the physical experiment-based protein secondary structure prediction methods are time-consuming and expensive, some pattern recognition and machine learning methods are proposed. However, most of the methods achieve quite similar performance, which seems to reach a model capacity bottleneck. As both model design and learning process can affect the model learning capacity, we pay attention to the latter part. To this end, a framework called Multistage Combination Classifier Augmented Model (MCCM) is proposed to solve the protein secondary structure prediction task. Specifically, first, a feature extraction module is introduced to extract features with different levels of learning difficulties. Second, multistage combination classifiers are proposed to learn decision boundaries for easy and hard samples, respectively, with the latter penalizing the loss value of the hard samples and finally improving the prediction performance of hard samples. Third, based on the Dirichlet distribution and information entropy measurement, a sample difficulty discrimination module is designed to assign samples with different learning difficulty levels to the aforementioned classifiers. The experimental results on the publicly available benchmark CB513 dataset show that our method outperforms most state-of-the-art models.

17.
Front Chem ; 10: 1008884, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-36186596

RESUMO

Petrochemical excess sludge, as hazardous solid waste, poses a great threat to the environment and is difficult to dispose of in an economic and environmentally friendly way. A new alternative of using the petrochemical excess sludge to prepare ceramsite is proposed. The relationship between the sintering behavior of dried excess sludge, including the composition, temperature, fluxing agent, and pore-forming agent addition, and the properties of ceramsite is investigated. The properties of ceramsite are primarily affected by the sintering temperature and the addition of a fluxing agent. Ceramsite with a sintering-expanded surface is prepared. Also, its water absorption is quite low, indicating an improvement in densification due to sintering. Moreover, the leaching toxicity of the heavy metals in the dried excess sludge and prepared ceramsite is also investigated. It reveals the feasibility of ceramsite preparation by sintering petrochemical excess sludge.

18.
J Mol Cell Cardiol ; 51(5): 702-12, 2011 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-21782826

RESUMO

Stem cell therapy has recently been limited by poor engraftment and the marginal influence of the administered cells. This study aimed to enhance the survival and angiogenic capacity of human umbilical cord blood (UCB)-derived mononuclear cells (MNCs) and to demonstrate their therapeutic effects on experimental ischemia. A specific culture medium containing five growth factors (Flt-3L, EGF, TPO, FGF and IGF-1) augmented cell proliferation, adhesion potential as well as stimulated MNCs to become progenitor-like cells. In addition, qRT-PCR demonstrated that MNCs cultured with these five growth factors (5f-MNCs) markedly up-regulated multiple angiogenic, arteriogenic and anti-apoptotic factors compared with uncultured MNCs. In an ischemic hindlimb model, the injection of 5f-MNCs prevented limb loss and augmented blood perfusion, capillary density, vascular maturation and angiogenic cytokines in the affected tissues. In addition, the 5f-MNCs exhibited an increased engraftment rate and an endothelial phenotype and stimulated angiogenic factors in ischemic hindlimbs as demonstrated by flow cytometric, immunohistochemical and qRT-PCR analyses. Taken together, these data suggest that 5f-MNCs could be used as a novel therapy for the treatment of ischemic cardiovascular disease due to their increased level of engraftment and angiogenic potential.


Assuntos
Sangue Fetal/efeitos dos fármacos , Membro Posterior/metabolismo , Peptídeos e Proteínas de Sinalização Intercelular/farmacologia , Isquemia , Leucócitos Mononucleares/efeitos dos fármacos , Neovascularização Fisiológica , Transplante de Células-Tronco , Animais , Biomarcadores/análise , Técnicas de Cultura de Células , Proliferação de Células/efeitos dos fármacos , Sobrevivência Celular/efeitos dos fármacos , Modelos Animais de Doenças , Endotélio Vascular/citologia , Endotélio Vascular/metabolismo , Feminino , Sangue Fetal/citologia , Sangue Fetal/metabolismo , Citometria de Fluxo , Membro Posterior/irrigação sanguínea , Membro Posterior/fisiopatologia , Humanos , Injeções Intramusculares , Peptídeos e Proteínas de Sinalização Intercelular/genética , Peptídeos e Proteínas de Sinalização Intercelular/metabolismo , Isquemia/metabolismo , Isquemia/fisiopatologia , Isquemia/terapia , Leucócitos Mononucleares/citologia , Leucócitos Mononucleares/metabolismo , Masculino , Camundongos , Camundongos Nus , Reação em Cadeia da Polimerase em Tempo Real , Transplante Heterólogo
19.
J Public Health Res ; 10(1)2021 Mar 10.
Artigo em Inglês | MEDLINE | ID: mdl-33849254

RESUMO

BACKGROUND: A key challenge in estimating epidemiological parameters for a pandemic such as the initial COVID-19 outbreak in Wuhan is the discrepancy between the officially reported number of infections and the true number of infections. A common approach to tackling the challenge is to use the number of infections exported from the originating city to infer the true number. This approach can only provide a static estimate of the epidemiological parameters before city lockdown because there are almost no exported cases thereafter. METHODS: We propose a Bayesian estimation method that dynamically estimates the epidemiological parameters by recovering true numbers of infections from day-to-day official numbers. To illustrate the use of this method, we provide a comprehensive retrospection on how the COVID-19 had progressed in Wuhan from January 19 to March 5, 2020. Particularly, we estimate that the outbreak sizes by January 23 and March 5 were 11,239 [95% CI 4,794-22,372] and 124,506 [95% CI 69,526-265,113], respectively. RESULTS: The effective reproduction number attained its maximum on January 24 (3.42 [95% CI 3.34-3.50]) and became less than 1 from February 7 (0.76 [95% CI 0.65-0.92]). We also estimate the effects of two major government interventions on the spread of COVID-19 in Wuhan. CONCLUSIONS: This case study by our proposed method affirms the believed importance and effectiveness of imposing tight non-essential travel restrictions and affirm the importance and effectiveness of government interventions (e.g., transportation suspension and large scale hospitalization) for effective mitigation of COVID-19 community spread.

20.
Front Chem ; 9: 674271, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-33981676

RESUMO

This study focuses on the recycling of a spent fluid catalytic cracking (FCC) catalyst to produce catalyst-based non-sintered bricks (CN-bricks) for the recovery of its aluminosilicate components and the solidification of heavy metals. The effects of the content of cement (10-20%), the proportion of FCC (10-40%), and the type of an activator (NaOH/Na2SiO3/Na2SO4) on the performance of a CN-brick were investigated in terms of the mechanical strength and leaching behavior. The results show that an optimal binder system of 20% cement + Na2SO4 could promote the compressive strength up to 42.3 MPa; the proportion of an optimal spent FCC catalyst of 20% could achieve the lowest porosity and water absorption. The microscopic mechanism of a cementitious process was analyzed by x-ray diffraction (XRD), Fourier transform infrared spectroscopy (FTIR), and scanning electron microscopy (SEM), proving that C-S-H and ettringite (AFt) are the two main hydration products of a CN-brick. Na2SO4 is superior to NaOH or Na2SiO3 as an activator since Na2SO4 takes advantage of the aluminum-rich property of a spent FCC catalyst and specifically promote the formation of a needle-like AFt. Quantitative environmental risk assessment for the utilization of a CN-brick on roads was carried out based on the leaching test of a toxicity characteristic leaching procedure (TCLP), NEN 7371 maximum availability test, and the hazard Index (HI) identification, and a final HI 0.0045 (<1.0) indicates an acceptable risk for environment and nearby residents as CN-bricks are utilized on roads for 30 years.

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