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1.
Pestic Biochem Physiol ; 203: 105982, 2024 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-39084787

RESUMO

The tropical climate in Malaysia provides an ideal environment for the rapid proliferation of Aedes mosquitoes, notably Aedes aegypti and Aedes albopictus, prominent vectors of dengue fever. Alarmingly, these species are increasingly developing resistance to conventional pesticides. This study aimed to evaluate the efficacy of Metarhizium anisopliae isolate HSAH5 spores, specifically on conidia (CO) and blastospores (BL), against Ae. albopictus larvae. The study centered on evaluating their pathogenic effects and the resultant changes in protein expression. Spore suspensions with varying concentrations were prepared for larvicidal bioassays, and protein expressions were analysed using liquid chromatography-mass spectrometry. Subsequently, protein annotation and network analysis were conducted to elucidate infection mechanisms and the proteomic response. Based on the lethal concentrations and time frames, CO exhibited faster larval mortality than BL at lower concentrations. Despite this, both spore types demonstrated comparable overall pathogenic effects. Results from the proteomic profiling revealed 150 proteins with varied expressions following exposure to Ae. albopictus extract, shedding light on distinct infection strategies between the spores. Gene Ontology enrichment and network analysis illustrated the diverse metabolic adaptations of M. anisopliae and interactions with mosquito larvae. This highlighted the complexity of host-pathogen dynamics and the significance of biosynthetic processes, energy storage, and cellular interaction pathways in disease progression. The BL network, consisting 80 proteins and 74 connections, demonstrates the intricate fungal mechanisms triggered by host stimuli. Conversely, the CO network, though smaller, displayed notable interconnectivity and concentrated involvement at the cell periphery, suggesting a deliberate strategy for initial host contact. This study offers valuable insights into proteome dynamics of M. anisopliae's BL and CO for managing mosquito populations and combating disease transmission, thereby significantly advancing public health and environmental conservation efforts.


Assuntos
Aedes , Larva , Metarhizium , Proteômica , Esporos Fúngicos , Aedes/microbiologia , Metarhizium/patogenicidade , Metarhizium/genética , Animais , Larva/microbiologia , Proteômica/métodos , Virulência , Proteínas Fúngicas/metabolismo , Proteínas Fúngicas/genética , Controle Biológico de Vetores , Controle de Mosquitos/métodos
2.
Heliyon ; 10(9): e29785, 2024 May 15.
Artigo em Inglês | MEDLINE | ID: mdl-38699006

RESUMO

Bats are a significant reservoir for numerous pathogens, including Bartonella spp. It is one of the emerging zoonotic bacterial diseases that can be transmitted to humans and may cause various unspecific clinical manifestations. Thus, bartonellosis is rarely diagnosed and is regarded as a neglected vector-borne disease (VBD). Bat flies have been hypothesised to be a vector in the transmission of pathogens among bats. They are host-specific, which reduces the likelihood of pathogen transmission across bat species; however, they are likely to maintain high pathogen loads within their host species. To explore the presence of Bartonella spp. in bat flies from Peninsular Malaysia; bat fly samples collected from various sites at the east coast states were subjected to molecular detection for Bartonella spp. It was discovered that 38.7 % of bats from Terengganu and Kelantan were infested with bat flies; however, no bat fly was found in bats collected from Pahang. The collected bat flies belonged to the families Nycteribiidae (79.6 %) and Streblidae (20.4 %). The collected bat flies were pooled according to the locations and species into 39 pools. Out of these 39 pools, 66.7 % (n = 26) were positive for Bartonella spp. by PCR. Sequence analyses of five randomly selected PCR-positive pools revealed that pools from Kelantan (n = 3) have the closest sequence identities (99 %) to Bartonella spp. strain Lisso-Nig-922 from Nigeria. However, the other pools from Terengganu (n = 2) were closely related to Bartonella spp. strain KP277 from Thailand and Bartonella spp. strain Rhin-3 from the Republic of Georgia with 99 % and 100 % sequence identity, respectively. This suggests that the Bartonella spp. found in Malaysian bat flies are genetically diverse and can potentially serve as reservoirs for pathogenic Bartonella spp.

3.
Brain Behav Immun ; 119: 597-606, 2024 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-38670238

RESUMO

There is a two-fold higher incidence of depression in females compared to men with recent studies suggesting a role for microglia in conferring this sex-dependent depression risk. In this study we investigated the nature of this relation. Using GWAS enrichment, gene-set enrichment analysis and Mendelian randomization, we found minimal evidence for a direct relation between genes functionally related to microglia and sex-dependent genetic risk for depression. We then used expression quantitative trait loci and single nucleus RNA-sequencing resources to generate polygenic scores (PGS) representative of individual variation in microglial function in the adult (UK Biobank; N = 54753-72682) and fetal (ALSPAC; N = 1452) periods. The adult microglial PGS moderated the association between BMI (UK Biobank; beta = 0.001, 95 %CI 0.0009 to 0.003, P = 7.74E-6) and financial insecurity (UK Biobank; beta = 0.001, 95 %CI 0.005 to 0.015, P = 2E-4) with depressive symptoms in females. The fetal microglia PGS moderated the association between maternal prenatal depressive symptoms and offspring depressive symptoms at 24 years in females (ALSPAC; beta = 0.04, 95 %CI 0.004 to 0.07, P = 0.03). We found no evidence for an interaction between the microglial PGS and depression risk factors in males. Our results illustrate a role for microglial function in the conferral of sex-dependent depression risk following exposure to a depression risk factor.


Assuntos
Depressão , Microglia , Humanos , Microglia/metabolismo , Feminino , Masculino , Depressão/metabolismo , Adulto , Estudo de Associação Genômica Ampla , Herança Multifatorial , Gravidez , Fatores Sexuais , Predisposição Genética para Doença , Fatores de Risco , Locos de Características Quantitativas , Interação Gene-Ambiente , Adulto Jovem , Efeitos Tardios da Exposição Pré-Natal/metabolismo , Caracteres Sexuais , Análise da Randomização Mendeliana
4.
Vet Parasitol Reg Stud Reports ; 47: 100952, 2024 01.
Artigo em Inglês | MEDLINE | ID: mdl-38199695

RESUMO

The close relationship between dogs and humans has led to concerns regarding the transmission of zoonotic pathogens through ectoparasites such as ticks. This study aimed to investigate the occurrence of ticks and the intensity on stray dogs with specific risk factors (size, sex, neutering status, body part). Additionally, identifying the predilection sites of ticks on stray dogs was crucial for developing an effective tick control program in Malaysia. A cross-sectional study was conducted among 64 stray dogs from Kelantan and Selangor States. These dogs were subjected to integumentary examinations, collecting 431 ticks comprising Rhipicephalus sanguineus s.l. "tropical lineage" and Haemaphysalis bispinosa from 53 infested dogs. The overall occurrence of tick infestation was 82.81% (53/64), with an average intensity of 8.13 ticks (range: 1-17) per stray dog. All the potential risk factors considered in this study showed no statistically significant result (P value >0.05). The head, ear, and neck were the most preferred attachment sites for ticks. These findings underscore the importance of implementing tick control programs for stray dogs, which serve as reservoirs of ticks and tick-borne pathogens for owned dogs and humans.


Assuntos
Doenças do Cão , Ixodidae , Rhipicephalus sanguineus , Infestações por Carrapato , Humanos , Cães , Animais , Infestações por Carrapato/epidemiologia , Infestações por Carrapato/veterinária , Malásia/epidemiologia , Estudos Transversais , Doenças do Cão/epidemiologia
5.
Artigo em Chinês | WPRIM (Pacífico Ocidental) | ID: wpr-1006271

RESUMO

ObjectiveThe antitumor activity of sesquiterpenoid M36 isolated from Myrrha against human hepatoma HepG2 cells was investigated in this study. MethodHepG2 cells were treated with M36 at different concentrations (0, 2, 4, 6, 8, 10 μmol·L-1). Firstly, the effects of M36 on the proliferation of human hepatoma HepG2 cells were detected by methyl thiazolyl tetrazolium (MTT), colony formation assay, and EdU proliferation assay. Hoechst staining, flow cytometry analysis, and Western blot were used to explore the effect of M36 on the apoptosis of human hepatoma HepG2 cells. Acridine orange staining and western blotting were used to examine the effect of M36 on autophagy in HepG2 cells. Finally, Western blot was used to detect protein expression of cancer-related signaling pathways. ResultCompared with the blank group, M36 treatment significantly inhibited the proliferation of human hepatoma HepG2 cells (P<0.01), and the half inhibitory concentration (IC50) value of M36 for 48 h was 5.03 μmol·L-1, in a dose- and time-dependent manner. M36 was also able to induce apoptosis and autophagy in human hepatoma HepG2 cells. After treatment with 8 μmol·L-1 M36 for 48 hours, the apoptosis rate of HepG2 cells was (42.03±9.65)% (P<0.01). Compared with the blank group, HepG2 cells treated with 4 and 8 μmol·L-1 M36 for 48 h had a significant increase in cleaved poly ADP-ribose polymerase (cleaved-PARP) protein levels (P<0.01). Acridine orange staining showed that autophagy was significantly activated in HepG2 cells treated with 4 and 8 μmol·L-1 M36 for 48 h compared with the blank group (P<0.01), which was further verified by the up-regulation of microtubule-associated protein 1 light chain 3 Ⅱ (LC3 Ⅱ). Western blot results showed that compared with the blank group, the levels of phosphorylated extracellular regulated protein kinase (p-ERK), phosphorylated p38 mitogen-activated protein kinase (p-p38 MAPK), phosphorylated c-Jun N-terminal kinase (p-JNK), and its downstream nuclear transcription factors c-Jun and p-c-Jun protein were significantly increased in M36 group (P<0.05, P<0.01). The mechanism may be related to the up-regulation of MAPK signaling pathway. ConclusionThe sesquiterpenoid M36 isolated from Myrrha inhibits the proliferation of human hepatoma HepG2 cells and promotes apoptosis and autophagy, which may be related to the activation of the MAPK signaling pathway.

6.
Artigo em Chinês | WPRIM (Pacífico Ocidental) | ID: wpr-1030950

RESUMO

ObjectiveBased on spatial metabolomics technology combined with pharmacological indexes, to analyze the mechanism of Fritillariae Cirrhosae Bulbus(FCB) powder in improving bleomycin-induced pulmonary fibrosis in rats. MethodSixty SD rats were randomly divided into five groups, including the blank group, the model group, and high, medium, low dosage groups of FCB. Except for the blank group, rats in all other groups were injected with bleomycin by tracheal injection to establish a pulmonary fibrosis model. Postoperatively, the high, medium and low dosage groups of FCB were administered aqueous solutions of FCB powder at doses of 0.36, 0.18, 0.09 g·kg-1, respectively, continuously for 28 d. The blank and model groups were given an equal volume of distilled water by gavage. After the last administration, lung tissues and blood samples were collected, the pathological conditions of rat lung tissues were comprehensively evaluated by hematoxylin-eosin(HE) and Masson staining, and aerodynamic assisted desorption electrospray ionization mass spectrometry imaging(AFADESI-MSI) was used for MSI of rat lung tissues from different experimental groups. Spatial metabolomics analysis was conducted on the fibrotic areas of lung tissues in the model group and the high dosage group of FCB based on HE staining images. Differential metabolites between groups were screened by orthogonal partial least squares-discriminant analysis(OPLS-DA), with variable importance in the projection(VIP) values>1, t-test P<0.05, and fold change analysis. Metabolic pathway analysis of the identified differential metabolites was performed using Kyoto Encyclopedia of Genes and Genomes(KEGG). Protein expression levels of nuclear transcription factor-κB p65(NF-κB p65) and heme oxygenase-1(HO-1) in rat lung tissues were detected by Western blot. Biochemical assessments of superoxide dismutase(SOD), malondialdehyde(MDA) and glutathione(GSH) levels in rat lung tissues were conducted. Serum levels of interleukin(IL)-1β, IL-6, nuclear factor erythroid 2 related factor 2(Nrf2), and tumor necrosis factor-α(TNF-α) were measured by enzyme linked immunosorbent assay(ELISA), and some of the screened signaling pathways with strong correlation were verified. ResultThe results of MSI experiment showed that after 28 d of the administration of FCB powder to rats with pulmonary fibrosis, the content of L-arginine in the fibrotic regions of lung tissues was significantly different from that of rats in the model group, and the content of phosphatidylcholine was lower than that in the fibrotic region of lung tissues of rats in the model group. Western blot results confirmed that, in comparison to the model group, oral administration of FCB powder for 28 d could inhibit the elevated expression of NF-κB p65 protein in the lung tissues of rats with pulmonary fibrosis. Furthermore, high dose of FCB powder was able to significantly inhibit the expression of HO-1 after oral administration (P<0.05). The cytokine detection results indicated that the concentrations of IL-1β, IL-6 and TNF-α in the serum of rats from the high, medium, low dosage groups of FCB were reduced by comparing with the model group, and the high dose of Chuanbeimu powder administered by gavage could significantly inhibit the trend of decreased SOD, GSH, Nrf2 contents and increased MDA content induced by bleomycin. ConclusionOral administration of FCB powder has the potential to partially ameliorate bleomycin-induced pulmonary fibrosis in rats, and its mechanism may be related to the regulation of pathways associated with inflammation(NF-κB p65) and oxidative stress(Nrf2/HO-1).

7.
Artigo em Chinês | WPRIM (Pacífico Ocidental) | ID: wpr-962640

RESUMO

ObjectiveTo establish a rapid screening method for influenza virus neuraminidase(NA) inhibitors sourced from Chinese medicines based on fluorescence detection. MethodThe method was constructed based on the principle that after the reaction of the test sample and a certain amount of NA, the activity of some NA will be inhibited by the test sample, and the NA that is still active after the addition of the substrate can generate fluorescence at a specific wavelength when combined with the fluorescent substrate, and the inhibition rate of the test sample on NA was calculated according to the measured fluorescence intensity, so as to evaluate the in vitro inhibitory activity of the test sample on NA. A total of 49 high-purity chemical components from 12 Chinese medicines were used to evaluate the in vitro anti-NA activity by the established method. The theoretical calculated values of binding energy and inhibition constant after docking between the NA protein receptor and the test sample were used to prove the accuracy of the experimental results. The established method was applied to detect the in vitro NA inhibitory activity of different batches of Banlangen granules and Kangbingdu granules, so as to evaluate the quality consistency among different batches of samples. ResultThe methodological examination results showed that the method had good accuracy and repeatability. The screening results of 49 components showed that 22 of them had strong in vitro inhibitory activity against NA than peramivir [half inhibitory concentration(IC50) was 131.2 μmol·L-1], such as schaftoside, isoorientin, chebulinic acid, menthone and isoschaftoside. The inhibitory activity of the remaining 27 components was weaker than that of peramivir. The molecular docking results showed that the theoretical calculation results of binding energies and inhibition constants of most compounds were basically consistent with the experimental results. The test results of the inhibitory activity of 12 batches of Banlangen granules on NA showed that the quality consistency among samples A1, A2, B2, C1, C2, E2 and F2 was good. The analysis results of the inhibitory activity of 9 batches of Kangbingdu granules produced by the same manufacturer on NA showed that the inhibitory rates of samples K1 to K9 were 37.68%, 36.18%, 31.37%, 33.98%, 40.36%, 33.76%, 40.69%, 41.08%, 40.06% when the concentration of 0.02 g·mL-1, and the average inhibitory rate was 37.24%. ConclusionIn this paper, we successfully established an analytical method that can be used to rapidly evaluate whether Chinese medicines (derived from chemical components of traditional Chinese medicine or proprietary Chinese medicines) have in vitro anti-NA activity, which can be a powerful supplement to the existing screening methods for influenza virus NA inhibitors. And this method was used to screen 22 compounds from 12 Chinese medicines with good in vitro inhibitory activity against NA, which can provide candidate compounds for the development of anti-influenza small molecule drugs.

8.
Journal of Medical Informatics ; (12): 13-18,70, 2023.
Artigo em Chinês | WPRIM (Pacífico Ocidental) | ID: wpr-1023433

RESUMO

Purpose/Significance The current situation of internet diagnosis and treatment in medical institutions in Beijing is ana-lyzed and studied to provide references for further promoting internet diagnosis and treatment and improving supervision of internet diagno-sis and treatment in medical institutions.Method/Process By using the methods of literature analysis,questionnaire survey and on-site interview,the current situation of internet diagnosis and treatment in medical institutions that have been qualified for internet diagnosis and treatment in Beijing is investigated.Result/Conclusion The internet diagnosis and treatment has been attached great importance by medical institutions in Beijing and has developed rapidly.However,it is also necessary to further optimize the internal and external envi-ronment for the development of internet diagnosis and treatment,strengthen supervision,and improve the public's acceptance.

9.
Journal of Clinical Hepatology ; (12): 2643-2650, 2023.
Artigo em Chinês | WPRIM (Pacífico Ocidental) | ID: wpr-998821

RESUMO

‍ ObjectiveTo investigate the protective effect of safranal against sepsis-related liver injury (SRLI) induced by lipopolysaccharide (LPS) in mice and its mechanism. MethodsA total of 32 experimental male C57BL/6 mice were divided into control group, single drug group, model group, and treatment group using the simple random method, with 8 mice in each group. The mice in the single drug group and the treatment group were intraperitoneally injected with safranal (60 mg/kg) for 7 days of pretreatment, and the mice in the model group and the treatment group were intraperitoneally injected with LPS (10 mg/kg) to induce acute liver injury. The activities of serum alanine aminotransferase (ALT) and aspartate aminotransferase (AST) were measured; HE staining was used to observe liver tissue sections; immunohistochemistry was used to analyze the expression of the downstream protein heme oxygenase-1 (HO-1) in the signal pathway; TUNEL was used to analyze the apoptosis of hepatocytes; Western blot was used to measure the expression of total proteins (nuclear factor erythroid 2-related factor 2 [Nrf-2] and HO-1) in liver tissue. The human liver cell line L02 was pretreated with safranal (100 μmol/L), followed by induction of acute hepatocellular injury with LPS (100 ng/mL), and DCFH-DA fluorescent labeling was used to detect reactive oxygen species (ROS). ResultsAfter safranal pretreatment, the treatment group had significantly lower levels of ALT and AST than the model group (both P<0.001), with a relatively intact pseudolobular structure and a smaller necrotic area in the liver. Compared with the model group, the treatment group had significant increases in the expression levels of Nrf2 and HO-1 in liver tissue after safranal+LPS treatment (both P<0.001), and immunohistochemistry showed that safranal pretreatment increased the number of HO-1-positive cells. In the cell model of LPS-induced acute liver injury, the treatment group had a significant reduction in the production of ROS compared with the model group. ConclusionSafranal can exert a protective effect against SRLI induced by LPS in mice through the Nrf2/HO-1 pathway.

10.
Parasitol Res ; 121(11): 3321-3326, 2022 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-36114837

RESUMO

Tick-borne pathogens are causing severe diseases in livestock, wild animals, and humans. Wild animals play a crucial role in tick-borne pathogens' transmission life cycle by serving as reservoir hosts or intermediate hosts, posing a continuous risk for domestic animals and humans. The presence of tick-borne pathogens is often ignored in wild animals kept in zoos, which is a public health concern. In the present study, we investigated these pathogens in tick-infested captive wild animals at the Lohi Bher zoo, Pakistan. Blood samples were collected from 22 animals, which include urials (4) (Ovis aries vignei), blackbucks (3) (Antilope cervicapra), fallow deer (1) (Dama dama), hog deer (6) (Axis porcinus), chinkaras (4) (Gazella bennettii), white tiger (2) (Panthera tigris tigris), a giraffe (Giraffa camelopardalis), and African lions (2) (Panthera leo). The samples were screened for Piroplasm and Anaplasma spp. by polymerase chain reaction targeting different gene loci. We detected three Theileria spp. and one Anaplasma sp. from the investigated captive wild animals. The Theileria sp. dama gazelle was detected from chinkara, Theileria sp. NG-2012b from chinkara and giraffe and T. parva from African lion, and Anaplasma bovis was identified in a giraffe. Moreover, Theileria sp. and Anaplasma sp. coinfection was detected in one giraffe. Overall, this study shows that Theileria spp. and Anaplasma spp. are circulating in captive wild animals, which can play an important role in their spread. Further studies are required to monitor tick-borne pathogens in zoo animals and their potential to spread from exotic wild captive animals to local wild and domestic.


Assuntos
Antílopes , Cervos , Girafas , Theileria , Doenças Transmitidas por Carrapatos , Carrapatos , Anaplasma/genética , Animais , Animais Selvagens , Humanos , Paquistão/epidemiologia , Filogenia , Ovinos , Theileria/genética , Doenças Transmitidas por Carrapatos/epidemiologia , Doenças Transmitidas por Carrapatos/veterinária
11.
Acta Pharmaceutica Sinica ; (12): 460-466, 2022.
Artigo em Chinês | WPRIM (Pacífico Ocidental) | ID: wpr-922922

RESUMO

Based on the similar structure of adrenaline shared by higenamine (HI), salsolinol (SA) and coryneine (CO), a photochemical colorimetric sensor based on the displacement reaction of o-diphenol hydroxyl group and alizarin red S-phenylboric acid system was constructed to quickly distinguish and identify the cardiac strength of Shengfupian. The results show that the optimal condition of the sensor is: the molar ratio of alizarin red S (ARS) to phenylboric acid (PA) is 1∶3, reaction temperature is 0 ℃; The preparation method of the sample solution is optimized as follows: 2.5 g of Shengfupian powder was taken, 10 times the amount of methanol was added, and 300 W, 40 kHz ultrasound was carried out for 15 min; methodological studies showed that the method had good precision, repeatability and stability. The |△G| value (G is green, |△G| = |G after - G before|) of each sample was obtained by response values determination of 14 batches of Shengfupian. LC-MS/MS was used to determine the contents of three cardiac components in Shengfupian. It was found that the order of the total contents of cardiotonic components was basically consistent with |△G|. Then the correlation was analyzed, and the correlation coefficient R2 was as high as 0.87, which proved the scientificity and accuracy of this method. This study fills the methodological gap of rapid evaluation of the quality of Shengfupian, and provides the key technical support for the high quality and good price of Shengfupian in the market circulation and clinical application.

12.
Artigo em Chinês | WPRIM (Pacífico Ocidental) | ID: wpr-940604

RESUMO

ObjectiveTo investigate the compatibility rule of traditional Chinese patent medicines (TCPMs) against liver diseases through network analysis. MethodWith “liver” as the search term, TCPMs against liver diseases were retrieved from volume Ⅰ of Chinese Pharmacopoeia (2020 edition), and the basic information of them was collected. TCPMs with same Chinese medicinal materials (CMMs), usage, and indications, but different dosage forms, were unified as one formula. Mutual information entropy (MIE) of CMM couples was calculated to quantify the relationship between them, and the top 25% CMM pairs in MIE were used to construct the compatibility network, with CMM as node and the relationship between CMM pairs as the edge. Key CMM and frequently used CMM combinations were identified based on node centrality and cluster analysis, respectively. The indications of TCPMs related to the CMMs in clusters were recorded. Cytoscape 3.6.1 was employed for visualization and topology analysis of the compatibility network. ResultA total of 179 TCPMs, involving 428 CMMs, were retrieved. Angelicae Sinensis Radix, Paeoniae Radix Alba, and Glycyrrhizae Radix et Rhizoma were identified as key CMMs with high frequency, and Cuscutae Semen-Lycii Fructus, Citri Reticulatae Pericarpium-Cyperi Rhizoma, and Ecliptae Herba-Ligustri Lucidi Fructus combinations had high MIE. Furthermore, the CMMs were clustered into ten groups corresponding to different diseases which, however, all belonged to digestive diseases. ConclusionThis study unveils potential CMM pairs and common CMM combinations against liver diseases, which can serve as a reference for revealing compatibility rules of CMMs and research and development of Chinese medicine.

13.
F1000Res ; 11: 17, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-38269303

RESUMO

The Internet of Things (IoT) is leading the physical and digital world of technology to converge. Real-time and massive scale connections produce a large amount of versatile data, where Big Data comes into the picture. Big Data refers to large, diverse sets of information with dimensions that go beyond the capabilities of widely used database management systems, or standard data processing software tools to manage within a given limit. Almost every big dataset is dirty and may contain missing data, mistyping, inaccuracies, and many more issues that impact Big Data analytics performances. One of the biggest challenges in Big Data analytics is to discover and repair dirty data; failure to do this can lead to inaccurate analytics results and unpredictable conclusions. Different imputation methods were employed in the experimentation with various missing value imputation techniques, and the performances of machine learning (ML) models were compared. A hybrid model that integrates ML and sample-based statistical techniques for missing value imputation is being proposed. Furthermore, the continuation involved the dataset with the best missing value imputation, chosen based on ML model performance for subsequent feature engineering and hyperparameter tuning. K-means clustering and principal component analysis were applied in our study. Accuracy, the evaluated outcome, improved dramatically and proved that the XGBoost model gives very high accuracy at around 0.125 root mean squared logarithmic error (RMSLE). To overcome overfitting, K-fold cross-validation was implemented.


Assuntos
Ciência de Dados , Internet das Coisas , Aprendizado de Máquina , Software , Estudos Longitudinais
14.
Opt Express ; 29(14): 22805-22812, 2021 Jul 05.
Artigo em Inglês | MEDLINE | ID: mdl-34266035

RESUMO

Luminescence intensity ratio (LIR) thermometry is of great interest, because of its wide applications of noninvasive temperature sensing. Here, a LIR thermometry based on combined ground and excited states absorptions is developed using CaWO4:Tb3+. The ratio of single luminescence (5D4-7F5) intensities under 379 and 413 nm excitations with opposite temperature dependences, attributed to the thermal coupling of ground state 7F6 and excited state 7F5, is used to measure temperature. This LIR method achieves a high relative sensitivity of 2.8% K-1, and can avoid complex spectral splitting by collecting all down-shifting luminescence bands, being a promising accurate luminescence thermometry.

15.
Preprint em Inglês | medRxiv | ID: ppmedrxiv-21258803

RESUMO

This study aims to explore the trends of systolic blood pressure (SBP), diastolic BP (DBP), mean arterial pressure (MAP) and pulse pressure (PP) before and 15-minutes after two doses of the BNT162b2 vaccine, which were administered 21 days apart. This vaccine safety active surveillance study was carried out on 15th-16th March (first dose) and 5th-6th April 2021 (second dose), in academic hospital.. Vaccinees above 18 years old, SBP, DBP, MAP and PP pre- and 15 minutes post-vaccination for both doses were analysed. Study outcomes were mean of BP, mean of BP changes, and BP trends measurements. A total of 287 vaccinees were included. A quarter (n=72) had decreased DBP [≥] 10mmHg (mean DBP deceased: 15mmHg, 95%CI: 14-17mmHg) after the first dose, and 12.5% post-second dose (mean DBP decreased: 13mmHg, 95%CI: 12-15mmHg). Post-first dose, 28.6% (n= 82) were found to have widened PP > 40mmHg. After the first dose, those who had elevated and decreased SBP [≥] 20mmHg were 5.2% and 4.9%, respectively. Eleven percent (n = 32) had decreased SBP [≥] 20mmHg post-second dose, nevertheless the psychology effect cannot be ruled out. The BNT162b2 vaccine was generally well tolerated. BP changes after vaccination emphasizes the need for monitoring.

16.
Preprint em Inglês | bioRxiv | ID: ppbiorxiv-430668

RESUMO

Key immune signatures of SARS-CoV-2 infection may associate with either adverse immune reactions (severity) or simply an ongoing anti-viral response (temporality); how immune signatures contribute to severe manifestations and/or temporal progression of disease and whether longer disease duration correlates with severity remain unknown. Patient blood was comprehensively immunophenotyped via mass cytometry and multiplex cytokine arrays, leading to the identification of 327 basic subsets that were further stratified into more than 5000 immunotypes and correlated with 28 plasma cytokines. Low-density neutrophil abundance was closely correlated with hepatocyte growth factor levels, which in turn correlated with disease severity. Deep analysis also revealed additional players, namely conventional type 2 dendritic cells, natural killer T cells, plasmablasts and CD16+ monocytes, that can influence COVID-19 severity independent of temporal progression. Herein, we provide interactive network analysis and data visualization tools to facilitate data mining and hypothesis generation for elucidating COVID-19 pathogenesis.

17.
Journal of Clinical Hepatology ; (12): 2448-2451, 2021.
Artigo em Chinês | WPRIM (Pacífico Ocidental) | ID: wpr-904918

RESUMO

Hepatocellular carcinoma (HCC) is a common type of primary liver cancer with high mortality worldwide. Among the common malignant tumors in China, HCC ranks fourth in terms of incidence rate and ranks second in terms of mortality, which seriously threatens the health and life safety of the Chinese people. This article mainly introduces the dual role of Kupffer cells (KCs) in HCC and briefly describes its interaction with liver parenchymal cells and nonparenchymal cells and related targeted treatment methods. The analysis shows that in-depth research on KCs in the regulation of HCC helps to provide new ideas for further treatment of HCC.

18.
Journal of Clinical Hepatology ; (12): 2448-2451, 2021.
Artigo em Chinês | WPRIM (Pacífico Ocidental) | ID: wpr-904968

RESUMO

Hepatocellular carcinoma (HCC) is a common type of primary liver cancer with high mortality worldwide. Among the common malignant tumors in China, HCC ranks fourth in terms of incidence rate and ranks second in terms of mortality, which seriously threatens the health and life safety of the Chinese people. This article mainly introduces the dual role of Kupffer cells (KCs) in HCC and briefly describes its interaction with liver parenchymal cells and nonparenchymal cells and related targeted treatment methods. The analysis shows that in-depth research on KCs in the regulation of HCC helps to provide new ideas for further treatment of HCC.

19.
Artigo em Chinês | WPRIM (Pacífico Ocidental) | ID: wpr-906118

RESUMO

Objective:To establish and apply a new practical analytical method for identifying the fishy odor of Cordyceps based on headspace-solid phase microextraction-gas chromatography-triple quadrupole mass spectrometry (HS-SPME/GC-QQQ-MS/MS) technique. Method:The InertCap Pure-WAX capillary column (0.25 mm×30 m, 0.25 μm) was used for chromatographic separation. The injection port temperature was set at 250 ℃. The injection mode was split injection with a ratio of 5∶1. High purity helium was used as the carrier gas and control mode was set to constant pressure. The column flow rate was 1.43 mL∙min<sup>-1</sup>, the linear velocity was 43.3 cm∙s<sup>-1</sup>, and the purge flow rate was 3.0 mL∙min<sup>-1</sup>. The chromatographic column temperature program as follows:maintained the initial temperature at 50 ℃ for 5 min, and increased the temperature at a rate of 10 ℃∙min<sup>-1</sup> to 250 ℃, held for 10 min. The column equilibrium time was 2.0 min. The ion source of mass spectrographic analysis was electron ionization with ion source temperature of 200 ℃, and the monitoring mode was set to multiple reaction monitoring. Result:Seven batches of Cordyceps samples were collected, including 3 batches from Sichuan, 3 batches from Qinghai and 1 batch from Tibet. There were six batches of counterfeits, including 3 batches from Sichuan, 2 batches from Guizhou and 1 batch in Xinjiang. A total of 81 volatile compounds were screened out in Cordyceps, which could be divided into 13 types (esters, ketones, aldehydes and others) according to the compound structure, indicating that the fishy odor of Cordyceps was a complex odor. There was no significant difference in the types of volatile compounds of Cordyceps from different regions, which suggested that these volatile compounds in Cordyceps produced in Tibet (Naqu), Qinghai (Yushu and Guoluo) and Sichuan (Litang, Rangtang and Seda) were relatively consistent. However, the contents of some volatile compounds in Cordyceps produced in different regions were quite different, and 16 volatile compounds with significant difference were screened out, including 1-methoxy-2-propyl acetate, <italic>γ</italic>-octalactone, hexyl acetate and others, those compounds maybe could been used as the quality markers for identification of regions of Cordyceps. There was a large difference in volatile compounds between Cordyceps and its counterfeits, and 34 volatile compounds were screened out, including ethyl acetate, acetophenone, 2-ethyl-1-hexanol and others, those compounds maybe could been used as the quality markers for authenticity identification of Cordyceps. Conclusion:In summary, the established method for identifying the fishy odor of Cordyceps in this paper has the characteristics of high sensitivity, accuracy and simplicity, which can provide reference for the analysis of volatile compounds in other Chinese herbal medicines.

20.
Artigo em Chinês | WPRIM (Pacífico Ocidental) | ID: wpr-906438

RESUMO

Objective:To provide a scientific basis for the classification of Phyllanthi Fructus product grades. Method:A total of 30 batches of Phyllanthi Fructus currently available in the market were collected for quantification based on such appearance indexes as diameter, thickness, grain weight, and crust colour (<italic>L</italic><sup>*</sup>, <italic>a</italic><sup>*</sup>, and <italic>b</italic><sup>*</sup> values). The contents of gallic acid, corilagin, chebulagic acid, and ellagic acid were measured by high performance liquid chromatography (HPLC), followed by descriptive statistical analysis (DSA), analysis of variance (ANOVA), and principal component analysis (PCA) to determine the importance of each main index and explore the correlations between the appearance indexes and internal components. The classification standard of Phyllanthi Fructus product grades was formulated, and its scientificity was verified in hepatocelular carcinoma HepG2 cells. Result:The correlation analysis revealed that the crust colour <italic>L</italic><sup>*</sup>, <italic>a</italic><sup>*</sup>, and <italic>b</italic><sup>*</sup> values were significantly negatively correlated with corilagin, chebulagic acid, and ellagic acid (<italic>|r|</italic>>0.5, <italic>P</italic><0.01), but irrelevant to gallic acid (<italic>|r|</italic><0.1). Considering the variable coefficient of each index, PCA results, and the requirement of gallic acid as quality indicator for Phyllanthi Fructus in <italic>Chinese Pharmacopoeia</italic>, the crust colour <italic>L</italic><sup>*</sup>, <italic>a</italic><sup>*</sup>, and <italic>b</italic><sup>*</sup> values and gallic acid content were determined to be the classification indexes. The K-means cluster analysis confirmed that products with crust colour <italic>L</italic><sup>*</sup><44, <italic>a</italic><sup>*</sup><7, and <italic>b</italic><sup>*</sup><10 and gallic acid content >1.6% could be classified into the first class, and those failing to meet the above requirements into the second class. The cell experiment demonstrated that the half-maximal inhibitory concentration (IC<sub>50</sub>) of the first-class product against hepatocelular carcinoma HepG2 cells was lower than that of the second-class product. A colourimetric card was developed based on crust colour <italic>L</italic><sup>*</sup>, <italic>a</italic><sup>*</sup>, and <italic>b</italic><sup>*</sup> values to provide a visual tool for on-site evaluation of Phyllanthi Fructus products. Conclusion:This study has initially established the classification standard of Phyllanthi Fructus product grades, which contributes to guiding price negotiation of Phyllanthi Fructus products based on quality grade and thus ensuring high quality and high price.

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