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      Pubmed文獻(xiàn)速遞|高血糖水平是2019冠狀病毒疾病嚴(yán)重程度的主要危險(xiǎn)因素

       PaperRSS 2021-05-02

      SARS-CoV-2在2019年底開始傳播,導(dǎo)致2019冠狀病毒疾病,這種疾病在幾個(gè)月內(nèi)就在人群中達(dá)到流行病的比例。不同人群之間疾病嚴(yán)重程度不同的原因,特別是為什么疾病對老齡人口和那些具有特定先決條件的人的影響更為嚴(yán)重,目前尚不清楚。

      我們開發(fā)了機(jī)器學(xué)習(xí)模型,可以在 CORD-19數(shù)據(jù)庫中公開訪問240,000篇科學(xué)論文,并構(gòu)建了知識圖形,以綜合提取的信息和瀏覽集體知識,試圖尋找導(dǎo)致疾病嚴(yán)重程度的潛在共同潛在原因。文獻(xiàn)反復(fù)指出血糖升高是2019冠狀病毒疾病發(fā)展的關(guān)鍵促進(jìn)因素。

      事實(shí)上,當(dāng)我們追溯 SARS-CoV-2感染的步驟時(shí),我們發(fā)現(xiàn)有證據(jù)表明升高的葡萄糖與病毒生命周期的每一步、疾病的進(jìn)展和癥狀的表現(xiàn)有關(guān)。具體來說,葡萄糖濃度的升高為病毒提供了理想的條件,以逃避和削弱肺部的第一層免疫防御系統(tǒng),進(jìn)入肺泡深處的細(xì)胞,與 ACE2受體結(jié)合并進(jìn)入肺細(xì)胞,加速病毒在細(xì)胞內(nèi)的復(fù)制,增加細(xì)胞死亡,并誘發(fā)肺部炎癥反應(yīng),壓倒已經(jīng)減弱的先天免疫系統(tǒng),引發(fā)系統(tǒng)性感染、炎癥和細(xì)胞損傷、細(xì)胞因子風(fēng)暴和血栓事件。

      我們通過分析跨文獻(xiàn)的數(shù)據(jù),在肺部氣道表面原子重建病毒,并對葡萄糖水平對感染過程的影響進(jìn)行定量計(jì)算模擬,來驗(yàn)證這一假設(shè)的可行性。

      我們的結(jié)論是,血糖水平的升高可以通過多種機(jī)制促進(jìn)疾病的進(jìn)展,并且可以解釋在整個(gè)人群中所看到的疾病嚴(yán)重程度的差異。這項(xiàng)研究提出了診斷建議、新的研究領(lǐng)域和潛在的治療方法,以及引起血糖水平升高的治療策略和關(guān)鍵護(hù)理?xiàng)l件的注意事項(xiàng)。

      SARS-CoV-2 started spreading towards the end of 2019 causing COVID-19, a disease that reached pandemic proportions among the human population within months. The reasons for the spectrum of differences in the severity of the disease across the population, and in particular why the disease affects more severely the aging population and those with specific preconditions are unclear. We developed machine learning models to mine 240,000 scientific papers openly accessible in the CORD-19 database, and constructed knowledge graphs to synthesize the extracted information and navigate the collective knowledge in an attempt to search for a potential common underlying reason for disease severity. The literature repeatedly pointed to elevated blood glucose as a key facilitator in the progression of COVID-19. Indeed, when we retraced the steps of the SARS-CoV-2 infection we found evidence linking elevated glucose to each step of the life-cycle of the virus, progression of the disease, and presentation of symptoms. Specifically, elevations of glucose provide ideal conditions for the virus to evade and weaken the first level of the immune defense system in the lungs, gain access to deep alveolar cells, bind to the ACE2 receptor and enter the pulmonary cells, accelerate replication of the virus within cells increasing cell death and inducing an pulmonary inflammatory response, which overwhelms an already weakened innate immune system to trigger an avalanche of systemic infections, inflammation and cell damage, a cytokine storm and thrombotic events. We tested the feasibility of the hypothesis by analyzing data across papers, reconstructing atomistically the virus at the surface of the pulmonary airways, and performing quantitative computational modeling of the effects of glucose levels on the infection process. We conclude that elevation in glucose levels can facilitate the progression of the disease through multiple mechanisms and can explain much of the variance in disease severity seen across the population. The study proposes diagnostic recommendations, new areas of research and potential treatments, and cautions on treatment strategies and critical care conditions that induce elevations in blood glucose levels.

      doi: https:///10.1101/2021.04.29.21256294

      文章來源AI翻譯,如有侵權(quán)請及時(shí)聯(lián)系pubpeer2016小編刪除,轉(zhuǎn)載請注明來源。

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