The Mechanism of Omicron Variant-Associated Cardiac Injury in Rhesus Macaques Was Revealed by Proteomic and Phosphoproteomic Analyses

IF 10.7 Q1 MEDICINE, RESEARCH & EXPERIMENTAL
MedComm Pub Date : 2025-06-19 DOI:10.1002/mco2.70266
Tao Ding, Ya-Nan Zhou, Jiang-Feng Liu, Shuai-Yao Lu, Jun-Tao Yang
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Thus, the upregulation of phosphorylation at RYR2_S2031 may signal arrhythmia risk following Omicron variant infection. KN-93, a CAMK2 inhibitor, has previously been used in the treatment of ventricular arrhythmias [<span>4</span>]. The results suggested that CAMK2A and CAMK2G could be potential targets for treating arrhythmias caused by Omicron variant infections.</p><p>We plotted the normalized enrichment score (NES) values of kinases to compare kinase activity patterns in the four cardiac regions (Figure 1B). Our analysis revealed that kinase activity significantly altered in the left atrium (LA), with many closely linked to inflammation. Notably, the LA had the highest viral load concentration (Figure 1A). These findings further heightened the susceptibility of the LA to viral infection and inflammatory storms in COVID-19 patients [<span>1</span>], possibly because the LA was connected to the pulmonary vein, which was more susceptible to the virus that infected the lung and its inflammatory storm. These suggested a need for enhanced monitoring of LA-related inflammatory kinase activity in clinical COVID-19 patients. Given that kinases play a crucial role in modulating myocardial conduction, we specifically focused on the calcium signaling pathway and AMPK signaling pathway in the LA. Interestingly, we discovered that the positive kinases AKT3 targeted the phosphosites NOS3_S1177 in the calcium signaling pathway and PIK3CA_S312 in the AMPK signaling pathway, and they were upregulated in the LA (Figure 1B). These findings elucidated the regulatory mechanisms of AKT3 within conduction system diseases. 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引用次数: 0

Abstract

Dear Editor,

The Omicron variant of SARS-CoV-2 quickly surpassed the previously dominant Delta variant. Compared to previous variants of concern (VOCs), it was highly mutated, high reinfection, highly transmissible, and rapidly spreading strain. The Omicron variant infected cells that depended on angiotensin-converting enzyme 2 (ACE2). The increased expression of ACE2 in cardiomyocytes made cardiac tissue more susceptible to Omicron variant infection. Myocardial injury was a common comorbidity in patients with SARS-CoV-2 infection and portended a poor prognosis. Consequently, studying myocardial injury caused by the Omicron variant is urgent compared to previous VOCs. To determine how the Omicron variant hijacks protein signaling in different cardiac regions, the cardiac samples were harvested for proteomic and phosphoproteomic analyses (Figure 1A). SARS-CoV-2 RNA was detected in the heart, further suggesting that SARS-CoV-2 can infect the heart tissue directly (Figure 1A). H&E staining revealed myocardial hemorrhage, infiltration of inflammatory cells, and atrophy of myocytes in the infected hearts, and Masson staining revealed significant myocardial fibrosis in the infected hearts, which are characteristic features of human COVID-19 cardiac injury [1] (Figure 1A).

Previous studies conducted phosphoproteomic analysis on cardiomyocytes infected with SARS-CoV-2 [2], finding significant changes in the phosphoproteomes, consistent with the central role of phosphorylation in cellular signal transduction. Thus, we performed the global phosphoproteomic analysis and revealed that differentially expressed phosphoproteins in the four regions were concentrated in the cardiac muscle contraction pathway (Figure 1A), which may be associated with COVID-19-related arrhythmias [3]. To explore the biological significance, we performed kinase prediction using GPS 5.0 and GSEA. We highlighted key kinases, including CAMK2A and CAMK2G in modulating the phosphosites RYR2_S2031. Furthermore, MYH7 may be involved in the phosphorylation regulation of TNNT2_S72. Although the kinase function of MYH7 required further validation, our findings suggested its potential biological significance (Figure 1A). CAMK2A and CAMK2G exhibited significant activation in the four cardiac regions following Omicron variant infection (Figure 1A). CAMK2 increased RYR2-mediated sarcoplasmic reticulum (SR) calcium leakage by phosphorylating specific RYR2 residues, which trigger cardiac arrhythmias. Thus, the upregulation of phosphorylation at RYR2_S2031 may signal arrhythmia risk following Omicron variant infection. KN-93, a CAMK2 inhibitor, has previously been used in the treatment of ventricular arrhythmias [4]. The results suggested that CAMK2A and CAMK2G could be potential targets for treating arrhythmias caused by Omicron variant infections.

We plotted the normalized enrichment score (NES) values of kinases to compare kinase activity patterns in the four cardiac regions (Figure 1B). Our analysis revealed that kinase activity significantly altered in the left atrium (LA), with many closely linked to inflammation. Notably, the LA had the highest viral load concentration (Figure 1A). These findings further heightened the susceptibility of the LA to viral infection and inflammatory storms in COVID-19 patients [1], possibly because the LA was connected to the pulmonary vein, which was more susceptible to the virus that infected the lung and its inflammatory storm. These suggested a need for enhanced monitoring of LA-related inflammatory kinase activity in clinical COVID-19 patients. Given that kinases play a crucial role in modulating myocardial conduction, we specifically focused on the calcium signaling pathway and AMPK signaling pathway in the LA. Interestingly, we discovered that the positive kinases AKT3 targeted the phosphosites NOS3_S1177 in the calcium signaling pathway and PIK3CA_S312 in the AMPK signaling pathway, and they were upregulated in the LA (Figure 1B). These findings elucidated the regulatory mechanisms of AKT3 within conduction system diseases. Future studies could explore the potential of intervening in the AKT3 signaling pathway to protect cardiac function.

Additionally, proteomic analysis revealed significant changes in the overall metabolism, and the metabolic pathways in multiple organs of COVID-19 patients also undergo significant changes, further heightened the importance of metabolic pathways in the pathophysiology of COVID-19. Metabolic pathways varied in the four cardiac regions (Figure 1C), with lipid metabolism in the LA, nucleotide metabolism in the LV, carbohydrate metabolism in the RA, and energy metabolism in the RV, suggesting the Omicron variant may altered metabolic pathways of the host cells during replication. We identified molecules in the metabolic pathways to elucidate the specific functional changes. For instance, HK2 in the carbohydrate metabolism pathway was upregulated in three regions other than the LA, facilitating autophagy to protect cardiomyocytes. Further research can focus on targeting HK2-related carbohydrate metabolism to prevent myocardial damage.

Left ventricular diastolic dysfunction was observed in hospitalized COVID-19 patients. Then our research revealed a significant upregulation of the complement and coagulation systems in the left ventricle (LV) (Figure 1D), possibly because of the left ventricle's diastolic dysfunction, key for blood pumping, which may cause blood stasis and activate complement and coagulation pathways. Notably, terminal complement complex (TCC) was significantly upregulated in the LV, linking its activation to microthrombus formation. The elevated levels of CF1 and F12 in the LV, particularly the contribution of F12 to intensify the formation of microthrombi. These findings could explain the cardiac injury and coagulation abnormalities observed in COVID-19 patients. In addition, proteins such as MASP1, C3, CFB, C5, C7, C8A, C8B, C8G, and C9, were also identified in the serum of patients with Long Covid [5], echoing the sustained activation of the complement system in long-COVID-19 patients. In summary, our study provides new insights into the mechanisms of myocardial injury following Omicron variant infection, highlighting the importance of preventing excessive complement activation and increased coagulation risks in the LV.

This study had several shortcomings that warrant consideration. Firstly, the sample size was limited due to the scarcity of rhesus macaque samples, resource constraints, and ethical considerations. Secondly, we did not account for gender factors. Future research will expand the sample size and increase gender considerations. Finally, studies utilized cardiac samples from rhesus macaques, clinical tissues are the preferred samples for molecular and mechanistic studies, but the availability of COVID-19 clinical tissues is limited. Therefore, developing animal models, particularly nonhuman primate models, is crucial for researching the Omicron variant.

In summary, this study focused on the Omicron variant, revealing that CAMK2A and CAMK2G could be potential targets for treating arrhythmias caused by Omicron variant infections. Moreover, the Omicron variant caused different metabolic changes in four regions and affected conduction system diseases through the positive kinases AKT3 in the LA. Additionally, the complement and coagulation systems exhibited significant upregulation in the LV. The study provides the proteomic and phosphoproteomic profiles of the different cardiac regions following the Omicron variant infection, guiding future clinical treatments for cardiovascular diseases associated with the Omicron variant.

J.T.Y., S.Y.L., and J.F.L. designed the experiments. Y.N.Z. performed the operation of viral infection in animal models and detected the viral load. T.D. wrote and revised the manuscript. T.D., Z.Y.Z., Y.W., X.T.Z., X.Y.T., W.J.P., C.M.S., and Q.C.W. analyzed the proteomics and phosphoproteomics data. All authors have read and approved the final manuscript.

Ethical approval for all animal-related procedures in this study was obtained from the Institutional Animal Care and Use Committee of the Institute of Medical Biology, Chinese Academy of Medical Science (approval number: DWSP202002 001).

The authors declare they have no conflicts of interest.

Abstract Image

蛋白质组学和磷酸化蛋白质组学分析揭示了恒河猴组蛋白变异相关心脏损伤的机制
亲爱的编辑,SARS-CoV-2的欧米克隆变体迅速超过了之前占主导地位的德尔塔变体。与以往的VOCs变体相比,该菌株具有高度突变、高再感染、高传播和快速传播的特点。组粒变异感染依赖血管紧张素转换酶2 (ACE2)的细胞。心肌细胞中ACE2表达的增加使心脏组织更容易受到欧米克隆变异感染。心肌损伤是SARS-CoV-2感染患者的常见合并症,预后较差。因此,与以往的VOCs相比,研究Omicron变异引起的心肌损伤迫在眉睫。为了确定Omicron变体如何劫持不同心脏区域的蛋白质信号,采集心脏样本进行蛋白质组学和磷蛋白质组学分析(图1A)。在心脏中检测到SARS-CoV-2 RNA,进一步表明SARS-CoV-2可以直接感染心脏组织(图1A)。H&amp;E染色显示感染心脏心肌出血、炎症细胞浸润、肌细胞萎缩,Masson染色显示感染心脏心肌明显纤维化,这是人COVID-19心脏损伤[1]的特征(图1A)。先前的研究对感染SARS-CoV-2[2]的心肌细胞进行了磷酸化蛋白质组学分析,发现磷酸化蛋白质组学发生了显著变化,这与磷酸化在细胞信号转导中的核心作用一致。因此,我们进行了全球磷酸化蛋白组学分析,发现这四个区域的差异表达磷酸化蛋白集中在心肌收缩通路(图1A),这可能与covid -19相关的心律失常[3]有关。为了探究其生物学意义,我们使用GPS 5.0和GSEA进行激酶预测。我们强调了关键激酶,包括CAMK2A和CAMK2G在调节磷酸化位点RYR2_S2031。此外,MYH7可能参与TNNT2_S72的磷酸化调控。虽然MYH7的激酶功能需要进一步验证,但我们的研究结果表明其潜在的生物学意义(图1A)。在Omicron变异感染后,CAMK2A和CAMK2G在四个心脏区域表现出显著的激活(图1A)。CAMK2通过磷酸化特异性RYR2残基增加RYR2介导的肌浆网(SR)钙渗漏,从而引发心律失常。因此,RYR2_S2031磷酸化的上调可能是Omicron变异感染后心律失常风险的信号。KN-93是一种CAMK2抑制剂,此前已被用于治疗室性心律失常。结果表明,CAMK2A和CAMK2G可能是治疗由Omicron变异感染引起的心律失常的潜在靶点。我们绘制了激酶的标准化富集评分(NES)值,以比较四个心脏区域的激酶活性模式(图1B)。我们的分析显示,左心房(LA)的激酶活性显著改变,其中许多与炎症密切相关。值得注意的是,LA具有最高的病毒载量浓度(图1A)。这些发现进一步提高了COVID-19患者中LA对病毒感染和炎症风暴的易感性,可能是因为LA与肺静脉相连,而肺静脉更容易受到感染肺部的病毒及其炎症风暴的影响。这表明需要加强对临床COVID-19患者la相关炎症激酶活性的监测。鉴于激酶在调节心肌传导中起着至关重要的作用,我们特别关注了LA中的钙信号通路和AMPK信号通路。有趣的是,我们发现阳性激酶AKT3靶向钙信号通路中的磷酸位点NOS3_S1177和AMPK信号通路中的PIK3CA_S312,并且它们在LA中上调(图1B)。这些发现阐明了AKT3在传导系统疾病中的调节机制。未来的研究可以探索干预AKT3信号通路以保护心功能的潜力。此外,蛋白质组学分析显示,COVID-19患者的整体代谢发生了显著变化,多器官代谢途径也发生了显著变化,进一步强调了代谢途径在COVID-19病理生理中的重要性。四个心脏区域的代谢途径各不相同(图1C),左心室的脂质代谢、左心室的核苷酸代谢、右心室的碳水化合物代谢和右心室的能量代谢,表明Omicron变异可能改变了宿主细胞在复制过程中的代谢途径。我们鉴定了代谢途径中的分子,以阐明具体的功能变化。 例如,碳水化合物代谢途径中的HK2在LA以外的三个区域上调,促进自噬以保护心肌细胞。进一步的研究可以集中在针对hk2相关的碳水化合物代谢来预防心肌损伤。住院COVID-19患者出现左室舒张功能不全。随后我们的研究发现左心室(LV)补体和凝血系统明显上调(图1D),可能是由于左心室舒张功能障碍,这是血液泵送的关键,可能导致血瘀,激活补体和凝血途径。值得注意的是,终末补体复合物(TCC)在左室中显著上调,将其激活与微血栓形成联系起来。左室CF1和F12水平升高,特别是F12对微血栓形成的促进作用。这些发现可以解释COVID-19患者的心脏损伤和凝血异常。此外,在长冠[5]患者的血清中还发现了MASP1、C3、CFB、C5、C7、C8A、C8B、C8G和C9等蛋白,这与长冠[5]患者补体系统的持续激活相呼应。总之,我们的研究为Omicron变异感染后心肌损伤的机制提供了新的见解,强调了防止补体过度激活和左室凝血风险增加的重要性。这项研究有几个缺点值得考虑。首先,由于恒河猴样本的稀缺性、资源约束和伦理考虑,样本量有限。其次,我们没有考虑性别因素。未来的研究将扩大样本量,增加性别考虑。最后,研究利用了恒河猴的心脏样本,临床组织是分子和机制研究的首选样本,但COVID-19临床组织的可用性有限。因此,建立动物模型,特别是非人灵长类动物模型,对于研究基因组变异至关重要。总之,本研究聚焦于Omicron变异,揭示CAMK2A和CAMK2G可能是治疗由Omicron变异感染引起的心律失常的潜在靶点。此外,Omicron变体在四个区域引起不同的代谢变化,并通过LA的阳性激酶AKT3影响传导系统疾病。此外,补体和凝血系统在左室表现出明显的上调。该研究提供了Omicron变异感染后不同心脏区域的蛋白质组学和磷酸化蛋白质组学图谱,指导未来与Omicron变异相关的心血管疾病的临床治疗。s.y.l.和J.F.L.设计了这些实验。y.n.z对动物模型进行病毒感染操作,并检测病毒载量。T.D.撰写并修改了手稿。t.d., z.yz, yww, X.T.Z, X.Y.T, W.J.P, C.M.S, q.c.w分析了蛋白质组学和磷酸化蛋白质组学数据。所有作者都阅读并批准了最终稿件。本研究中所有与动物相关的程序均已获得中国医学科学院医学生物学研究所动物机构护理与使用委员会的伦理批准(批准号:DWSP202002 001)。作者声明他们没有利益冲突。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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