Reconsidering the role of receptors for SARS-CoV-2 in clear cell renal cell carcinoma: Friends or foes

Aimin Jiang, Le Qu, Bing Liu, Anbang Wang, Linhui Wang
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The protective induction of these three receptors on KIRC was also confirmed in the GSE29609 data set and the Japan-KIRC database (Figure 1C). The expression pattern of SARS-CoV-2 infection-related receptors in KIRC is different from other malignancies. ACE2, NRP1, and CTSL1 were highly expressed in KIRC tissues, but they were prognostic protective factors for patients. This may be related to the specificity of the kidney organ. Different from other tumors, the immune infiltration of renal cancer is unique and may be related to the embryonic origin of renal development. During the SARS-CoV-2 epidemic, although ACE2, NRP1, and CTSL1 showed a protective effect, we cannot ignore the uniqueness of KIRC patients, who may be more susceptible to SARS-CoV-2 virus infection.</p><p>Second, we analyzed the effectiveness of three receptors, ACE2, NRP1, and CTSL1 as molecule targets against SARS-CoV-2 infection. According to the expression level, TCGA KIRC patients were divided into two categories with high or low expression based on each receptor's median expression level. Then, we detected the half-maximal inhibitory concentration response concentrations of the two types of patients to molecular inhibitors from the GDSC database. The results demonstrated that patients with high ACE2 expression were most sensitive to NSC.8787, erlotinib, and epothilone B (Figure S1). The chart lists the top five molecular inhibitors with the most significant differential responses. The patients with high expression of NRP1 were most sensitive to drugs such as Embelin, CHIR.99021, and VX.702. Patients with high CTSL1 expression showed more sensitivity to NSC.8787, MG.132, and sorafenib (Figure S1). From the intersection of the sensitive molecular inhibitors, eight molecular inhibitors with distinct differential reactivity were obtained, ranked according to <i>p</i> value including cyclopamine, epothilone B, FH535, gemcitabine, GSK.650394, JNK.9L, NSC.87877, and shikonin (Figure 1D). The COVID-19 Drug and Gene Set Library website also indicated that gemcitabine, GSK.650394, and shikonin had been experimentally tested as inhibitor drugs against the SARS-CoV-2 virus.<span><sup>4</sup></span> This result verified feasibility of ACE2, NRP1, and CTSL1 as SARS-CoV-2 inhibitory targets and reliability of our results. Cyclopamine, epothilone B, and FH535 have not yet undergone drug clinical trials, which is a valuable direction for subsequent research.</p><p>Finally, we analyzed the correlation of six infection receptors, ACE2, TMPRSS2, NRP1, AXL, FURIN, and CTSL1, with the signaling pathways in KIRC. 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We should strike a balance between targeting these receptors and protecting renal cancer patients from the virus.</p><p><b>Aimin Jiang</b>: Conceptualization (equal). <b>Le Qu</b>: Formal analysis (equal); visualization (equal). <b>Bing Liu</b>: Formal analysis (equal); visualization (equal). <b>Anbang Wang</b>: Writing – original draft (equal). <b>Linhui Wang</b>: Conceptualization (equal). 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引用次数: 1

Abstract

At the end of 2019, the new coronavirus began to spread around the world. World Health Organization named this virus SARS-CoV-2 (severe acute respiratory syndrome coronavirus 2), which caused coronavirus disease (COVID-19). In most people without underlying medical conditions, symptoms of SARS-CoV-2 infection are often mild and nonlethal. However, patients with cancer have significantly higher rates of severe SARS-CoV-2 infection and disease-related mortality than normal individuals.1 Numerous studies have shown that progressive malignancy is an independent risk factor for severe SARS-CoV-2 infection and related death. The incidence of long-term sequelae of SARS-CoV-2 infection in cancer patients is estimated at 15%–30%.2 Although the use of vaccines has reduced the chance of severe SARS-CoV-2 infection incidence, large-scale trials often exclude cancer patients. It remains to be seen how effective and safe the vaccine is in cancer patients and how long it is durable. Multiorgan single-cell sequencing analysis confirmed that key receptors for SARS-CoV-2 infection in humans include ACE2 (angiotensin-converting enzyme 2), TMPRSS2 (transmembrane serine protease 2), NRP1 (neuropilin-1), AXL (AXL receptor tyrosine kinase), FURIN, and CTSL1 (cathepsin L1).3 SARS-CoV-2 infection may directly or indirectly lead to acute kidney injury, which may be related to the cytophilic effects of the virus and cytokine-induced systemic inflammatory responses. These receptors may play a key role in SARS-CoV-2 infection-induced acute kidney injury and even death. These key receptors provide crucial evidence for the development of antiviral drugs for SARS-CoV-2. However, further research on these receptors in cancer patients is warranted.

First, the expression profiling of prognosis prediction was investigated in multicancers. We found that except TMPRSS2, the remaining five receptors (ACE2, NRP1, AXL, FURIN, and CTSL1) were upregulated in various cancers, especially in kidney renal clear cell carcinoma (KIRC) (Figure 1A). The relationship between these receptors and the prognosis of cancer patients was analyzed. The results suggested that these four receptors, ACE2, NRP1, FURIN, and CTSL1, were prognostic risk factors in various cancers such as glioma, while in KIRC, they are protective factors for overall survival (Figure 1B). Similarly, ACE2, NRP1, and CTSL1 receptors were prognostic risk factors in gliomas and other tumors, and protective factors for disease progression-free survival in KIRC (Figure 1B). The protective induction of these three receptors on KIRC was also confirmed in the GSE29609 data set and the Japan-KIRC database (Figure 1C). The expression pattern of SARS-CoV-2 infection-related receptors in KIRC is different from other malignancies. ACE2, NRP1, and CTSL1 were highly expressed in KIRC tissues, but they were prognostic protective factors for patients. This may be related to the specificity of the kidney organ. Different from other tumors, the immune infiltration of renal cancer is unique and may be related to the embryonic origin of renal development. During the SARS-CoV-2 epidemic, although ACE2, NRP1, and CTSL1 showed a protective effect, we cannot ignore the uniqueness of KIRC patients, who may be more susceptible to SARS-CoV-2 virus infection.

Second, we analyzed the effectiveness of three receptors, ACE2, NRP1, and CTSL1 as molecule targets against SARS-CoV-2 infection. According to the expression level, TCGA KIRC patients were divided into two categories with high or low expression based on each receptor's median expression level. Then, we detected the half-maximal inhibitory concentration response concentrations of the two types of patients to molecular inhibitors from the GDSC database. The results demonstrated that patients with high ACE2 expression were most sensitive to NSC.8787, erlotinib, and epothilone B (Figure S1). The chart lists the top five molecular inhibitors with the most significant differential responses. The patients with high expression of NRP1 were most sensitive to drugs such as Embelin, CHIR.99021, and VX.702. Patients with high CTSL1 expression showed more sensitivity to NSC.8787, MG.132, and sorafenib (Figure S1). From the intersection of the sensitive molecular inhibitors, eight molecular inhibitors with distinct differential reactivity were obtained, ranked according to p value including cyclopamine, epothilone B, FH535, gemcitabine, GSK.650394, JNK.9L, NSC.87877, and shikonin (Figure 1D). The COVID-19 Drug and Gene Set Library website also indicated that gemcitabine, GSK.650394, and shikonin had been experimentally tested as inhibitor drugs against the SARS-CoV-2 virus.4 This result verified feasibility of ACE2, NRP1, and CTSL1 as SARS-CoV-2 inhibitory targets and reliability of our results. Cyclopamine, epothilone B, and FH535 have not yet undergone drug clinical trials, which is a valuable direction for subsequent research.

Finally, we analyzed the correlation of six infection receptors, ACE2, TMPRSS2, NRP1, AXL, FURIN, and CTSL1, with the signaling pathways in KIRC. The results indicated that ACE2 was significantly positively correlated with adipogenesis, bile acid metabolism, fatty acid metabolism, and PI3K–AKT–mTOR signaling pathways, while significantly negatively correlated with apical junction, hypoxia, KRAS, and TGF-β signaling pathways. NRP1 was positively related to the TGF-β signaling pathway, UV response, KRAS signaling pathway and mitotic spindle signaling pathway, and significantly negatively related to oxidative phosphorylation, cholesterol, and DNA repair. CTSL1 was positively correlated with glycolysis, mTORC1, and MYC signaling pathways, but negatively correlated with KRAS, myogenesis, and apical surface. Consistently, ACE2, NRP1, and CTSL1 were significantly positively correlated with the PI3K–AKT–mTOR and protein secretion signaling pathways (Figure 1E). Inhibiting the activation of these two signaling pathways may achieve the purpose of inhibiting SARS-CoV-2 infection.

Although ACE2, NRP1, and CTSL1 are favorable prognostic factors in patients with KIRC at the oncological level, the protection for KIRC patients should be strengthened during the SARS-CoV-2 epidemic, especially during the recent Omicron epidemic, which may be easily overlooked by oncologists.5 In addition, targeting ACE2, NRP1, and CTSL1 were evaluated for effectiveness against SARS-CoV-2, and eight potential drugs were obtained. We also analyzed the enrichment of six host receptors in various KIRC signaling pathways.

In conclusion, although the receptors are protective factors for KIRC patients, their protection should also be strengthened because they may have a higher susceptibility to the SARS-CoV-2 virus. We should strike a balance between targeting these receptors and protecting renal cancer patients from the virus.

Aimin Jiang: Conceptualization (equal). Le Qu: Formal analysis (equal); visualization (equal). Bing Liu: Formal analysis (equal); visualization (equal). Anbang Wang: Writing – original draft (equal). Linhui Wang: Conceptualization (equal). All authors have read and approved the article.

The authors declare no conflict of interest.

Not applicable.

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重新思考SARS-CoV-2受体在透明细胞肾细胞癌中的作用:朋友还是敌人
2019年底,新型冠状病毒开始在全球传播。世界卫生组织将这种病毒命名为SARS-CoV-2(严重急性呼吸综合征冠状病毒2),这种病毒导致了冠状病毒病(COVID-19)。在大多数没有潜在疾病的人中,SARS-CoV-2感染的症状通常是轻微的,非致命的。然而,癌症患者的严重SARS-CoV-2感染率和疾病相关死亡率明显高于正常人大量研究表明,进行性恶性肿瘤是严重SARS-CoV-2感染及相关死亡的独立危险因素。癌症患者感染SARS-CoV-2的长期后遗症发生率估计为15% - 30%尽管疫苗的使用降低了严重的SARS-CoV-2感染发生率,但大规模试验往往将癌症患者排除在外。这种疫苗对癌症患者的有效性和安全性以及它的持续时间还有待观察。多器官单细胞测序分析证实,人感染SARS-CoV-2的关键受体包括ACE2(血管紧张素转换酶2)、TMPRSS2(跨膜丝氨酸蛋白酶2)、NRP1(神经肽-1)、AXL (AXL受体酪氨酸激酶)、FURIN和CTSL1(组织蛋白酶L1)SARS-CoV-2感染可直接或间接导致急性肾损伤,这可能与病毒的嗜细胞作用和细胞因子诱导的全身炎症反应有关。这些受体可能在SARS-CoV-2感染诱导的急性肾损伤甚至死亡中发挥关键作用。这些关键受体为SARS-CoV-2抗病毒药物的开发提供了重要证据。然而,对这些受体在癌症患者中的进一步研究是有必要的。首先,研究了多癌患者预后预测的表达谱。我们发现,除TMPRSS2外,其余五种受体(ACE2、NRP1、AXL、FURIN和CTSL1)在各种癌症中均上调,尤其是在肾透明细胞癌(KIRC)中(图1A)。分析了这些受体与肿瘤患者预后的关系。结果表明,ACE2、NRP1、FURIN和CTSL1这四种受体是胶质瘤等各种癌症的预后危险因素,而在KIRC中,它们是总生存的保护因素(图1B)。同样,ACE2、NRP1和CTSL1受体是胶质瘤和其他肿瘤的预后危险因素,也是KIRC中疾病无进展生存的保护因素(图1B)。GSE29609数据集和Japan-KIRC数据库也证实了这三种受体对KIRC的保护诱导作用(图1C)。SARS-CoV-2感染相关受体在KIRC中的表达模式不同于其他恶性肿瘤。ACE2、NRP1和CTSL1在KIRC组织中高表达,但它们是患者预后的保护因素。这可能与肾脏器官的特异性有关。与其他肿瘤不同,肾癌的免疫浸润是独特的,可能与肾脏发育的胚胎起源有关。在SARS-CoV-2流行期间,虽然ACE2、NRP1和CTSL1表现出保护作用,但我们不能忽视KIRC患者的独特性,他们可能更容易感染SARS-CoV-2病毒。其次,我们分析了ACE2、NRP1和CTSL1三种受体作为对抗SARS-CoV-2感染的分子靶点的有效性。根据表达水平,根据各受体的中位表达水平将TCGA KIRC患者分为高表达和低表达两类。然后,我们从GDSC数据库中检测两类患者对分子抑制剂的半最大抑制浓度反应浓度。结果显示,ACE2高表达的患者对NSC.8787、厄洛替尼和艾替隆B最敏感(图S1)。该图表列出了具有最显著差异反应的前五种分子抑制剂。NRP1高表达的患者对Embelin、chr .99021、VX.702等药物最为敏感。CTSL1高表达的患者对NSC.8787、MG.132和索拉非尼更敏感(图S1)。从敏感分子抑制剂的交叉处,得到8个具有明显差异反应性的分子抑制剂,按p值排序依次为环巴胺、艾替隆B、FH535、吉西他滨、GSK.650394、JNK.9L、NSC.87877、紫草素(图1D)。COVID-19药物和基因集文库网站也显示,吉西他滨、GSK.650394和紫草素已被实验测试为SARS-CoV-2病毒的抑制剂药物该结果验证了ACE2、NRP1和CTSL1作为SARS-CoV-2抑制靶点的可行性和结果的可靠性。cycloparamine、epothilone B、FH535尚未进行药物临床试验,是后续研究的一个有价值的方向。 最后,我们分析了6种感染受体ACE2、TMPRSS2、NRP1、AXL、FURIN和CTSL1与KIRC信号通路的相关性。结果表明,ACE2与脂肪形成、胆酸代谢、脂肪酸代谢、PI3K-AKT-mTOR信号通路呈显著正相关,与根尖连接、缺氧、KRAS、TGF-β信号通路呈显著负相关。NRP1与TGF-β信号通路、UV反应、KRAS信号通路、有丝分裂纺锤体信号通路呈正相关,与氧化磷酸化、胆固醇、DNA修复显著负相关。CTSL1与糖酵解、mTORC1和MYC信号通路呈正相关,但与KRAS、肌生成和根尖表面呈负相关。同样,ACE2、NRP1和CTSL1与PI3K-AKT-mTOR和蛋白分泌信号通路呈显著正相关(图1E)。抑制这两种信号通路的激活可能达到抑制SARS-CoV-2感染的目的。虽然ACE2、NRP1和CTSL1在肿瘤水平上是KIRC患者预后的有利因素,但在SARS-CoV-2流行期间,特别是在最近的Omicron流行期间,对KIRC患者的保护应加强,这可能容易被肿瘤学家忽视此外,我们还评估了靶向ACE2、NRP1和CTSL1对SARS-CoV-2的有效性,并获得了8种潜在药物。我们还分析了六种宿主受体在各种KIRC信号通路中的富集情况。综上所述,尽管受体是KIRC患者的保护因子,但由于其对SARS-CoV-2病毒的易感性可能更高,因此也应加强其保护作用。我们应该在靶向这些受体和保护肾癌患者免受病毒侵害之间取得平衡。蒋爱民:概念化(平等)。乐曲:形式分析(相等);可视化(平等)。刘兵:形式分析(相等);可视化(平等)。王安邦:写作-原稿(相等)。王林辉:概念化(平等)。所有作者都阅读并认可了文章。作者声明无利益冲突。不适用。
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