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Guimarães Júnior OF, Pereira de Oliveira GL, Farias Lelis DD, Faria Baldo TDO, Baldo MP, Sousa Santos SH, Andrade JMO. Expression levels of ACE and ACE2 in the placenta and white adipose tissue of lean and obese pregnant women. Biomarkers 2024; 29:434-441. [PMID: 39348715 DOI: 10.1080/1354750x.2024.2411346] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2024] [Accepted: 09/22/2024] [Indexed: 10/02/2024]
Abstract
BACKGROUND This study evaluated the expression of ACE and ACE2 in the placenta and white adipose tissue in lean and obese women, and correlated their levels with anthropometric, clinical, and laboratory parameters, and tissue count of inflammatory cells. METHODS A cross-sectional analytical study was performed with 49 pregnant women and their respective newborns. Samples of placenta and adipose tissue were used for measuring mRNA expression for ACE and ACE2 through qRT-PCR. Inflammatory cell counting was performed through conventional microscopy. RESULTS An increase in ACE expression and a decrease in ACE2 were observed in the placenta and adipose tissue of women with obesity. ACE2 levels showed a negative correlation with pre-pregnancy BMI and total cholesterol. CONCLUSION Maternal obesity can modulate the expression of RAS components in the placenta and white adipose tissue, with ACE2 correlated with pre-pregnancy BMI and total cholesterol.
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Affiliation(s)
- Orcione Ferreira Guimarães Júnior
- Graduate Program in Health Sciences (Programa de Pós-Graduação em Ciências da Saúde - PPGCS), State University of Montes Claros (Universidade Estadual de Montes Claros - Unimontes), Montes Claros, Minas Gerais, Brazil
| | - Gabriel Ledo Pereira de Oliveira
- Department of Medicine, Santo Agostinho College - Afya Educacional (Faculdade Santo Agostinho), FASA, Vitória da Conquista, Bahia, Brazil
| | - Deborah de Farias Lelis
- Graduate Program in Health Sciences (Programa de Pós-Graduação em Ciências da Saúde - PPGCS), State University of Montes Claros (Universidade Estadual de Montes Claros - Unimontes), Montes Claros, Minas Gerais, Brazil
- Department of Pathophysiology, Unimontes, Montes Claros, Minas Gerais, Brazil
| | | | - Marcelo Perim Baldo
- Graduate Program in Health Sciences (Programa de Pós-Graduação em Ciências da Saúde - PPGCS), State University of Montes Claros (Universidade Estadual de Montes Claros - Unimontes), Montes Claros, Minas Gerais, Brazil
- Department of Pathophysiology, Unimontes, Montes Claros, Minas Gerais, Brazil
| | - Sérgio Henrique Sousa Santos
- Graduate Program in Health Sciences (Programa de Pós-Graduação em Ciências da Saúde - PPGCS), State University of Montes Claros (Universidade Estadual de Montes Claros - Unimontes), Montes Claros, Minas Gerais, Brazil
- Graduate Program in Food and Health (Programa de Pós-Graduação em Alimentos e Saúde - PPGAS, Federal University of Minas Gerais (Universidade Federal de Minas Gerais - UFMG), Montes Claros, Minas Gerais, Brazil
| | - João Marcus Oliveira Andrade
- Graduate Program in Health Sciences (Programa de Pós-Graduação em Ciências da Saúde - PPGCS), State University of Montes Claros (Universidade Estadual de Montes Claros - Unimontes), Montes Claros, Minas Gerais, Brazil
- Department of Pathophysiology, Unimontes, Montes Claros, Minas Gerais, Brazil
- Graduate Program in Food and Health (Programa de Pós-Graduação em Alimentos e Saúde - PPGAS, Federal University of Minas Gerais (Universidade Federal de Minas Gerais - UFMG), Montes Claros, Minas Gerais, Brazil
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Salles ACP, Alexandre-Santos B, de Souza Carvalho T, Proença AB, Sepúlveda-Fragoso V, Fernandes T, Oliveira EM, da Nóbrega ACL, Frantz EDC, Magliano DC. ER stress improvement by aerobic training or enalapril differently ameliorates pathological cardiac remodeling in obese mice. Mol Cell Biochem 2024; 479:3167-3179. [PMID: 38308790 DOI: 10.1007/s11010-024-04925-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2023] [Accepted: 01/05/2024] [Indexed: 02/05/2024]
Abstract
Overactivation of the classic arm of the renin-angiotensin system (RAS) is one of the main mechanisms involved in obesity-related cardiac remodeling, and a possible relationship between RAS and ER stress in the cardiovascular system have been described. Thus, the aim of this study is to evaluate if activating the protective arm of the RAS by ACE inhibition or aerobic exercise training could overturn diet-induced pathological cardiac hypertrophy by attenuating ER stress. Male C57BL/6 mice were fed a control (SC) or a high-fat diet (HF) for 16 weeks. In the 8th week, HF-fed animals were randomly divided into HF, enalapril treatment (HF-En), and aerobic exercise training (HF-Ex) groups. Body mass (BM), food and energy intake, plasma analyzes, systolic blood pressure (SBP), physical conditioning, and plasma ACE and ACE2 activity were evaluated. Cardiac morphology, and protein expression of hypertrophy, cardiac metabolism, RAS, and ER stress markers were assessed. Data presented as mean ± standard deviation and analyzed by one-way ANOVA with Holm-Sidak post-hoc. HF group had increased BM and SBP, and developed pathological concentric cardiac hypertrophy, with overactivation of the classic arm of the RAS, and higher ER stress. Both interventions reverted the increase in BM, and SBP, and favored the protective arm of the RAS. Enalapril treatment improved pathological cardiac hypertrophy with partial reversal of the concentric pattern, and slightly attenuated cardiac ER stress. In contrast, aerobic exercise training induced physiological eccentric cardiac hypertrophy, and fully diminished ER stress.
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Affiliation(s)
- Amanda Conceição Pimenta Salles
- Research Center on Morphology and Metabolism, Biomedical Institute, Fluminense Federal University, Niteroi, RJ, Brazil
- Laboratory of Exercise Sciences, Biomedical Institute, Fluminense Federal University, Niteroi, RJ, Brazil
| | - Beatriz Alexandre-Santos
- Research Center on Morphology and Metabolism, Biomedical Institute, Fluminense Federal University, Niteroi, RJ, Brazil
- Laboratory of Exercise Sciences, Biomedical Institute, Fluminense Federal University, Niteroi, RJ, Brazil
| | - Thais de Souza Carvalho
- Research Center on Morphology and Metabolism, Biomedical Institute, Fluminense Federal University, Niteroi, RJ, Brazil
| | - Ana Beatriz Proença
- Laboratory of Exercise Sciences, Biomedical Institute, Fluminense Federal University, Niteroi, RJ, Brazil
| | - Vinicius Sepúlveda-Fragoso
- Research Center on Morphology and Metabolism, Biomedical Institute, Fluminense Federal University, Niteroi, RJ, Brazil
| | - Tiago Fernandes
- Laboratory of Biochemistry and Molecular Biology of Exercise, School of Physical Education and Sport, University of Sao Paulo, Sao Paulo, SP, Brazil
| | - Edilamar Menezes Oliveira
- Laboratory of Biochemistry and Molecular Biology of Exercise, School of Physical Education and Sport, University of Sao Paulo, Sao Paulo, SP, Brazil
- National Institute for Science & Technology - INCT (In)activity & Exercise, CNPq, Niteroi, RJ, Brazil
| | - Antonio Claudio Lucas da Nóbrega
- Laboratory of Exercise Sciences, Biomedical Institute, Fluminense Federal University, Niteroi, RJ, Brazil
- National Institute for Science & Technology - INCT (In)activity & Exercise, CNPq, Niteroi, RJ, Brazil
| | - Eliete Dalla Corte Frantz
- Research Center on Morphology and Metabolism, Biomedical Institute, Fluminense Federal University, Niteroi, RJ, Brazil
- Laboratory of Exercise Sciences, Biomedical Institute, Fluminense Federal University, Niteroi, RJ, Brazil
- National Institute for Science & Technology - INCT (In)activity & Exercise, CNPq, Niteroi, RJ, Brazil
| | - D'Angelo Carlo Magliano
- Research Center on Morphology and Metabolism, Biomedical Institute, Fluminense Federal University, Niteroi, RJ, Brazil.
- Department of Morphology, Biomedical Institute, Fluminense Federal University, Niteroi, RJ, Brazil.
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Nascimento AL, Pereira JHS, Caldas BV, Guimarães VHD, Monteiro-Junior RS, Paula AMB, Guimarães ALS, Pereira UA, Santos SHS. Dietary Supplementation with Apis mellifera Wholemeal Flour Reduces Hepatic Steatosis in Obese Mice. J Med Food 2024; 27:545-551. [PMID: 38770674 DOI: 10.1089/jmf.2023.0201] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/22/2024] Open
Affiliation(s)
- Aline L Nascimento
- Instituto de Ciências Agrárias (ICA), Postgraduate Program in Food and Health, Universidade Federal de Minas Gerais (UFMG), Montes Claros, Brazil
| | - Joyce H S Pereira
- Laboratory of Health Sciences, Postgraduate Program in Health Sciences, Universidade Estadual de Montes Claros (UNIMONTES), Montes Claros, Brazil
| | - Bruna V Caldas
- Instituto de Ciências Agrárias (ICA), Postgraduate Program in Food and Health, Universidade Federal de Minas Gerais (UFMG), Montes Claros, Brazil
| | - Victor H D Guimarães
- Laboratory of Health Sciences, Postgraduate Program in Health Sciences, Universidade Estadual de Montes Claros (UNIMONTES), Montes Claros, Brazil
| | - Renato S Monteiro-Junior
- Laboratory of Health Sciences, Postgraduate Program in Health Sciences, Universidade Estadual de Montes Claros (UNIMONTES), Montes Claros, Brazil
| | - Alfredo M B Paula
- Laboratory of Health Sciences, Postgraduate Program in Health Sciences, Universidade Estadual de Montes Claros (UNIMONTES), Montes Claros, Brazil
| | - André L S Guimarães
- Laboratory of Health Sciences, Postgraduate Program in Health Sciences, Universidade Estadual de Montes Claros (UNIMONTES), Montes Claros, Brazil
| | - Ulisses A Pereira
- Instituto de Ciências Agrárias (ICA), Postgraduate Program in Food and Health, Universidade Federal de Minas Gerais (UFMG), Montes Claros, Brazil
| | - Sérgio H S Santos
- Instituto de Ciências Agrárias (ICA), Postgraduate Program in Food and Health, Universidade Federal de Minas Gerais (UFMG), Montes Claros, Brazil
- Laboratory of Health Sciences, Postgraduate Program in Health Sciences, Universidade Estadual de Montes Claros (UNIMONTES), Montes Claros, Brazil
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Luo Y, Liu XY, Yang K, Huang K, Hong M, Zhang J, Wu Y, Nie Z. Toward Unified AI Drug Discovery with Multimodal Knowledge. HEALTH DATA SCIENCE 2024; 4:0113. [PMID: 38486623 PMCID: PMC10886071 DOI: 10.34133/hds.0113] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/26/2023] [Accepted: 01/25/2024] [Indexed: 03/17/2024]
Abstract
Background: In real-world drug discovery, human experts typically grasp molecular knowledge of drugs and proteins from multimodal sources including molecular structures, structured knowledge from knowledge bases, and unstructured knowledge from biomedical literature. Existing multimodal approaches in AI drug discovery integrate either structured or unstructured knowledge independently, which compromises the holistic understanding of biomolecules. Besides, they fail to address the missing modality problem, where multimodal information is missing for novel drugs and proteins. Methods: In this work, we present KEDD, a unified, end-to-end deep learning framework that jointly incorporates both structured and unstructured knowledge for vast AI drug discovery tasks. The framework first incorporates independent representation learning models to extract the underlying characteristics from each modality. Then, it applies a feature fusion technique to calculate the prediction results. To mitigate the missing modality problem, we leverage sparse attention and a modality masking technique to reconstruct the missing features based on top relevant molecules. Results: Benefiting from structured and unstructured knowledge, our framework achieves a deeper understanding of biomolecules. KEDD outperforms state-of-the-art models by an average of 5.2% on drug-target interaction prediction, 2.6% on drug property prediction, 1.2% on drug-drug interaction prediction, and 4.1% on protein-protein interaction prediction. Through qualitative analysis, we reveal KEDD's promising potential in assisting real-world applications. Conclusions: By incorporating biomolecular expertise from multimodal knowledge, KEDD bears promise in accelerating drug discovery.
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Affiliation(s)
- Yizhen Luo
- Institute for AI Industry Research (AIR),
Tsinghua University, Beijing, China
- Department of Computer Science and Technology,
Tsinghua University, Beijing, China
| | - Xing Yi Liu
- Institute for AI Industry Research (AIR),
Tsinghua University, Beijing, China
| | - Kai Yang
- Institute for AI Industry Research (AIR),
Tsinghua University, Beijing, China
| | - Kui Huang
- Institute for AI Industry Research (AIR),
Tsinghua University, Beijing, China
- School of Software and Microelectronics,
Peking University, Beijing, China
| | - Massimo Hong
- Institute for AI Industry Research (AIR),
Tsinghua University, Beijing, China
- Department of Computer Science and Technology,
Tsinghua University, Beijing, China
| | - Jiahuan Zhang
- Institute for AI Industry Research (AIR),
Tsinghua University, Beijing, China
| | - Yushuai Wu
- Institute for AI Industry Research (AIR),
Tsinghua University, Beijing, China
| | - Zaiqing Nie
- Institute for AI Industry Research (AIR),
Tsinghua University, Beijing, China
- Beijing Academy of Artificial Intelligence (BAAI), Beijing, China
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Guimarães VHD, Marinho BM, Motta-Santos D, Mendes GDRL, Santos SHS. Nutritional implications in the mechanistic link between the intestinal microbiome, renin-angiotensin system, and the development of obesity and metabolic syndrome. J Nutr Biochem 2023; 113:109252. [PMID: 36509338 DOI: 10.1016/j.jnutbio.2022.109252] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2022] [Revised: 11/12/2022] [Accepted: 12/07/2022] [Indexed: 12/13/2022]
Abstract
Obesity and metabolic disorders represent a significant global health problem and the gut microbiota plays an important role in modulating systemic homeostasis. Recent evidence shows that microbiota and its signaling pathways may affect the whole metabolism and the Renin-Angiotensin System (RAS), which in turn seems to modify microbiota. The present review aimed to investigate nutritional implications in the mechanistic link between the intestinal microbiome, renin-angiotensin system, and the development of obesity and metabolic syndrome components. A description of metabolic changes was obtained based on relevant scientific literature. The molecular and physiological mechanisms that impact the human microbiome were addressed, including the gut microbiota associated with obesity, diabetes, and hepatic steatosis. The RAS interaction signaling and modulation were analyzed. Strategies including the use of prebiotics, symbiotics, probiotics, and biotechnology may affect the gut microbiota and its impact on human health.
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Affiliation(s)
- Victor Hugo Dantas Guimarães
- Laboratory of Health Science, Postgraduate Program in Health Science, Universidade Estadual de Montes Claros (Unimontes), Montes Claros, Minas Gerais, Brazil
| | - Barbhara Mota Marinho
- Laboratory of Health Science, Postgraduate Program in Health Science, Universidade Estadual de Montes Claros (Unimontes), Montes Claros, Minas Gerais, Brazil
| | - Daisy Motta-Santos
- School of Physical Education, Physiotherapy, and Occupational Therapy - EEFFTO, Universidade Federal de Minas Gerais (UFMG), Belo Horizonte, Minas Gerais, Brazil
| | - Gabriela da Rocha Lemos Mendes
- Food Engineering, Institute of Agricultural Sciences (ICA), Universidade Federal de Minas Gerais (UFMG), Montes Claros, Minas Gerais, Brazil
| | - Sérgio Henrique Sousa Santos
- Laboratory of Health Science, Postgraduate Program in Health Science, Universidade Estadual de Montes Claros (Unimontes), Montes Claros, Minas Gerais, Brazil; Food Engineering, Institute of Agricultural Sciences (ICA), Universidade Federal de Minas Gerais (UFMG), Montes Claros, Minas Gerais, Brazil.
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Alexandre-Santos B, Magliano DC, Giori IG, Medeiros GRDO, Vieira CP, Conte-Junior CA, Nobrega ACLD, Frantz EDC. Renin-angiotensin system modulation through enalapril and/or exercise training improves visceral adiposity in obese mice. Life Sci 2022; 291:120269. [PMID: 34974075 DOI: 10.1016/j.lfs.2021.120269] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2021] [Revised: 12/20/2021] [Accepted: 12/22/2021] [Indexed: 12/13/2022]
Abstract
INTRODUCTION Obesity-related metabolic diseases occur as a result of disruptions in white adipose tissue (WAT) plasticity, especially through visceral fat accumulation and adipocyte hypertrophy. This study aimed to evaluate the impact of renin-angiotensin system (RAS) and bradykinin receptors modulation by enalapril treatment and/or exercise training on WAT morphology and related deleterious outcomes. METHODS Male C57BL/6 mice were fed either a standard chow or a high-fat (HF) diet for 16 weeks. At the 8th week, HF-fed animals were divided into sedentary (HF), enalapril treatment (HF-E), exercise training (HF-T), and enalapril treatment plus exercise training (HF-ET) groups. Following the experimental protocol, body mass gain, adiposity index, insulin resistance, visceral WAT morphometry, renin-angiotensin system, and bradykinin receptors were evaluated. RESULTS The HF group displayed increased adiposity, larger visceral fat mass, and adipocyte hypertrophy, which was accompanied by insulin resistance, overactivation of Ang II/AT1R arm, and favoring of B1R in bradykinin receptors profile. All interventions ameliorated visceral adiposity and related outcomes by favoring the Ang 1-7/MasR arm and the B2R expression in B1R/B2R ratio. However, combined therapy additively reduced Ang II/Ang 1-7 ratio. CONCLUSION Our results suggest that Ang 1-7/MasR arm and B2R activation might be relevant targets in the treatment of visceral obesity.
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Affiliation(s)
- Beatriz Alexandre-Santos
- Laboratory of Exercise Sciences, Biomedical Institute, Fluminense Federal University, Niteroi, RJ, Brazil; Research Center on Morphology and Metabolism, Biomedical Institute, Fluminense Federal University, Niteroi, RJ, Brazil
| | - D'Angelo Carlo Magliano
- Research Center on Morphology and Metabolism, Biomedical Institute, Fluminense Federal University, Niteroi, RJ, Brazil
| | - Isabele Gomes Giori
- Laboratory of Exercise Sciences, Biomedical Institute, Fluminense Federal University, Niteroi, RJ, Brazil
| | | | - Carla P Vieira
- Department of Food Technology, Faculty of Veterinary, Fluminense Federal University, Niteroi, RJ, Brazil; Department of Biochemistry, Chemistry Institute, Federal University of Rio de Janeiro, Rio de Janeiro, RJ, Brazil
| | - Carlos Adam Conte-Junior
- Department of Food Technology, Faculty of Veterinary, Fluminense Federal University, Niteroi, RJ, Brazil; Department of Biochemistry, Chemistry Institute, Federal University of Rio de Janeiro, Rio de Janeiro, RJ, Brazil
| | - Antonio Claudio Lucas da Nobrega
- Laboratory of Exercise Sciences, Biomedical Institute, Fluminense Federal University, Niteroi, RJ, Brazil; National Institute for Science & Technology - INCT Physical (In)activity & Exercise, CNPq, Niteroi, RJ, Brazil
| | - Eliete Dalla Corte Frantz
- Laboratory of Exercise Sciences, Biomedical Institute, Fluminense Federal University, Niteroi, RJ, Brazil; Research Center on Morphology and Metabolism, Biomedical Institute, Fluminense Federal University, Niteroi, RJ, Brazil; National Institute for Science & Technology - INCT Physical (In)activity & Exercise, CNPq, Niteroi, RJ, Brazil.
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Oz M, Lorke DE, Kabbani N. A comprehensive guide to the pharmacologic regulation of angiotensin converting enzyme 2 (ACE2), the SARS-CoV-2 entry receptor. Pharmacol Ther 2021; 221:107750. [PMID: 33275999 PMCID: PMC7854082 DOI: 10.1016/j.pharmthera.2020.107750] [Citation(s) in RCA: 27] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2020] [Revised: 11/18/2020] [Accepted: 11/19/2020] [Indexed: 02/06/2023]
Abstract
The recent emergence of coronavirus disease-2019 (COVID-19) as a global pandemic has prompted scientists to address an urgent need for defining mechanisms of disease pathology and treatment. Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), the causative agent for COVID-19, employs angiotensin converting enzyme 2 (ACE2) as its primary target for cell surface attachment and likely entry into the host cell. Thus, understanding factors that may regulate the expression and function of ACE2 in the healthy and diseased body is critical for clinical intervention. Over 66% of all adults in the United States are currently using a prescription drug and while earlier findings have focused on possible upregulation of ACE2 expression through the use of renin angiotensin system (RAS) inhibitors, mounting evidence suggests that various other widely administered drugs used in the treatment of hypertension, heart failure, diabetes mellitus, hyperlipidemias, coagulation disorders, and pulmonary disease may also present a varied risk for COVID-19. Specifically, we summarize mechanisms on how heparin, statins, steroids and phytochemicals, besides their established therapeutic effects, may also interfere with SARS-CoV-2 viral entry into cells. We also describe evidence on the effect of several vitamins, phytochemicals, and naturally occurring compounds on ACE2 expression and activity in various tissues and disease models. This comprehensive review aims to provide a timely compendium on the potential impact of commonly prescribed drugs and pharmacologically active compounds on COVID-19 pathology and risk through regulation of ACE2 and RAS signaling.
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Key Words
- adam17, a disintegrin and metalloprotease 17
- ace, angiotensin i converting enzyme
- ace-inh., angiotensin i converting enzyme inhibitor
- ampk, amp-activated protein kinase
- ang-ii, angiotensin ii
- arb, angiotensin ii type 1-receptor blocker
- ards, acute respiratory distress syndrome
- at1-r, angiotensin ii type 1-receptor
- βarb, β-adrenergic receptor blockers
- bk, bradykinin
- ccb, calcium channel blockers
- ch25h, cholesterol-25-hydroxylase
- copd, chronic obstructive lung disease
- cox, cyclooxygenase
- covid-19, coronavirus disease-2019
- dabk, [des-arg9]-bradykinin
- erk, extracellular signal-regulated kinase
- 25hc, 25-hydroxycholesterol
- hs, heparan sulfate
- hspg, heparan sulfate proteoglycan
- ibd, inflammatory bowel disease
- map, mitogen-activated protein
- mers, middle east respiratory syndrome
- mrb, mineralocorticoid receptor blocker
- nos, nitric oxide synthase
- nsaid, non-steroid anti-inflammatory drug
- ras, renin-angiotensin system
- sars-cov, severe acute respiratory syndrome coronavirus
- sh, spontaneously hypertensive
- s protein, spike protein
- sirt1, sirtuin 1
- t2dm, type 2 diabetes mellitus
- tcm, traditional chinese medicine
- tmprss2, transmembrane protease, serine 2
- tnf, tumor necrosis factor
- ufh, unfractionated heparin
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Affiliation(s)
- Murat Oz
- Department of Pharmacology and Therapeutics, Faculty of Pharmacy, Kuwait University, Safat 13110, Kuwait.
| | - Dietrich Ernst Lorke
- Department of Anatomy and Cellular Biology, College of Medicine and Health Sciences, Khalifa University, Abu Dhabi, United Arab Emirates; Center for Biotechnology, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
| | - Nadine Kabbani
- School of Systems Biology, George Mason University, Fairfax, VA 22030, USA
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