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Huang ZM, Kang JQ, Chen PZ, Deng LF, Li JX, He YX, Liang J, Huang N, Luo TY, Lan QW, Chen HK, Guo XG. Identifying the Interaction Between Tuberculosis and SARS-CoV-2 Infections via Bioinformatics Analysis and Machine Learning. Biochem Genet 2023:10.1007/s10528-023-10563-x. [PMID: 37991568 DOI: 10.1007/s10528-023-10563-x] [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: 08/08/2023] [Accepted: 10/25/2023] [Indexed: 11/23/2023]
Abstract
The number of patients with COVID-19 caused by severe acute respiratory syndrome coronavirus 2 is still increasing. In the case of COVID-19 and tuberculosis (TB), the presence of one disease affects the infectious status of the other. Meanwhile, coinfection may result in complications that make treatment more difficult. However, the molecular mechanisms underpinning the interaction between TB and COVID-19 are unclear. Accordingly, transcriptome analysis was used to detect the shared pathways and molecular biomarkers in TB and COVID-19, allowing us to determine the complex relationship between COVID-19 and TB. Two RNA-seq datasets (GSE114192 and GSE163151) from the Gene Expression Omnibus were used to find concerted differentially expressed genes (DEGs) between TB and COVID-19 to identify the common pathogenic mechanisms. A total of 124 common DEGs were detected and used to find shared pathways and drug targets. Several enterprising bioinformatics tools were applied to perform pathway analysis, enrichment analysis and networks analysis. Protein-protein interaction analysis and machine learning was used to identify hub genes (GAS6, OAS3 and PDCD1LG2) and datasets GSE171110, GSE54992 and GSE79362 were used for verification. The mechanism of protein-drug interactions may have reference value in the treatment of coinfection of COVID-19 and TB.
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Affiliation(s)
- Ze-Min Huang
- Department of Clinical Laboratory Medicine, The Third Affiliated Hospital of Guangzhou Medical University, Guangzhou, 510150, China
- Department of Clinical Medicine, The Third Clinical School of Guangzhou Medical University, Guangzhou, 511436, China
| | - Jia-Qi Kang
- Department of Clinical Laboratory Medicine, The Third Affiliated Hospital of Guangzhou Medical University, Guangzhou, 510150, China
- Department of Clinical Medicine, The First Clinical School of Guangzhou Medical University, Guangzhou, 511436, China
| | - Pei-Zhen Chen
- Department of Clinical Laboratory Medicine, The Third Affiliated Hospital of Guangzhou Medical University, Guangzhou, 510150, China
- Department of Clinical Medicine, The Third Clinical School of Guangzhou Medical University, Guangzhou, 511436, China
| | - Lin-Fen Deng
- Department of Clinical Laboratory Medicine, The Third Affiliated Hospital of Guangzhou Medical University, Guangzhou, 510150, China
- Department of Clinical Medicine, The Third Clinical School of Guangzhou Medical University, Guangzhou, 511436, China
| | - Jia-Xin Li
- Department of Clinical Medicine, The First Clinical School of Guangzhou Medical University, Guangzhou, 511436, China
| | - Ying-Xin He
- Clinical Laboratory Medicine, Guangzhou Medical University, Guangzhou, 510006, China
| | - Jie Liang
- Department of Clinical Laboratory Medicine, The Third Affiliated Hospital of Guangzhou Medical University, Guangzhou, 510150, China
- Department of Clinical Medicine, The Third Clinical School of Guangzhou Medical University, Guangzhou, 511436, China
| | - Nan Huang
- Clinical Laboratory Medicine, Guangzhou Medical University, Guangzhou, 510006, China
| | - Tian-Ye Luo
- Department of Clinical Laboratory Medicine, The Third Affiliated Hospital of Guangzhou Medical University, Guangzhou, 510150, China
- Department of Clinical Medicine, The Third Clinical School of Guangzhou Medical University, Guangzhou, 511436, China
| | - Qi-Wen Lan
- Department of Clinical Medicine, The Second Clinical School of Guangzhou Medical University, Guangzhou, 511436, China
| | - Hao-Kai Chen
- Department of Clinical Laboratory Medicine, The Third Affiliated Hospital of Guangzhou Medical University, Guangzhou, 510150, China
- Department of Clinical Medicine, The Third Clinical School of Guangzhou Medical University, Guangzhou, 511436, China
| | - Xu-Guang Guo
- Department of Clinical Laboratory Medicine, The Third Affiliated Hospital of Guangzhou Medical University, Guangzhou, 510150, China.
- Department of Clinical Laboratory Medicine, Guangdong Provincial Key Laboratory of Major Obstetric Diseases, Guangdong Provincial Clinical Research Center for Obstetrics and Gynecology, The Third Affiliated Hospital of Guangzhou Medical University, Guangzhou, 510150, China.
- Guangzhou Key Laboratory for Clinical Rapid Diagnosis and Early Warning of Infectious Diseases, King Med School of Laboratory Medicine, Guangzhou Medical University, Guangzhou, 510000, China.
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Zank PD, Cerveira MM, dos Santos VB, Klein VP, de Souza TT, Bueno DT, Poletti T, Leitzke AF, Luehring Giongo J, Carreño NLV, Mansilla A, Astorga-España MS, de Pereira CMP, Vaucher RDA. Carrageenan from Gigartina skottsbergii: A Novel Molecular Probe to Detect SARS-CoV-2. BIOSENSORS 2023; 13:378. [PMID: 36979590 PMCID: PMC10046870 DOI: 10.3390/bios13030378] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/07/2023] [Revised: 02/25/2023] [Accepted: 02/26/2023] [Indexed: 06/18/2023]
Abstract
The COVID-19 pandemic has caused an unprecedented health and economic crisis, highlighting the importance of developing new molecular tools to monitor and detect SARS-CoV-2. Hence, this study proposed to employ the carrageenan extracted from Gigartina skottsbergii algae as a probe for SARS-CoV-2 virus binding capacity and potential use in molecular methods. G. skottsbergii specimens were collected in the Chilean subantarctic ecoregion, and the carrageenan was extracted -using a modified version of Webber's method-, characterized, and quantified. After 24 h of incubation with an inactivated viral suspension, the carrageenan's capacity to bind SARS-CoV-2 was tested. The probe-bound viral RNA was quantified using the reverse transcription and reverse transcription loop-mediated isothermal amplification (RT-LAMP) methods. Our findings showed that carrageenan extraction from seaweed has a similar spectrum to commercial carrageenan, achieving an excellent proportion of binding to SARS-CoV-2, with a yield of 8.3%. Viral RNA was also detected in the RT-LAMP assay. This study shows, for the first time, the binding capacity of carrageenan extracted from G. skottsbergii, which proved to be a low-cost and highly efficient method of binding to SARS-CoV-2 viral particles.
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Affiliation(s)
- Patrícia Daiane Zank
- Department of Chemical, Pharmaceutical, and Food Sciences, Microorganism Biochemistry and Molecular Biology Research Laboratory, (LAPEBBIOM), Federal University of Pelotas, Pelotas 96010-610, RS, Brazil
| | - Milena Mattes Cerveira
- Department of Chemical, Pharmaceutical, and Food Sciences, Microorganism Biochemistry and Molecular Biology Research Laboratory, (LAPEBBIOM), Federal University of Pelotas, Pelotas 96010-610, RS, Brazil
| | - Victor Barboza dos Santos
- Department of Chemical, Pharmaceutical, and Food Sciences, Microorganism Biochemistry and Molecular Biology Research Laboratory, (LAPEBBIOM), Federal University of Pelotas, Pelotas 96010-610, RS, Brazil
| | - Vitor Pereira Klein
- Department of Chemical, Pharmaceutical, and Food Sciences, Microorganism Biochemistry and Molecular Biology Research Laboratory, (LAPEBBIOM), Federal University of Pelotas, Pelotas 96010-610, RS, Brazil
| | - Thobias Toniolo de Souza
- Department of Chemical, Pharmaceutical, and Food Sciences, Microorganism Biochemistry and Molecular Biology Research Laboratory, (LAPEBBIOM), Federal University of Pelotas, Pelotas 96010-610, RS, Brazil
| | - Danielle Tapia Bueno
- Department of Chemical, Pharmaceutical, and Food Sciences, Laboratory for Lipidomic and Bio-Organic Research, Bioforensic Research Group, Federal University of Pelotas, Pelotas 96010-610, RS, Brazil
| | - Tais Poletti
- Department of Chemical, Pharmaceutical, and Food Sciences, Laboratory for Lipidomic and Bio-Organic Research, Bioforensic Research Group, Federal University of Pelotas, Pelotas 96010-610, RS, Brazil
| | - Amanda Fonseca Leitzke
- Department of Chemical, Pharmaceutical, and Food Sciences, Laboratory for Lipidomic and Bio-Organic Research, Bioforensic Research Group, Federal University of Pelotas, Pelotas 96010-610, RS, Brazil
| | - Janice Luehring Giongo
- Department of Chemical, Pharmaceutical, and Food Sciences, Microorganism Biochemistry and Molecular Biology Research Laboratory, (LAPEBBIOM), Federal University of Pelotas, Pelotas 96010-610, RS, Brazil
| | - Neftali Lenin Villarreal Carreño
- Materials Science and Engineering Graduate Program, Technology Development Center, Novonano Laboratory, Federal University of Pelotas, Pelotas 96010-610, RS, Brazil
| | - Andrés Mansilla
- Antarctic and Subantarctic Macroalgae Laboratory, Universidad de Magallanes, Punta Arenas 01855, Chile
| | - Maria Soledad Astorga-España
- Department of Science and Natural Resources, Magallanes Region and Chilean Antarctic, University of Magallanes, Punta Arenas 01855, Chile
| | - Claudio Martin Pereira de Pereira
- Department of Chemical, Pharmaceutical, and Food Sciences, Microorganism Biochemistry and Molecular Biology Research Laboratory, (LAPEBBIOM), Federal University of Pelotas, Pelotas 96010-610, RS, Brazil
| | - Rodrigo de Almeida Vaucher
- Department of Chemical, Pharmaceutical, and Food Sciences, Microorganism Biochemistry and Molecular Biology Research Laboratory, (LAPEBBIOM), Federal University of Pelotas, Pelotas 96010-610, RS, Brazil
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