1
|
Narro-Serrano J, Marhuenda-Egea FC. Diagnosis, Severity, and Prognosis from Potential Biomarkers of COVID-19 in Urine: A Review of Clinical and Omics Results. Metabolites 2024; 14:724. [PMID: 39728505 DOI: 10.3390/metabo14120724] [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: 11/25/2024] [Revised: 12/19/2024] [Accepted: 12/20/2024] [Indexed: 12/28/2024] Open
Abstract
The COVID-19 pandemic, caused by the SARS-CoV-2 virus, has spurred an extraordinary scientific effort to better understand the disease's pathophysiology and develop diagnostic and prognostic tools to guide more precise and effective clinical management. Among the biological samples analyzed for biomarker identification, urine stands out due to its low risk of infection, non-invasive collection, and suitability for frequent, large-volume sampling. Integrating data from omics studies with standard biochemical analyses offers a deeper and more comprehensive understanding of COVID-19. This review aims to provide a detailed summary of studies published to date that have applied omics and clinical analyses on urine samples to identify potential biomarkers for COVID-19. In July 2024, an advanced search was conducted in Web of Science using the query: "covid* (Topic) AND urine (Topic) AND metabol* (Topic)". The search included results published up to 14 October 2024. The studies retrieved from this digital search were evaluated through a two-step screening process: first by reviewing titles and abstracts for eligibility, and then by retrieving and assessing the full texts of articles that met the specific criteria. The initial search retrieved 913 studies, of which 45 articles were ultimately included in this review. The most robust biomarkers identified include kynurenine, neopterin, total proteins, red blood cells, ACE2, citric acid, ketone bodies, hypoxanthine, amino acids, and glucose. The biological causes underlying these alterations reflect the multisystemic impact of COVID-19, highlighting key processes such as systemic inflammation, renal dysfunction, critical hypoxia, and metabolic stress.
Collapse
Affiliation(s)
| | - Frutos Carlos Marhuenda-Egea
- Department of Biochemistry and Molecular Biology and Soil Science and Agricultural Chemistry, University of Alicante, 03690 Alicante, Spain
| |
Collapse
|
2
|
Atencio LA, Quintero IJ, Almanza A, Eskildsen G, Sánchez-Gallego J, Herrera M, Fernández-Marín H, Loaiza JR, Mejía LC. Insights into the Naso-Oropharyngeal Bacterial Composition in Suspected SARS-CoV-2 Cases. Pathogens 2024; 13:615. [PMID: 39204216 PMCID: PMC11357247 DOI: 10.3390/pathogens13080615] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2024] [Revised: 07/16/2024] [Accepted: 07/19/2024] [Indexed: 09/03/2024] Open
Abstract
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) was the causative agent of the coronavirus disease 2019 (COVID-19) pandemic. While research on COVID-19 has mainly focused on its epidemiology, pathogenesis, and treatment, studies on the naso-oropharyngeal microbiota have emerged in the last few years as an overlooked area of research. Here, we analyzed the bacterial community composition of the naso-oropharynx in 50 suspected SARS-CoV-2 cases (43 detected, 7 not detected) from Veraguas province (Panama) distributed across five age categories. Statistical analysis revealed no significant differences (p < 0.05) in bacterial alpha and beta diversities between the groups categorized by SARS-CoV-2 test results, age, or patient status. The genera Corynebacterium, Staphylococcus, Prevotella, Streptococcus, and Tepidiphilus were the most abundant in both detected and not-detected SARS-CoV-2 group. The linear discriminant analysis effect size (LEfSe) for biomarker exploration indicated that Veillonella and Prevotella were enriched in detected and hospitalized patients with SARS-CoV-2 relative to non-detected patients, while Thermoanaerobacterium and Haemophilus were enriched in non-detected patients with SARS-CoV-2. The results also indicated that the genus Corynebacterium was found to decrease in patients with detected SARS-CoV-2 relative to those with non-detected SARS-CoV-2. Understanding the naso-oropharyngeal microbiota provides insights into the diversity, composition, and resilience of the microbial community in patients with SARS-CoV-2.
Collapse
Affiliation(s)
- Librada A. Atencio
- Centro de Biodiversidad y Descubrimiento de Drogas, Instituto de Investigaciones Científicas y Servicios de Alta Tecnología (INDICASAT), Clayton, Panama City 0843-01103, Panama; (L.A.A.); (I.J.Q.); (A.A.); (H.F.-M.)
| | - Indira J. Quintero
- Centro de Biodiversidad y Descubrimiento de Drogas, Instituto de Investigaciones Científicas y Servicios de Alta Tecnología (INDICASAT), Clayton, Panama City 0843-01103, Panama; (L.A.A.); (I.J.Q.); (A.A.); (H.F.-M.)
| | - Alejandro Almanza
- Centro de Biodiversidad y Descubrimiento de Drogas, Instituto de Investigaciones Científicas y Servicios de Alta Tecnología (INDICASAT), Clayton, Panama City 0843-01103, Panama; (L.A.A.); (I.J.Q.); (A.A.); (H.F.-M.)
| | - Gilberto Eskildsen
- Departamento de Microbiología Humana, Facultad de Medicina, Universidad de Panamá, Panama City 0819-07289, Panama;
| | - Joel Sánchez-Gallego
- Department of Marine Earth and Atmospheric Sciences, North Carolina State University, Raleigh, NC 27695, USA;
- Coiba Scientific Station (COIBA AIP), Gustavo Lara Street, Bld. 145B, City of Knowledge, Clayton, Panama City 0843-01853, Panama
| | | | - Hermógenes Fernández-Marín
- Centro de Biodiversidad y Descubrimiento de Drogas, Instituto de Investigaciones Científicas y Servicios de Alta Tecnología (INDICASAT), Clayton, Panama City 0843-01103, Panama; (L.A.A.); (I.J.Q.); (A.A.); (H.F.-M.)
- Sistema Nacional de Investigación (SNI), Secretaría Nacional de Ciencia, Tecnología, e Innovación (SENACYT), Panama City 0816-02852, Panama
| | - José R. Loaiza
- Centro de Biodiversidad y Descubrimiento de Drogas, Instituto de Investigaciones Científicas y Servicios de Alta Tecnología (INDICASAT), Clayton, Panama City 0843-01103, Panama; (L.A.A.); (I.J.Q.); (A.A.); (H.F.-M.)
- Sistema Nacional de Investigación (SNI), Secretaría Nacional de Ciencia, Tecnología, e Innovación (SENACYT), Panama City 0816-02852, Panama
- Smithsonian Tropical Research Institute, Panama City 0843-03092, Panama
| | - Luis C. Mejía
- Centro de Biodiversidad y Descubrimiento de Drogas, Instituto de Investigaciones Científicas y Servicios de Alta Tecnología (INDICASAT), Clayton, Panama City 0843-01103, Panama; (L.A.A.); (I.J.Q.); (A.A.); (H.F.-M.)
- Sistema Nacional de Investigación (SNI), Secretaría Nacional de Ciencia, Tecnología, e Innovación (SENACYT), Panama City 0816-02852, Panama
- Smithsonian Tropical Research Institute, Panama City 0843-03092, Panama
- Departamento de Genética y Biología Molecular, Universidad de Panamá, Estafeta Universitaria Apartado 3366, Zona 4, Panama City 0819-07289, Panama
| |
Collapse
|
3
|
Lyu J, Wang H, Rai TS, Zheng H. Random Forest Approach to Identifying Microbial Biomarkers Relating to COVID-19 Severity. 2024 35TH IRISH SIGNALS AND SYSTEMS CONFERENCE (ISSC) 2024:1-6. [DOI: 10.1109/issc61953.2024.10602829] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/03/2025]
Affiliation(s)
- Jialin Lyu
- School of Computing, Ulster University,Belfast,UK
| | - Haiying Wang
- School of Computing, Ulster University,Belfast,UK
| | | | - Huiru Zheng
- School of Computing, Ulster University,Belfast,UK
| |
Collapse
|
4
|
Song MJ, Kim DH, Kim SY, Kang N, Jhun BW. Comparison of the sputum microbiome between patients with stable nontuberculous mycobacterial pulmonary disease and patients requiring treatment. BMC Microbiol 2024; 24:172. [PMID: 38760693 PMCID: PMC11102115 DOI: 10.1186/s12866-024-03308-2] [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: 01/21/2024] [Accepted: 04/16/2024] [Indexed: 05/19/2024] Open
Abstract
BACKGROUND We evaluated whether the sputum bacterial microbiome differs between nontuberculous mycobacteria pulmonary disease (NTM-PD) patients with stable disease not requiring antibiotic treatment and those requiring antibiotics. METHODS We collected sputum samples from 21 clinically stable NTM-PD patients (stable group) and 14 NTM-PD patients needing antibiotic treatment (treatment group). We also obtained 13 follow-up samples from the stable group. We analyzed the 48 samples using 16S rRNA gene sequencing (V3-V4 region) and compared the groups. RESULTS In the linear discriminant analysis effect size (LEfSe) analysis, the species Porphyromonas pasteri, Haemophilus parahaemolyticus, Prevotella nanceiensis, and Gemella haemolysans were significantly more prevalent in the sputum of the stable group compared to the treatment group. No taxa showed significant differences in alpha-/beta-diversity or LEfSe between the 21 baseline and 13 follow-up sputum samples in the stable group. In the stable group, the genus Bergeyella and species Prevotella oris were less common in patients who achieved spontaneous culture conversion (n = 9) compared to those with persistent NTM positivity (n = 12) (effect size 3.04, p = 0.039 for Bergeyella; effect size 3.64, p = 0.033 for P. oris). In the treatment group, H. parainfluenzae was more common in patients with treatment success (n = 7) than in treatment-refractory patients (n = 7) (effect size 4.74, p = 0.013). CONCLUSIONS Our study identified distinct bacterial taxa in the sputum of NTM-PD patients based on disease status. These results suggest the presence of a microbial environment that helps maintain disease stability.
Collapse
Affiliation(s)
- Min Jong Song
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-Ro, Gangnam-Gu, Seoul, 06351, Republic of Korea
| | - Dae Hun Kim
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-Ro, Gangnam-Gu, Seoul, 06351, Republic of Korea
| | - Su-Young Kim
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-Ro, Gangnam-Gu, Seoul, 06351, Republic of Korea
| | - Noeul Kang
- Division of Allergy, Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, South Korea.
| | - Byung Woo Jhun
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-Ro, Gangnam-Gu, Seoul, 06351, Republic of Korea.
| |
Collapse
|
5
|
Alrezaihi A, Penrice-Randal R, Dong X, Prince T, Randle N, Semple MG, Openshaw PJM, MacGill T, Myers T, Orr R, Zakotnik S, Suljič A, Avšič-Županc T, Petrovec M, Korva M, AlJabr W, Hiscox JA. Enrichment of SARS-CoV-2 sequence from nasopharyngeal swabs whilst identifying the nasal microbiome. J Clin Virol 2024; 171:105620. [PMID: 38237303 DOI: 10.1016/j.jcv.2023.105620] [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: 06/08/2023] [Revised: 11/06/2023] [Accepted: 11/18/2023] [Indexed: 03/17/2024]
Abstract
Simultaneously characterising the genomic information of coronaviruses and the underlying nasal microbiome from a single clinical sample would help characterise infection and disease. Metatranscriptomic approaches can be used to sequence SARS-CoV-2 (and other coronaviruses) and identify mRNAs associated with active transcription in the nasal microbiome. However, given the large sequence background, unenriched metatranscriptomic approaches often do not sequence SARS-CoV-2 to sufficient read and coverage depth to obtain a consensus genome, especially with moderate and low viral loads from clinical samples. In this study, various enrichment methods were assessed to detect SARS-CoV-2, identify lineages and define the nasal microbiome. The methods were underpinned by Oxford Nanopore long-read sequencing and variations of sequence independent single primer amplification (SISPA). The utility of the method(s) was also validated on samples from patients infected seasonal coronaviruses. The feasibility of profiling the nasal microbiome using these enrichment methods was explored. The findings shed light on the performance of different enrichment strategies and their applicability in characterising the composition of the nasal microbiome.
Collapse
Affiliation(s)
| | | | | | | | | | - Malcolm G Semple
- University of Liverpool, Liverpool, UK; NIHR Health Protection Research Unit in Emerging and Zoonotic Infections, Liverpool, UK; Alder Hey Children's Hospital, Liverpool, UK
| | | | - Tracy MacGill
- Office of Counterterrorism and Emerging Threats, U.S. Food and Drug Administration, Silver Spring, USA
| | - Todd Myers
- Office of Counterterrorism and Emerging Threats, U.S. Food and Drug Administration, Silver Spring, USA
| | - Robert Orr
- Office of Counterterrorism and Emerging Threats, U.S. Food and Drug Administration, Silver Spring, USA
| | | | - Alen Suljič
- University of Ljubljana, Ljubljana, Slovenia
| | | | | | - Miša Korva
- University of Ljubljana, Ljubljana, Slovenia
| | - Waleed AlJabr
- University of Liverpool, Liverpool, UK; King Fahad Medical City, Riyadh, Saudi Arabia
| | - Julian A Hiscox
- University of Liverpool, Liverpool, UK; NIHR Health Protection Research Unit in Emerging and Zoonotic Infections, Liverpool, UK; Agency for Science, Technology and Research (A*STAR), Singapore.
| |
Collapse
|
6
|
Fowora MA, Aiyedogbon A, Omolopo I, Tajudeen AO, Olanlege AL, Abioye A, Akintunde GB, Salako BL. Effect of nasal carriage of Bacillus species on COVID-19 severity: a cross-sectional study. Microbiol Spectr 2024; 12:e0184323. [PMID: 38193730 PMCID: PMC10846055 DOI: 10.1128/spectrum.01843-23] [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: 05/02/2023] [Accepted: 12/06/2023] [Indexed: 01/10/2024] Open
Abstract
Intranasal sprays containing Bacillus species are being researched for treating viral respiratory tract infections. The aim of this study was to assess the relationship between the nasal carriage of Bacillus and COVID-19 severity. This was a cross-sectional study that collected nasopharyngeal samples from adults 18 years and above visiting two COVID-19 testing centers in Lagos, Nigeria, between September 2020 and September 2021. Bacillus species were cultured from the samples and confirmed using 16 s rRNA gene sequencing. The dependent variable was COVID-19 status classified as negative, asymptomatic, mild, or severe. The independent variable was the nasal carriage of Bacillus species. Multinomial regression analysis was done to determine the association between nasal carriage of Bacillus and COVID-19 severity after adjusting for age, sex, and co-morbidity status. A total of 388 participants were included in the study with mean (standard deviation) age of 40.05 (13.563) years. Sixty-one percent of the participants were male, 100 (25.8%) had severe COVID-19, 130 (33.5%) had pre-existing comorbidity, and 76 (19.6%) had Bacillus cultured from their nasopharyngeal specimen. Bacillus species presence was significantly associated with higher odds of severe COVID-19 compared to having a negative COVID-19 status (AOR = 3.347, 95% CI: 1.359, 8.243). However, the presence of Bacillus species was significantly associated with lower odds of severe COVID-19 compared to having a mild COVID-19 status. The study suggests that nasal carriage of Bacillus species is associated with the clinical course of COVID-19 and supports the exploration of Bacillus species in the management of viral respiratory tract infections.IMPORTANCEWith the introduction of intranasal spray containing Bacillus species for the treatment of viral respiratory tract infections, such as COVID-19 and respiratory syncytial virus, identifying the association between the nasal carriage of Bacillus species and COVID-19 susceptibility and severity will help further substantiate the investigation of these bacteria for COVID-19 prevention and treatment. This study evaluated the association between the carriage of Bacillus species in the nasopharyngeal tract and COVID-19 severity and found that the presence of Bacillus species in the nasopharynx may significantly impact the clinical course of COVID-19.
Collapse
Affiliation(s)
- Muinah A. Fowora
- Molecular Biology and Biotechnology Department, Nigerian Institute of Medical Research, Yaba, Lagos, Nigeria
| | - Adenike Aiyedogbon
- Molecular Biology and Biotechnology Department, Nigerian Institute of Medical Research, Yaba, Lagos, Nigeria
| | - Ibilola Omolopo
- Molecular Biology and Biotechnology Department, Nigerian Institute of Medical Research, Yaba, Lagos, Nigeria
| | - Ahmed O. Tajudeen
- Molecular Biology and Biotechnology Department, Nigerian Institute of Medical Research, Yaba, Lagos, Nigeria
| | - Abdul-Lateef Olanlege
- Department of Science Laboratory Technology, Faculty of Science., Lagos State University, Ojo, Lagos, Nigeria
| | | | - Grace B. Akintunde
- Molecular Biology and Biotechnology Department, Nigerian Institute of Medical Research, Yaba, Lagos, Nigeria
| | - Babatunde L. Salako
- Molecular Biology and Biotechnology Department, Nigerian Institute of Medical Research, Yaba, Lagos, Nigeria
| |
Collapse
|
7
|
Adzdzakiy MM, Sutarno S, Asyifa IZ, Sativa AR, Fiqri AR, Fibriani A, Ristandi RB, Ningrum RA, Iryanto SB, Prasetyoputri A, Dharmayanthi AB, Saputra S. SARS-CoV-2 genetic variation and bacterial communities of naso-oropharyngeal samples in middle-aged and elderly COVID-19 patients in West Java, Indonesia. J Taibah Univ Med Sci 2024; 19:70-81. [PMID: 37868100 PMCID: PMC10589881 DOI: 10.1016/j.jtumed.2023.09.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2023] [Revised: 07/21/2023] [Accepted: 09/01/2023] [Indexed: 10/24/2023] Open
Abstract
Objective The number of COVID-19 cases in Indonesia reflects the disease severity and rapid dissemination. In response to the mounting threat, SARS-CoV-2 genomic surveillance and the investigation of naso-oropharyngeal bacterial communities in West Java were conducted, as dysbiosis of the upper respiratory tract microbiota might adversely affect the clinical condition of patients. Methods We utilized the Oxford Nanopore sequencing platform to analyze genetic variation of 43 samples of SARS-CoV-2 and 11 selected samples for 16S rRNA gene sequencing, using samples collected from May to August 2021. Results The prevalence of AY.23 (>82%) predominated among five virus lineages in the populations (AY.23, AY.24, AY.26, AY.42, B.1.1.7). The region in the SARS-CoV-2 genome found to have the highest number of mutations was the spike (S) protein (>20%). There was no association between SARS-CoV-2 lineages, mutation frequency, patient profile, and COVID-19 rapid spread-categorized cases. There was no association of bacterial relative abundance, alpha-beta diversity, and linear discriminant analysis effect size analysis with patient profile and rapid spread cases. MetagenomeSeq analysis showed eight differential abundance species in individual patient profiles, including Pseudomonas aeruginosa and Haemophilus parainfluenzae. Conclusions The data demonstrated relevant AY.23 dominance (the Delta variant) in West Java during that period supporting the importance of surveillance program in monitoring disease progression. The inconsistent results of the bacterial communities suggest that a complex multifactor process may contribute to the progression of bacterial-induced disease in each patient.
Collapse
Affiliation(s)
- Muhammad M. Adzdzakiy
- Graduate School of Bioscience, Faculty of Mathematics and Natural Sciences, Universitas Sebelas Maret, Jl. Ir. Sutami 36A Surakarta, Central Java, Indonesia
| | - Sutarno Sutarno
- Graduate School of Bioscience, Faculty of Mathematics and Natural Sciences, Universitas Sebelas Maret, Jl. Ir. Sutami 36A Surakarta, Central Java, Indonesia
| | - Isnaini Z. Asyifa
- Master Program in Biomedical Science, Faculty of Medicine, Universitas Indonesia, Jl. Salemba Raya No.6, Jakarta, Indonesia
| | - Alvira R. Sativa
- School of Life Science and Technology, Institut Teknologi Bandung, Jl. Ganesa 10, Bandung, West Java, Indonesia
| | - Ahmad R.A. Fiqri
- Master Program in Biomedical Science, Faculty of Medicine, Universitas Indonesia, Jl. Salemba Raya No.6, Jakarta, Indonesia
| | - Azzania Fibriani
- School of Life Science and Technology, Institut Teknologi Bandung, Jl. Ganesa 10, Bandung, West Java, Indonesia
| | - Ryan B. Ristandi
- West Java Health Laboratory, Jl. Sederhana No. 3-5, Pasteur, Sukajadi, Bandung, West Java, Indonesia
| | - Ratih A. Ningrum
- Research Center for Genetic Engineering, National Research and Innovation Agency (BRIN), Jl. Raya Jakarta Bogor Km 46, Bogor, West Java, Indonesia
| | - Syam B. Iryanto
- Research Center for Computation, National Research and Innovation Agency (BRIN), Jl. Raya Jakarta Bogor Km 46, Bogor, West Java, Indonesia
| | - Anggia Prasetyoputri
- Research Center for Applied Microbiology, National Research and Innovation Agency (BRIN), Jl. Raya Jakarta Bogor Km 46, Bogor, West Java, Indonesia
| | - Anik B. Dharmayanthi
- Research Center for Biosystematics and Evolution, National Research and Innovation Agency (BRIN), Jl. Raya Jakarta Bogor Km 46, Bogor, West Java, Indonesia
| | - Sugiyono Saputra
- Research Center for Applied Microbiology, National Research and Innovation Agency (BRIN), Jl. Raya Jakarta Bogor Km 46, Bogor, West Java, Indonesia
- Research Center for Applied Zoology, National Research and Innovation Agency (BRIN), Jl. Raya Jakarta Bogor Km 46, Bogor, West Java, Indonesia
| |
Collapse
|
8
|
Patel P, Bhattacharjee M. Microbiome and the COVID-19 pandemic. MICROBES, MICROBIAL METABOLISM, AND MUCOSAL IMMUNITY 2024:287-348. [DOI: 10.1016/b978-0-323-90144-4.00008-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/04/2025]
|
9
|
Nath S, Sarkar M, Maddheshiya A, De D, Paul S, Dey S, Pal K, Roy SK, Ghosh A, Sengupta S, Paine SK, Biswas NK, Basu A, Mukherjee S. Upper respiratory tract microbiome profiles in SARS-CoV-2 Delta and Omicron infected patients exhibit variant specific patterns and robust prediction of disease groups. Microbiol Spectr 2023; 11:e0236823. [PMID: 37905804 PMCID: PMC10715160 DOI: 10.1128/spectrum.02368-23] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2023] [Accepted: 09/25/2023] [Indexed: 11/02/2023] Open
Abstract
IMPORTANCE The role of the upper respiratory tract (URT) microbiome in predicting lung health has been documented in several studies. The dysbiosis in COVID patients has been associated with disease outcomes by modulating the host immune system. However, although it has been known that different SARS-CoV-2 variants manifest distinct transmissibility and mortality rates in human populations, their effect on the composition and diversity of the URT microbiome has not been studied to date. Unlike the older variant (Delta), the newer variant (Omicron) have become more transmissible with lesser mortality and the symptoms have also changed significantly. Hence, in the present study, we have investigated the change in the URT microbiome associated with Delta and Omicron variants and identified variant-specific signatures that will be useful in the assessment of lung health and can be utilized for nasal probiotic therapy in the future.
Collapse
Affiliation(s)
- Shankha Nath
- National Institute of Biomedical Genomics, Kalyani, West Bengal, India
| | - Mousumi Sarkar
- National Institute of Biomedical Genomics, Kalyani, West Bengal, India
| | | | - Debjit De
- National Institute of Biomedical Genomics, Kalyani, West Bengal, India
| | - Shouvik Paul
- National Institute of Biomedical Genomics, Kalyani, West Bengal, India
| | - Souradeep Dey
- Department of Community Medicine, College of Medicine and JNM Hospital, Kalyani, West Bengal, India
| | - Kuhu Pal
- Department of Microbiology, College of Medicine and JNM Hospital, Kalyani, West Bengal, India
| | - Suman Kr. Roy
- Department of Community Medicine, College of Medicine and JNM Hospital, Kalyani, West Bengal, India
| | - Ayan Ghosh
- Department of Community Medicine, College of Medicine and JNM Hospital, Kalyani, West Bengal, India
| | - Sharmila Sengupta
- National Institute of Biomedical Genomics, Kalyani, West Bengal, India
| | | | - Nidhan K. Biswas
- National Institute of Biomedical Genomics, Kalyani, West Bengal, India
| | - Analabha Basu
- National Institute of Biomedical Genomics, Kalyani, West Bengal, India
| | - Souvik Mukherjee
- National Institute of Biomedical Genomics, Kalyani, West Bengal, India
| |
Collapse
|
10
|
Abstract
The development of novel culture-independent techniques of microbial identification has allowed a rapid progress in the knowledge of the nasopharyngeal microbiota and its role in health and disease. Thus, it has been demonstrated that the nasopharyngeal microbiota defends the host from invading pathogens that enter the body through the upper airways by participating in the modulation of innate and adaptive immune responses. The current COVID-19 pandemic has created an urgent need for fast-track research, especially to identify and characterize biomarkers to predict the disease severity and outcome. Since the nasopharyngeal microbiota diversity and composition could potentially be used as a prognosis biomarker for COVID-19 patients, which would pave the way for strategies aiming to reduce the disease severity by modifying such microbiota, dozens of research articles have already explored the possible associations between changes in the nasopharyngeal microbiota and the severity or outcome of COVID-19 patients. Unfortunately, results are controversial, as many studies with apparently similar experimental designs have reported contradictory data. Herein we put together, compare, and discuss all the relevant results on this issue reported to date. Even more interesting, we discuss in detail which are the limitations of these studies, that probably are the main sources of the high variability observed. Therefore, this work is useful not only for people interested in current knowledge about the relationship between the nasopharyngeal microbiota and COVID-19, but also for researchers who want to go further in this field while avoiding the limitations and variability of previous works.
Collapse
Affiliation(s)
- Sergio Candel
- Departamento de Biología Celular e Histología, Facultad de Biología, Universidad de Murcia, Murcia, Spain,Instituto Murciano de Investigación Biosanitaria (IMIB)-Pascual Parrilla, Murcia, Spain,Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), Instituto de Salud Carlos III, Madrid, Spain
| | - Sylwia D. Tyrkalska
- Departamento de Biología Celular e Histología, Facultad de Biología, Universidad de Murcia, Murcia, Spain,Instituto Murciano de Investigación Biosanitaria (IMIB)-Pascual Parrilla, Murcia, Spain,Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), Instituto de Salud Carlos III, Madrid, Spain
| | | | - Victoriano Mulero
- Departamento de Biología Celular e Histología, Facultad de Biología, Universidad de Murcia, Murcia, Spain,Instituto Murciano de Investigación Biosanitaria (IMIB)-Pascual Parrilla, Murcia, Spain,Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), Instituto de Salud Carlos III, Madrid, Spain, Victoriano Mulero ; Sergio Candel ; Sylwia D. Tyrkalska Departamento de Biología Celular e Histología, Facultad de Biología, Universidad de Murcia, 30100, Murcia, Spain; Instituto Murciano de Investigación Biosanitaria (IMIB)-Pascual Parrilla, 30120, Murcia, Spain; Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), Instituto de Salud Carlos III, 28029, Madrid, Spain
| |
Collapse
|
11
|
Zhou J, Yang X, Yang Y, Wei Y, Lu D, Xie Y, Liang H, Cui P, Ye L, Huang J. Human microbiota dysbiosis after SARS-CoV-2 infection have the potential to predict disease prognosis. BMC Infect Dis 2023; 23:841. [PMID: 38031010 PMCID: PMC10685584 DOI: 10.1186/s12879-023-08784-x] [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: 03/26/2023] [Accepted: 11/02/2023] [Indexed: 12/01/2023] Open
Abstract
BACKGROUND The studies on SARS-CoV-2 and human microbiota have yielded inconsistent results regarding microbiota α-diversity and key microbiota. To address these issues and explore the predictive ability of human microbiota for the prognosis of SARS-CoV-2 infection, we conducted a reanalysis of existing studies. METHODS We reviewed the existing studies on SARS-CoV-2 and human microbiota in the Pubmed and Bioproject databases (from inception through October 29, 2021) and extracted the available raw 16S rRNA sequencing data of human microbiota. Firstly, we used meta-analysis and bioinformatics methods to reanalyze the raw data and evaluate the impact of SARS-CoV-2 on human microbial α-diversity. Secondly, machine learning (ML) was employed to assess the ability of microbiota to predict the prognosis of SARS-CoV-2 infection. Finally, we aimed to identify the key microbiota associated with SARS-CoV-2 infection. RESULTS A total of 20 studies related to SARS-CoV-2 and human microbiota were included, involving gut (n = 9), respiratory (n = 11), oral (n = 3), and skin (n = 1) microbiota. Meta-analysis showed that in gut studies, when limiting factors were studies ruled out the effect of antibiotics, cross-sectional and case-control studies, Chinese studies, American studies, and Illumina MiSeq sequencing studies, SARS-CoV-2 infection was associated with down-regulation of microbiota α-diversity (P < 0.05). In respiratory studies, SARS-CoV-2 infection was associated with down-regulation of α-diversity when the limiting factor was V4 sequencing region (P < 0.05). Additionally, the α-diversity of skin microbiota was down-regulated at multiple time points following SARS-CoV-2 infection (P < 0.05). However, no significant difference in oral microbiota α-diversity was observed after SARS-CoV-2 infection. ML models based on baseline respiratory (oropharynx) microbiota profiles exhibited the ability to predict outcomes (survival and death, Random Forest, AUC = 0.847, Sensitivity = 0.833, Specificity = 0.750) after SARS-CoV-2 infection. The shared differential Prevotella and Streptococcus in the gut, respiratory tract, and oral cavity was associated with the severity and recovery of SARS-CoV-2 infection. CONCLUSIONS SARS-CoV-2 infection was related to the down-regulation of α-diversity in the human gut and respiratory microbiota. The respiratory microbiota had the potential to predict the prognosis of individuals infected with SARS-CoV-2. Prevotella and Streptococcus might be key microbiota in SARS-CoV-2 infection.
Collapse
Affiliation(s)
- Jie Zhou
- Guangxi Key Laboratory of AIDS Prevention and Treatment & School of Public Health, Guangxi Medical University, Nanning, Guangxi, China
- Guangxi Universities Key Laboratory of Prevention and Control of Highly Prevalent Disease, Nanning, Guangxi, China
| | - Xiping Yang
- Guangxi Key Laboratory of AIDS Prevention and Treatment & School of Public Health, Guangxi Medical University, Nanning, Guangxi, China
- Guangxi Universities Key Laboratory of Prevention and Control of Highly Prevalent Disease, Nanning, Guangxi, China
| | - Yuecong Yang
- Guangxi Key Laboratory of AIDS Prevention and Treatment & School of Public Health, Guangxi Medical University, Nanning, Guangxi, China
- Guangxi Universities Key Laboratory of Prevention and Control of Highly Prevalent Disease, Nanning, Guangxi, China
| | - Yiru Wei
- Guangxi Key Laboratory of AIDS Prevention and Treatment & School of Public Health, Guangxi Medical University, Nanning, Guangxi, China
- Guangxi Universities Key Laboratory of Prevention and Control of Highly Prevalent Disease, Nanning, Guangxi, China
| | - Dongjia Lu
- Guangxi Key Laboratory of AIDS Prevention and Treatment & School of Public Health, Guangxi Medical University, Nanning, Guangxi, China
- Guangxi Universities Key Laboratory of Prevention and Control of Highly Prevalent Disease, Nanning, Guangxi, China
| | - Yulan Xie
- Guangxi Key Laboratory of AIDS Prevention and Treatment & School of Public Health, Guangxi Medical University, Nanning, Guangxi, China
- Guangxi Universities Key Laboratory of Prevention and Control of Highly Prevalent Disease, Nanning, Guangxi, China
| | - Hao Liang
- Guangxi Key Laboratory of AIDS Prevention and Treatment & School of Public Health, Guangxi Medical University, Nanning, Guangxi, China
- Guangxi Universities Key Laboratory of Prevention and Control of Highly Prevalent Disease, Nanning, Guangxi, China
- Life Science Institute, Guangxi Medical University, Nanning, Guangxi, China
- Collaborative Innovation Centre of Regenerative Medicine and Medical BioResource Development and Application Co-Constructed By the Province and Ministry, Nanning, Guangxi, China
| | - Ping Cui
- Guangxi Key Laboratory of AIDS Prevention and Treatment & School of Public Health, Guangxi Medical University, Nanning, Guangxi, China
- Life Science Institute, Guangxi Medical University, Nanning, Guangxi, China
| | - Li Ye
- Guangxi Key Laboratory of AIDS Prevention and Treatment & School of Public Health, Guangxi Medical University, Nanning, Guangxi, China.
- Guangxi Universities Key Laboratory of Prevention and Control of Highly Prevalent Disease, Nanning, Guangxi, China.
- Collaborative Innovation Centre of Regenerative Medicine and Medical BioResource Development and Application Co-Constructed By the Province and Ministry, Nanning, Guangxi, China.
| | - Jiegang Huang
- Guangxi Key Laboratory of AIDS Prevention and Treatment & School of Public Health, Guangxi Medical University, Nanning, Guangxi, China.
- Guangxi Universities Key Laboratory of Prevention and Control of Highly Prevalent Disease, Nanning, Guangxi, China.
| |
Collapse
|
12
|
Mancabelli L, Taurino G, Ticinesi A, Ciociola T, Vacondio F, Milani C, Fontana F, Lugli GA, Tarracchini C, Alessandri G, Viappiani A, Bianchi M, Nouvenne A, Chetta AA, Turroni F, Meschi T, Mor M, Bussolati O, Ventura M. Disentangling the interactions between nasopharyngeal and gut microbiome and their involvement in the modulation of COVID-19 infection. Microbiol Spectr 2023; 11:e0219423. [PMID: 37728335 PMCID: PMC10581039 DOI: 10.1128/spectrum.02194-23] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2023] [Accepted: 07/01/2023] [Indexed: 09/21/2023] Open
Abstract
The human organism is inhabited by trillions of microorganisms, known as microbiota, which are considered to exploit a pivotal role in the regulation of host health and immunity. Recent investigations have suggested a relationship between the composition of the human microbiota and COVID-19 infection, highlighting a possible role of bacterial communities in the modulation of the disease severity. In this study, we performed a shotgun metagenomics analysis to explore and compare the nasopharyngeal microbiota of 38 hospitalized Italian patients with and without COVID-19 infection during the third and fourth pandemic waves. In detail, the metagenomic analysis combined with specific correlation analyses suggested a positive association of several microbial species, such as S. parasanguinis and P. melaninogenica, with the severity of COVID-19 infection. Furthermore, the comparison of the microbiota composition between the nasopharyngeal and their respective fecal samples highlighted an association between these different compartments represented by a sharing of several bacterial species. Additionally, lipidomic and deep-shotgun functional analyses of the fecal samples suggested a metabolic impact of the microbiome on the host's immune response, indicating the presence of key metabolic compounds in COVID-19 patients, such as lipid oxidation end products, potentially related to the inflammatory state. Conversely, the patients without COVID-19 displayed enzymatic patterns associated with the biosynthesis and degradation of specific compounds like lysine (synthesis) and phenylalanine (degradation) that could positively impact disease severity and contribute to modulating COVID-19 infection. IMPORTANCE The human microbiota is reported to play a major role in the regulation of host health and immunity, suggesting a possible impact on the severity of COVID-19 disease. This preliminary study investigated the possible correlation between nasopharyngeal microbiota and COVID-19 infection. In detail, the analysis of the nasopharyngeal microbiota of hospitalized Italian patients with and without COVID-19 infection suggested a positive association of several microbial species with the severity of the disease and highlighted a sharing of several bacteria species with the respective fecal samples. Moreover, the metabolic analyses suggested a possible impact of the microbiome on the host's immune response and the disease severity.
Collapse
Affiliation(s)
- Leonardo Mancabelli
- Department of Medicine and Surgery, University of Parma, Parma, Italy
- Interdepartmental Research Centre "Microbiome Research Hub", University of Parma, Parma, Italy
| | - Giuseppe Taurino
- Department of Medicine and Surgery, University of Parma, Parma, Italy
- Interdepartmental Research Centre "Microbiome Research Hub", University of Parma, Parma, Italy
| | - Andrea Ticinesi
- Department of Medicine and Surgery, University of Parma, Parma, Italy
- Interdepartmental Research Centre "Microbiome Research Hub", University of Parma, Parma, Italy
- Department of Geriatric-Rehabilitation, Azienda Ospedaliero-Universitaria di Parma, Parma, Italy
| | - Tecla Ciociola
- Department of Medicine and Surgery, University of Parma, Parma, Italy
| | - Federica Vacondio
- Interdepartmental Research Centre "Microbiome Research Hub", University of Parma, Parma, Italy
- Department of Food and Drug, University of Parma, Parma, Italy
| | - Christian Milani
- Interdepartmental Research Centre "Microbiome Research Hub", University of Parma, Parma, Italy
- Laboratory of Probiogenomics, Department of Chemistry, Life Sciences and Environmental Sustainability, University of Parma, Parma, Italy
| | - Federico Fontana
- Laboratory of Probiogenomics, Department of Chemistry, Life Sciences and Environmental Sustainability, University of Parma, Parma, Italy
| | - Gabriele Andrea Lugli
- Laboratory of Probiogenomics, Department of Chemistry, Life Sciences and Environmental Sustainability, University of Parma, Parma, Italy
| | - Chiara Tarracchini
- Laboratory of Probiogenomics, Department of Chemistry, Life Sciences and Environmental Sustainability, University of Parma, Parma, Italy
| | - Giulia Alessandri
- Laboratory of Probiogenomics, Department of Chemistry, Life Sciences and Environmental Sustainability, University of Parma, Parma, Italy
| | | | - Massimiliano Bianchi
- Department of Medicine and Surgery, University of Parma, Parma, Italy
- Interdepartmental Research Centre "Microbiome Research Hub", University of Parma, Parma, Italy
| | - Antonio Nouvenne
- Department of Medicine and Surgery, University of Parma, Parma, Italy
- Interdepartmental Research Centre "Microbiome Research Hub", University of Parma, Parma, Italy
- Department of Geriatric-Rehabilitation, Azienda Ospedaliero-Universitaria di Parma, Parma, Italy
| | - Alfredo Antonio Chetta
- Department of Medicine and Surgery, University of Parma, Parma, Italy
- Interdepartmental Research Centre "Microbiome Research Hub", University of Parma, Parma, Italy
| | - Francesca Turroni
- Interdepartmental Research Centre "Microbiome Research Hub", University of Parma, Parma, Italy
- Laboratory of Probiogenomics, Department of Chemistry, Life Sciences and Environmental Sustainability, University of Parma, Parma, Italy
| | - Tiziana Meschi
- Department of Medicine and Surgery, University of Parma, Parma, Italy
- Interdepartmental Research Centre "Microbiome Research Hub", University of Parma, Parma, Italy
- Department of Geriatric-Rehabilitation, Azienda Ospedaliero-Universitaria di Parma, Parma, Italy
| | - Marco Mor
- Interdepartmental Research Centre "Microbiome Research Hub", University of Parma, Parma, Italy
- Department of Food and Drug, University of Parma, Parma, Italy
| | - Ovidio Bussolati
- Department of Medicine and Surgery, University of Parma, Parma, Italy
- Interdepartmental Research Centre "Microbiome Research Hub", University of Parma, Parma, Italy
| | - Marco Ventura
- Interdepartmental Research Centre "Microbiome Research Hub", University of Parma, Parma, Italy
- Laboratory of Probiogenomics, Department of Chemistry, Life Sciences and Environmental Sustainability, University of Parma, Parma, Italy
| |
Collapse
|
13
|
Haldar S, Jadhav SR, Gulati V, Beale DJ, Balkrishna A, Varshney A, Palombo EA, Karpe AV, Shah RM. Unravelling the gut-lung axis: insights into microbiome interactions and Traditional Indian Medicine's perspective on optimal health. FEMS Microbiol Ecol 2023; 99:fiad103. [PMID: 37656879 PMCID: PMC10508358 DOI: 10.1093/femsec/fiad103] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2023] [Revised: 07/05/2023] [Accepted: 08/30/2023] [Indexed: 09/03/2023] Open
Abstract
The microbiome of the human gut is a complex assemblage of microorganisms that are in a symbiotic relationship with one another and profoundly influence every aspect of human health. According to converging evidence, the human gut is a nodal point for the physiological performance matrixes of the vital organs on several axes (i.e. gut-brain, gut-lung, etc). As a result of COVID-19, the importance of gut-lung dysbiosis (balance or imbalance) has been realised. In view of this, it is of utmost importance to develop a comprehensive understanding of the microbiome, as well as its dysbiosis. In this review, we provide an overview of the gut-lung axial microbiome and its importance in maintaining optimal health. Human populations have successfully adapted to geophysical conditions through traditional dietary practices from around the world. In this context, a section has been devoted to the traditional Indian system of medicine and its theories and practices regarding the maintenance of optimally customized gut health.
Collapse
Affiliation(s)
- Swati Haldar
- Drug Discovery and Development Division, Patanjali Research Institute, NH-58, Haridwar 249405, Uttarakhand, India
| | - Snehal R Jadhav
- Consumer-Analytical-Safety-Sensory (CASS) Food Research Centre, School of Exercise and Nutrition Sciences, Deakin University, Burwood, VIC 3125, Australia
| | - Vandana Gulati
- Biomedical Science, School of Science and Technology Faculty of Science, Agriculture, Business and Law, University of New England, Armidale, NSW 2351, Australia
| | - David J Beale
- Environment, Commonwealth Scientific and Industrial Research Organisation (CSIRO), Ecosciences Precinct, Dutton Park, QLD 4102, Australia
| | - Acharya Balkrishna
- Drug Discovery and Development Division, Patanjali Research Institute, NH-58, Haridwar 249405, Uttarakhand, India
- Department of Allied and Applied Sciences, University of Patanjali, Patanjali Yog Peeth, Roorkee-Haridwar Road, Haridwar 249405, Uttarakhand, India
| | - Anurag Varshney
- Drug Discovery and Development Division, Patanjali Research Institute, NH-58, Haridwar 249405, Uttarakhand, India
- Department of Allied and Applied Sciences, University of Patanjali, Patanjali Yog Peeth, Roorkee-Haridwar Road, Haridwar 249405, Uttarakhand, India
| | - Enzo A Palombo
- Department of Chemistry and Biotechnology, School of Science, Computing and Engineering Technologies, Swinburne University of Technology, Hawthorn, VIC 3122, Australia
| | - Avinash V Karpe
- Department of Chemistry and Biotechnology, School of Science, Computing and Engineering Technologies, Swinburne University of Technology, Hawthorn, VIC 3122, Australia
- Socio-Eternal Thinking for Unity (SETU), Melbourne, VIC 3805, Australia
- Agriculture and Food, Commonwealth Scientific and Industrial Research Organisation (CSIRO), Acton, ACT 2601, Australia
| | - Rohan M Shah
- Department of Chemistry and Biotechnology, School of Science, Computing and Engineering Technologies, Swinburne University of Technology, Hawthorn, VIC 3122, Australia
- School of Health and Biomedical Sciences, STEM College, RMIT University, Bundoora West, VIC 3083, Australia
| |
Collapse
|
14
|
Bose T, Wasimuddin, Acharya V, Pinna NK, Kaur H, Ranjan M, SaiKrishna J, Nagabandi T, Varma B, Tallapaka KB, Sowpati DT, Haque MM, Dutta A, Siva AB, Mande SS. A cross-sectional study on the nasopharyngeal microbiota of individuals with SARS-CoV-2 infection across three COVID-19 waves in India. Front Microbiol 2023; 14:1238829. [PMID: 37744900 PMCID: PMC10511876 DOI: 10.3389/fmicb.2023.1238829] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2023] [Accepted: 08/09/2023] [Indexed: 09/26/2023] Open
Abstract
Background Multiple variants of the SARS-CoV-2 virus have plagued the world through successive waves of infection over the past three years. Independent research groups across geographies have shown that the microbiome composition in COVID-19 positive patients (CP) differs from that of COVID-19 negative individuals (CN). However, these observations were based on limited-sized sample-sets collected primarily from the early days of the pandemic. Here, we study the nasopharyngeal microbiota in COVID-19 patients, wherein the samples have been collected across the three COVID-19 waves witnessed in India, which were driven by different variants of concern. Methods The nasopharyngeal swabs were collected from 589 subjects providing samples for diagnostics purposes at the Centre for Cellular and Molecular Biology (CSIR-CCMB), Hyderabad, India and subjected to 16s rRNA gene amplicon - based sequencing. Findings We found variations in the microbiota of symptomatic vs. asymptomatic COVID-19 patients. CP showed a marked shift in the microbial diversity and composition compared to CN, in a wave-dependent manner. Rickettsiaceae was the only family that was noted to be consistently depleted in CP samples across the waves. The genera Staphylococcus, Anhydrobacter, Thermus, and Aerococcus were observed to be highly abundant in the symptomatic CP patients when compared to the asymptomatic group. In general, we observed a decrease in the burden of opportunistic pathogens in the host microbiota during the later waves of infection. Interpretation To our knowledge, this is the first analytical cross-sectional study of this scale, which was designed to understand the relation between the evolving nature of the virus and the changes in the human nasopharyngeal microbiota. Although no clear signatures were observed, this study shall pave the way for a better understanding of the disease pathophysiology and help gather preliminary evidence on whether interventions to the host microbiota can help in better protection or faster recovery.
Collapse
Affiliation(s)
- Tungadri Bose
- TCS Research, Tata Consultancy Services Limited, Pune, Maharashtra, India
| | - Wasimuddin
- Centre for Cellular and Molecular Biology (CSIR-CCMB), Hyderabad, Telangana, India
| | - Varnali Acharya
- Centre for Cellular and Molecular Biology (CSIR-CCMB), Hyderabad, Telangana, India
| | - Nishal Kumar Pinna
- TCS Research, Tata Consultancy Services Limited, Pune, Maharashtra, India
| | - Harrisham Kaur
- TCS Research, Tata Consultancy Services Limited, Pune, Maharashtra, India
| | - Manish Ranjan
- Centre for Cellular and Molecular Biology (CSIR-CCMB), Hyderabad, Telangana, India
| | - Jandhyala SaiKrishna
- Centre for Cellular and Molecular Biology (CSIR-CCMB), Hyderabad, Telangana, India
| | - Tulasi Nagabandi
- Centre for Cellular and Molecular Biology (CSIR-CCMB), Hyderabad, Telangana, India
| | - Binuja Varma
- TCS Genomics Lab, Tata Consultancy Services Limited, Noida, Uttar Pradesh, India
| | | | - Divya Tej Sowpati
- Centre for Cellular and Molecular Biology (CSIR-CCMB), Hyderabad, Telangana, India
| | | | - Anirban Dutta
- TCS Research, Tata Consultancy Services Limited, Pune, Maharashtra, India
| | | | - Sharmila S. Mande
- TCS Research, Tata Consultancy Services Limited, Pune, Maharashtra, India
| |
Collapse
|
15
|
Hyblova M, Hadzega D, Babisova K, Krumpolec P, Gnip A, Sabaka P, Lassan S, Minarik G. Metatranscriptome Analysis of Nasopharyngeal Swabs across the Varying Severity of COVID-19 Disease Demonstrated Unprecedented Species Diversity. Microorganisms 2023; 11:1804. [PMID: 37512976 PMCID: PMC10384460 DOI: 10.3390/microorganisms11071804] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2023] [Revised: 07/07/2023] [Accepted: 07/11/2023] [Indexed: 07/30/2023] Open
Abstract
The recent global emergence of the SARS-CoV-2 pandemic has accelerated research in several areas of science whose valuable outputs and findings can help to address future health challenges in the event of emerging infectious agents. We conducted a comprehensive shotgun analysis targeting multiple aspects to compare differences in bacterial spectrum and viral presence through culture-independent RNA sequencing. We conducted a comparative analysis of the microbiome between healthy individuals and those with varying degrees of COVID-19 severity, including a total of 151 participants. Our findings revealed a noteworthy increase in microbial species diversity among patients with COVID-19, irrespective of disease severity. Specifically, our analysis revealed a significant difference in the abundance of bacterial phyla between healthy individuals and those infected with COVID-19. We found that Actinobacteria, among other bacterial phyla, showed a notably higher abundance in healthy individuals compared to infected individuals. Conversely, Bacteroides showed a lower abundance in the latter group. Infected people, regardless of severity and symptoms, have the same proportional representation of Firmicutes, Proteobacteria, Actinobacteria, Bacteroidetes, and Fusobacteriales. In addition to SARS-CoV-2 and numerous phage groups, we identified sequences of clinically significant viruses such as Human Herpes Virus 1, Human Mastadenovirus D, and Rhinovirus A in several samples. Analyses were performed retrospectively, therefore, in the case of SARS-CoV-2 various WHO variants such as Alpha (B.1.1.7), Delta (B.1.617.2), Omicron (B.1.1.529), and 20C strains are represented. Additionally, the presence of specific virus strains has a certain effect on the distribution of individual microbial taxa.
Collapse
Affiliation(s)
| | | | | | | | - Andrej Gnip
- Medirex Group Academy, 949 05 Nitra, Slovakia
| | - Peter Sabaka
- Department of Infectology and Geographical Medicine, Faculty of Medicine, Comenius University in Bratislava, 814 99 Bratislava, Slovakia
| | - Stefan Lassan
- Department of Pneumology and Ftizeology I, University Hospital in Bratislava, 831 01 Bratislava, Slovakia
| | | |
Collapse
|
16
|
Rahman MA, Amin MA, Yeasmin MN, Islam MZ. Molecular Biomarker Identification Using a Network-Based Bioinformatics Approach That Links COVID-19 With Smoking. Bioinform Biol Insights 2023; 17:11779322231186481. [PMID: 37461741 PMCID: PMC10350588 DOI: 10.1177/11779322231186481] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2022] [Accepted: 06/21/2023] [Indexed: 07/20/2023] Open
Abstract
The COVID-19 coronavirus, which primarily affects the lungs, is the source of the disease known as SARS-CoV-2. According to "Smoking and COVID-19: a scoping review," about 32% of smokers had a severe case of COVID-19 pneumonia at their admission time and 15% of non-smokers had this case of COVID-19 pneumonia. We were able to determine which genes were expressed differently in each group by comparing the expression of gene transcriptomic datasets of COVID-19 patients, smokers, and healthy controls. In all, 37 dysregulated genes are common in COVID-19 patients and smokers, according to our analysis. We have applied all important methods namely protein-protein interaction, hub-protein interaction, drug-protein interaction, tf-gene interaction, and gene-MiRNA interaction of bioinformatics to analyze to understand deeply the connection between both smoking and COVID-19 severity. We have also analyzed Pathways and Gene Ontology where 5 significant signaling pathways were validated with previous literature. Also, we verified 7 hub-proteins, and finally, we validated a total of 7 drugs with the previous study.
Collapse
Affiliation(s)
| | - Md Al Amin
- Department of Computer Science & Engineering, Prime University, Dhaka, Bangladesh
| | - Most Nilufa Yeasmin
- Department of Information & Communication Technology, Islamic University, Kushtia, Bangladesh
| | - Md Zahidul Islam
- Department of Information & Communication Technology, Islamic University, Kushtia, Bangladesh
| |
Collapse
|
17
|
Ishizaka A, Koga M, Mizutani T, Uraki R, Yamayoshi S, Iwatsuki-Horimoto K, Yamamoto S, Imai M, Tsutsumi T, Suzuki Y, Kawaoka Y, Yotsuyanagi H. Research article antibody induction and immune response in nasal cavity by third dose of SARS-CoV-2 mRNA vaccination. Virol J 2023; 20:146. [PMID: 37443091 PMCID: PMC10339591 DOI: 10.1186/s12985-023-02113-z] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2023] [Accepted: 07/03/2023] [Indexed: 07/15/2023] Open
Abstract
BACKGROUND The mucosa serves as the first defence against pathogens and facilitates the surveillance and elimination of symbiotic bacteria by mucosal immunity. Recently, the mRNA vaccine against SARS-CoV-2 has been demonstrated to induce secretory antibodies in the oral and nasal cavities in addition to a systemic immune response. However, the mechanism of induced immune stimulation effect on mucosal immunity and commensal bacteria profile remains unclear. METHODS Here, we longitudinally analysed the changing nasal microbiota and both systemic and nasal immune response upon SARS-CoV-2 mRNA vaccination, and evaluated how mRNA vaccination influenced nasal microbiota in 18 healthy participants who had received the third BNT162b. RESULTS The nasal S-RBD IgG level correlated significantly with plasma IgG levels until 1 month and the levels were sustained for 3 months post-vaccination. In contrast, nasal S-RBD IgA induction peaked at 1 month, albeit slightly, and correlated only with plasma IgA, but the induction level decreased markedly at 3 months post-vaccination. 16 S rRNA sequencing of the nasal microbiota post-vaccination revealed not an overall change, but a decrease in certain opportunistic bacteria, mainly Fusobacterium. The decrease in these bacteria was more pronounced in those who exhibited nasal S-RBD IgA induction, and those with higher S-RBD IgA induction had lower relative amounts of potentially pathogenic bacteria such as Pseudomonas pre-vaccination. In addition, plasma and mucosal S-RBD IgG levels correlated with decreased commensal pathogens such as Finegoldia. CONCLUSIONS These findings suggest that the third dose of SARS-CoV-2 mRNA vaccination induced S-RBD antibodies in the nasal mucosa and may have stimulated mucosal immunity against opportunistic bacterial pathogens. This effect, albeit probably secondary, may be considered one of the benefits of mRNA vaccination. Furthermore, our data suggest that a cooperative function of mucosal and systemic immunity in the reduction of bacteria and provides a better understanding of the symbiotic relationship between the host and bacteria in the nasal mucosa.
Collapse
Affiliation(s)
- Aya Ishizaka
- Division of Infectious Diseases, Advanced Clinical Research Center, The Institute of Medical Science, The University of Tokyo, 4-6-1 Shirokanedai, Minato-ku, 108-8639, Tokyo, Japan
| | - Michiko Koga
- Division of Infectious Diseases, Advanced Clinical Research Center, The Institute of Medical Science, The University of Tokyo, 4-6-1 Shirokanedai, Minato-ku, 108-8639, Tokyo, Japan
| | - Taketoshi Mizutani
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, The University of Tokyo, 5-1-5 Kashiwanoha Kashiwa 277, 8562, Chiba, Japan.
| | - Ryuta Uraki
- Division of Virology, Department of Microbiology and Immunology, Institute of Medical Science, The University of Tokyo, Tokyo, Japan
- The Research Center for Global Viral Diseases, National Center for Global Health and Medicine Research Institute, Tokyo, Japan
| | - Seiya Yamayoshi
- Division of Virology, Department of Microbiology and Immunology, Institute of Medical Science, The University of Tokyo, Tokyo, Japan
- The Research Center for Global Viral Diseases, National Center for Global Health and Medicine Research Institute, Tokyo, Japan
| | - Kiyoko Iwatsuki-Horimoto
- Division of Virology, Department of Microbiology and Immunology, Institute of Medical Science, The University of Tokyo, Tokyo, Japan
| | - Shinya Yamamoto
- Division of Infectious Diseases, Advanced Clinical Research Center, The Institute of Medical Science, The University of Tokyo, 4-6-1 Shirokanedai, Minato-ku, 108-8639, Tokyo, Japan
- Division of Virology, Department of Microbiology and Immunology, Institute of Medical Science, The University of Tokyo, Tokyo, Japan
| | - Masaki Imai
- Division of Virology, Department of Microbiology and Immunology, Institute of Medical Science, The University of Tokyo, Tokyo, Japan
- The Research Center for Global Viral Diseases, National Center for Global Health and Medicine Research Institute, Tokyo, Japan
| | - Takeya Tsutsumi
- Department of Infectious Diseases and Applied Immunology, IMSUT Hospital of Institute of Medical Science, The University of Tokyo, Tokyo, Japan
- Department of Infectious Diseases, The University of Tokyo, Tokyo, Japan
| | - Yutaka Suzuki
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, The University of Tokyo, 5-1-5 Kashiwanoha Kashiwa 277, 8562, Chiba, Japan
| | - Yoshihiro Kawaoka
- Division of Virology, Department of Microbiology and Immunology, Institute of Medical Science, The University of Tokyo, Tokyo, Japan
- The Research Center for Global Viral Diseases, National Center for Global Health and Medicine Research Institute, Tokyo, Japan
- Influenza Research Institute, Department of Pathobiological Sciences, School of Veterinary Medicine, University of Wisconsin-Madison, Madison, WI, USA
- Pandemic Preparedness, Infection and Advanced Research Center, The University of Tokyo, Tokyo, Japan
| | - Hiroshi Yotsuyanagi
- Division of Infectious Diseases, Advanced Clinical Research Center, The Institute of Medical Science, The University of Tokyo, 4-6-1 Shirokanedai, Minato-ku, 108-8639, Tokyo, Japan.
- Department of Infectious Diseases and Applied Immunology, IMSUT Hospital of Institute of Medical Science, The University of Tokyo, Tokyo, Japan.
| |
Collapse
|
18
|
Wu J, Liu W, Zhu L, Li N, Luo G, Gu M, Peng M, Zeng S, Wu S, Zhang S, Chen Q, Cai M, Cao W, Jiang Y, Luo C, Tian D, Shi M, Shu Y, Chang G, Luo H. Dysbiosis of oropharyngeal microbiome and antibiotic resistance in hospitalized COVID-19 patients. J Med Virol 2023; 95:e28727. [PMID: 37185870 DOI: 10.1002/jmv.28727] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2023] [Revised: 03/28/2023] [Accepted: 04/04/2023] [Indexed: 05/17/2023]
Abstract
The severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) pandemic is ongoing and multiple studies have elucidated its pathogenesis, however, the related- microbiome imbalance caused by SARS-CoV-2 is still not clear. In this study, we have comprehensively compared the microbiome composition and associated function alterations in the oropharyngeal swabs of healthy controls and coronavirus disease 2019 (COVID-19) patients with moderate or severe symptoms by metatranscriptomic sequencing. We did observe a reduced microbiome alpha-diversity but significant enrichment of opportunistic microorganisms in patients with COVID-19 compared with healthy controls, and the microbial homeostasis was rebuilt following the recovery of COVID-19 patients. Correspondingly, less functional genes in multiple biological processes and weakened metabolic pathways such as carbohydrate metabolism, energy metabolism were also observed in COVID-19 patients. We only found higher relative abundance of limited genera such as Lachnoanaerobaculum between severe patients and moderate patients while no worthy-noting microbiome diversity and function alteration were observed. Finally, we noticed that the co-occurrence of antibiotic resistance and virulence was closely related to the microbiome alteration caused by SRAS-CoV-2. Overall, our findings demonstrate that microbial dysbiosis may enhance the pathogenesis of SARS-CoV-2 and the antibiotics treatment should be critically considered.
Collapse
Affiliation(s)
- Jiani Wu
- School of Public Health (Shenzhen), Shenzhen Campus of Sun Yat-sen University, Shenzhen, China
- School of Public Health (Shenzhen), Sun Yat-sen University, Guangzhou, China
- Department of AIDS and STD Control and Prevention, Shaoxing Center for Disease Control and Prevention, Shaoxing, China
| | - Wei Liu
- Department of Immunology, Center for Disease Prevention and Control of PLA, Beijing, China
| | - Lin Zhu
- School of Public Health (Shenzhen), Shenzhen Campus of Sun Yat-sen University, Shenzhen, China
- School of Public Health (Shenzhen), Sun Yat-sen University, Guangzhou, China
| | - Nina Li
- School of Public Health (Shenzhen), Shenzhen Campus of Sun Yat-sen University, Shenzhen, China
- School of Public Health (Shenzhen), Sun Yat-sen University, Guangzhou, China
| | - Gengyan Luo
- The Centre for Infection and Immunity Studies, School of Medicine, Shenzhen Campus of Sun Yat-sen University, Sun Yat-sen University, Shenzhen, China
| | - Ming Gu
- School of Public Health (Shenzhen), Shenzhen Campus of Sun Yat-sen University, Shenzhen, China
- School of Public Health (Shenzhen), Sun Yat-sen University, Guangzhou, China
| | - Minwu Peng
- The Centre for Infection and Immunity Studies, School of Medicine, Shenzhen Campus of Sun Yat-sen University, Sun Yat-sen University, Shenzhen, China
| | - Shike Zeng
- School of Public Health (Shenzhen), Shenzhen Campus of Sun Yat-sen University, Shenzhen, China
- School of Public Health (Shenzhen), Sun Yat-sen University, Guangzhou, China
| | - Shu Wu
- School of Public Health (Shenzhen), Shenzhen Campus of Sun Yat-sen University, Shenzhen, China
- School of Public Health (Shenzhen), Sun Yat-sen University, Guangzhou, China
| | - Shengze Zhang
- School of Public Health (Shenzhen), Shenzhen Campus of Sun Yat-sen University, Shenzhen, China
- School of Public Health (Shenzhen), Sun Yat-sen University, Guangzhou, China
| | - Qiqi Chen
- School of Public Health (Shenzhen), Shenzhen Campus of Sun Yat-sen University, Shenzhen, China
- School of Public Health (Shenzhen), Sun Yat-sen University, Guangzhou, China
| | - Meiqi Cai
- School of Public Health (Shenzhen), Shenzhen Campus of Sun Yat-sen University, Shenzhen, China
- School of Public Health (Shenzhen), Sun Yat-sen University, Guangzhou, China
| | - Wei Cao
- School of Public Health (Shenzhen), Shenzhen Campus of Sun Yat-sen University, Shenzhen, China
- School of Public Health (Shenzhen), Sun Yat-sen University, Guangzhou, China
| | - Ying Jiang
- Environment Health Department, Shenzhen Nanshan Center for Disease Control and Prevention, Shenzhen, China
| | - Chuming Luo
- School of Public Health (Shenzhen), Shenzhen Campus of Sun Yat-sen University, Shenzhen, China
- School of Public Health (Shenzhen), Sun Yat-sen University, Guangzhou, China
| | - Dechao Tian
- School of Public Health (Shenzhen), Shenzhen Campus of Sun Yat-sen University, Shenzhen, China
- School of Public Health (Shenzhen), Sun Yat-sen University, Guangzhou, China
| | - Mang Shi
- The Centre for Infection and Immunity Studies, School of Medicine, Shenzhen Campus of Sun Yat-sen University, Sun Yat-sen University, Shenzhen, China
| | - Yuelong Shu
- School of Public Health (Shenzhen), Shenzhen Campus of Sun Yat-sen University, Shenzhen, China
- School of Public Health (Shenzhen), Sun Yat-sen University, Guangzhou, China
- Institute of Pathogen Biology, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China
| | - Guohui Chang
- Department of Immunology, Center for Disease Prevention and Control of PLA, Beijing, China
| | - Huanle Luo
- School of Public Health (Shenzhen), Shenzhen Campus of Sun Yat-sen University, Shenzhen, China
- School of Public Health (Shenzhen), Sun Yat-sen University, Guangzhou, China
- Key Laboratory of Tropical Disease Control, Ministry of Education, Sun Yat-sen University, Shenzhen, China
| |
Collapse
|
19
|
Yasir M, Al-Sharif HA, Al-Subhi T, Sindi AA, Bokhary DH, El-Daly MM, Alosaimi B, Hamed ME, Karim AM, Hassan AM, AlShawdari MM, Alawi M, El-Kafrawy SA, Azhar EI. Analysis of the nasopharyngeal microbiome and respiratory pathogens in COVID-19 patients from Saudi Arabia. J Infect Public Health 2023; 16:680-688. [PMID: 36934642 PMCID: PMC9984237 DOI: 10.1016/j.jiph.2023.03.001] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2022] [Revised: 02/11/2023] [Accepted: 03/01/2023] [Indexed: 03/06/2023] Open
Abstract
BACKGROUND Infection with SARS-CoV-2 may perturb normal microbiota, leading to secondary infections that can complicate the viral disease. The aim of this study was to probe the alteration of nasopharyngeal (NP) microbiota in the context of SARS-CoV-2 infection and obesity and to identify other respiratory pathogens among COVID-19 cases that may affect patients' health. METHODS A total of 107 NP swabs, including 22 from control subjects and 85 from COVID-19 patients, were processed for 6S amplicon sequencing. The respiratory pathogens causing secondary infections were identified by RT-PCR assay, using a kit that contained specific primers and probes combinations to amplify 33 known respiratory pathogens. RESULTS No significant (p > 0.05) difference was observed in the alpha and beta diversity analysis, but specific taxa differed significantly between the control and COVID-19 patient groups. Genera of Sphingomonas, Kurthia, Microbacterium, Methylobacterium, Brevibacillus, Bacillus, Acinetobacter, Lactococcus, and Haemophilus was significantly abundant (p < 0.05) in COVID-19 patients compared with a healthy control group. Staphylococcus was found in relatively high abundance (35.7 %) in the COVID-19 patient groups, mainly those treated with antibiotics. A relatively high percentage of Streptococcus was detected in COVID-19 patient groups with obesity or other comorbidities. Respiratory pathogens, including Staphylococcus aureus, Streptococcus pneumoniae, Haemophilus influenzae, Moraxella catarrhalis, and Salmonella species, along with Pneumocystis jirovecii fungal species were detected by RT-PCR mainly in the COVID-19 patients. Klebsiella pneumoniae was commonly found in most of the samples from the control and COVID-19 patients. Four COVID-19 patients had viral coinfections with human adenovirus, human rhinovirus, enterovirus, and human parainfluenza virus 1. CONCLUSIONS Overall, no substantial difference was observed in the predominant NP bacterial community, but specific taxa were significantly changed between the healthy control and COVID-19 patients. Comparatively, an increased number of respiratory pathogens were identified in COVID-19 patients, and NP colonization by K. pneumoniae was probably occurring in the local population.
Collapse
Affiliation(s)
- Muhammad Yasir
- Special Infectious Agents Unit, King Fahd Medical Research Center, King Abdulaziz University, Jeddah 21589, Saudi Arabia; Department of Medical Laboratory Sciences, Faculty of Applied Medical Sciences, King Abdulaziz University, Jeddah 21589, Saudi Arabia.
| | - Hessa A Al-Sharif
- Special Infectious Agents Unit, King Fahd Medical Research Center, King Abdulaziz University, Jeddah 21589, Saudi Arabia
| | - Tagreed Al-Subhi
- Special Infectious Agents Unit, King Fahd Medical Research Center, King Abdulaziz University, Jeddah 21589, Saudi Arabia
| | - Anees A Sindi
- Department of Anesthesia and Critical Care, Faculty of Medicine, King Abdulaziz University, Jeddah 21589, Saudi Arabia; Pulmonary & Critical Care Consultant, International Medical Center, Jeddah 21589, Saudi Arabia
| | - Diyaa H Bokhary
- Emergency Medicine Department, King Abdulaziz University Hospital, King Abdulaziz University, Jeddah 21589, Saudi Arabia
| | - Mai M El-Daly
- Special Infectious Agents Unit, King Fahd Medical Research Center, King Abdulaziz University, Jeddah 21589, Saudi Arabia; Department of Medical Laboratory Sciences, Faculty of Applied Medical Sciences, King Abdulaziz University, Jeddah 21589, Saudi Arabia
| | - Bandar Alosaimi
- Research Center, King Fahad Medical City, Riyadh, Saudi Arabia
| | - Maaweya E Hamed
- Research Center, King Fahad Medical City, Riyadh, Saudi Arabia
| | - Asad Mustafa Karim
- Graduate School of Biotechnology, College of Life Sciences, Kyung Hee University, Yongin 17104, the Republic of Korea
| | - Ahmed M Hassan
- Special Infectious Agents Unit, King Fahd Medical Research Center, King Abdulaziz University, Jeddah 21589, Saudi Arabia
| | - Mustafa M AlShawdari
- Special Infectious Agents Unit, King Fahd Medical Research Center, King Abdulaziz University, Jeddah 21589, Saudi Arabia
| | - Maha Alawi
- Department of Medical Microbiology and Parasitology, Faculty of Medicine, King Abdulaziz University, Jeddah 21589, Saudi Arabia; Infection Control & Environmental Health Unit, King Abdulaziz University Hospital, King Abdulaziz University, Jeddah 21589, Saudi Arabia
| | - Sherif A El-Kafrawy
- Special Infectious Agents Unit, King Fahd Medical Research Center, King Abdulaziz University, Jeddah 21589, Saudi Arabia; Department of Medical Laboratory Sciences, Faculty of Applied Medical Sciences, King Abdulaziz University, Jeddah 21589, Saudi Arabia
| | - Esam I Azhar
- Special Infectious Agents Unit, King Fahd Medical Research Center, King Abdulaziz University, Jeddah 21589, Saudi Arabia; Department of Medical Laboratory Sciences, Faculty of Applied Medical Sciences, King Abdulaziz University, Jeddah 21589, Saudi Arabia
| |
Collapse
|
20
|
SeyedAlinaghi S, Afzalian A, Pashaei Z, Varshochi S, Karimi A, Mojdeganlou H, Mojdeganlou P, Razi A, Ghanadinezhad F, Shojaei A, Amiri A, Dashti M, Ghasemzadeh A, Dadras O, Mehraeen E, Afsahi AM. Gut microbiota and COVID-19: A systematic review. Health Sci Rep 2023; 6:e1080. [PMID: 36721396 PMCID: PMC9881458 DOI: 10.1002/hsr2.1080] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2022] [Revised: 12/24/2022] [Accepted: 01/11/2023] [Indexed: 01/28/2023] Open
Abstract
Background and Aims Alteration in humans' gut microbiota was reported in patients infected with severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2). The gut and upper respiratory tract (URT) microbiota harbor a dynamic and complex population of microorganisms and have strong interaction with host immune system homeostasis. However, our knowledge about microbiota and its association with SARS-CoV-2 is still limited. We aimed to systematically review the effects of gut microbiota on the SARS-CoV-2 infection and its severity and the impact that SARS-CoV-2 could have on the gut microbiota. Methods We searched the keywords in the online databases of Web of Science, Scopus, PubMed, and Cochrane on December 31, 2021. After duplicate removal, we performed the screening process in two stages; title/abstract and then full-text screening. The data of the eligible studies were extracted into a pre-designed word table. This study adhered to the PRISMA checklist and Newcastle-Ottawa Scale Bias Assessment tool. Results Sixty-three publications were included in this review. Our study shows that among COVID-19 patients, particularly moderate to severe cases, the gut and lung microbiota was different compared to healthy individuals. In addition, the severity, and viral load of COVID-19 disease would probably also be influenced by the gut, and lung microbiota's composition. Conclusion Our study concludes that there was a significant difference in the composition of the URT, and gut microbiota in COVID-19 patients compared to the general healthy individuals, with an increase in opportunistic pathogens. Further, research is needed to investigate the probable bidirectional association of COVID-19 and human microbiome.
Collapse
Affiliation(s)
- SeyedAhmad SeyedAlinaghi
- Iranian Research Center for HIV/AIDS, Iranian Institute for Reduction of High Risk BehaviorsTehran University of Medical SciencesTehranIran
| | - Arian Afzalian
- School of MedicineTehran University of Medical SciencesTehranIran
| | - Zahra Pashaei
- Iranian Research Center for HIV/AIDS, Iranian Institute for Reduction of High Risk BehaviorsTehran University of Medical SciencesTehranIran
| | - Sanaz Varshochi
- School of MedicineTehran University of Medical SciencesTehranIran
| | - Amirali Karimi
- School of MedicineTehran University of Medical SciencesTehranIran
| | | | | | - Armin Razi
- School of MedicineTehran University of Medical SciencesTehranIran
| | | | - Alireza Shojaei
- Iranian Research Center for HIV/AIDS, Iranian Institute for Reduction of High Risk BehaviorsTehran University of Medical SciencesTehranIran
| | - Ava Amiri
- Iranian Research Center for HIV/AIDS, Iranian Institute for Reduction of High Risk BehaviorsTehran University of Medical SciencesTehranIran
| | - Mohsen Dashti
- Department of RadiologyTabriz University of Medical SciencesTabrizIran
| | | | - Omid Dadras
- Iranian Research Center for HIV/AIDS, Iranian Institute for Reduction of High Risk BehaviorsTehran University of Medical SciencesTehranIran
- Department of Global Public Health and Primary CareUniversity of BergenBergenNorway
| | - Esmaeil Mehraeen
- Department of Health Information TechnologyKhalkhal University of Medical SciencesKhalkhalIran
| | - Amir Masoud Afsahi
- Department of RadiologyUniversity of California, San Diego (UCSD)CaliforniaUSA
| |
Collapse
|
21
|
Ma S, Yang L, Li H, Chen X, Lin X, Ge W, Wang Y, Sun L, Zhao G, Wang B, Wang Z, Wu M, Lu X, Akhtar ML, Yang D, Bai Y, Li Y, Nie H. Understanding metabolic alterations after SARS-CoV-2 infection: insights from the patients' oral microenvironmental metabolites. BMC Infect Dis 2023; 23:42. [PMID: 36690957 PMCID: PMC9869582 DOI: 10.1186/s12879-022-07979-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2022] [Accepted: 12/30/2022] [Indexed: 01/24/2023] Open
Abstract
BACKGROUND Coronavirus disease 2019 is a type of acute infectious pneumonia and frequently confused with influenza since the initial symptoms. When the virus colonized the patient's mouth, it will cause changes of the oral microenvironment. However, few studies on the alterations of metabolism of the oral microenvironment affected by SARS-CoV-2 infection have been reported. In this study, we explored metabolic alterations of oral microenvironment after SARS-CoV-2 infection. METHODS Untargeted metabolomics (UPLC-MS) was used to investigate the metabolic changes between oral secretion samples of 25 COVID-19 and 30 control participants. To obtain the specific metabolic changes of COVID-19, we selected 25 influenza patients to exclude the metabolic changes caused by the stress response of the immune system to the virus. Multivariate analysis (PCA and PLS-DA plots) and univariate analysis (students' t-test) were used to compare the differences between COVID-19 patients and the controls. Online hiplot tool was used to perform heatmap analysis. Metabolic pathway analysis was conducted by using the MetaboAnalyst 5.0 web application. RESULTS PLS-DA plots showed significant separation of COVID-19 patients and the controls. A total of 45 differential metabolites between COVID-19 and control group were identified. Among them, 35 metabolites were defined as SARS-CoV-2 specific differential metabolites. Especially, the levels of cis-5,8,11,14,17-eicosapentaenoic acid and hexanoic acid changed dramatically based on the FC values. Pathway enrichment found the most significant pathways were tyrosine-related metabolism. Further, we found 10 differential metabolites caused by the virus indicating the body's metabolism changes after viral stimulation. Moreover, adenine and adenosine were defined as influenza virus-specific differential metabolites. CONCLUSIONS This study revealed that 35 metabolites and tyrosine-related metabolism pathways were significantly changed after SARS-CoV-2 infection. The metabolic alterations of oral microenvironment in COVID-19 provided new insights into its molecular mechanisms for research and prognostic treatment.
Collapse
Affiliation(s)
- Shengli Ma
- grid.19373.3f0000 0001 0193 3564Heilongjiang Provincial Hospital, Harbin Institute of Technology, Harbin, China
| | - Lijun Yang
- grid.19373.3f0000 0001 0193 3564School of Life Science and Technology, Harbin Institute of Technology, Harbin, China
| | - Hui Li
- grid.19373.3f0000 0001 0193 3564Heilongjiang Provincial Hospital, Harbin Institute of Technology, Harbin, China
| | - Xinghe Chen
- grid.19373.3f0000 0001 0193 3564School of Life Science and Technology, Harbin Institute of Technology, Harbin, China
| | - Xiaoyu Lin
- grid.19373.3f0000 0001 0193 3564School of Life Science and Technology, Harbin Institute of Technology, Harbin, China
| | - Wenyu Ge
- grid.19373.3f0000 0001 0193 3564Heilongjiang Provincial Hospital, Harbin Institute of Technology, Harbin, China
| | - Yindong Wang
- grid.19373.3f0000 0001 0193 3564Heilongjiang Provincial Hospital, Harbin Institute of Technology, Harbin, China
| | - Liping Sun
- grid.19373.3f0000 0001 0193 3564School of Life Science and Technology, Harbin Institute of Technology, Harbin, China
| | - Guiping Zhao
- grid.19373.3f0000 0001 0193 3564School of Life Science and Technology, Harbin Institute of Technology, Harbin, China
| | - Bing Wang
- grid.19373.3f0000 0001 0193 3564School of Life Science and Technology, Harbin Institute of Technology, Harbin, China
| | - Zheng Wang
- grid.19373.3f0000 0001 0193 3564Heilongjiang Provincial Hospital, Harbin Institute of Technology, Harbin, China
| | - Meng Wu
- grid.19373.3f0000 0001 0193 3564Heilongjiang Provincial Hospital, Harbin Institute of Technology, Harbin, China
| | - Xin Lu
- grid.9227.e0000000119573309CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, China
| | - Muhammad Luqman Akhtar
- grid.19373.3f0000 0001 0193 3564School of Life Science and Technology, Harbin Institute of Technology, Harbin, China
| | - Depeng Yang
- grid.19373.3f0000 0001 0193 3564School of Life Science and Technology, Harbin Institute of Technology, Harbin, China
| | - Yan Bai
- grid.19373.3f0000 0001 0193 3564School of Life Science and Technology, Harbin Institute of Technology, Harbin, China
| | - Yu Li
- grid.19373.3f0000 0001 0193 3564School of Life Science and Technology, Harbin Institute of Technology, Harbin, China
| | - Huan Nie
- grid.19373.3f0000 0001 0193 3564School of Life Science and Technology, Harbin Institute of Technology, Harbin, China
| |
Collapse
|
22
|
Kumar D, Pandit R, Sharma S, Raval J, Patel Z, Joshi M, Joshi CG. Nasopharyngeal microbiome of COVID-19 patients revealed a distinct bacterial profile in deceased and recovered individuals. Microb Pathog 2022; 173:105829. [PMID: 36252893 PMCID: PMC9568276 DOI: 10.1016/j.micpath.2022.105829] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2022] [Revised: 09/20/2022] [Accepted: 10/11/2022] [Indexed: 11/06/2022]
Abstract
The bacterial co-infections in SARS-CoV-2 patients remained the least explored subject of clinical manifestations that may also determine the disease severity. Nasopharyngeal microbial community structure within SARS-CoV-2 infected patients could reveal interesting microbiome dynamics that may influence the disease outcomes. Here, in this research study, we analyzed distinct nasopharyngeal microbiome profile in the deceased (n = 48) and recovered (n = 29) COVID-19 patients and compared it with control SARS-CoV-2 negative individuals (control) (n = 33). The nasal microbiome composition of the three groups varies significantly (PERMANOVA, p-value <0.001), where deceased patients showed higher species richness compared to the recovered and control groups. Pathogenic genera, including Corynebacterium (LDA score 5.51), Staphylococcus, Serratia, Klebsiella and their corresponding species were determined as biomarkers (p-value <0.05, LDA cutoff 4.0) in the deceased COVID-19 patients. Ochrobactrum (LDA score 5.79), and Burkholderia (LDA 5.29), were found in the recovered group which harbors ordinal bacteria (p-value <0.05, LDA-4.0) as biomarkers. Similarly, Pseudomonas (LDA score 6.19), and several healthy nasal cavity commensals including Veillonella, and Porphyromonas, were biomarkers for the control individuals. Healthy commensal bacteria may trigger the immune response and alter the viral infection susceptibility and thus, may play important role and possible recovery that needs to be further explored. This research finding provide vital information and have significant implications for understanding the microbial diversity of COVID-19 patients. However, additional studies are needed to address the microbiome-based therapeutics and diagnostics interventions.
Collapse
Affiliation(s)
- Dinesh Kumar
- Gujarat Biotechnology Research Centre (GBRC), Department of Science and Technology (DST), Government of Gujarat, 6th Floor, MS Building, Gandhinagar, 382011, India
| | - Ramesh Pandit
- Gujarat Biotechnology Research Centre (GBRC), Department of Science and Technology (DST), Government of Gujarat, 6th Floor, MS Building, Gandhinagar, 382011, India
| | - Sonal Sharma
- Gujarat Biotechnology Research Centre (GBRC), Department of Science and Technology (DST), Government of Gujarat, 6th Floor, MS Building, Gandhinagar, 382011, India
| | - Janvi Raval
- Gujarat Biotechnology Research Centre (GBRC), Department of Science and Technology (DST), Government of Gujarat, 6th Floor, MS Building, Gandhinagar, 382011, India
| | - Zarna Patel
- Gujarat Biotechnology Research Centre (GBRC), Department of Science and Technology (DST), Government of Gujarat, 6th Floor, MS Building, Gandhinagar, 382011, India
| | - Madhvi Joshi
- Gujarat Biotechnology Research Centre (GBRC), Department of Science and Technology (DST), Government of Gujarat, 6th Floor, MS Building, Gandhinagar, 382011, India
| | - Chaitanya G Joshi
- Gujarat Biotechnology Research Centre (GBRC), Department of Science and Technology (DST), Government of Gujarat, 6th Floor, MS Building, Gandhinagar, 382011, India.
| |
Collapse
|
23
|
Fanelli M, Petrone V, Buonifacio M, Delibato E, Balestrieri E, Grelli S, Minutolo A, Matteucci C. Multidistrict Host-Pathogen Interaction during COVID-19 and the Development Post-Infection Chronic Inflammation. Pathogens 2022; 11:1198. [PMID: 36297256 PMCID: PMC9607297 DOI: 10.3390/pathogens11101198] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2022] [Revised: 10/07/2022] [Accepted: 10/14/2022] [Indexed: 12/15/2022] Open
Abstract
Due to the presence of the ACE2 receptor in different tissues (nasopharynx, lung, nervous tissue, intestine, liver), the COVID-19 disease involves several organs in our bodies. SARS-CoV-2 is able to infect different cell types, spreading to different districts. In the host, an uncontrolled and altered immunological response is triggered, leading to cytokine storm, lymphopenia, and cellular exhaustion. Hence, respiratory distress syndrome (ARDS) and systemic multi-organ dysfunction syndrome (MODS) are established. This scenario is also reflected in the composition of the microbiota, the balance of which is regulated by the interaction with the immune system. A change in microbial diversity has been demonstrated in COVID-19 patients compared with healthy donors, with an increase in potentially pathogenic microbial genera. In addition to other symptoms, particularly neurological, the occurrence of dysbiosis persists after the SARS-CoV-2 infection, characterizing the post-acute COVID syndrome. This review will describe and contextualize the role of the immune system in unbalance and dysbiosis during SARS-CoV-2 infection, from the acute phase to the post-COVID-19 phase. Considering the tight relationship between the immune system and the gut-brain axis, the analysis of new, multidistrict parameters should be aimed at understanding and addressing chronic multisystem dysfunction related to COVID-19.
Collapse
Affiliation(s)
- Marialaura Fanelli
- Department of Experimental Medicine, University of Rome Tor Vergata, 00133 Rome, Italy
| | - Vita Petrone
- Department of Experimental Medicine, University of Rome Tor Vergata, 00133 Rome, Italy
| | - Margherita Buonifacio
- Department of Experimental Medicine, University of Rome Tor Vergata, 00133 Rome, Italy
| | - Elisabetta Delibato
- Department of Food Safety, Nutrition and Veterinary Public Health, Istituto Superiore di Sanità, 00161 Rome, Italy
| | - Emanuela Balestrieri
- Department of Experimental Medicine, University of Rome Tor Vergata, 00133 Rome, Italy
| | - Sandro Grelli
- Department of Experimental Medicine, University of Rome Tor Vergata, 00133 Rome, Italy
- Virology Unit, Tor Vergata University Hospital, 00133 Rome, Italy
| | - Antonella Minutolo
- Department of Experimental Medicine, University of Rome Tor Vergata, 00133 Rome, Italy
| | - Claudia Matteucci
- Department of Experimental Medicine, University of Rome Tor Vergata, 00133 Rome, Italy
| |
Collapse
|
24
|
Starikova EV, Galeeva JS, Andreev DN, Sokolov PS, Fedorov DE, Manolov AI, Pavlenko AV, Klimina KM, Veselovsky VA, Zaborovsky AV, Evdokimov VV, Andreev NG, Devkota MK, Fomenko AK, Khar'kovskii VA, Asadulin PO, Kucher SA, Cheremushkina AS, Yanushevich OO, Maev IV, Krikheli NI, Levchenko OV, Ilina EN, Govorun VM. [Composition of oropharyngeal microbiota in patients with COVID-19 of different pneumonia severity]. TERAPEVT ARKH 2022; 94:963-972. [PMID: 36286976 DOI: 10.26442/00403660.2022.08.201780] [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: 10/11/2022] [Accepted: 10/11/2022] [Indexed: 06/16/2023]
Abstract
AIM To identify features of the taxonomic composition of the oropharyngeal microbiota of COVID-19 patients with different disease severity. MATERIALS AND METHODS The study group included 156 patients hospitalized with confirmed diagnosis of COVID-19 in the clinical medical center of Yevdokimov Moscow State University of Medicine and Dentistry between April and June 2021. There were 77 patients with mild pneumonia according to CT (CT1) and 79 patients with moderate to severe pneumonia (CT2 and CT3). Oropharyngeal swabs were taken when the patient was admitted to the hospital. Total DNA was isolated from the samples, then V3V4 regions of the 16s rRNA gene were amplified, followed by sequencing using Illumina HiSeq 2500 platform. DADA2 algorithm was used to obtain amplicon sequence variants (ASV). RESULTS When comparing the microbial composition of the oropharynx of the patients with different forms of pneumonia, we have identified ASVs associated with the development of both mild and severe pneumonia outside hospital treatment. Based on the results obtained, ASVs associated with a lower degree of lung damage belong predominantly to the class of Gram-negative Firmicutes (Negativicutes), to various classes of Proteobacteria, as well as to the order Fusobacteria. In turn, ASVs associated with a greater degree of lung damage belong predominantly to Gram-positive classes of Firmicutes Bacilli and Clostridia. While being hospitalized, patients with severe pneumonia demonstrated negative disease dynamics during treatment significantly more often. CONCLUSION We have observed differences in the taxonomic composition of the oropharyngeal microbiota in patients with different forms of pneumonia developed outside hospital treatment against COVID-19. Such differences might be due to the presumed barrier function of the oropharyngeal microbiota, which reduces the risk of virus titer increase.
Collapse
Affiliation(s)
| | - J S Galeeva
- Research Institute of Systemic Biology and Medicine
| | - D N Andreev
- Yevdokimov Moscow State University of Medicine and Dentistry
| | - P S Sokolov
- Yevdokimov Moscow State University of Medicine and Dentistry
| | - D E Fedorov
- Research Institute of Systemic Biology and Medicine
| | - A I Manolov
- Research Institute of Systemic Biology and Medicine
| | - A V Pavlenko
- Research Institute of Systemic Biology and Medicine
| | - K M Klimina
- Federal Scientific and Clinical Center for Physical and Chemical Medicine
| | - V A Veselovsky
- Federal Scientific and Clinical Center for Physical and Chemical Medicine
| | - A V Zaborovsky
- Yevdokimov Moscow State University of Medicine and Dentistry, Moscow
| | - V V Evdokimov
- Yevdokimov Moscow State University of Medicine and Dentistry
| | - N G Andreev
- Yevdokimov Moscow State University of Medicine and Dentistry
| | - M K Devkota
- Yevdokimov Moscow State University of Medicine and Dentistry
| | - A K Fomenko
- Yevdokimov Moscow State University of Medicine and Dentistry
| | | | - P O Asadulin
- Yevdokimov Moscow State University of Medicine and Dentistry
| | - S A Kucher
- Yevdokimov Moscow State University of Medicine and Dentistry
| | | | - O O Yanushevich
- Yevdokimov Moscow State University of Medicine and Dentistry
| | - I V Maev
- Yevdokimov Moscow State University of Medicine and Dentistry
| | - N I Krikheli
- Yevdokimov Moscow State University of Medicine and Dentistry
| | - O V Levchenko
- Yevdokimov Moscow State University of Medicine and Dentistry
| | - E N Ilina
- Research Institute of Systemic Biology and Medicine
| | - V M Govorun
- Research Institute of Systemic Biology and Medicine
| |
Collapse
|
25
|
Di Pierro F, Iqtadar S, Mumtaz SU, Bertuccioli A, Recchia M, Zerbinati N, Khan A. Clinical Effects of Streptococcus salivarius K12 in Hospitalized COVID-19 Patients: Results of a Preliminary Study. Microorganisms 2022; 10:microorganisms10101926. [PMID: 36296202 PMCID: PMC9609702 DOI: 10.3390/microorganisms10101926] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2022] [Revised: 09/21/2022] [Accepted: 09/24/2022] [Indexed: 11/30/2022] Open
Abstract
Anatomical and physiological considerations indicate that the oral cavity is a primary source of the lung microbiota community, and recent studies have shown that the microbiota in the lungs contributes to immunological homeostasis, potentially altering the organ’s susceptibility to viral infection, including SARS-CoV-2. It has been proposed that, in the case of viral infection, lung Gram-negative bacteria could promote the cytokine cascade with a better performance than a microbiota mainly constituted by Gram-positive bacteria. Recent observations also suggest that Prevotella-rich oral microbiotas would dominate the oral cavity of SARS-CoV-2-infected patients. In comparison, Streptococcus-rich microbiotas would dominate the oral cavity of healthy people. To verify if the modulation of the oral microbiota could have an impact on the current coronavirus disease, we administered for 14 days a well-recognized and oral-colonizing probiotic (S. salivarius K12) to hospitalized COVID-19 patients. The preliminary results of our randomized and controlled trial seem to prove the potential role of this oral strain in improving the course of the main markers of pathology, as well as its ability to apparently reduce the death rate from COVID-19. Although in a preliminary and only circumstantial way, our results seem to confirm the hypothesis of a direct involvement of the oral microbiota in the construction of a lung microbiota whose taxonomic structure could modulate the inflammatory processes generated at the pulmonary and systemic level by a viral infection.
Collapse
Affiliation(s)
- Francesco Di Pierro
- Scientific & Research Department, Velleja Research, 20100 Milan, Italy
- Digestive Endoscopy, Fondazione Poliambulanza, 25133 Brescia, Italy
- Correspondence: ; Tel.: +39-0523-510848; Fax: +39-0523-511894
| | - Somia Iqtadar
- Department of Medicine, King Edward Medical University, Lahore 54000, Pakistan
| | - Sami Ullah Mumtaz
- Department of Medicine, King Edward Medical University, Lahore 54000, Pakistan
| | - Alexander Bertuccioli
- Department of Biomolecular Sciences (DISB), University of Urbino, 61029 Urbino, Italy
| | - Martino Recchia
- Medistat, Unità di Epidemiologia Clinica e Biostatistica, 20100 Milan, Italy
| | - Nicola Zerbinati
- Department of Medicine and Surgery, University of Insubria, 21100 Varese, Italy
| | - Amjad Khan
- Nuffield Division of Clinical and Laboratory Sciences (NDCLS), Radcliffe Department of Medicine, John Radcliffe Hospital, University of Oxford, Oxford OX3 9DU, UK
| |
Collapse
|
26
|
Ke S, Weiss ST, Liu YY. Dissecting the role of the human microbiome in COVID-19 via metagenome-assembled genomes. Nat Commun 2022; 13:5235. [PMID: 36068270 PMCID: PMC9446638 DOI: 10.1038/s41467-022-32991-w] [Citation(s) in RCA: 24] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2022] [Accepted: 08/24/2022] [Indexed: 11/14/2022] Open
Abstract
Coronavirus disease 2019 (COVID-19), primarily a respiratory disease caused by infection with Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2), is often accompanied by gastrointestinal symptoms. However, little is known about the relation between the human microbiome and COVID-19, largely due to the fact that most previous studies fail to provide high taxonomic resolution to identify microbes that likely interact with SARS-CoV-2 infection. Here we used whole-metagenome shotgun sequencing data together with assembly and binning strategies to reconstruct metagenome-assembled genomes (MAGs) from 514 COVID-19 related nasopharyngeal and fecal samples in six independent cohorts. We reconstructed a total of 11,584 medium-and high-quality microbial MAGs and obtained 5403 non-redundant MAGs (nrMAGs) with strain-level resolution. We found that there is a significant reduction of strain richness for many species in the gut microbiome of COVID-19 patients. The gut microbiome signatures can accurately distinguish COVID-19 cases from healthy controls and predict the progression of COVID-19. Moreover, we identified a set of nrMAGs with a putative causal role in the clinical manifestations of COVID-19 and revealed their functional pathways that potentially interact with SARS-CoV-2 infection. Finally, we demonstrated that the main findings of our study can be largely validated in three independent cohorts. The presented results highlight the importance of incorporating the human gut microbiome in our understanding of SARS-CoV-2 infection and disease progression.
Collapse
Affiliation(s)
- Shanlin Ke
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, 02115, USA
| | - Scott T Weiss
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, 02115, USA
| | - Yang-Yu Liu
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, 02115, USA.
| |
Collapse
|
27
|
Okendo J, Musanabaganwa C, Mwangi P, Nyaga M, Onywera H. SARS-CoV-2-positive patients display considerable differences in proteome diversity in urine, nasopharyngeal, gargle solution and bronchoalveolar lavage fluid samples. PLoS One 2022; 17:e0271870. [PMID: 35939435 PMCID: PMC9359582 DOI: 10.1371/journal.pone.0271870] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2022] [Accepted: 07/09/2022] [Indexed: 11/18/2022] Open
Abstract
Proteome profile changes post-severe acute respiratory syndrome coronavirus 2 (post-SARS-CoV-2) infection in different body sites of humans remains an active scientific investigation whose solutions stand a chance of providing more information on what constitutes SARS-CoV-2 pathogenesis. While proteomics has been used to understand SARS-CoV-2 pathogenesis, there are limited data about the status of proteome profile in different human body sites infected by the SARS-CoV-2 virus. To bridge this gap, our study aims to characterize the proteins secreted in urine, bronchoalveolar lavage fluid (BALF), gargle solution, and nasopharyngeal samples and assess the proteome differences in these body samples collected from SARS-CoV-2-positive patients. We downloaded publicly available proteomic data from (https://www.ebi.ac.uk/pride/). The data we downloaded had the following identifiers: (i) PXD019423, n = 3 from Charles Tanford Protein Center in Germany. (ii) IPX0002166000, n = 15 from Beijing Proteome Research Centre, China. (iii) IPX0002429000, n = 5 from Huazhong University of Science and Technology, China, and (iv) PXD022889, n = 18 from Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN 55905 USA. MaxQuant was used for the human peptide spectral matching using human and SARS-CoV-2 proteome database which we downloaded from the UniProt database (access date 13th October 2021). The individuals infected with SARS-CoV-2 viruses displayed a different proteome diversity from the different body sites we investigated. Overally, we identified 1809 proteins across the four sample types we compared. Urine and BALF samples had significantly more abundant SARS-CoV-2 proteins than the other body sites we compared. Urine samples had 257(33.7%) unique proteins, followed by nasopharyngeal with 250(32.8%) unique proteins. Gargle solution and BALF had 38(5%) and 73(9.6%) unique proteins respectively. Urine, gargle solution, nasopharyngeal, and bronchoalveolar lavage fluid samples have different protein diversity in individuals infected with SARS-CoV-2. Moreover, our data also demonstrated that a given body site is characterized by a unique set of proteins in SARS-CoV-2 seropositive individuals.
Collapse
Affiliation(s)
- Javan Okendo
- Systems and Chemical Biology Division, Department of Integrative Biomedical Sciences, Institute of Infectious Disease and Molecular Medicine, Faculty of Health Sciences, University of Cape Town, Cape Town, South Africa
- * E-mail:
| | | | - Peter Mwangi
- Next Generation Sequencing Unit and Division of Virology, Faculty of Health Sciences, University of the Free State, Bloemfontein, South Africa
| | - Martin Nyaga
- Next Generation Sequencing Unit and Division of Virology, Faculty of Health Sciences, University of the Free State, Bloemfontein, South Africa
| | - Harris Onywera
- Division of Medical Virology, Department of Pathology, Institute of Infectious Disease and Molecular Medicine, Faculty of Health Sciences, University of Cape Town, Cape Town, South Africa
- Division of Medical Microbiology, Department of Pathology, Institute of Infectious Disease and Molecular Medicine, Faculty of Health Sciences, University of Cape Town, Cape Town, South Africa
- Research, Innovations and Academics Unit, Tunacare Services Health Providers Limited, Nairobi, Kenya
| |
Collapse
|
28
|
Aishwarya S, Gunasekaran K. Meta-analysis of the microbial biomarkers in the gut - lung crosstalk in COVID-19, community acquired pneumonia and Clostridium difficile infections. Lett Appl Microbiol 2022; 75:1293-1306. [PMID: 35920823 PMCID: PMC9539240 DOI: 10.1111/lam.13798] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2022] [Revised: 07/03/2022] [Accepted: 07/26/2022] [Indexed: 11/27/2022]
Abstract
Respiratory infections are the leading causes of mortality and the current pandemic COVID-19 is one such trauma that imposed catastrophic devastation to the health and economy of the world. Unraveling the correlations and interplay of the human microbiota in the gut- lung axis would offer incredible solutions to the underlying mystery of the disease progression. The study compared the microbiota profiles of six samples namely healthy gut, healthy lung, COVID-19 infected gut, COVID-19 infected lungs, Clostridium difficile infected gut and community acquired pneumonia infected lungs. The metagenome datasets were processed, normalized, classified and the rarefaction curves were plotted. The microbial biomarkers for COVID-19 infections were identified as the abundance of Candida and Escherichia in lungs with Ruminococcus in the gut. Candida and Staphylococcus could play a vital role as putative prognostic biomarkers of community acquired pneumonia whereas abundance of Faecalibacterium and Clostridium are associated with the Clostridium difficile infections in gut. A machine learning random forest classifier applied to the datasets efficiently classified the biomarkers. The study offers an extensive and incredible understanding of the existence of gut lung axis during dysbiosis of two anatomically different organs.
Collapse
Affiliation(s)
- S Aishwarya
- Department of Bioinformatics, Stella Maris College (Autonomous), Chennai -600086, India.,Centre for Advanced studies in Crystallography and Biophysics, University of Madras, Chennai - 600025, India
| | - K Gunasekaran
- Centre for Advanced studies in Crystallography and Biophysics, University of Madras, Chennai - 600025, India
| |
Collapse
|
29
|
Fobofou SA, Savidge T. Microbial metabolites: cause or consequence in gastrointestinal disease? Am J Physiol Gastrointest Liver Physiol 2022; 322:G535-G552. [PMID: 35271353 PMCID: PMC9054261 DOI: 10.1152/ajpgi.00008.2022] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/10/2022] [Revised: 03/07/2022] [Accepted: 03/07/2022] [Indexed: 01/31/2023]
Abstract
Systems biology studies have established that changes in gastrointestinal microbiome composition and function can adversely impact host physiology. Notable diseases synonymously associated with dysbiosis include inflammatory bowel diseases, cancer, metabolic disorders, and opportunistic and recurrent pathogen infections. However, there is a scarcity of mechanistic data that advances our understanding of taxonomic correlations with pathophysiological host-microbiome interactions. Generally, to survive a hostile gut environment, microbes are highly metabolically active and produce trans-kingdom signaling molecules to interact with competing microorganisms and the host. These specialized metabolites likely play important homeostatic roles, and identifying disease-specific taxa and their effector pathways can provide better strategies for diagnosis, treatment, and prevention, as well as the discovery of innovative therapeutics. The signaling role of microbial biotransformation products such as bile acids, short-chain fatty acids, polysaccharides, and dietary tryptophan is increasingly recognized, but little is known about the identity and function of metabolites that are synthesized by microbial biosynthetic gene clusters, including ribosomally synthesized and posttranslationally modified peptides (RiPPs), nonribosomal peptides (NRPs), polyketides (PKs), PK-NRP hybrids, and terpenes. Here we consider how bioactive natural products directly encoded by the human microbiome can contribute to the pathophysiology of gastrointestinal disease, cancer, autoimmune, antimicrobial-resistant bacterial and viral infections (including COVID-19). We also present strategies used to discover these compounds and the biological activities they exhibit, with consideration of therapeutic interventions that could emerge from understanding molecular causation in gut microbiome research.
Collapse
Affiliation(s)
- Serge Alain Fobofou
- Department of Pathology and Immunology, Baylor College of Medicine, Houston, Texas
- Department of Pathology, Texas Children's Microbiome Center, Texas Children's Hospital, Houston, Texas
| | - Tor Savidge
- Department of Pathology and Immunology, Baylor College of Medicine, Houston, Texas
- Department of Pathology, Texas Children's Microbiome Center, Texas Children's Hospital, Houston, Texas
| |
Collapse
|
30
|
Diep PT, Chaudry M, Dixon A, Chaudry F, Kasabri V. Oxytocin, the panacea for long-COVID? a review. Horm Mol Biol Clin Investig 2022; 43:363-371. [DOI: 10.1515/hmbci-2021-0034] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2021] [Accepted: 03/12/2022] [Indexed: 11/15/2022]
Abstract
Abstract
Objectives
In this hypothesis paper we explore the underlying mechanisms for long-COVID and how the oxytocinergic neurones could be infected by SARS-CoV-2 leading to a reduction in plasma oxytocin (OXT). Furthermore, we aim to review the relevance of OXT and hypothalamic function in recovery from long-COVID symptoms and pathology, through exploring the pro-health effects of the OXT neuropeptide.
Methods
A review of published literature was surveyed using Google Scholar and PubMed.
Results
Numerous experimental data can be shown to correlate with OXT and long-COVID symptoms and conditions, thus providing strong circumstantial evidence to support our hypothesis. It is postulated that the reduction in plasma OXT due to acute and post-viral damage to the hypothalamus and oxytocinergic neurones contributes to the variable multi-system, remitting and relapsing nature of long-COVID. The intranasal route of OXT application was determined to be most appropriate and clinically relevant for the restoration of oxytocinergic function post COVID-19 infection.
Conclusions
We believe it is imperative to further investigate whether OXT alleviates the prolonged suffering of patients with long-COVID. Succinctly, OXT may be the much-needed post-pandemic panacea.
Collapse
Affiliation(s)
- Phuoc-Tan Diep
- Department of Pathology , NHS Foundation Trust - University Hospitals of Morecambe Bay , Kendal , UK
| | - Mohammed Chaudry
- Department of Pathology , NHS Foundation Trust - University Hospitals of Morecambe Bay , Kendal , UK
| | - Adam Dixon
- Institute of Psychiatry, Psychology & Neuroscience, King’s College London , London , UK
| | | | - Violet Kasabri
- School of Pharmacy , University of Jordan , Amman , Jordan
| |
Collapse
|
31
|
Brogna C, Brogna B, Bisaccia DR, Lauritano F, Marino G, Montano L, Cristoni S, Prisco M, Piscopo M. Could SARS-CoV-2 Have Bacteriophage Behavior or Induce the Activity of Other Bacteriophages? Vaccines (Basel) 2022; 10:vaccines10050708. [PMID: 35632464 PMCID: PMC9143435 DOI: 10.3390/vaccines10050708] [Citation(s) in RCA: 28] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2022] [Revised: 04/25/2022] [Accepted: 04/28/2022] [Indexed: 02/04/2023] Open
Abstract
SARS-CoV-2 has become one of the most studied viruses of the last century. It was assumed that the only possible host for these types of viruses was mammalian eukaryotic cells. Our recent studies show that microorganisms in the human gastrointestinal tract affect the severity of COVID-19 and for the first time provide indications that the virus might replicate in gut bacteria. In order to further support these findings, in the present work, cultures of bacteria from the human microbiome and SARS-CoV-2 were analyzed by electron and fluorescence microscopy. The images presented in this article, in association with the nitrogen (15N) isotope-labeled culture medium experiment, suggest that SARS-CoV-2 could also infect bacteria in the gut microbiota, indicating that SARS-CoV-2 could act as a bacteriophage. Our results add new knowledge to the understanding of the mechanisms of SARS-CoV-2 infection and fill gaps in the study of the interactions between SARS-CoV-2 and non-mammalian cells. These findings could be useful in suggesting specific new pharmacological solutions to support the vaccination campaign.
Collapse
Affiliation(s)
- Carlo Brogna
- Department of Research, Craniomed Group Facility Srl., 20091 Bresso, Italy; (D.R.B.); (F.L.)
- Correspondence: (C.B.); (M.P.)
| | - Barbara Brogna
- Department of Radiology, Moscati Hospital, Contrada Amoretta, 83100 Avellino, Italy;
| | - Domenico Rocco Bisaccia
- Department of Research, Craniomed Group Facility Srl., 20091 Bresso, Italy; (D.R.B.); (F.L.)
| | - Francesco Lauritano
- Department of Research, Craniomed Group Facility Srl., 20091 Bresso, Italy; (D.R.B.); (F.L.)
| | - Giuliano Marino
- Marsan Consulting Srl., Public Health Company, Via dei Fiorentini, 80133 Naples, Italy;
| | - Luigi Montano
- Andrology Unit and Service of Life Style Medicine in Uro-Andrology, Local Health Authority (ASL), 84124 Salerno, Italy;
| | | | - Marina Prisco
- Department of Biology, University of Naples Federico II, 80126 Naples, Italy;
| | - Marina Piscopo
- Department of Biology, University of Naples Federico II, 80126 Naples, Italy;
- Correspondence: (C.B.); (M.P.)
| |
Collapse
|
32
|
Giugliano R, Sellitto A, Ferravante C, Rocco T, D'Agostino Y, Alexandrova E, Lamberti J, Palumbo D, Galdiero M, Vaccaro E, Pagliano P, Weisz A, Giurato G, Franci G, Rizzo F. NGS analysis of nasopharyngeal microbiota in SARS-CoV-2 positive patients during the first year of the pandemic in the Campania Region of Italy. Microb Pathog 2022; 165:105506. [PMID: 35358660 PMCID: PMC8958261 DOI: 10.1016/j.micpath.2022.105506] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2021] [Accepted: 03/26/2022] [Indexed: 11/27/2022]
|
33
|
Ergin Tuncay M, Neselioglu S, Asfuroglu Kalkan E, Inan O, Sena Akkus M, Ates I, Erel O. OUP accepted manuscript. Lab Med 2022; 53:453-458. [PMID: 35394547 PMCID: PMC9047239 DOI: 10.1093/labmed/lmac017] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Objective The aim of the study was to evaluate proline metabolism in patients affected by COVID-19. Materials and Methods This case-control study consisted of 116 patients with COVID-19 and 46 healthy individuals. Tests related to proline metabolism (prolidase, proline, hydroxyproline, glutamic acid, manganese) and copper and zinc tests were analyzed. Results The levels of proline and hydroxyproline amino acids and the prolidase enzyme were found to be lower and glutamic acid was found to be higher in the COVID-19 group compared to the healthy group (P = .012, P < .001, P < .001, and P < .001, respectively). The copper/zinc ratio was higher in patients with COVID-19 than in healthy individuals (P < .001). Significant correlations were found between proline metabolism tests and inflammatory and hemostatic markers commonly used in COVID-19. Conclusion The proline metabolic pathway was affected in COVID-19. Relationships between proline pathway–related tests and inflammatory/hemostatic markers supported the roles of proline metabolism in proinflammatory and immune response processes.
Collapse
Affiliation(s)
| | - Salim Neselioglu
- Department of Biochemistry, Yıldırım Beyazıt University Faculty of Medicine, Ankara, Turkey
- Central Biochemistry Laboratory, Ankara City Hospital, Ankara, Turkey
| | | | - Osman Inan
- Department of Internal Medicine, Ankara City Hospital, Ankara, Turkey
| | - Meryem Sena Akkus
- Central Research Laboratory, Yıldırım Beyazıt University, Ankara, Turkey
| | - Ihsan Ates
- Department of Internal Medicine, Ankara City Hospital, Ankara, Turkey
| | - Ozcan Erel
- Department of Biochemistry, Yıldırım Beyazıt University Faculty of Medicine, Ankara, Turkey
- Central Biochemistry Laboratory, Ankara City Hospital, Ankara, Turkey
| |
Collapse
|
34
|
Nasopharyngeal Microbiota as an early severity biomarker in COVID-19 hospitalised patients: a retrospective cohort study in a Mediterranean area. J Infect 2021; 84:329-336. [PMID: 34963638 PMCID: PMC8709923 DOI: 10.1016/j.jinf.2021.12.030] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2021] [Revised: 12/08/2021] [Accepted: 12/21/2021] [Indexed: 12/11/2022]
Abstract
This study aimed to analyse the diversity and taxonomic composition of the nasopharyngeal microbiota, to determine its association with COVID-19 clinical outcome. To study the microbiota, we utilized 16S rRNA sequencing of 177 samples that came from a retrospective cohort of COVID-19 hospitalized patients. Raw sequences were processed by QIIME2. The associations between microbiota, invasive mechanical ventilation (IMV), and all-cause mortality were analysed by multiple logistic regression, adjusted for age, gender, and comorbidity. The microbiota α diversity indexes were lower in patients with a fatal outcome, whereas the β diversity analysis showed a significant clustering in these patients. After multivariate adjustment, the presence of Selenomonas spp., Filifactor spp., Actinobacillus spp., or Chroococcidiopsis spp., was associated with a reduction of more than 90% of IMV. Higher diversity and the presence of certain genera in the nasopharyngeal microbiota seem to be early biomarkers of a favourable clinical evolution in hospitalized COVID-19 patients.
Collapse
|
35
|
Diep PT, de Kok V. Could oxytocin reduce autoimmune disease in COVID-19? Autoimmun Rev 2021; 21:102994. [PMID: 34798315 PMCID: PMC8592845 DOI: 10.1016/j.autrev.2021.102994] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2021] [Accepted: 11/14/2021] [Indexed: 11/24/2022]
Abstract
Disruption of immune and neuroendocrine system function has been shown to play a key role in COVID-19. Oxytocin is vitally important for the immune and neuroendocrine systems. However, oxytocin dysfunction might occur in COVID-19 leading to autoimmune disease. Intranasal oxytocin may be effective in turning off an overactive immune system. This could be a powerful approach to avoid possible autoimmune diseases after COVID-19.
Collapse
Affiliation(s)
- Phuoc-Tan Diep
- University Hospitals of Morecambe Bay NHS Foundation Trust, Kendal, Cumbria, GB, United Kingdom.
| | - Véronique de Kok
- Ministère de l'Enseignement Supérieur, de la Recherche et de l'innovation, Paris, France
| |
Collapse
|
36
|
Tan HW, Xu YM, Lau ATY. Human bronchial-pulmonary proteomics in coronavirus disease 2019 (COVID-19) pandemic: applications and implications. Expert Rev Proteomics 2021; 18:925-938. [PMID: 34812694 DOI: 10.1080/14789450.2021.2010549] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2021] [Accepted: 11/22/2021] [Indexed: 02/08/2023]
Abstract
INTRODUCTION The outbreak of the newly discovered human coronavirus, severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), has disrupted the normal life of almost every civilization worldwide. Studies have shown that the coronavirus disease 2019 (COVID-19) caused by the SARS-CoV-2 can affect multiple human organs and physiological systems, but the respiratory system remains the primary location for viral infection. AREAS COVERED We summarize how omics technologies are used in SARS-CoV-2 research and specifically review the current knowledge of COVID-19 from the aspect of human bronchial-pulmonary proteomics. Also, knowledge gaps in COVID-19 that can be fulfilled by proteomics are discussed. EXPERT OPINION Overall, human bronchial-pulmonary proteomics plays an important role in revealing the dynamics, functions, tropism, and pathogenicity of SARS-CoV-2, which is crucial for COVID-19 biomarker and therapeutic target discoveries. To more fully understand the impact of COVID-19, research from various angles using multi-omics approaches should also be conducted on the lungs as well as other organs.
Collapse
Affiliation(s)
- Heng Wee Tan
- Laboratory of Cancer Biology and Epigenetics, Department of Cell Biology and Genetics, Shantou University Medical College, Shantou, People's Republic of China
| | - Yan-Ming Xu
- Laboratory of Cancer Biology and Epigenetics, Department of Cell Biology and Genetics, Shantou University Medical College, Shantou, People's Republic of China
| | - Andy T Y Lau
- Laboratory of Cancer Biology and Epigenetics, Department of Cell Biology and Genetics, Shantou University Medical College, Shantou, People's Republic of China
| |
Collapse
|
37
|
Rouchka EC, Chariker JH, Alejandro B, Adcock RS, Singhal R, Ramirez J, Palmer KE, Lasnik AB, Carrico R, Arnold FW, Furmanek S, Zhang M, Wolf LA, Waigel S, Zacharias W, Bordon J, Chung D. Induction of interferon response by high viral loads at early stage infection may protect against severe outcomes in COVID-19 patients. Sci Rep 2021; 11:15715. [PMID: 34344959 PMCID: PMC8333042 DOI: 10.1038/s41598-021-95197-y] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2021] [Accepted: 07/21/2021] [Indexed: 12/13/2022] Open
Abstract
Key elements for viral pathogenesis include viral strains, viral load, co-infection, and host responses. Several studies analyzing these factors in the function of disease severity of have been published; however, no studies have shown how all of these factors interplay within a defined cohort. To address this important question, we sought to understand how these four key components interplay in a cohort of COVID-19 patients. We determined the viral loads and gene expression using high throughput sequencing and various virological methods. We found that viral loads in the upper respiratory tract in COVID-19 patients at an early phase of infection vary widely. While the majority of nasopharyngeal (NP) samples have a viral load lower than the limit of detection of infectious viruses, there are samples with an extraordinary amount of SARS-CoV-2 RNA and a high viral titer. No specific viral factors were identified that are associated with high viral loads. Host gene expression analysis showed that viral loads were strongly correlated with cellular antiviral responses. Interestingly, however, COVID-19 patients who experience mild symptoms have a higher viral load than those with severe complications, indicating that naso-pharyngeal viral load may not be a key factor of the clinical outcomes of COVID-19. The metagenomics analysis revealed that the microflora in the upper respiratory tract of COVID-19 patients with high viral loads were dominated by SARS-CoV-2, with a high degree of dysbiosis. Finally, we found a strong inverse correlation between upregulation of interferon responses and disease severity. Overall our study suggests that a high viral load in the upper respiratory tract may not be a critical factor for severe symptoms; rather, dampened antiviral responses may be a critical factor for a severe outcome from the infection.
Collapse
Affiliation(s)
- Eric C Rouchka
- Department of Computer Science and Engineering, University of Louisville, Louisville, KY, USA
- Kentucky IDeA Network of Biomedical Research Excellence (KY-INBRE) Bioinformatics Core, Louisville, KY, USA
| | - Julia H Chariker
- Kentucky IDeA Network of Biomedical Research Excellence (KY-INBRE) Bioinformatics Core, Louisville, KY, USA
- Department of Neuroscience Training, University of Louisville, Louisville, KY, USA
| | - Brian Alejandro
- Department of Microbiology and Immunology, School of Medicine, University of Louisville, Louisville, KY, USA
| | - Robert S Adcock
- Center for Predictive Medicine, University of Louisville School of Medicine, Louisville, KY, USA
| | - Richa Singhal
- Kentucky IDeA Network of Biomedical Research Excellence (KY-INBRE) Bioinformatics Core, Louisville, KY, USA
- Department of Medicine, University of Louisville, Louisville, KY, USA
| | - Julio Ramirez
- Department of Medicine, University of Louisville, Louisville, KY, USA
- Division of Infectious Diseases, University of Louisville, Louisville, KY, USA
| | - Kenneth E Palmer
- Center for Predictive Medicine, University of Louisville School of Medicine, Louisville, KY, USA
- Department of Pharmacology and Toxicology, University of Louisville, Louisville, KY, USA
- James Graham Brown Cancer Center, University of Louisville, Louisville, KY, USA
| | - Amanda B Lasnik
- Center for Predictive Medicine, University of Louisville School of Medicine, Louisville, KY, USA
- James Graham Brown Cancer Center, University of Louisville, Louisville, KY, USA
| | - Ruth Carrico
- Department of Medicine, University of Louisville, Louisville, KY, USA
- Division of Infectious Diseases, University of Louisville, Louisville, KY, USA
| | - Forest W Arnold
- Department of Medicine, University of Louisville, Louisville, KY, USA
- Division of Infectious Diseases, University of Louisville, Louisville, KY, USA
| | - Stephen Furmanek
- Department of Medicine, University of Louisville, Louisville, KY, USA
- Division of Infectious Diseases, University of Louisville, Louisville, KY, USA
| | - Mei Zhang
- Department of Medicine, University of Louisville, Louisville, KY, USA
- Department of Pharmacology and Toxicology, University of Louisville, Louisville, KY, USA
- Genomics Core Facility, University of Louisville, Louisville, KY, USA
| | - Leslie A Wolf
- Division of Infectious Diseases, University of Louisville, Louisville, KY, USA
| | - Sabine Waigel
- Department of Medicine, University of Louisville, Louisville, KY, USA
- James Graham Brown Cancer Center, University of Louisville, Louisville, KY, USA
- Genomics Core Facility, University of Louisville, Louisville, KY, USA
| | - Wolfgang Zacharias
- Department of Medicine, University of Louisville, Louisville, KY, USA
- Department of Pharmacology and Toxicology, University of Louisville, Louisville, KY, USA
- James Graham Brown Cancer Center, University of Louisville, Louisville, KY, USA
- Genomics Core Facility, University of Louisville, Louisville, KY, USA
| | - Jose Bordon
- Washington Health Institute, George Washington University School of Medicine, Washington, D.C, USA
- Department of Medicine, George Washington University School of Medicine, Washington, D.C, USA
| | - Donghoon Chung
- Department of Microbiology and Immunology, School of Medicine, University of Louisville, Louisville, KY, USA.
- Center for Predictive Medicine, University of Louisville School of Medicine, Louisville, KY, USA.
| |
Collapse
|