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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Cell. Infect. Microbiol.</journal-id>
<journal-title>Frontiers in Cellular and Infection Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Cell. Infect. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">2235-2988</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fcimb.2022.736397</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Cellular and Infection Microbiology</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Role of the Microbiome in the Pathogenesis of COVID-19</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>De</surname>
<given-names>Rituparna</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/757360"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Dutta</surname>
<given-names>Shanta</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/484209"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Division of Bacteriology, National Institute of Cholera and Enteric Diseases</institution>, <addr-line>Kolkota</addr-line>, <country>India</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Division of Immunology, National Institute of Cholera and Enteric Diseases</institution>, <addr-line>Kolkota</addr-line>, <country>India</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Shailendra K. Saxena, King George&#x2019;s Medical University, India</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Mohammed Rahmatullah, University of Development Alternative, Bangladesh; Carlo Contini, University of Ferrara, Italy</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Rituparna De, <email xlink:href="mailto:rituparna26@gmail.com">rituparna26@gmail.com</email>
</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Microbiome in Health and Disease, a section of the journal Frontiers in Cellular and Infection Microbiology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>31</day>
<month>03</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>12</volume>
<elocation-id>736397</elocation-id>
<history>
<date date-type="received">
<day>05</day>
<month>07</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>28</day>
<month>01</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 De and Dutta</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>De and Dutta</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>The ongoing pandemic coronavirus disease COVID-19 is caused by the highly contagious single-stranded RNA virus, SARS-coronavirus 2 (SARS-CoV-2), which has a high rate of evolution like other RNA viruses. The first genome sequences of SARS-CoV-2 were available in early 2020. Subsequent whole-genome sequencing revealed that the virus had accumulated several mutations in genes associated with viral replication and pathogenesis. These variants showed enhanced transmissibility and infectivity. Soon after the first outbreak due to the wild-type strain in December 2019, a genetic variant D614G emerged in late January to early February 2020 and became the dominant genotype worldwide. Thereafter, several variants emerged, which were found to harbor mutations in essential viral genes encoding proteins that could act as drug and vaccine targets. Numerous vaccines have been successfully developed to assuage the burden of COVID-19. These have different rates of efficacy, including, although rarely, a number of vaccinated individuals exhibiting side effects like thrombosis. However, the recent emergence of the Britain strain with 70% more transmissibility and South African variants with higher resistance to vaccines at a time when several countries have approved these for mass immunization has raised tremendous concern regarding the long-lasting impact of currently available prophylaxis. Apart from studies addressing the pathophysiology, pathogenesis, and therapeutic targets of SARS-CoV-2, analysis of the gut, oral, nasopharyngeal, and lung microbiome dysbiosis has also been undertaken to find a link between the microbiome and the pathogenesis of COVID-19. Therefore, in the current scenario of skepticism regarding vaccine efficacy and challenges over the direct effects of currently available drugs looming large, investigation of alternative therapeutic avenues based on the microbiome can be a rewarding finding. This review presents the currently available understanding of microbiome dysbiosis and its association with cause and consequence of COVID-19. Taking cues from other inflammatory diseases, we propose a hypothesis of how the microbiome may be influencing homeostasis, pro-inflammatory condition, and the onset of inflammation. This accentuates the importance of a healthy microbiome as a protective element to prevent the onset of COVID-19. Finally, the review attempts to identify areas where the application of microbiome research can help in reducing the burden of the disease.</p>
</abstract>
<kwd-group>
<kwd>COVID-19</kwd>
<kwd>microbiome</kwd>
<kwd>SARS-CoV2</kwd>
<kwd>inflammation</kwd>
<kwd>ACE2</kwd>
<kwd>serotonin</kwd>
<kwd>kynurenine</kwd>
</kwd-group>
<contract-sponsor id="cn001">Department of Health Research, India<named-content content-type="fundref-id">10.13039/501100009104</named-content>
</contract-sponsor>
<counts>
<fig-count count="3"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="199"/>
<page-count count="31"/>
<word-count count="20888"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>SARS-CoV-2 (severe acute respiratory syndrome coronavirus 2) is the causative agent of the novel coronavirus disease COVID-19, one of the worst pandemics in documented history (<xref ref-type="bibr" rid="B127">Morens et&#xa0;al., 2020</xref>). Individual SARS-CoV-2 is classified under realm <italic>Riboviria</italic> and order <italic>Nidovirales</italic>, suborder <italic>Cornidovirineae</italic>, family <italic>Coronaviridae</italic>, subfamily Orthocoronavirinae, genus <italic>Betacoronavirus</italic>, subgenus <italic>Sarbecovirus</italic>, and species severe acute respiratory syndrome-related coronavirus (<xref ref-type="bibr" rid="B31">Coronaviridae Study Group of the International Committee on Taxonomy of Viruses, 2020</xref>). It is of zoonotic origin, and transmission occurs by droplets and surface contact (<xref ref-type="bibr" rid="B166">Tay et&#xa0;al., 2020</xref>). The air-borne transmission theory of the virus has been widely debated (<xref ref-type="bibr" rid="B56">Greenhalgh et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B154">Samet et&#xa0;al., 2021</xref>). Indirect evidence suggests that the air-borne transmission hypothesis may be true (<xref ref-type="bibr" rid="B56">Greenhalgh et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B154">Samet et&#xa0;al., 2021</xref>). Other possible routes of transmission are aerosol (<xref ref-type="bibr" rid="B12">Bchetnia et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B152">Salzberger et&#xa0;al., 2020</xref>) and the fecal&#x2013;oral route (<xref ref-type="bibr" rid="B166">Tay et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B172">Walsh et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B79">Jiao et&#xa0;al., 2021</xref>). COVID-19 is a highly contagious disease and spreads rapidly (has a reproductive number R0 in the range 2&#x2013;3) (<xref ref-type="bibr" rid="B107">Li et&#xa0;al., 2020</xref>). It affects the lower respiratory tract causing severe pneumonia and acute respiratory distress syndrome (ARDS) and multiorgan failure in susceptible individuals leading to death in the most severe cases (<xref ref-type="bibr" rid="B12">Bchetnia et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B166">Tay et&#xa0;al., 2020</xref>). The individuals mostly at risk are those with weakened and dysregulated immune system and those with comorbidities like cardiovascular disease, type 2 diabetes, hypercholesterolemia, chronic obstructive pulmonary disease, hypertension, asthma, cancer, dementia, obesity, and other underlying clinical conditions (<xref ref-type="bibr" rid="B40">Dolk, 2020</xref>; <xref ref-type="bibr" rid="B55">Grasselli et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B101">Leon et&#xa0;al., 2020</xref>). Other risk groups include immunocompromised individuals, old age population, and those undergoing surgery and organ transplantation (<xref ref-type="bibr" rid="B181">Williamson et&#xa0;al., 2020</xref>). Males compared to females and Africans and South Asians are more prone to the disease (<xref ref-type="bibr" rid="B181">Williamson et&#xa0;al., 2020</xref>). GWAS have been conducted to identify the genetic basis of COVID-19 susceptibility (<xref ref-type="bibr" rid="B81">Karim et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B84">Katz et&#xa0;al., 2020</xref>). Susceptibility to respiratory failure in infected patients has been found to be linked to the genetic background of the individual (<xref ref-type="bibr" rid="B81">Karim et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B84">Katz et&#xa0;al., 2020</xref>). Determinants of disease severity lie in host factors (<xref ref-type="bibr" rid="B83">Kaser, 2020</xref>). Variants at two loci have been identified to be associated with susceptibility to severe COVID-19 (<xref ref-type="bibr" rid="B83">Kaser, 2020</xref>). The rs657152-A variant at ABO locus 9q34.2 has been found to be responsible for deep-vein thrombosis, pulmonary embolism, and elevated levels of the von Willebrand factor and factor VIII and also high levels of interleukin-6, which are seen in patients during disease severity (<xref ref-type="bibr" rid="B81">Karim et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B84">Katz et&#xa0;al., 2020</xref>). Blood groups A and B are more at risk of thromboembolism than group O irrespective of the COVID-19 status (<xref ref-type="bibr" rid="B81">Karim et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B84">Katz et&#xa0;al., 2020</xref>). rs505922-C polymorphism has been found to be associated with higher levels of the soluble lectin CD209 (<xref ref-type="bibr" rid="B81">Karim et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B84">Katz et&#xa0;al., 2020</xref>).Variants at the multigene locus 3p21.31 are associated with levels of CXCL16, an inflammatory chemokine associated with alveolitis and atherogenesis (<xref ref-type="bibr" rid="B83">Kaser, 2020</xref>; <xref ref-type="bibr" rid="B84">Katz et&#xa0;al., 2020</xref>). An insertion deletion GA or G variant at rs11385942 in the <italic>LZTFL1</italic> gene at locus 3p21.31 is associated with a predisposition toward the most severe forms of COVID-19 (<xref ref-type="bibr" rid="B83">Kaser, 2020</xref>).</p>
<p>Common symptoms of COVID-19 include fever, dry cough, shortness of breath, and fatigue (<xref ref-type="bibr" rid="B180">Wiersinga et&#xa0;al., 2020</xref>). Other abnormalities like lymphopenia and elevated levels of lactate dehydrogenase, inflammatory markers like TNF-&#x3b1;, IL-6, IL-1, ferritin, C-reactive protein, and low levels of albumin may be observed (<xref ref-type="bibr" rid="B180">Wiersinga et&#xa0;al., 2020</xref>). Few patients may report leukocytosis and elevated levels of procalcitonin (<xref ref-type="bibr" rid="B30">Contini et&#xa0;al., 2020</xref>). Other less common symptoms are myalgia, asthenia, chills, rhinorrhea, diarrhea, nausea, headache, weakness, anosmia or ageusia, instability, ideomotor slowdown, ataxia, epilepsy, hypogeusia, hyposmia, and neuralgia (<xref ref-type="bibr" rid="B30">Contini et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B180">Wiersinga et&#xa0;al., 2020</xref>). Encephalopathy, encephalitis, necrotizing hemorrhagic encephalopathy, stroke, epileptic seizures, rhabdomyolysis, and Guillain&#x2013;Barre syndrome have also been observed (<xref ref-type="bibr" rid="B30">Contini et&#xa0;al., 2020</xref>). The severity of these symptoms varies in an age-dependent manner as found by Contini et al. (<xref ref-type="bibr" rid="B30">Contini et&#xa0;al., 2020</xref>). About 5%&#x2013;10% of patients require hospitalization (<xref ref-type="bibr" rid="B78">Jiang et&#xa0;al., 2020</xref>). In 5% of patients of COVID-19 and in 20% hospitalized patients, severe symptoms develop demanding intensive care (<xref ref-type="bibr" rid="B78">Jiang et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B180">Wiersinga et&#xa0;al., 2020</xref>). About 75% of these hospitalized patients require supplemental oxygen (<xref ref-type="bibr" rid="B180">Wiersinga et&#xa0;al., 2020</xref>).</p>
<p>Symptoms develop usually within 4&#x2013;5 days and in 97.5% individuals within 11.5 days (<xref ref-type="bibr" rid="B99">Lauer et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B180">Wiersinga et&#xa0;al., 2020</xref>). The mean incubation period is 5 days (<xref ref-type="bibr" rid="B180">Wiersinga et&#xa0;al., 2020</xref>), the median incubation period is 5.1 days (<xref ref-type="bibr" rid="B99">Lauer et&#xa0;al., 2020</xref>), while 101 out of 10,000 cases develop symptoms after 14 days (<xref ref-type="bibr" rid="B99">Lauer et&#xa0;al., 2020</xref>). The current method of diagnosis includes RT-PCR from upper (like nasopharyngeal/oropharyngeal or nasal swabs, saliva) and lower respiratory (sputum, tracheal aspirate, BAL) samples (<xref ref-type="bibr" rid="B130">Murphy, 2020</xref>). Lower respiratory tract samples have shown higher sensitivity than upper respiratory tract samples for detection and diagnosis through RT-PCR (<xref ref-type="bibr" rid="B130">Murphy, 2020</xref>). The viral load is the highest within 5&#x2013;6 days of the symptom onset (<xref ref-type="bibr" rid="B166">Tay et&#xa0;al., 2020</xref>). In severe cases, ARDS develops on average within 8&#x2013;9 days after the symptom onset (<xref ref-type="bibr" rid="B166">Tay et&#xa0;al., 2020</xref>). The virus cannot be cultured from the respiratory tract samples after 8&#x2013;9 days of the infection onset (<xref ref-type="bibr" rid="B130">Murphy, 2020</xref>). Prolonged incubation period, prolonged viral shedding in stool, and instances of recurrent infection have also been reported (<xref ref-type="bibr" rid="B78">Jiang et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B97">Landi et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B152">Salzberger et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B172">Walsh et&#xa0;al., 2020</xref>).</p>
<p>This flu-like illness began in December 2019 and by January 30, 2020 spread to 18 countries, which prompted the World Health Organization to declare it as a public health emergency of international concern (PHEIC)<xref ref-type="fn" rid="fn1">
<sup>1</sup>
</xref>. The first reported cases of COVID-19 were traced to the Huanan seafood market in Wuhan City, in the Hubei Province in China, in December 2019 (<xref ref-type="bibr" rid="B196">Zhu et&#xa0;al., 2020</xref>). At the time of writing the manuscript, over 280,119,931 confirmed cases and 5,403,662 deaths have already occurred due to COVID-19 in the world, affecting more than 200 countries and their socioeconomic life<xref ref-type="fn" rid="fn2">
<sup>2</sup>
</xref>. The rate of transmission of the disease is higher than that of SARS-CoV and MERS-CoV (<xref ref-type="bibr" rid="B180">Wiersinga et&#xa0;al., 2020</xref>). Intensive studies addressing the epidemiology, genetics, and pathogenesis of the virus have led to the rapid development and rollout of a number of vaccines with proven efficacy of varying extent (<xref ref-type="bibr" rid="B3">Aleem et&#xa0;al., 2021</xref>). Several existing treatment modules have been recommended including repurposing of antiviral therapy, plasma therapy, antibiotics like azithromycin, teicoplanin, and anti-malarials like chloroquine and hydroxychloroquine, which were posited for treatment (<xref ref-type="bibr" rid="B94">Kupferschmidt and Cohen, 2020</xref>). Many new ones that were still in the developmental stage were also presented like remdesivir, favipiravir, lopinavir&#x2013;ritonavir, and interferon-&#x3b2; (<xref ref-type="bibr" rid="B11">Baron et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B22">Cavalcanti et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B94">Kupferschmidt and Cohen, 2020</xref>). However, their direct effect on the virus and efficiency in improving the clinical presentation of the disease remain controversial (<xref ref-type="bibr" rid="B94">Kupferschmidt and Cohen, 2020</xref>). Serious doubts were raised over their toxicity and side effects (<xref ref-type="bibr" rid="B52">Gevers et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B94">Kupferschmidt and Cohen, 2020</xref>). At the same time, the virus has been found to have an exceptionally high rate of evolution evident from the emergence of various mutants that appeared within a short span of time (<xref ref-type="bibr" rid="B174">Wang et&#xa0;al., 2020</xref>). The revelation was facilitated by genome sequencing of the virus (<xref ref-type="bibr" rid="B174">Wang et&#xa0;al., 2020</xref>).</p>
<p>The first genome sequences were those isolated from the 3 patients associated with the seafood market (<xref ref-type="bibr" rid="B196">Zhu et&#xa0;al., 2020</xref>). This was followed by rapid sequencing of ten strains from nine other hosts associated with the seafood market (<xref ref-type="bibr" rid="B109">Lu et&#xa0;al., 2020</xref>). These were available in early 2020 (<xref ref-type="bibr" rid="B109">Lu et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B196">Zhu et&#xa0;al., 2020</xref>) and helped in tracking the phylogeny and the probable origin of the virus to bat, indicating bat&#x2013;human transmission, but through an intermediate Malayan pangolin host (<xref ref-type="bibr" rid="B96">Lam et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B106">Liu et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B109">Lu et&#xa0;al., 2020</xref>). SARS-CoV-2 was found to have 86.9% nucleotide sequence identity to the bat SARS-like CoV, bat-SL-CoVZC45, and bat-SL-CoVZXC21 genomes (<xref ref-type="bibr" rid="B196">Zhu et&#xa0;al., 2020</xref>). It bore about 79% genetic relatedness to SARS-CoV and about 50% identity to MERS-CoV (<xref ref-type="bibr" rid="B109">Lu et&#xa0;al., 2020</xref>). Homology modeling revealed that it had a similar receptor binding domain structure like SARS-CoV (<xref ref-type="bibr" rid="B109">Lu et&#xa0;al., 2020</xref>). This implied that the virus uses ACE-2 (angiotensin-converting enzyme 2) as the receptor (<xref ref-type="bibr" rid="B109">Lu et&#xa0;al., 2020</xref>). All the strains associated with the seafood market showed 99.98% sequence identity to each other with the maximum difference of only four mutations (<xref ref-type="bibr" rid="B109">Lu et&#xa0;al., 2020</xref>). Thereafter, a number of strains from different places in the world were sequenced and revealed the emergence of mutants (<xref ref-type="bibr" rid="B76">Islam et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B189">Yadav et&#xa0;al., 2020</xref>). Thereafter, studies investigating infectivity, transmission rate, pathogenesis, and overall virulence of the virus were undertaken (<xref ref-type="bibr" rid="B107">Li et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B174">Wang et&#xa0;al., 2020</xref>). The availability of genome sequencing and homology modeling data has assisted in the rapid development of a number of effective vaccines like COVAXIN&#x2122; (<uri xlink:href="https://www.bharatbiotech.com/covaxin.html">https://www.bharatbiotech.com/covaxin.html</uri>), mRNA-1273 (<xref ref-type="bibr" rid="B7">Baden et&#xa0;al., 2021</xref>), ChAdOx1 nCoV-19 AZD1222 (<xref ref-type="bibr" rid="B147">Ramasamy et&#xa0;al., 2021</xref>), Pfizer-BioNTech COVID-19 (BNT162b2) (<xref ref-type="bibr" rid="B135">Oliver et&#xa0;al., 2020</xref>), and others among 259 vaccines, which are being produced and marketed globally (<xref ref-type="bibr" rid="B61">Haidere et&#xa0;al., 2021</xref>). These have been introduced for mass immunization in most of the countries of the world<xref ref-type="fn" rid="fn3">
<sup>3</sup>
</xref>. The emergence of variants has also raised concern regarding the inefficiency of serum immunoglobulins from previous infection and convalescent patients in neutralizing the virus on reinfection (<xref ref-type="bibr" rid="B107">Li et&#xa0;al., 2020</xref>). It has raised trepidations about the usefulness of the vaccines against new strains and also regarding the long-term efficacy of currently available vaccines just introduced on a mass scale (<xref ref-type="bibr" rid="B107">Li et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B179">Weisblum et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B61">Haidere et&#xa0;al., 2021</xref>). Next-generation sequencing (NGS) and the availability of highly advanced epidemiological monitoring tools have helped in tracking the spread of the disease with new-age tactics (<xref ref-type="bibr" rid="B122">Massacci et&#xa0;al., 2020</xref>). At the same time, it has also helped in understanding the dysbiosis of microbiome associated with COVID-19. The microbiome is an important factor crucial for homeostasis and healthy state of the body. Its dysbiosis has been found to be involved in the pathogenesis of several diseases. Therefore, studying the microbiome in COVID-19 will illuminate unexplored alternate avenues for understanding pathogenesis and outcome and in turn may help to identify potential therapeutic markers. In the review, we present a brief perspective on how the emergence of variants has challenged the different prophylactic and therapeutic measures currently implemented to control the virus and also complete up-to-date information on the recent analysis of microbiome in COVID-19 patients. The review has focused on the dysbiosis observed and proposed how the microbiome may be contributing toward the onset of cytokine storm, inflammation, and overall pathogenesis of COVID-19 by taking cues from other diseases. In the prevailing situation where variants may challenge the currently available prophylactic and therapeutic measures, targeting the microbiome may be a beneficial alternate avenue for COVID-19 prevention and therapy.</p>
</sec>
<sec id="s2">
<title>First Genome Sequences of SARS-CoV-2</title>
<p>The genetic material of the virus is positively coiled single-stranded RNA (<xref ref-type="bibr" rid="B95">Laamarti et&#xa0;al., 2020</xref>). The SARS-CoV-2 genome is 29.8&#x2013;29.9 kb in size (<xref ref-type="bibr" rid="B43">Elrashdy et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B95">Laamarti et&#xa0;al., 2020</xref>). The genomic organization is typical of coronaviruses (<xref ref-type="bibr" rid="B43">Elrashdy et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B95">Laamarti et&#xa0;al., 2020</xref>). The polyprotein ORF1ab, which is also known as the polyprotein replicase, encompasses over two-thirds of the genome at the 5&#x2019;-end (<xref ref-type="bibr" rid="B43">Elrashdy et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B95">Laamarti et&#xa0;al., 2020</xref>). It comprises several nonstructural proteins (NSPs), which are involved in viral replication (<xref ref-type="bibr" rid="B43">Elrashdy et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B95">Laamarti et&#xa0;al., 2020</xref>) like the overlapping polyproteins pp1a and pp1ab (<xref ref-type="bibr" rid="B43">Elrashdy et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B95">Laamarti et&#xa0;al., 2020</xref>). These are required for viral replication and transcription (<xref ref-type="bibr" rid="B43">Elrashdy et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B95">Laamarti et&#xa0;al., 2020</xref>). Four structural proteins, namely, the spike glycoprotein, an envelope protein, a membrane protein, and nucleocapsid protein, are also encoded by the genome (<xref ref-type="bibr" rid="B43">Elrashdy et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B95">Laamarti et&#xa0;al., 2020</xref>). Accessory proteins ORF3a, ORF6, ORF7a, ORF7b, ORF8, and ORF10 are hypothetical proteins with unidentified functions, which are also found in the genome (<xref ref-type="bibr" rid="B43">Elrashdy et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B95">Laamarti et&#xa0;al., 2020</xref>).</p>
<p>The first genome sequences of SARS-CoV-2 were reported by Zhu et al. in early 2020 (<xref ref-type="bibr" rid="B196">Zhu et&#xa0;al., 2020</xref>). The three strains that were sequenced were isolated from three reported cases of COVID-19 identified in patients with pneumonia in Wuhan (<xref ref-type="bibr" rid="B196">Zhu et&#xa0;al., 2020</xref>). High-throughput sequencing was performed using a combination of Illumina and Nanopore platforms on RNA extracted from BALF and culture supernatant and genome sequences were obtained (<xref ref-type="bibr" rid="B196">Zhu et&#xa0;al., 2020</xref>). The contigs generated matched with lineage B of the genus &#x3b2;-coronavirus and showed more than 86.9% identity with SARS-CoV obtained from bat (bat-SL-CoVZC45, MG772933.1) (<xref ref-type="bibr" rid="B196">Zhu et&#xa0;al., 2020</xref>). The three sequenced genomes grouped within the sarbecovirus subgenus (<xref ref-type="bibr" rid="B196">Zhu et&#xa0;al., 2020</xref>). The three SARS-CoV-2 from Wuhan&#xa0;and two bat SARS-like CoV (ZC45 and ZXC21) formed a distinct clade, while human SARS-CoV (SARS coronavirus) and genetically similar SARS-like CoV from bats from southwestern China formed another clade within sarbecovirus (<xref ref-type="bibr" rid="B196">Zhu et&#xa0;al., 2020</xref>). The sequence homology of ORF 1ab (conserved replicase domains) was found to be less than 90% between SARS-CoV-2 and other &#x3b2;-coronaviruses leading to the conclusion that SARS-CoV2 was a novel &#x3b2;-coronavirus under sarbecovirus in the family Coronaviridae (<xref ref-type="bibr" rid="B196">Zhu et&#xa0;al., 2020</xref>).</p>
<p>Lu et al. reported ten genomic sequences of the novel coronavirus isolated from 9 inpatients from 3 hospitals in Wuhan and admitted due to viral pneumonia of unknown cause and diagnosed negative for other common respiratory pathogens (<xref ref-type="bibr" rid="B109">Lu et&#xa0;al., 2020</xref>). Sequencing was performed using Illumina and Nanopore systems generating 8 complete and 2 partial genome sequences (<xref ref-type="bibr" rid="B109">Lu et&#xa0;al., 2020</xref>). Bat-SL-CoVZC45 was used as the reference genome (<xref ref-type="bibr" rid="B109">Lu et&#xa0;al., 2020</xref>). The eight complete genome sequences were almost identical sharing 99.98% sequence identity among themselves, indicating a very recent introduction into humans (<xref ref-type="bibr" rid="B109">Lu et&#xa0;al., 2020</xref>). The maximum difference obtained was that of only 4 mutations (<xref ref-type="bibr" rid="B109">Lu et&#xa0;al., 2020</xref>). With Blastn the complete genomes showed 87.99% and 87.23% sequence identity with Bat-SL-CoVZC45 and Bat-SL-CoVZXC21, respectively (<xref ref-type="bibr" rid="B109">Lu et&#xa0;al., 2020</xref>). Sequence homology of greater than 90% compared to these two bat-derived SARS-like &#x3b2;-coronaviruses was observed in five regions, namely, E, M, 7, N, and 14 culminating in 98.7% sequence identity in the E gene (<xref ref-type="bibr" rid="B109">Lu et&#xa0;al., 2020</xref>). Ia and 1b showed about 90% and about 86% sequence identity, respectively (<xref ref-type="bibr" rid="B109">Lu et&#xa0;al., 2020</xref>). The S gene had the lowest sequence identity of 75% (<xref ref-type="bibr" rid="B109">Lu et&#xa0;al., 2020</xref>). Encoded protein sequences bore high identity except the spike protein and protein 13, which showed only about 80% and 73.2% sequence homology, respectively (<xref ref-type="bibr" rid="B109">Lu et&#xa0;al., 2020</xref>). The novel coronavirus was found to have about 79% similarity with SARS-CoV and about 50% with MERS-CoV (<xref ref-type="bibr" rid="B109">Lu et&#xa0;al., 2020</xref>). Homology modeling showed that the virus has an identical genomic organization like the bat-derived SARS-like &#x3b2;-coronaviruses (Bat-SL-CoVZC45 and Bat-SL-CoVZXC21) and SARS-CoV with only minor deletions and insertions being noted in the 12 coding regions that were identified (<xref ref-type="bibr" rid="B109">Lu et&#xa0;al., 2020</xref>). The 12 coding regions also included 1ab, S, 3, E, M, 7, 8, 9, 10b, N, 13, and 14 (<xref ref-type="bibr" rid="B109">Lu et&#xa0;al., 2020</xref>). However, SARS-CoV-2 encodes a longer spike protein compared to that of the bat SARS-like &#x3b2;-coronaviruses, SARS-CoV, and MERS-CoV (<xref ref-type="bibr" rid="B109">Lu et&#xa0;al., 2020</xref>). The 10 SARS-CoV-2 strains along with the two bat reference strains formed a distinct clade (clade 2) under the sarbecovirus subgenus, while SARS-CoV formed clade 3 based on WGS (<xref ref-type="bibr" rid="B109">Lu et&#xa0;al., 2020</xref>). According to phylogenetic analysis based on the complete sequence of the RNA-dependent RNA polymerase (RdRp) gene, SARC-CoV-2 and SARS-CoV were two separate and distinct clades in the phylogenetic tree (<xref ref-type="bibr" rid="B109">Lu et&#xa0;al., 2020</xref>). SARS-CoV-2 clustered with Bat-SL-CoVZC45 and Bat-SL-CoVZXC21 in the phylogenetic tree based on 1a and spike protein gene sequences, while they were distinctly segregated by sequence of the 1b gene (<xref ref-type="bibr" rid="B109">Lu et&#xa0;al., 2020</xref>).</p>
</sec>
<sec id="s3">
<title>Emergence of Genetic Variants, Their Spatiotemporal Distribution, and Implications for COVID-19</title>
<p>Rapid analysis of genome sequences of many SARS-CoV-2 strains were undertaken worldwide (<xref ref-type="bibr" rid="B92">Koyama et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B178">Weber et&#xa0;al., 2020</xref>). It helped to detect mutations that occurred in the strains, track the emergence of new variants, and also understand the distribution of the different variants (<xref ref-type="bibr" rid="B92">Koyama et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B178">Weber et&#xa0;al., 2020</xref>). This analysis also showed that from time to time different genetic variants emerged and spread to different countries of the world and were soon overtaken by latter variants (<xref ref-type="bibr" rid="B92">Koyama et&#xa0;al., 2020</xref>). Different studies reporting about the emergence of variants, their genetic diversity, and spatiotemporal distribution have been presented in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>. Among these, the D614G clade was the most common and was first found in late January 2020 in China, according to a study conducted by <xref ref-type="bibr" rid="B92">Koyama et&#xa0;al. (2020)</xref>. It became the largest clade in three months (<xref ref-type="bibr" rid="B92">Koyama et&#xa0;al., 2020</xref>). Earliest samples from the USA appeared to have been derived from China and belonged to basal or L84S clades, while subsequent infected samples associated with European clades, such as D614G/Q57H (<xref ref-type="bibr" rid="B92">Koyama et&#xa0;al., 2020</xref>).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Genetic variants of SARS-CoV-2.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left"/>
<th valign="top" align="center">Genetic variation from reference genome</th>
<th valign="top" align="center">Common Variants and spatiotemporal, distribution and epidemiological significance</th>
<th valign="top" align="center">Reference/footnote</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">1.</td>
<td valign="top" align="left">2,969 missense mutations, 1,965 synonymous mutations, 484 mutations in the noncoding regions, The most common SNP (single nucleotide polymorphism) was the C to T nucleotide change at the 3,037<sup>th</sup> position, P4715L in the ORF1ab, D614G mutation in the spike protein; 142 noncoding deletions, 100 in-frame deletions, 11 frameshift deletions; 66 noncoding insertions, two in-frame insertions</td>
<td valign="top" align="left">
<list list-type="bullet">
<list-item>
<p>5,775 total number of variants reported.</p>
</list-item>
<list-item>
<p>D614G found in late January 2020 in China;</p>
</list-item>
<list-item>
<p>L84S clades and later D614G/Q57H clades in the USA</p>
</list-item>
</list>
</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B92">Koyama et&#xa0;al., 2020</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">2.</td>
<td valign="top" align="left">1,516 nucleotide variations; 744 amino acid substitutions; 12 deletion sites in ORF7, ORF8, spike protein, polyprotein ORF1ab (9 deletions spanning NSP1:6, NSP2:1, NSP8:1, NSP15:1), ORF10 (1 deletion), 3&#x2019;-UTR (2 deletions)</td>
<td valign="top" align="left">
<list list-type="bullet">
<list-item>
<p>Sequences till March 2020 showed frequency of mutations was the highest in European strains followed by Asian strains North American strains showed the lowest frequency;</p>
</list-item>
<list-item>
<p>Case fatality rates were found to be higher in the temperate countries like Spain, Italy, Belgium, France, Netherlands, and England.</p>
</list-item>
</list>
</td>
<td valign="top" align="left"> (<xref ref-type="bibr" rid="B76">Islam et&#xa0;al., 2020</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">3.</td>
<td valign="top" align="left">10 hotspot mutations in &gt;80% viral isolates worldwide</td>
<td valign="top" align="left">
<list list-type="bullet">
<list-item>
<p>China, Europe, USA, and India.</p>
</list-item>
<list-item>
<p>Mutations at positions 8782 and 28144 with frequencies of 29/99 in sequences from China were found outside China only in samples from USA at moderate frequencies and in samples from India with lower frequencies.</p>
</list-item>
<list-item>
<p>The amino acid mutations were predicted to affect replication-related proteins and affect viral secondary structure, virulence, and pathogenicity</p>
</list-item>
</list>
</td>
<td valign="top" align="left"> (<xref ref-type="bibr" rid="B178">Weber et&#xa0;al., 2020</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">4.</td>
<td valign="top" align="left">716 site mutations; 39 recurrent nonsynonymous mutations including 10 hotspot mutations; mutations were in 6 genes, ORF1ab, spike protein, membrane glycoprotein, nucleocapsid phosphoprotein, ORF3a, and ORF8. The 10 hotspot mutations were D614G mutation at spike protein (43.46%), L84S at ORF8 (23.21%). The gene encoding ORF1ab had 4 mutation hotspots&#x2014;S5932F of NSP14-exonuclease, M5865V of NSP13-helicase, L3606F of NSP6-transmembrane domain, and T265I of NSP2. Four hotspot mutations in ORF3a (Q57H and G251V) and nucleocapsid phosphoprotein (R203K and G204R) (<xref ref-type="bibr" rid="B95">Laamarti et&#xa0;al., 2020</xref>)</td>
<td valign="top" align="left">
<list list-type="bullet">
<list-item>
<p>Strains circulating in early 2020.</p>
</list-item>
<list-item>
<p>USA strains had 44% of total mutations; 24% singleton mutations were specific to the USA.</p>
</list-item>
<list-item>
<p>China had 22% of total mutations; France had 4%,</p>
</list-item>
<list-item>
<p>Netherlands had 2%;</p>
</list-item>
<list-item>
<p>26 countries showed singleton mutations.</p>
</list-item>
<list-item>
<p>Mutations G251V in ORF3a, L84S in ORF8, and S5932F in ORF1ab were found in genomes of all countries except in Austria and in African countries.</p>
</list-item>
<list-item>
<p>The mutations F924F, L4715L in orf1ab, D614G in spike protein, and an intergenic variant at position 241 were present in all genomes except in those from Asia.</p>
</list-item>
<list-item>
<p>Mutations including two recurrent mutations T265I and Q57H of the ORF3a in Algerian strains were similar to those in European strains.</p>
</list-item>
<list-item>
<p>Ten recurrent mutations were shared by European and Dutch genomes.</p>
</list-item>
<list-item>
<p>In strains from America, 7 mutations were present in almost all genomes.</p>
</list-item>
<list-item>
<p>All genomes from Asia shared 2 mutations at positions 28117 and 28144.</p>
</list-item>
<list-item>
<p>Mutations at 1059, 14408, 23403, 25563 and 1397, 11083, 28674, 29742 were shared by African and Australian strains.</p>
</list-item>
<list-item>
<p>The number of mutations accumulating in the genome of the virus was increasing with time. In 2020 February, December, and January the average number of mutations were 9.26, 10.59, and 10.34, respectively which changed to 11.34 in March. The first mutations that occurred were in the intergenic region linked to the nucleocapsid phosphoprotein and the orf8 protein. Later, T265I, D614G, and L84S hotspot mutations in orf1ab and Spike proteins arose in late February.</p>
</list-item>
</list>
</td>
<td valign="top" align="left"> (<xref ref-type="bibr" rid="B95">Laamarti et&#xa0;al., 2020</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">5.</td>
<td valign="top" align="left">Unique mutations: 11 amino acid substitutions, 2 new substitutions I692V downstream of the transmembrane protease serine 2 (TMPRSS2)/furin cleavage site and M1229I within the transmembrane domain; 4 deletions (&#x394;H69/V70, Y453F, I692V, and M1229I) in addition to D614G; 35 mutations in the spike protein</td>
<td valign="top" align="left">
<list list-type="bullet">
<list-item>
<p>Lineage B.1.1.298; cluster 5</p>
</list-item>
<list-item>
<p>Emerged in August&#x2013;September 2020 in North Jutland, Denmark</p>
</list-item>
<list-item>
<p>Resistance to neutralization</p>
</list-item>
</list>
</td>
<td valign="top" align="left"> (<xref ref-type="bibr" rid="B98">Lassauni&#xe8;re et&#xa0;al., 2021</xref>)<sup>a</sup>
</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">N501Y (asparagine to tyrosine substitution at position 501 in the S gene) and the 69&#x2013;70del (a deletion of 6 bases coding for histidine and valine at positions 69 and 70 in the S gene) mutations.</td>
<td valign="top" align="left">
<list list-type="bullet">
<list-item>
<p>&#x201c;VUI-202012/01,&#x201d; i.e., &#x201c;variant under investigation&#x201d;/20I/501Y.V1/VOC 202012/01 B.1.1.7 or alpha variant in the&#xa0;UK</p>
</list-item>
<list-item>
<p>Later spread to 31 other countries including USA, Canada, and India</p>
</list-item>
<list-item>
<p>Enhanced transmissibility, with a spreading rate 70% higher than that of wild-type SARS-CoV-2</p>
</list-item>
<list-item>
<p>Escapes neutralization by plasma</p>
</list-item>
</list>
</td>
<td valign="top" align="left"> (<xref ref-type="bibr" rid="B5">Andreano et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B29">Conti et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B174">Wang et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B18">Callaway, 2021</xref>)<sup>a,b</sup>
</td>
</tr>
<tr>
<td valign="top" align="left">6.</td>
<td valign="top" align="left">Mutation N501Y</td>
<td valign="top" align="left">
<list list-type="bullet">
<list-item>
<p>Variant 501Y.V2 or 20H/501Y.V2 or B.1.351 or beta variant</p>
</list-item>
<list-item>
<p>South Africa and first reported on December 18, 2020 in three provinces of the country and by December 30,2020 spread to four other countries.</p>
</list-item>
<list-item>
<p>Higher viral load, increased transmissibility and resistant to neutralization</p>
</list-item>
</list>
</td>
<td valign="top" align="left"> (<xref ref-type="bibr" rid="B5">Andreano et&#xa0;al., 2020</xref>)<sup>a,b</sup>
</td>
</tr>
<tr>
<td valign="top" align="left">7.</td>
<td valign="top" align="left">Ten mutations in the spike protein (L18F, T20N, P26S, D138Y, R190S, H655Y, T1027I V1176, K417T, E484K, and N501Y). Three mutations (L18F, K417N, E484K) are located in the RBD</td>
<td valign="top" align="left">
<list list-type="bullet">
<list-item>
<p>P.1 variant</p>
</list-item>
<list-item>
<p>Emerged in Brazil in December 2020</p>
</list-item>
<list-item>
<p>Gamma variant or GR/501Y.V3</p>
</list-item>
</list>
</td>
<td valign="top" align="left"> (<xref ref-type="bibr" rid="B20">Cascella et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B144">Rahman et&#xa0;al., 2021</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">8.</td>
<td valign="top" align="left">Spike protein mutations T19R, &#x394; 156,&#x394;157-158, L452R, T478K, R158G, D614G, P681R, and D950N; K417N mutation</td>
<td valign="top" align="left">
<list list-type="bullet">
<list-item>
<p>B.1.617.2 (delta) variant</p>
</list-item>
<list-item>
<p>First detected in December 2020 in India and spread to other countries</p>
</list-item>
<list-item>
<p>Till now detected in 85 countries</p>
</list-item>
<list-item>
<p>40&#x2013;60% more transmissible than the Alpha variant (B.1.1.7)</p>
</list-item>
<list-item>
<p>Less responsive to vaccines</p>
</list-item>
<list-item>
<p>Reduced neutralization</p>
</list-item>
</list>
</td>
<td valign="top" align="left"> (<xref ref-type="bibr" rid="B108">Lopez Bernal et&#xa0;al., 2021</xref>)<sup>c</sup>
</td>
</tr>
<tr>
<td valign="top" align="left">9.</td>
<td valign="top" align="left">Key amino acid substitutions in spike protein (RBD substitutions in bold type): A67V, del69-70, T95I, del142-144, Y145D, del211, L212I, ins214EPE, G339D, S371L, S373P, S375F, K417N, N440K, G446S, S477N, T478K, E484A, Q493R, G496S, Q498R, N501Y, Y505H, T547K, D614G, H655Y, N679K, P681H, N764K, D796Y, N856K, Q954H, N969K, L981F</td>
<td valign="top" align="left">
<list list-type="bullet">
<list-item>
<p>B.1.1.529 (omicron)</p>
</list-item>
<list-item>
<p>First reported by South Africa on December 24, 2021 from samples from Botswana and South Africa</p>
</list-item>
<list-item>
<p>Later detected in Europe, Americas, Asia, and Australia</p>
</list-item>
<list-item>
<p>Reduced neutralization</p>
</list-item>
<list-item>
<p>*501.V2 (<xref ref-type="bibr" rid="B23">Cele et&#xa0;al., 2021</xref>), B.1.617.2 (<xref ref-type="bibr" rid="B108">Lopez Bernal et&#xa0;al., 2021</xref>), have been found to show lower post-vaccine immune response in certain individuals; for B.1.1.529 it is still uncertain (<xref ref-type="bibr" rid="B28">Collie et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B82">Karim and Karim, 2021</xref>)</p>
</list-item>
</list>
</td>
<td valign="top" align="left">
<sup>d</sup>
</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>
<sup>a</sup>SARS-CoV-2 Variants (2020) Disease Outbreak News. Available at: <uri xlink:href="https://www.who.int/csr/don/31-december-2020-sars-cov2-variants/en/">https://www.who.int/csr/don/31-december-2020-sars-cov2-variants/en/</uri> (Accessed January 21, 2021).</p>
<p>
<sup>b</sup>Emerging SARS-CoV-2 Variants. Available at: <uri xlink:href="https://www.cdc.gov/coronavirus/2019-ncov/more/science-and-research/scientific-brief-emerging-varian">https://www.cdc.gov/coronavirus/2019-ncov/more/science-and-research/scientific-brief-emerging-varian</uri> (Accessed January 21, 2021).</p>
<p>
<sup>c</sup>SARS-CoV-2 Delta (B.1.617.2) variant of concern (VOC) (2021). Available at: <uri xlink:href="https://www.ecdc.europa.eu/en/publications-data/threat-assessment-emergence-and-impact-sars-cov-2-delta-variant">https://www.ecdc.europa.eu/en/publications-data/threat-assessment-emergence-and-impact-sars-cov-2-delta-variant</uri> (Accessed September 29, 2021).</p>
<p>
<sup>d</sup>Science Brief Omicron (B.1.1.529) Variant. Available at: <uri xlink:href="https://www.cdc.gov/coronavirus/2019-ncov/science/science-briefs/scientific-brief-omicron-variant.html#print">https://www.cdc.gov/coronavirus/2019-ncov/science/science-briefs/scientific-brief-omicron-variant.html#print</uri> (Accessed December 30,2021).</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Islam et al. in early 2020 conducted analysis of 2,492 complete and near-complete genome sequences deposited in the GISAID database (<xref ref-type="bibr" rid="B76">Islam et&#xa0;al., 2020</xref>). These included sequences deposited till March 2020 and were from different places in the world (<xref ref-type="bibr" rid="B76">Islam et&#xa0;al., 2020</xref>). Weber et al. compared genome sequences of 570 SARS-Cov-2 isolates from China, Europe, USA, and India with the Wuhan isolate (<xref ref-type="bibr" rid="B178">Weber et&#xa0;al., 2020</xref>) and observed that 10 hotspot mutations were found in &gt;80% viral isolates worldwide (<xref ref-type="bibr" rid="B178">Weber et&#xa0;al., 2020</xref>). Laamarti et al. collected and analyzed 3,067 genomes from 59 countries associated with cases during the first three months after the onset of the pandemic on December 24, 2019 (<xref ref-type="bibr" rid="B95">Laamarti et&#xa0;al., 2020</xref>). Subsequent geo-referencing mutation analysis established a correlation between the mutants and their geographical distribution and helped in the identification of region-specific loci as presented in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref> (<xref ref-type="bibr" rid="B95">Laamarti et&#xa0;al., 2020</xref>).</p>
<p>Phylogeographical analyses showed that closely related strains were distributed in different countries and indicated different sources of introduction over time (<xref ref-type="bibr" rid="B95">Laamarti et&#xa0;al., 2020</xref>). Frequent mutations in genes responsible for vital functions of the virus like replication, virulence, and pathogenesis were encountered (<xref ref-type="bibr" rid="B91">Korber et&#xa0;al., 2020</xref>). These genetic drifts consequently would alter the secondary and tertiary structures and functions of proteins involved in these physiological and metabolic activities (<xref ref-type="bibr" rid="B91">Korber et&#xa0;al., 2020</xref>). They would also, consequently, affect drug action, vaccine efficacy, and also immune recognition (<xref ref-type="bibr" rid="B91">Korber et&#xa0;al., 2020</xref>). Korber et al. showed that the variant with D614G mutation in the spike protein was the most widespread variant across the globe (<xref ref-type="bibr" rid="B91">Korber et&#xa0;al., 2020</xref>). The time of its emergence has been deduced to be late January or early February 2020, and by June 2020, it became the dominant genotype circulating globally<xref ref-type="fn" rid="fn4">
<sup>4</sup>
</xref>. The original D614 form was being speedily replaced by the G614 variant (<xref ref-type="bibr" rid="B91">Korber et&#xa0;al., 2020</xref>). It had a higher rate of transmission and higher infectivity (<xref ref-type="bibr" rid="B91">Korber et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B174">Wang et&#xa0;al., 2020</xref>). It is associated with higher viral load and higher susceptibility of infection among the younger population (<xref ref-type="bibr" rid="B171">Volz et&#xa0;al., 2021</xref>).</p>
<p>Another variant called cluster 5 emerged in August&#x2013;September, 2020, in North Jutland, Denmark (SARS-CoV-2 Variants, 2020). This variant was associated with infection of farmed mink and had unique mutations not seen in any other strains previously, and was found to infect only 12 humans<xref ref-type="fn" rid="fn4">
<sup>4</sup>
</xref>
<sup>,</sup>
<xref ref-type="fn" rid="fn5">
<sup>5</sup>
</xref>. This variant was found to show resistance to neutralization leading to decreased duration and strength of immune protection and also reduce the long-term efficacy of vaccines and prevailing therapeutics<xref ref-type="fn" rid="fn4">
<sup>4</sup>
</xref>.</p>
<p>Recently, a rapidly spreading variant &#x201c;VUI-202012/01,&#x201d; i.e., &#x201c;variant under investigation&#x201d;/20I/501Y.V1/VOC 202012/01 B.1.1.7 (CDC, 2020), has been reported in the UK (<xref ref-type="bibr" rid="B174">Wang et&#xa0;al., 2020</xref>). It has emerged from the 20B/GR clade (lineage B.1.1.7) (<xref ref-type="bibr" rid="B174">Wang et&#xa0;al., 2020</xref>) and is phylogenetically unrelated to the SARS-CoV-2 strain circulating in the UK when the new variant was identified<xref ref-type="fn" rid="fn4">
<sup>4</sup>
</xref>. It contains multiple mutations including 23 nucleotide substitutions (<xref ref-type="bibr" rid="B29">Conti et&#xa0;al., 2020</xref>)<xref ref-type="fn" rid="fn4">
<sup>4</sup>
</xref> and also a combination of mutations that were circulating globally discretely (<xref ref-type="bibr" rid="B174">Wang et&#xa0;al., 2020</xref>). These were the N501Y (asparagine to tyrosine substitution at position 501 in the S gene) and the 69&#x2013;70del (a deletion of 6 bases coding for histidine and valine at positions 69 and 70 in the S gene) mutations (<xref ref-type="bibr" rid="B174">Wang et&#xa0;al., 2020</xref>). The variant has enhanced transmissibility, with a spreading rate 70% higher than that of wild-type SARS-CoV-2 (<xref ref-type="bibr" rid="B29">Conti et&#xa0;al., 2020</xref>), and escapes neutralization by plasma (<xref ref-type="bibr" rid="B5">Andreano et&#xa0;al., 2020</xref>), although change in disease severity was not observed<xref ref-type="fn" rid="fn4">
<sup>4</sup>
</xref>. The variant was later found to have spread to at least 31 other countries including the USA, Canada, and India (<xref ref-type="bibr" rid="B18">Callaway, 2021</xref>)<xref ref-type="fn" rid="fn5">
<sup>5</sup>
</xref>.</p>
<p>Another variant, 501Y.V2 or 20H/501Y.V2 or B.1.351<xref ref-type="fn" rid="fn5">
<sup>5</sup>
</xref>, was found to emerge in South Africa<xref ref-type="fn" rid="fn4">
<sup>4</sup>
</xref>. This variant has the same mutation N501Y like the UK variant; however, the two variants are phylogenetically not related<xref ref-type="fn" rid="fn4">
<sup>4</sup>
</xref>. In December 2020, a new variant, named the SARS-CoV-2 Delta (B.1.617.2) variant of concern (VOC), was first detected in India (<xref ref-type="bibr" rid="B108">Lopez Bernal et&#xa0;al., 2021</xref>)<xref ref-type="fn" rid="fn6">
<sup>6</sup>
</xref>. It has higher transmissibility than other contemporary variants and has spread worldwide (<xref ref-type="bibr" rid="B108">Lopez Bernal et&#xa0;al., 2021</xref>)<xref ref-type="fn" rid="fn6">
<sup>6</sup>
</xref>. At present, this is the dominant variant across the world, particularly in Asia, America, and Europe<xref ref-type="fn" rid="fn6">
<sup>6</sup>
</xref>. It harbors the K417N mutation responsible for immune escape and affects the binding of the spike protein to the ACE2 receptor<xref ref-type="fn" rid="fn6">
<sup>6</sup>
</xref>. Lopez et al. conducted an analysis on its response to currently available vaccines and concluded that the vaccine showed only 67% effectiveness on delta variants compared to 74.5% on alpha variants, thereby raising trepidations on the success and long-term outcome of vaccination against SARS-CoV-2 (<xref ref-type="bibr" rid="B108">Lopez Bernal et&#xa0;al., 2021</xref>).</p>
<p>Andreano et al. examined the effect of convalescent plasma on the wild-type virus and subsequently on natural mutant strains detected by sequencing the genome on subsequent passages of the wild-type strain after 45 days (<xref ref-type="bibr" rid="B5">Andreano et&#xa0;al., 2020</xref>). Neutralization was found decreasing after that time period evident from a decrease in neutralizing titer (<xref ref-type="bibr" rid="B5">Andreano et&#xa0;al., 2020</xref>). An initial deletion of F140 (deletion of phenylalanine at position 140) in the N-terminal domain (NTD) N3 loop of spike protein in 36% virions and subsequently an E484K substitution in the receptor-binding domain (RBD) and later an insertion in the NTD N5 loop containing a new glycan sequence were observed on simultaneous passage and RNA sequencing (<xref ref-type="bibr" rid="B5">Andreano et&#xa0;al., 2020</xref>). The variant generated was completely resistant to plasma neutralization, while the wild type had been fully susceptible for 7 passages (45 days) and had bound to S-protein trimer and also S1 and S2 subunits (<xref ref-type="bibr" rid="B5">Andreano et&#xa0;al., 2020</xref>). With the aid of computational modeling, the researchers predicted that deletion and insertion in loops N3 and N5 prevented the binding of neutralizing antibodies (<xref ref-type="bibr" rid="B5">Andreano et&#xa0;al., 2020</xref>). They concluded that these mutations would confer complete resistance against neutralization by plasma and intervene with long-term protection by vaccines and natural antibodies (<xref ref-type="bibr" rid="B5">Andreano et&#xa0;al., 2020</xref>).</p>
<p>Pachetti et al. analyzed 220 genomes deposited in the GISAID database from different places in the world (<xref ref-type="bibr" rid="B137">Pachetti et&#xa0;al., 2020</xref>). They used Clustal Omega for genome alignment and characterized 8 novel recurrent mutations (<xref ref-type="bibr" rid="B137">Pachetti et&#xa0;al., 2020</xref>). These were observed at 1397, 2891, 14408, 17746, 1785, 18060, 23403, and 28881 positions (<xref ref-type="bibr" rid="B137">Pachetti et&#xa0;al., 2020</xref>). Mutations at positions 2891, 3036, 14408, 23403, and 28881 predominantly occurred in Europe, while mutations at positions 17746, 17857, and 18060 were present only in genomic sequences from North America (<xref ref-type="bibr" rid="B137">Pachetti et&#xa0;al., 2020</xref>). A silent mutation in the RdRp gene was reported first in England (UK) on February 9th, 2020, and subsequently, the authors detected a different mutation in RdRp on February 20th, 2020 in Italy (Lombardy) (<xref ref-type="bibr" rid="B137">Pachetti et&#xa0;al., 2020</xref>). The authors reported that viruses with RdRp mutation have a median of 3 point mutations, and for other mutations, a median of 1 mutation was found (<xref ref-type="bibr" rid="B137">Pachetti et&#xa0;al., 2020</xref>). These findings indicated that the virus was evolving very fast and that continent-specific mutations existed (<xref ref-type="bibr" rid="B137">Pachetti et&#xa0;al., 2020</xref>). Strains from North America, Europe, and Asia have different mutation patterns, although such strains have been found to coexist in many places (<xref ref-type="bibr" rid="B137">Pachetti et&#xa0;al., 2020</xref>). RdRp is the target for several drugs, and structural prediction showed the presence of a binding moiety in the RdRp hydrophobic cleft, adjacent to the 14408 mutation detected in this study (<xref ref-type="bibr" rid="B137">Pachetti et&#xa0;al., 2020</xref>). The findings led the authors to predict that the mutations might interfere with drug action and give rise to drug-resistant viral phenotypes (<xref ref-type="bibr" rid="B137">Pachetti et&#xa0;al., 2020</xref>).</p>
<p>Rahman et al. addressed the mutational changes taking place in E protein (<xref ref-type="bibr" rid="B145">Rahman et&#xa0;al., 2021</xref>). Although with mutational analysis they found that only 1.2% strains had undergone 115 unique amino acid substitutions indicating that 98.8% of the E protein of SARS-CoV-2 strains were highly conserved, latter analysis proved ominous (<xref ref-type="bibr" rid="B145">Rahman et&#xa0;al., 2021</xref>). About 58.77% nucleotide positions in the E gene had a total of 176 unique mutations globally (<xref ref-type="bibr" rid="B145">Rahman et&#xa0;al., 2021</xref>). Higher variations were observed in the C-terminal domain (CTD) of the E protein, particularly at Ser55-Phe56, Arg69, and the C-terminal end (DLLV: 72&#x2013;75) (<xref ref-type="bibr" rid="B145">Rahman et&#xa0;al., 2021</xref>). The authors opined that this would affect the binding of E protein to tight junction-associated PALS1 and could affect COVID-19 pathogenesis (<xref ref-type="bibr" rid="B145">Rahman et&#xa0;al., 2021</xref>). The study reported about the V25A mutation in the transmembrane domain, which is an important factor for the homopentameric conformation of E protein and a triple cysteine motif harboring mutation L39M, A41S, A41V, C43F, C43R, C43S, C44Y, and N45R predicted to inhibit the binding of E protein with spike glycoprotein (<xref ref-type="bibr" rid="B145">Rahman et&#xa0;al., 2021</xref>). Similar analysis was conducted by Rahman et al. on 61,485 sequences of the N protein, the alternative vaccine target after spike protein (<xref ref-type="bibr" rid="B146">Rahman et&#xa0;al., 2020</xref>). The authors identified 1,034 unique nucleotide mutations out of which 367 were in primer binding sites of 11 primer sets (<xref ref-type="bibr" rid="B146">Rahman et&#xa0;al., 2020</xref>). A total of 684 amino acid substitutions were found at 317 unique positions including 82, 21, and 83 present in the RNA binding NTD, SR-rich region, and C-terminal dimerization domain, respectively (<xref ref-type="bibr" rid="B146">Rahman et&#xa0;al., 2020</xref>). Eleven in-frame deletions were detected in the linker region, and the remaining were within the NTD region (<xref ref-type="bibr" rid="B146">Rahman et&#xa0;al., 2020</xref>). High-frequency co-occurring mutations (R203K and G204R) contributed to decreasing structural flexibility (<xref ref-type="bibr" rid="B146">Rahman et&#xa0;al., 2020</xref>).</p>
<p>The studies documented above revealed that genome evolution is a common phenomenon in SARS-CoV-2. It has led to the emergence of genotypes with enhanced transmissibility and virulence as a result of genetic drift (<xref ref-type="bibr" rid="B146">Rahman et&#xa0;al., 2020</xref>). In a recent study reported by Gaebler et al., it was found that the viral mRNA and proteins persisted in the small intestinal epithelia months after infection and that B-cell memory response persists even after 6 months of first exposure to the virus and evolves with time (<xref ref-type="bibr" rid="B46">Gaebler et&#xa0;al., 2021</xref>). These findings suggest that the once exposed individual would be able to mount an immune response to the virus on reexposure (<xref ref-type="bibr" rid="B46">Gaebler et&#xa0;al., 2021</xref>). However, many authors have also speculated that the long-term protection of natural antibodies and fruitfulness of currently available preventive and therapeutic measures on SARS-CoV-2 variants may fail or prove to be less effective with time (<xref ref-type="bibr" rid="B34">Dearlove et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B141">Plante et&#xa0;al., 2020</xref>). Islam et al. analyzed 444 genome sequences of SARS-CoV-2 retrieved from the GISAID platform and belonging to 6 Southeast Asian countries (<xref ref-type="bibr" rid="B75">Islam et&#xa0;al., 2021</xref>). They characterized the nonsynonymous mutants circulating in the geographical region (<xref ref-type="bibr" rid="B75">Islam et&#xa0;al., 2021</xref>). From the analysis of the global mutation distribution, it was found that the majority of the mutations found in the region under consideration were also prevalent in Europe and North America (<xref ref-type="bibr" rid="B75">Islam et&#xa0;al., 2021</xref>). The co-occurrence of these mutations at a high frequency in other countries of the world revealed the routes of transmission of the disease (<xref ref-type="bibr" rid="B75">Islam et&#xa0;al., 2021</xref>). Unique spike protein and nonstructural protein mutations were also observed in a particular zone (<xref ref-type="bibr" rid="B75">Islam et&#xa0;al., 2021</xref>). The strains could be classified into 4 major groups and 3 subgroups based on the most frequent nonsynonymous (NS) mutations (<xref ref-type="bibr" rid="B75">Islam et&#xa0;al., 2021</xref>). A unique set of 4 co-evolving mutations were found at a high frequency within India, particularly (<xref ref-type="bibr" rid="B75">Islam et&#xa0;al., 2021</xref>). Group 2 strains were found to be common in European and North American strains (<xref ref-type="bibr" rid="B75">Islam et&#xa0;al., 2021</xref>). These had two co-evolving NS mutants, which differ in RdRp (P323L) and spike (S) protein (D614G) (<xref ref-type="bibr" rid="B75">Islam et&#xa0;al., 2021</xref>). The findings indicated that European and North American variants were dominating in Southeast Asia, indicated by a rise from 0% prevalence in January to 81% by May 2020 (<xref ref-type="bibr" rid="B75">Islam et&#xa0;al., 2021</xref>). The study predicted that these would pose a massive threat to Southeast Asia (<xref ref-type="bibr" rid="B75">Islam et&#xa0;al., 2021</xref>). To contain the spread and deal with the severity of the virus, a number of developments like antiviral therapy, vaccines, and identification of a number of useful drugs have occurred rapaciously (<xref ref-type="bibr" rid="B4">Alouane et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B24">Chen et&#xa0;al., 2021</xref>). However, newer studies have thrown a veil of uncertainty over their foolproof effectiveness over a broad range of variants (<xref ref-type="bibr" rid="B175">Wang et&#xa0;al., 2021</xref>). Therefore, these unforeseen consequences have purported the requirement of alternative avenues. In this light, microbiome-derived agents to encounter the pathogenesis of COVID-19 would be a beneficial aide to current methods of containment.</p>
<p>NGS has been beneficial for the investigation of the association of the microbiome with COVID-19 pathogenesis (<xref ref-type="bibr" rid="B198">Zuo et&#xa0;al., 2020a</xref>). These efforts have been prompted by the drive for understanding the complicated pathogenesis of the disease and in the hunt for alternative control measures for the virus. These could be successfully implemented alongside currently available treatment or at a juncture where current methods succumb to the force of genetic evolution. In view of the prevailing scenario discussed above, we present the most recent analysis related to the microbiome in the event of COVID-19 with the anticipation of understanding the prospective role that the microbiome would play in attenuating the disease burden of the ongoing pandemic.</p>
</sec>
<sec id="s4">
<title>Microbiome Analysis in COVID-19 Patients</title>
<p>Futuristic investigation on oral, lung, brain, and gut microbiome has been undertaken by several researchers worldwide with an attempt to understand the involvement of the microbiome in COVID-19 pathogenesis (<xref ref-type="bibr" rid="B198">Zuo et&#xa0;al., 2020a</xref>). A number of studies have addressed the issue and have shown the involvement of the GI tract in the pathogenesis of COVID-19 and found a correlation between the microbiome and the clinical outcome of the disease (<xref ref-type="bibr" rid="B198">Zuo et&#xa0;al., 2020a</xref>). Accordingly, gut microbiome dysbiosis has been found to be associated with disease severity and progression (<xref ref-type="bibr" rid="B198">Zuo et&#xa0;al., 2020a</xref>; <xref ref-type="bibr" rid="B191">Yeoh et&#xa0;al., 2021</xref>). The depletion of commensals in the gut has been positively correlated with the severity of COVID-19 (<xref ref-type="bibr" rid="B198">Zuo et&#xa0;al., 2020a</xref>). This indicates not only the influence of the disease on the gut microbiome structure but also the significance of a healthy gut microbiome signature in the prevention of the disease onset (<xref ref-type="bibr" rid="B198">Zuo et&#xa0;al., 2020a</xref>). Similarly, lung microbiome analysis revealed dysbiosis in COVID-19 patients and yielded far-fetched results suggestive of significant involvement of the microbiome in the development of critical illness (<xref ref-type="bibr" rid="B129">Mostafa et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B115">Maes et&#xa0;al., 2021</xref>). All the studies on gut, lung, oral, and nasopharyngeal microbiota conducted so far have found that beneficial commensals are depleted while opportunistic pathogens undergo an upsurge in abundance (<xref ref-type="bibr" rid="B9">Bao et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B129">Mostafa et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B198">Zuo et&#xa0;al., 2020a</xref>; <xref ref-type="bibr" rid="B131">Nardelli et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B191">Yeoh et&#xa0;al., 2021</xref>). Moreover, the microbiome diversity was observed to be diminished in the event of COVID-19 as opposed to healthy individuals and non-COVID-19 subjects (<xref ref-type="bibr" rid="B59">Gu et&#xa0;al., 2020</xref>). <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref> presents a snapshot of the dysbiosis observed in the COVID-19&#x2013;associated microbiome.</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>A snapshot of the microbiome dysbiosis observed in COVID-19.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Site of sequencing</th>
<th valign="top" align="center">Positive correlation/enrichment</th>
<th valign="top" align="center">Negative correlation/decrease in abundance</th>
<th valign="top" align="center">References</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Gut</td>
<td valign="top" align="left">
<italic>Coprobacillus sp., Clostridium ramosum, Clostridium hathewayi</italic>
</td>
<td valign="top" align="left">
<italic>Faecalibacterium prausnitzii, Bacteroides dorei, Bacteroides thetaiotaomicron, Bacteroides massiliensis, Bacteroides ovatus</italic>,</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B198">Zuo et&#xa0;al., 2020a</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Gut</td>
<td valign="top" align="left">
<italic>Candida albicans</italic>, <italic>Candida auris</italic>, <italic>Aspergillus flavus</italic>
</td>
<td valign="top" align="left"/>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B199">Zuo et&#xa0;al., 2020b</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Gut</td>
<td valign="top" align="left">
<italic>Enterococcus sp</italic>., members of <italic>Enterobacteriaceae</italic>
</td>
<td valign="top" align="left">
<italic>Faecalibacterium prausnitzii</italic>, <italic>Clostridium butyricum</italic>, <italic>Clostridium leptum</italic>, <italic>Eubacterium rectale</italic>
</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B164">Tang et&#xa0;al., 2020a</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Gut</td>
<td valign="top" align="left">
<italic>Collinsella aerofaciens</italic>, <italic>Collinsella tanakaei</italic>, <italic>Streptococcus infantis</italic>, <italic>Morganella morganii</italic>,</td>
<td valign="top" align="left">
<italic>Parabacteroides merdae</italic>, <italic>Bacteroides stercoris</italic>, <italic>Alistipes onderdonkii</italic>, and <italic>Lachnospiraceae bacterium 1_1_57FAA</italic>
</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B197">Zuo et&#xa0;al., 2021</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Gut</td>
<td valign="top" align="left"/>
<td valign="top" align="left">
<italic>Faecalibacterium prausnitzii</italic>, <italic>Eubacterium rectale</italic>, Bifidobacteria</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B191">Yeoh et&#xa0;al., 2021</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Gut</td>
<td valign="top" align="left">
<italic>Streptococcus, Rothia, Actinomyces, Vellionella</italic>
</td>
<td valign="top" align="left"/>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B59">Gu et al., 2020</xref>
</td>
</tr>
<tr>
<td valign="top" align="left">Gut</td>
<td valign="top" align="left"/>
<td valign="top" align="left">
<italic>Penicillium, Aspergillus</italic>,</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B112">Lv et al., 2021a</xref>
</td>
</tr>
<tr>
<td valign="top" align="left">Lung</td>
<td valign="top" align="left">
<italic>Corynebacterium accolens</italic>
</td>
<td valign="top" align="left">
<italic>Propionibacteriaceae</italic>
</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B129">Mostafa et&#xa0;al., 2020</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Lung</td>
<td valign="top" align="left">
<italic>Herpesvirade</italic>
</td>
<td valign="top" align="left"/>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B115">Maes et&#xa0;al., 2021</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Lung</td>
<td valign="top" align="left">
<italic>Acinetobacter, Chryseobacterium, Burkholderia, Brevundimonas, Sphingobium, Enterobacteriaceae</italic>
</td>
<td valign="top" align="left"/>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B45">Fan et&#xa0;al., 2020</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Lung</td>
<td valign="top" align="left">
<italic>Cutaneotricosporon, Issatchenkia, Wallemia, Cladosporium, Alternaria, Dipodascus, Mortierella, Aspergillus, Naganishia, Diutina</italic>, and <italic>Candida</italic>
</td>
<td valign="top" align="left"/>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B45">Fan et&#xa0;al., 2020</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Lung</td>
<td valign="top" align="left">
<italic>alphaherpesvirus 1, rhinovirus B, human orthopneumovirus</italic>
</td>
<td valign="top" align="left"/>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B194">Zhong et&#xa0;al., 2021</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Lung</td>
<td valign="top" align="left">
<italic>Burkholderiacepacia</italic> complex (BCC), <italic>Staphylococcus epidermidis, Mycoplasma spp.</italic> (including <italic>M. hominis and M. orale)</italic>
</td>
<td valign="top" align="left"/>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B194">Zhong et&#xa0;al., 2021</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Nasopharyngeal</td>
<td valign="top" align="left"/>
<td valign="top" align="left">Proteobacteria, Fusobacteria; <italic>Leptotrichia</italic>, <italic>Fusobacterium, Hemophilus, Fusobacterium peridonticum</italic>
</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B131">Nardelli et&#xa0;al., 2021</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Oral</td>
<td valign="top" align="left">
<italic>Streptococcus, Porphyromonas, Abiotrophia, Enterobacter</italic>, <italic>Neisseria mucosa</italic>, <italic>Veillonella parvula</italic>, <italic>Lactobacillus fermentum</italic>, <italic>Enterococcus faecalis</italic>, <italic>Atopobium parvulum</italic>, <italic>Acinetobacter baumannii</italic>, <italic>Prevotella melaninogenica</italic>, <italic>jejuni</italic>, <italic>denticola</italic>, and <italic>oris</italic>; <italic>Eikenella corrodens</italic>; <italic>Capnocytophaga sputigena</italic> and <italic>gingivalis</italic>; and <italic>Aggregatibacter aphrophilus), Aspergillus sp., Nakaseomyces sp., and Malassezia sp., Candida sp., Saccharomyces sp.</italic>, Epstein&#x2013;Barr virus, Staphylococcus phage ROSA, Streptococcus phage EJ-1, phage PH10, Lactobacillus phage phiadh.</td>
<td valign="top" align="left">
<italic>Rothia</italic>, <italic>Fusobacterium</italic>, <italic>Haemophilus parainfluenzae</italic> and <italic>parahaemolyticus</italic>, <italic>Gemella morbillorum</italic> and <italic>sanguinis</italic>, <italic>Parvimonas micra</italic>, and <italic>Neisseria subflava</italic>
</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B158">Soffritti et&#xa0;al., 2021</xref>)</td>
</tr>
</tbody>
</table>
</table-wrap>
<sec id="s4_1">
<title>a. Gut Microbiome in COVID-19</title>
<p>Zuo et al., in a pilot study, investigated the dysbiosis of fecal microbiomes of patients with COVID-19 and investigated its association with disease severity (<xref ref-type="bibr" rid="B198">Zuo et&#xa0;al., 2020a</xref>). Whole-genome shotgun sequencing was performed on fecal samples from 15 patients with COVID-19 in Hong Kong (<xref ref-type="bibr" rid="B198">Zuo et&#xa0;al., 2020a</xref>). Fecal samples were collected 2 to 3 times weekly from the time of hospitalization till discharge (<xref ref-type="bibr" rid="B198">Zuo et&#xa0;al., 2020a</xref>). They classified disease severity as mild, moderate, severe, or critical depending on clinical parameters (<xref ref-type="bibr" rid="B198">Zuo et&#xa0;al., 2020a</xref>). The results were compared with those from 6 patients with community-acquired pneumonia and 15 healthy individuals (<xref ref-type="bibr" rid="B198">Zuo et&#xa0;al., 2020a</xref>). They found a distinct pattern of microbiome dysbiosis in COVID-19 patients compared with controls (<xref ref-type="bibr" rid="B198">Zuo et&#xa0;al., 2020a</xref>). It was characterized by an enrichment of opportunistic pathogens and a decrease in the abundance of beneficial commensals throughout the period of hospitalization (<xref ref-type="bibr" rid="B198">Zuo et&#xa0;al., 2020a</xref>). Symbionts were found to be depleted and gut dysbiosis persisted even after clearance of infection (<xref ref-type="bibr" rid="B198">Zuo et&#xa0;al., 2020a</xref>). Abundance of <italic>Coprobacillus</italic>, <italic>Clostridium ramosum</italic>, and <italic>Clostridium hathewayi</italic> correlated with severity (<xref ref-type="bibr" rid="B198">Zuo et&#xa0;al., 2020a</xref>). Abundance of <italic>Faecalibacterium prausnitzii</italic> and disease severity were negatively correlated (<xref ref-type="bibr" rid="B198">Zuo et&#xa0;al., 2020a</xref>). <italic>Bacteroides dorei</italic>, <italic>Bacteroides thetaiotaomicron</italic>, <italic>Bacteroides massiliensis</italic>, and <italic>Bacteroides ovatus</italic>, which have been reported to downregulate the expression of angiotensin-converting enzyme 2 (ACE2) in murine gut, was inversely correlated with viral load in feces of patients during the entire period of hospitalization (<xref ref-type="bibr" rid="B198">Zuo et&#xa0;al., 2020a</xref>).</p>
<p>Zuo et al. also conducted the analysis of dysbiosis of mycobiome during disease and recovery in COVID-19 patients using WGS of 30 fecal samples of hospitalized patients in Hong Kong and 30 control samples from healthy individuals and 9 cases of community-acquired pneumonia (<xref ref-type="bibr" rid="B199">Zuo et&#xa0;al., 2020b</xref>). They detected an increase in the abundance of <italic>Candia albicans</italic> and a highly heterogeneous mycobiome composition at the time of hospitalization (<xref ref-type="bibr" rid="B199">Zuo et&#xa0;al., 2020b</xref>). There was no significant difference between the fecal mycobiomes of 22 COVID-19 patients and those of controls during hospitalization (<xref ref-type="bibr" rid="B199">Zuo et&#xa0;al., 2020b</xref>). However, 8 COVID-19 patients showed significant difference (<xref ref-type="bibr" rid="B199">Zuo et&#xa0;al., 2020b</xref>). COVID-19 patients showed 2.5-fold and significantly higher diversity than that of controls in the last sample (<xref ref-type="bibr" rid="B199">Zuo et&#xa0;al., 2020b</xref>). The fecal mycobiota of COVID-19 patients at all time points had higher proportions of opportunistic fungal pathogens, <italic>Candida albicans</italic>, <italic>Candida auris</italic>, and <italic>Aspergillus flavus</italic>, compared with controls (<xref ref-type="bibr" rid="B199">Zuo et&#xa0;al., 2020b</xref>). <italic>A. flavus</italic> and <italic>A. niger</italic> were detected in fecal samples from a subset of patients with COVID-19, even after the clearance of the virus and the resolution of respiratory symptoms (<xref ref-type="bibr" rid="B199">Zuo et&#xa0;al., 2020b</xref>).</p>
<p>In an attempt to establish a correlation between bacterial groups and clinical indicators of pneumonia, Tang et al. analyzed the gut microbiome of 57 COVID-19 patients with severe or critical disease (<xref ref-type="bibr" rid="B164">Tang et&#xa0;al., 2020a</xref>). It was evident from the findings that dysbiosis existed in the subjects, and changes in the gut microbial composition had an association with disease severity and hematological parameters (<xref ref-type="bibr" rid="B164">Tang et&#xa0;al., 2020a</xref>). Butyrate-producing bacteria, like <italic>F. prausnitzii</italic>, <italic>Clostridium butyricum</italic>, <italic>Clostridium leptum</italic>, and <italic>Eubacterium rectale</italic>, decreased significantly (<xref ref-type="bibr" rid="B164">Tang et&#xa0;al., 2020a</xref>). On the basis of this altered composition, it was possible to differentiate critical patients from general and severe patients (<xref ref-type="bibr" rid="B164">Tang et&#xa0;al., 2020a</xref>). Common opportunistic pathogens <italic>Enterococcus</italic> and <italic>Enterobacteriaceae</italic> were found to increase, especially in critical patients with poor prognosis (<xref ref-type="bibr" rid="B164">Tang et&#xa0;al., 2020a</xref>).</p>
<p>Zuo et al. conducted an RNA transcriptome-based study with fecal samples from 15 hospitalized COVID-19 patients and found a correlation between the signature of microbiome and SARS-CoV-2 infectivity (<xref ref-type="bibr" rid="B197">Zuo et&#xa0;al., 2021</xref>). Fecal samples from a higher degree of infection exhibited higher abundance of <italic>Collinsella aerofaciens</italic>, <italic>Collinsella tanakaei</italic>, <italic>Streptococcus infantis</italic>, and <italic>Morganella morganii</italic> and higher expression of nucleotide biosynthesis, amino acid biosynthesis, and glycolysis (<xref ref-type="bibr" rid="B197">Zuo et&#xa0;al., 2021</xref>). Samples with low or no SARS-CoV-2 infectivity had higher abundance of short-chain fatty acid producing bacteria like <italic>Parabacteroides merdae</italic>, <italic>Bacteroides stercoris</italic>, <italic>Alistipes onderdonkii</italic>, and <italic>Lachnospiraceae bacterium 1_1_57FAA</italic> (<xref ref-type="bibr" rid="B197">Zuo et&#xa0;al., 2021</xref>).</p>
<p>Yeoh et al. recently conducted a two-hospital-based cohort study to understand the involvement of the GI tract microbiome in COVID-19 patients and disease outcome (<xref ref-type="bibr" rid="B191">Yeoh et&#xa0;al., 2021</xref>). The study was aimed at finding whether gut microbiome is associated with disease severity in COVID-19 and if microbiome dysbiosis resolved with the clearance of the virus (<xref ref-type="bibr" rid="B191">Yeoh et&#xa0;al., 2021</xref>). The study included blood and stool samples from 100 patients with SARS-CoV-2 infection, and serial stool samples were collected from 27 of these patients up to 30 days after viral clearance (<xref ref-type="bibr" rid="B191">Yeoh et&#xa0;al., 2021</xref>). Gut microbiome was analyzed using shotgun sequencing (<xref ref-type="bibr" rid="B191">Yeoh et&#xa0;al., 2021</xref>). Concentration of inflammatory cytokines and blood markers was measured from plasma (<xref ref-type="bibr" rid="B191">Yeoh et&#xa0;al., 2021</xref>). The authors found that the gut microbiome was significantly different between patients and controls (<xref ref-type="bibr" rid="B191">Yeoh et&#xa0;al., 2021</xref>). <italic>F. prausnitzii</italic>, <italic>Eubacterium rectale</italic>, and Bifidobacteria were depleted in patients and remained low up to 30 days after infection clearance (<xref ref-type="bibr" rid="B191">Yeoh et&#xa0;al., 2021</xref>). These commensals are known to have immunomodulatory potential (<xref ref-type="bibr" rid="B191">Yeoh et&#xa0;al., 2021</xref>). The dysbiosis correlated with disease severity and also with elevated concentrations of inflammatory cytokines and blood markers such as C-reactive protein, lactate dehydrogenase, aspartate aminotransferase, and gamma-glutamyl transferase (<xref ref-type="bibr" rid="B191">Yeoh et&#xa0;al., 2021</xref>).</p>
<p>Gu et al. conducted a cross-sectional study of gut microbiome dysbiosis using fecal samples of 30 COVID-19 patients, 24 human influenza A (H1N1) patients, and 30 healthy controls (<xref ref-type="bibr" rid="B59">Gu et&#xa0;al., 2020</xref>). Based on V3&#x2013;V4 16S rRNA analysis, they observed a stark difference between the composition of COVID-19 associated microbiome and that of healthy controls (<xref ref-type="bibr" rid="B59">Gu et&#xa0;al., 2020</xref>). COVID-19 microbiome was characterized by low microbial diversity but higher relative abundance of opportunistic pathogens like <italic>Streptococcus, Rothia, Actinomyces</italic>, and <italic>Vellionella</italic> and lower relative abundance of beneficial bacteria compared with healthy controls (<xref ref-type="bibr" rid="B59">Gu et&#xa0;al., 2020</xref>). Five biomarkers, <italic>Fusicatenibacter</italic>, <italic>Romboutsia</italic>, <italic>Intestinibacter</italic>, <italic>Actinomyces</italic>, and <italic>Erysipelatoclostridium</italic>, could be precisely used to distinguish between COVID-19 and healthy control subjects (<xref ref-type="bibr" rid="B59">Gu et&#xa0;al., 2020</xref>).</p>
<p>Longxian et al. conducted fecal mycobiota analysis based on ITS sequencing in 67 COVID-19 patients, 35 H1N1-infected patients, and 48 matched healthy controls (<xref ref-type="bibr" rid="B112">Lv et&#xa0;al., 2021a</xref>). They used the results and correlated them with symptoms and gut microbiota (<xref ref-type="bibr" rid="B112">Lv et&#xa0;al., 2021a</xref>). They observed that depletion of <italic>Aspergillus</italic> and <italic>Penicillium</italic> was characteristic in the diseased patients (<xref ref-type="bibr" rid="B112">Lv et&#xa0;al., 2021a</xref>). In COVID-19 patients, positive correlation was found between Mucoromycota and <italic>Fusicatenibacter</italic>, <italic>Aspergillus niger</italic> and diarrhea, and <italic>Penicillium citrinum</italic> was negatively correlated with C-reactive protein (CRP) (<xref ref-type="bibr" rid="B112">Lv et&#xa0;al., 2021a</xref>). In H1N1 infection, the results were strikingly different and well distinguished from those of COVID-19 individuals (<xref ref-type="bibr" rid="B112">Lv et&#xa0;al., 2021a</xref>). The authors observed that the gut mycobiota dysbiosis persisted in the patients till the time of their discharge from the hospital (<xref ref-type="bibr" rid="B112">Lv et&#xa0;al., 2021a</xref>).</p>
</sec>
<sec id="s4_2">
<title>b. Lung Microbiome in COVID-19</title>
<p>Metatranscriptomic and metagenomic sequencing was conducted by Mostafa et al. using the Oxford Nanopore platform on nasopharyngeal swab specimens from 50 patients undergoing investigation for COVID-19, and data were analyzed using the Cosmos ID bioinformatics platform (<xref ref-type="bibr" rid="B129">Mostafa et&#xa0;al., 2020</xref>). The microbiome exhibited decreased diversity, and the composition could be significantly associated with disease (<xref ref-type="bibr" rid="B129">Mostafa et&#xa0;al., 2020</xref>). Higher abundance of <italic>Propionibacteriaceae</italic> and depletion of <italic>Corynebacterium accolens</italic> were found in negative samples (<xref ref-type="bibr" rid="B129">Mostafa et&#xa0;al., 2020</xref>).</p>
<p>Maes et al. determined the lung microbiome composition using 16S RNA analysis in 24 BAL (bronchoalveolar lavage) samples from COVID-19 patients receiving invasive ventilation and compared the results with non-COVID-19 samples (<xref ref-type="bibr" rid="B115">Maes et&#xa0;al., 2021</xref>). Although the distribution of organisms causing VAP (ventilator-associated pneumonia) and the pulmonary microbiome was similar between the two groups, revealing similar &#x3b1; and &#x3b2; diversity, 3 cases of invasive aspergillosis were identified among COVID-19 patients only (<xref ref-type="bibr" rid="B115">Maes et&#xa0;al., 2021</xref>). Also, <italic>Herpesvirade</italic> was more frequent in COVID-19 patients (<xref ref-type="bibr" rid="B115">Maes et&#xa0;al., 2021</xref>).</p>
<p>Fan et al. reported about the composition of lung microbiome, which they investigated from FFPE lung tissue from 20 deceased COVID-19 patients from China (<xref ref-type="bibr" rid="B45">Fan et&#xa0;al., 2020</xref>). 16S rRNA sequencing based on the V3&#x2013;V4 region of the 16S ribosomal subunit followed by analysis using the QIIME V1.8.0 package revealed that the most prevalent taxa were <italic>Acinetobacter, Chryseobacterium, Burkholderia, Brevundimonas, Sphingobium</italic>, and <italic>Enterobacteriaceae</italic> in all subjects (<xref ref-type="bibr" rid="B45">Fan et&#xa0;al., 2020</xref>). They carried out ITS sequencing for studying the mycobiota in these patients and found that <italic>Cutaneotricosporon, Issatchenkia, Wallemia, Cladosporium, Alternaria, Dipodascus, Mortierella, Aspergillus, Naganishia, Diutina</italic>, and <italic>Candida</italic> were the most common genera (<xref ref-type="bibr" rid="B45">Fan et&#xa0;al., 2020</xref>). The study revealed lung microbiome dysbiosis in COVID-19 (<xref ref-type="bibr" rid="B45">Fan et&#xa0;al., 2020</xref>).</p>
<p>Zhong et al. characterized respiratory microbiota dysbiosis in 23 (8 mild and 15 severe) hospitalized COVID-19 patients in China using sputum, nasal swab, throat swab, anal swab, and feces (<xref ref-type="bibr" rid="B194">Zhong et&#xa0;al., 2021</xref>). Ultra-deep metatranscriptomic profiling of the samples was performed (<xref ref-type="bibr" rid="B194">Zhong et&#xa0;al., 2021</xref>). Distinct microbiome signatures were observed in the severely ill patients undergoing antibiotic therapy, and other human respiratory viruses like alphaherpesvirus 1, rhinovirus B, and human orthopneumovirus were detected in 30.8% severe cases but not in mild cases (<xref ref-type="bibr" rid="B194">Zhong et&#xa0;al., 2021</xref>). <italic>Burkholderia cepacia</italic> complex (BCC), <italic>Staphylococcus epidermidis</italic>, or <italic>Mycoplasma</italic> spp. (including <italic>M. hominis</italic> and <italic>M. orale</italic>) were the predominant respiratory microbial taxa detected in the severely ill patients (<xref ref-type="bibr" rid="B194">Zhong et&#xa0;al., 2021</xref>).</p>
</sec>
<sec id="s4_3">
<title>c. Oral Microbiome in COVID-19</title>
<p>During COVID-19 infection, a large number of co-infections were found to be caused due to oral pathogens (<xref ref-type="bibr" rid="B9">Bao et&#xa0;al., 2020</xref>). These included viruses, fungi, and bacteria originating from the oral cavity (<xref ref-type="bibr" rid="B9">Bao et&#xa0;al., 2020</xref>). Marouf et al. conducted a case-control-based analysis with 568 patients of COVID-19 and showed the association of periodontitis with the severity of COVID-19 (<xref ref-type="bibr" rid="B119">Marouf et&#xa0;al., 2021</xref>). Soffritti et&#xa0;al. analyzed the human oral microbiome (HOM) (bacteria, virus, fungi) in COVID-19 patients using mouth rinse sample and subjecting these to WGS (<xref ref-type="bibr" rid="B158">Soffritti et&#xa0;al., 2021</xref>). They observed oral dysbiosis in the patients compared to matched controls (<xref ref-type="bibr" rid="B158">Soffritti et&#xa0;al., 2021</xref>). Dysbiosis was marked with the decrease in alpha-diversity and lower species richness, higher inflammation, and disease severity (<xref ref-type="bibr" rid="B158">Soffritti et&#xa0;al., 2021</xref>). The specific pattern of dysbiosis observed is presented in <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref> (<xref ref-type="bibr" rid="B158">Soffritti et&#xa0;al., 2021</xref>). <italic>Enterobacter</italic> sp. and <italic>Enterococcus</italic> sp. were identified uniquely only in COVID-19 patients (<xref ref-type="bibr" rid="B158">Soffritti et&#xa0;al., 2021</xref>). The species richness of the oral mycobiome was found to increase in COVID-19 patients and so was the oral virome (<xref ref-type="bibr" rid="B158">Soffritti et&#xa0;al., 2021</xref>).</p>
<p>It has been found that salivary glands act as reservoirs of SARS-CoV-2 in asymptomatics (<xref ref-type="bibr" rid="B186">Xu et&#xa0;al., 2020</xref>). Periodontal pockets have also been proposed to be sites in the oral cavity that act as reservoirs of SARS-CoV-2 (<xref ref-type="bibr" rid="B8">Badran et&#xa0;al., 2020</xref>). These reports indicate the involvement of the oral microbiota in the pathogenesis of COVID-19 (<xref ref-type="bibr" rid="B9">Bao et&#xa0;al., 2020</xref>). Poor oral hygiene causes oral microbiome dysbiosis and enriches pathogenic oral bacteria (<xref ref-type="bibr" rid="B139">Patel and Sampson, 2020</xref>). A number of studies have revealed the close association between oral pathogens and respiratory diseases (<xref ref-type="bibr" rid="B155">Scannapieco et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B53">Gomes-Filho et&#xa0;al., 2020</xref>).</p>
</sec>
<sec id="s4_4">
<title>d. Nasopharyngeal Microbiome in COVID-19</title>
<p>Microbiome analysis of nasopharyngeal swabs revealed a strong association of the nasopharyngeal microbiota and the pathogenesis of SARS-CoV-2 (<xref ref-type="bibr" rid="B131">Nardelli et&#xa0;al., 2021</xref>). The analysis showed that although 5 phyla, Proteobacteria, Firmicutes, Bacteroidetes, Fusobacteria, and Actinobacteria, were consistently present in both the control and cases, the relative abundance of Proteobacteria and Fusobacteria was significantly reduced in COVID-19 positive individuals (<xref ref-type="bibr" rid="B131">Nardelli et&#xa0;al., 2021</xref>). At the genus level, <italic>Leptotrichia</italic>, <italic>Fusobacterium</italic>, and <italic>Hemophilus</italic> were significantly low in cases compared to controls (<xref ref-type="bibr" rid="B131">Nardelli et&#xa0;al., 2021</xref>). At the species level, <italic>Fusobacterium peridonticum</italic> was significantly reduced in COVID-19 patients compared to controls (<xref ref-type="bibr" rid="B131">Nardelli et&#xa0;al., 2021</xref>). This indicated the protective role of these bacteria in SARS-CoV-2 as they have been previously shown to be involved in the sialylation of the cell surface (<xref ref-type="bibr" rid="B192">Yoneda et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B131">Nardelli et&#xa0;al., 2021</xref>).</p>
</sec>
</sec>
<sec id="s5">
<title>Microbiome Signature and the Pathogenesis of COVID-19</title>
<p>A healthy microbiome plays a significant role in protecting against diseases (<xref ref-type="bibr" rid="B114">Lynch and Pedersen, 2016</xref>). It is an essential component of the host and has been often considered as an organ of the human body (<xref ref-type="bibr" rid="B10">Baquero and Nombela, 2012</xref>). It is involved in maintaining homeostasis, metabolic, and physiological activities, helps in the breakdown of complex nutrients like complex carbohydrates, fats and fatty acids, fermentation of nondigestible dietary residues, digestion, epithelial cell proliferation and differentiation, vitamin synthesis, and absorption of metal ions, and also accords immune protection (<xref ref-type="bibr" rid="B58">Guarner and Malagelada, 2003</xref>). In neonates, it has been found to help in the maturation of the immune system (<xref ref-type="bibr" rid="B50">Gensollen et&#xa0;al., 2016</xref>). It has been estimated that in the human gut lumen alone, the number of microbial cells is ten times greater than the number of eukaryotic cells reflecting the richness of diversity in its structural composition (<xref ref-type="bibr" rid="B58">Guarner and Malagelada, 2003</xref>). Though the composition varies with different parameters like diet, geography, ethnicity, and lifestyle and personal habits, the composition is largely affected by the clinical condition of an individual (<xref ref-type="bibr" rid="B33">De, 2019</xref>; <xref ref-type="bibr" rid="B80">Kalantar-Zadeh et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B113">Lv et&#xa0;al., 2021b</xref>). A drastic alteration in the composition has been found to occur in the event of diseases (<xref ref-type="bibr" rid="B68">Hay and Zhu, 2014</xref>). This shift in the microbiota composition and its total function, consequentially perturbing homeostasis, is referred to as dysbiosis. This imbalance has been found to exist in almost all diseases in which microbiome analysis has been undertaken (<xref ref-type="bibr" rid="B102">Levy et&#xa0;al., 2017</xref>). The microbiota has been found to be distinctively differential between healthy and the disease state (<xref ref-type="bibr" rid="B117">Ma et&#xa0;al., 2019</xref>), and often dysbiosis is accompanied by reduction in diversity (<xref ref-type="bibr" rid="B59">Gu et&#xa0;al., 2020</xref>). Microbiome analysis has enabled the successful establishment of specific microbiome signatures associated with different diseases (<xref ref-type="bibr" rid="B72">Hsiao et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B37">De et&#xa0;al., 2020</xref>). Many of the organisms associated with these signatures have been developed as prognostic and diagnostic markers and probiotics (<xref ref-type="bibr" rid="B150">Ritchie and Romanuk, 2012</xref>; <xref ref-type="bibr" rid="B74">Integrative HMP (iHMP) Research Network Consortium, 2019</xref>; <xref ref-type="bibr" rid="B167">Temraz et&#xa0;al., 2019</xref>). Today, microbiome analysis is integral in the quest for a complete understanding of pathogenesis of any disease.</p>
<p>The clinical presentation of COVID-19 resembles that of many other inflammatory disorders in which microbiome dysbiosis has been often reported (<xref ref-type="bibr" rid="B74">Integrative HMP (iHMP) Research Network Consortium, 2019</xref>; <xref ref-type="bibr" rid="B44">Fajgenbaum and June, 2020</xref>). Taking cues from the role of the microbiome in these inflammatory diseases, which are also characterized by comparable clinical presentation, particularly with respect to the proinflammatory state and the occurrence of cytokine storm seen in COVID-19 (<xref ref-type="bibr" rid="B44">Fajgenbaum and June, 2020</xref>), we may anticipate the potential role that the microbiome plays in the pathogenesis of COVID-19.</p>
<p>Evident from microbiome analysis in COVID-19 patients, a potential link exists between the microbiome and COVID-19 (<xref ref-type="bibr" rid="B59">Gu et&#xa0;al., 2020</xref>). Several authors have also proposed a probable link between various pathological events occurring during COVID-19 pathogenesis and microbiota dysbiosis (<xref ref-type="bibr" rid="B151">Saleh et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B169">Viana et&#xa0;al., 2020</xref>). Saleh et al. proposed that mitochondrial oxidative stress observed during the disease leads to microbiota dysbiosis (<xref ref-type="bibr" rid="B151">Saleh et&#xa0;al., 2020</xref>). Viana et al. proposed that ACE2, the major receptor for entry of SARS-CoV-2 (<xref ref-type="bibr" rid="B169">Viana et&#xa0;al., 2020</xref>) and which also serves as a chaperone for the amino acid transporter B<sup>0</sup>AT1 and ACE2/B<sup>0</sup>AT1 complex (<xref ref-type="bibr" rid="B169">Viana et&#xa0;al., 2020</xref>), has been shown to be modulators of gut microbiome and has proposed the association of dysfunctions of ACE2 and gut microbiota dysbiosis (<xref ref-type="bibr" rid="B169">Viana et&#xa0;al., 2020</xref>). However, all these propositions are based on indirect evidence (<xref ref-type="bibr" rid="B151">Saleh et&#xa0;al., 2020</xref>). Inference has been based on observations obtained from research related to other diseases (<xref ref-type="bibr" rid="B151">Saleh et&#xa0;al., 2020</xref>). Investigation in COVID-19 is still pending. Based on microbiome analysis results in COVID-19 and correlating it with the current knowledge of pathological conditions occurring during SARS-CoV-2 pathogenesis (<xref ref-type="bibr" rid="B30">Contini et&#xa0;al., 2020</xref>), we have speculated in the following sections how the microbiome may be associated with COVID-19 pathogenesis.</p>
<sec id="s5_1">
<title>Effect of COVID-19 Pathogenesis on the Microbiome</title>
<p>SARS-CoV-2 infects epithelial cells and macrophages, which express the surface receptors angiotensin-converting enzyme 2 (ACE2) and TMPRSS2 (<xref ref-type="bibr" rid="B166">Tay et&#xa0;al., 2020</xref>). These cells include the airway epithelial cells, alveolar epithelial cells, vascular endothelial cells, and macrophages in the lung (<xref ref-type="bibr" rid="B166">Tay et&#xa0;al., 2020</xref>). However, gastrointestinal (GI) manifestations like diarrhea, nausea, and vomiting in COVID-19 patients (<xref ref-type="bibr" rid="B136">Ong et&#xa0;al., 2020</xref>) were suggestive of the involvement of the infection of the GI tract and also the possible role of the gut microbiome in pathogenesis (<xref ref-type="bibr" rid="B118">Mao et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B170">Villapol, 2020</xref>). Recent studies indicate that the virus can infect the GI tract leading to inflammation of digestive tissues (<xref ref-type="bibr" rid="B79">Jiao et&#xa0;al., 2021</xref>). The mature enterocytes also express ACE2 and TMPRSS4 protease (<xref ref-type="bibr" rid="B39">Devaux et&#xa0;al., 2021</xref>). The GI tract has been also found to be a reservoir and a site of replication for SARS-CoV-2 (<xref ref-type="bibr" rid="B39">Devaux et&#xa0;al., 2021</xref>).</p>
<p>The RBD of S protein of the virus binds to the ACE2 receptor and is finally internalized after a plethora of cellular events well reviewed by Tay et al. (<xref ref-type="bibr" rid="B166">Tay et&#xa0;al., 2020</xref>). The most prominent clinical presentation of the viral infection in COVID-19 is the onset of ARDS, low oxygen level in blood, and &#x201c;cytokine storm&#x201d; characterized by heightened secretion of proinflammatory cytokines as a result of dysregulation of the immune system in SARS-CoV-2&#x2013;infected individuals (<xref ref-type="bibr" rid="B166">Tay et&#xa0;al., 2020</xref>). Cytokine storm and sepsis is the cause of death in 28% of the cases of fatal COVID-19 (<xref ref-type="bibr" rid="B166">Tay et&#xa0;al., 2020</xref>). Uninhibited inflammation leads to multiorgan failure like cardiac, hepatic, renal, and subsequent damage and leads to fatality (<xref ref-type="bibr" rid="B166">Tay et&#xa0;al., 2020</xref>). Fajgenbaum and June have defined cytokine storm as &#x201c;life-threatening systemic inflammatory syndromes involving elevated levels of circulating cytokines and immune-cell hyperactivation that can be triggered by various therapies, pathogens, cancers, autoimmune conditions, and monogenic disorders&#x201d; (<xref ref-type="bibr" rid="B44">Fajgenbaum and June, 2020</xref>). The same authors opine that &#x201c;Although cytokine storm is easy to identify in disorders with elevated cytokine levels in the absence of pathogens, the line between a normal and a dysregulated response to a severe infection is blurry, especially considering that certain cytokines may be both helpful in controlling an infection and harmful to the host&#x201d;&#xa0;(<xref ref-type="bibr" rid="B44">Fajgenbaum and June, 2020</xref>). In COVID-19, the immunopathogenesis of SARS-CoV-2 and the subsequent onset of cytokine storm and accompanying clinical conditions aptly prove this (<xref ref-type="bibr" rid="B166">Tay et&#xa0;al., 2020</xref>). In this review, we will not outline the pathophysiology of the disease. We will only enumerate the key changes that occur during the immunopathogenesis of the virus and the markers that are elevated or suppressed as a result of the pathophysiological events. We will correlate these symptoms with their effect on the microbiome based on observations documented by studies in COVID-19 or other diseases. Based on these observations, we will anticipate how the microbiome may be associated with COVID-19 pathogenesis.</p>
<p>Tay et al. have iterated that SARS-CoV-2 infection downregulates the expression of ACE2 in pulmonary epithelial cells, and this has been linked to acute lung injury (<xref ref-type="bibr" rid="B166">Tay et&#xa0;al., 2020</xref>). ACE2 regulates the rennin&#x2013;angiotensin system (RAS) (<xref ref-type="bibr" rid="B166">Tay et&#xa0;al., 2020</xref>). The RAS or RAAS (rennin&#x2013;angiotensin&#x2013;aldosterone system) is a crucial regulator of systemic blood pressure and renal function and has been implicated in cardiovascular and renal disorders (<xref ref-type="bibr" rid="B62">Hamming et&#xa0;al., 2007</xref>). Hence, a loss of function of pulmonary ACE2 dysregulates the RAS, thereby affecting blood pressure and fluid/electrolyte balance and increases inflammation and vascular permeability in the airways (<xref ref-type="bibr" rid="B166">Tay et&#xa0;al., 2020</xref>). SARS-CoV-2 slows down the conversion of Ang-II, the main effector of the RAS (<xref ref-type="bibr" rid="B17">Burrell et&#xa0;al., 2004</xref>), to antioxidant and antiatherosclerotic Ang 1-7 levels (<xref ref-type="bibr" rid="B19">Cal&#xf2; et&#xa0;al., 2020</xref>). ACE2 was the first reported human homologue of ACE (<xref ref-type="bibr" rid="B41">Donoghue et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B32">Dalan et&#xa0;al., 2020</xref>) and was discovered in 2000 (<xref ref-type="bibr" rid="B41">Donoghue et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B32">Dalan et&#xa0;al., 2020</xref>). The gene <italic>ACE-2</italic> is located on chromosome Xp22 and encodes ACE-2 protein (<xref ref-type="bibr" rid="B32">Dalan et&#xa0;al., 2020</xref>). ACE-2 receptors are highly expressed on the apical surface of the airway epithelium of the lungs (alveolar Type-2 cells), and enterocytes of the small intestine, arterial and venous endothelial cells, and arterial smooth muscle cells, in the heart, kidneys, adrenal glands, pancreas, skeletal muscle, and adipose tissues (<xref ref-type="bibr" rid="B63">Hamming et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B32">Dalan et&#xa0;al., 2020</xref>). Lukassen et al., in their study addressing the expression and distribution of ACE2 and TMPRSS2 in cells derived from lung tissue and subsegmental bronchial branches by single nuclei and single-cell RNA sequencing, recently found that ACE2 is mainly expressed in a transient secretory cell of subsegmental bronchial branches (<xref ref-type="bibr" rid="B109">Lukassen et&#xa0;al., 2020</xref>). These cells are associated with the RHO GTPase function and viral processes (<xref ref-type="bibr" rid="B109">Lukassen et&#xa0;al., 2020</xref>). This suggests an increased susceptibility for SARS-CoV-2 infection (<xref ref-type="bibr" rid="B109">Lukassen et&#xa0;al., 2020</xref>). The ACE2 is part of the RAS that consists of the ACE-Ang-II-AT<sub>1</sub>R axis and the ACE-2-Ang-1-7-Mas axis (<xref ref-type="bibr" rid="B32">Dalan et&#xa0;al., 2020</xref>). Upregulation of the ACE-Ang-II-AT<sub>1</sub> R axis and downregulation of the ACE-2-Ang-1-7-Mas axis occur in metabolic disorders and also with age (<xref ref-type="bibr" rid="B32">Dalan et&#xa0;al., 2020</xref>). The activation of the ACE-Ang-II-AT<sub>1</sub>R axis leads to proinflammatory and profibrotic effects in the respiratory system (<xref ref-type="bibr" rid="B32">Dalan et&#xa0;al., 2020</xref>) and also causes vascular dysfunction, myocardial fibrosis, nephropathy, and insulin resistance (<xref ref-type="bibr" rid="B32">Dalan et&#xa0;al., 2020</xref>). The ACE-2-Ang-1-7-Mas axis has anti-inflammatory and antifibrotic effects on the respiratory system and induces antioxidative stress (<xref ref-type="bibr" rid="B32">Dalan et&#xa0;al., 2020</xref>). It has a protective effect on the vascular function (<xref ref-type="bibr" rid="B32">Dalan et&#xa0;al., 2020</xref>). It also accords protection against myocardial fibrosis, nephropathy, pancreatitis, and insulin resistance (<xref ref-type="bibr" rid="B32">Dalan et&#xa0;al., 2020</xref>). ACE2 binds to MAS and induces vasodilation and inhibits cell growth and epithelial cell injury (<xref ref-type="bibr" rid="B153">Samavati and Uhal, 2020</xref>). It has antifibrotic, antithrombotic, and anti-arrhythmogenic effects (<xref ref-type="bibr" rid="B153">Samavati and Uhal, 2020</xref>). SARS-CoV-2 entry perturbs vascular homeostasis by infecting endothelial cells <italic>via</italic> ACE2 (<xref ref-type="bibr" rid="B28">Collie et&#xa0;al., 2021</xref>). Downregulation of ACE2 leads to the reduction of MAS activation leading to prothrombotic endothelial cell phenotype and increased vascular permeability finally leading to systemic endothelial dysfunction and vasculopathy mediated by host factors like IL-6, TNF, and the complement system finally leading to coagulopathy (<xref ref-type="bibr" rid="B28">Collie et&#xa0;al., 2021</xref>). ACE2 has many beneficial roles. Normal ACE2 levels are required to combat inflammatory lung disease (<xref ref-type="bibr" rid="B77">Jia, 2016</xref>). ACE2 helps mesenchymal stem cells (MSCs) of the human umbilical cord to heal ischemia-reperfusion-induced lung injury (<xref ref-type="bibr" rid="B77">Jia, 2016</xref>). Thus, ACE2 may help in the proliferation and differentiation of MSCs and may also help to improve endothelial progenitor cell function by regulating the eNOS and Nox pathways (<xref ref-type="bibr" rid="B77">Jia, 2016</xref>).</p>
<p>Upregulation of ACE2 has been seen in many diseases like lung cancer (<xref ref-type="bibr" rid="B54">Gottschalk et&#xa0;al., 2021</xref>). This may be related to the antitumorigenic response, which leads to the synthesis of Ang1-7 peptide, a growth suppressor, which slows down the growth of the tumor through <italic>mas</italic> receptor activation and subsequently inhibits tumor-promoting MAP kinases (<xref ref-type="bibr" rid="B54">Gottschalk et&#xa0;al., 2021</xref>). ACE2 receptors have been found to be strongly upregulated in lungs and kidneys of K18-hACE2 mice on the intranasal inoculation of Wuhan-standard SARS-CoV-2 (<xref ref-type="bibr" rid="B54">Gottschalk et&#xa0;al., 2021</xref>). On SARS-CoV-2 infection, upregulated expression of ACE2 was found in patients with comorbidities like lung cancer, chronic lung diseases, chronic obstructive lung disease, diabetes, and hypertension (<xref ref-type="bibr" rid="B54">Gottschalk et&#xa0;al., 2021</xref>). ACE2 has been linked to the pathogenesis of chronic inflammatory lung disease, acute lung injury (ALI), asthma, hypertension, chronic obstructive pulmonary disease (COPD), and pulmonary fibrosis (<xref ref-type="bibr" rid="B77">Jia, 2016</xref>). Gottschalk et al. demonstrated that ACE2 in lung cancer patients infected with SARS-CoV-2 was highly elevated and holds that the overt expression of ACE2 in chronic lung disease patients facilitates SARS-CoV-2 infection and susceptibility (<xref ref-type="bibr" rid="B54">Gottschalk et&#xa0;al., 2021</xref>). Overexpression of ACE2 through Ad-ACE2 infusion in COPD induced Wistar rats was shown to lead to significant attenuation of the COPD inflammatory process through the reduction of oxidative stress and the inhibition of NF-&#x3ba;B and p38 MAPK pathway activation (<xref ref-type="bibr" rid="B184">Xue et&#xa0;al., 2014</xref>). Therefore, ACE2, which restrains the overactivation of the RAS system, has been a therapeutic target in these diseases (<xref ref-type="bibr" rid="B73">Imai et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B184">Xue et&#xa0;al., 2014</xref>), and in the current scenario, it is being targeted to reduce the morbidity of SARS-CoV-2 infection (<xref ref-type="bibr" rid="B120">Marquez et&#xa0;al., 2021</xref>).</p>
<p>A number of factors have been held responsible for the dysregulation of the ACE2 function (<xref ref-type="bibr" rid="B14">Borro et&#xa0;al., 2020</xref>). These include environmental pollution and pathogens, which inflict insult to epithelial tissue, dietary fiber intake, and microbiome (<xref ref-type="bibr" rid="B77">Jia, 2016</xref>; <xref ref-type="bibr" rid="B157">Sodhi et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B14">Borro et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B156">Snelson et&#xa0;al., 2021</xref>). Borro et al. depicted the relationship of air pollution and COVID-19 and demonstrated that the influence of particulate matter aggressively influences the susceptibility to the respiratory disease and enhances its severity (<xref ref-type="bibr" rid="B14">Borro et&#xa0;al., 2020</xref>). They studied air quality and correlated it with COVID-19 epidemiological data from 110 Italian provinces using correlation analysis and evaluated the relationship between concentrations of particulate matter (PM)<sub>2.5</sub> and the incidence, the mortality rate, and the case fatality risk of COVID-19 (<xref ref-type="bibr" rid="B14">Borro et&#xa0;al., 2020</xref>). They performed bioinformatic analysis of the ACE-2 DNA sequence to identify transcription factors that may be involved in response to pollutants (<xref ref-type="bibr" rid="B14">Borro et&#xa0;al., 2020</xref>). Significant positive correlations between PM<sub>2.5</sub> levels and the incidence, the mortality rate, and the case fatality rate of COVID-19 were found (<xref ref-type="bibr" rid="B14">Borro et&#xa0;al., 2020</xref>). The study showed that pollution induced the overexpression of ACE-2 in human airways, and this would facilitate SARS-CoV-2 infection (<xref ref-type="bibr" rid="B14">Borro et&#xa0;al., 2020</xref>).</p>
<p>Sodhi et al. demonstrated the involvement of a bacterial component in perturbing ACE2 activity leading to inflammation (<xref ref-type="bibr" rid="B157">Sodhi et&#xa0;al., 2019</xref>). The authors used a <italic>Pseudomonas aeruginosa</italic>&#x2013;induced bacterial pneumonia mouse model and showed that pulmonary ACE2 levels vary during bacterial lung infection, and the fluctuation is critical for determining the severity of bacterial pneumonia (<xref ref-type="bibr" rid="B157">Sodhi et&#xa0;al., 2019</xref>). Preexistence and persistent deficiency of active ACE2 were deduced to lead to excessive neutrophil accumulation in mouse lungs exposed to bacterial infection, resulting in hyperinflammatory response and lung damage (<xref ref-type="bibr" rid="B157">Sodhi et&#xa0;al., 2019</xref>). These observations coupled with proposals from various authors that preexisting overexpression of ACE2 promotes infection of SARS-CoV-2 suggest that microbiota may be involved in inducing the dysregulation of ACE2 activity leading to susceptibility to SARS-CoV-2 infection and cytokine storm (<xref ref-type="bibr" rid="B157">Sodhi et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B54">Gottschalk et&#xa0;al., 2021</xref>).</p>
<p>ACE2 is a key regulator of amino acid homeostasis in the intestine, innate immunity, expression of antimicrobial peptide ecology of the gut microbiome, and transmissible susceptibility to colitis (<xref ref-type="bibr" rid="B67">Hashimoto et&#xa0;al., 2012</xref>). Tryptophan regulates ACE-2-dependent changes in epithelial immunity and the gut microbiota (<xref ref-type="bibr" rid="B67">Hashimoto et&#xa0;al., 2012</xref>). Hashimoto et al. performed 16S rDNA sequencing to study the intestinal microbiome of <italic>Ace2</italic> mutant mice and wild-type littermates (<xref ref-type="bibr" rid="B67">Hashimoto et&#xa0;al., 2012</xref>). The luminal ileocecal microbiome of <italic>Ace2</italic> mutants was strikingly altered (<xref ref-type="bibr" rid="B67">Hashimoto et&#xa0;al., 2012</xref>). Distinct operational taxonomical units (OTUs) were found to be overrepresented in <italic>Ace2</italic> mutant mice (<xref ref-type="bibr" rid="B67">Hashimoto et&#xa0;al., 2012</xref>). Rapamycin treatment led to changes in the ileocecal gut microbiome composition in wild-type animals, and the signature closely resembled that found in untreated wild-type animals than that found in untreated <italic>Ace2&#x2212;/y</italic> animals (<xref ref-type="bibr" rid="B67">Hashimoto et&#xa0;al., 2012</xref>). Trp+ diet and nicotinamide treatment reverted the intestinal microbiota composition of <italic>Ace2</italic> mutant mice to that of untreated wild-type littermates (<xref ref-type="bibr" rid="B67">Hashimoto et&#xa0;al., 2012</xref>). ACE2 is profusely expressed in the small intestine and is scarcely detected in the colon (<xref ref-type="bibr" rid="B140">Perlot and Penninger, 2013</xref>). In the absence of ACE2 tryptophan uptake is impaired due to the absence of the expression of the B<sup>0</sup>AT1 transporter system (<xref ref-type="bibr" rid="B140">Perlot and Penninger, 2013</xref>). Reduced tryptophan levels give rise to reduced activity of the mTOR pathway in the small intestine, which leads to impaired expression of antimicrobial peptides from small intestinal Paneth cells (<xref ref-type="bibr" rid="B140">Perlot and Penninger, 2013</xref>). This, in turn, affects the composition of the intestinal microbiota (<xref ref-type="bibr" rid="B140">Perlot and Penninger, 2013</xref>).</p>
<p>Oliveira et al. evaluated changes in the small intestinal morphology and microbiota composition in MasR knockout C57BL/6 mice (<xref ref-type="bibr" rid="B134">Oliveira et&#xa0;al., 2020</xref>). The morphological changes involved an increase the in intestinal mucosa length, an increase in intestinal villi, reduction in the Lieberk&#xfc;hn crypt depth, an increase in the expression of cell proliferation markers Ki-67 and Cyclin D1, and an increase in TLR4, PI3K, and AKT expressions (<xref ref-type="bibr" rid="B134">Oliveira et&#xa0;al., 2020</xref>). Bacteroidetes was observed to be higher than Firmicutes (<xref ref-type="bibr" rid="B134">Oliveira et&#xa0;al., 2020</xref>). The authors proposed that due to MasR deletion changes in intestinal microbiota occurred, perhaps due to lower absorption of neutral amino acids accompanied by a consequent increase in the intestinal villi length associated with dysbiosis and LPS overproduction that finally led to cellular proliferation and cellular inflammation (<xref ref-type="bibr" rid="B134">Oliveira et&#xa0;al., 2020</xref>). These studies clearly demonstrate that ACE2 dysregulation affects the microbiome (<xref ref-type="bibr" rid="B134">Oliveira et&#xa0;al., 2020</xref>).</p>
<p>Downregulation of ACE2 due to SARS-CoV-2 entry leads to decreased activation of mTOR with increased autophagy leading to intestinal dysbiosis and, consequently, diarrhea (<xref ref-type="bibr" rid="B38">de Oliveira et&#xa0;al., 2020</xref>). According to the authors, SARS-CoV-2 causes a change in the intestinal microbiota leading to diarrhea through the ACE2/mTOR/autophagy pathway (<xref ref-type="bibr" rid="B38">de Oliveira et&#xa0;al., 2020</xref>).</p>
<p>The above studies have shown how dysregulation of ACE-2 expression leads to microbiota changes in COVID-19 (<xref ref-type="bibr" rid="B38">de Oliveira et&#xa0;al., 2020</xref>). The events described above have been summarized in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>, and the events leading to microbiome dysbiosis have been speculated.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>The figure shows how the pathogenesis of SARS-CoV-2 affects the microbiome. The diagram shows that in people already predisposed toward the disease due to age, comorbidities, and environmental factors like pollution, diet, and microbiome, the pathogenesis is facilitated due to prior downregulation of the ACE2 receptor, which is the major receptor for SARS-CoV-2 entry into the lung epithelia. On viral entry, ACE2 is further downregulated and initiates a cascade of events like dysregulation of RAS, slows conversion of AngII to Ang 1-7, upregulation of the ACE-Ang-II-AT<sub>1</sub>R axis (indicated by *** in the figure) and downregulation of the ACE-2-Ang-(1-7)-Mas axis (indicated by * in the figure), leading to clinical symptoms like an increase in blood pressure, imbalance of fluids and electrolytes, oxidative stress, vascular permeability alterations, and eventually increase in inflammation leading to the cytokine storm accentuated by the activation of NF-&#x3ba;&#x3b2;, MAPK pathway, and finally leading to lung damage. Downregulation of ACE2 also leads to the absence of the tryptophan transporter B&#xb0;AT1 leading to the inhibition of tryptophan uptake, which consequently leads to the reduction of the mTOR pathway, impaired expression of antimicrobial peptides (AMPs), and increase in autophagy leading to diarrhea and dysbiosis of the microbiome. Microbiome dysbiosis in COVID-19 has been found to be characterized by the upsurge of certain taxa and decrease of others, as indicated in <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-12-736397-g001.tif"/>
</fig>
</sec>
<sec id="s5_2">
<title>Microbiome Induces Pathogenesis</title>
<p>Since microbiome has been posited as one of the environmental factors that are significantly involved in the pathogenesis of inflammatory and infectious diseases (<xref ref-type="bibr" rid="B132">O&#x2019;Dwyer et&#xa0;al., 2019</xref>), therefore, next, we tried to understand by taking cues from other diseases how the microbiome can contribute to inflammation in COVID-19 and may play a significant strategic role in its pathogenesis.</p>
<p>O&#x2019;Dwyer et al. carried out a study in a mouse model and human clinical specimens of IPF (idiopathic pulmonary fibrosis) to determine the role of the lung microbiome in local alveolar inflammation and disease progression (<xref ref-type="bibr" rid="B132">O&#x2019;Dwyer et&#xa0;al., 2019</xref>). They characterized the lung microbiota in BAL fluid (BALF) from 68 patients with IPF (<xref ref-type="bibr" rid="B132">O&#x2019;Dwyer et&#xa0;al., 2019</xref>). Lung microbiome was analyzed using 16S rRNA gene sequencing, and the composition was correlated with alveolar inflammation, pulmonary fibrosis, and disease progression (<xref ref-type="bibr" rid="B132">O&#x2019;Dwyer et&#xa0;al., 2019</xref>). Patients with IPF with progressive disease showed significantly higher bacterial burden than nonprogressors (<xref ref-type="bibr" rid="B132">O&#x2019;Dwyer et&#xa0;al., 2019</xref>). Dysbiosis of the lung microbiome was associated with the progression of disease and correlated with local host inflammation (<xref ref-type="bibr" rid="B132">O&#x2019;Dwyer et&#xa0;al., 2019</xref>). Lung bacterial burden could be used to predict fibrosis progression (<xref ref-type="bibr" rid="B132">O&#x2019;Dwyer et&#xa0;al., 2019</xref>). The degree of dysregulation in host alveolar inflammation was examined by comparing BALF cytokines in five healthy volunteers with that of patients with IPF (<xref ref-type="bibr" rid="B132">O&#x2019;Dwyer et&#xa0;al., 2019</xref>). The authors found a significant difference in alveolar cytokine concentration in BALF between healthy control and patients with IPF (<xref ref-type="bibr" rid="B132">O&#x2019;Dwyer et&#xa0;al., 2019</xref>). Significant elevation in concentrations of alveolar IL-1Ra in IPF BALF compared to control and a significant decrease in the concentrations of IL-15 were observed (<xref ref-type="bibr" rid="B132">O&#x2019;Dwyer et&#xa0;al., 2019</xref>). A decrease in lung bacterial diversity was significantly associated with an increase in alveolar concentrations of proinflammatory profibrotic cytokines and growth factors, including IL-1Ra, IL-1&#x3b2;, CXCL8, MIP-1&#x3b1;, G-CSF (granulocyte colony&#x2013;stimulating factor), VEGF (vascular endothelial growth factor), and epidermal growth factor (EGF) (<xref ref-type="bibr" rid="B132">O&#x2019;Dwyer et&#xa0;al., 2019</xref>). A positive association between alveolar IL-6 and the relative abundance of the Firmicutes phylum, and a negative association between IL-12p70 and the relative abundance of the Proteobacteria phylum were observed (<xref ref-type="bibr" rid="B132">O&#x2019;Dwyer et&#xa0;al., 2019</xref>). EGF was associated with the presence of <italic>Lachnospiraceae</italic>, and IL-15 showed negative correlation with the presence of <italic>Lachnospiraceae</italic> (<xref ref-type="bibr" rid="B132">O&#x2019;Dwyer et&#xa0;al., 2019</xref>). IL-1RA showed positive correlation with the presence of Veillonella; IL-1&#x3b2; showed positive correlation with the presence of <italic>Lactobacillaceae</italic> and <italic>Prevotella</italic> (<xref ref-type="bibr" rid="B132">O&#x2019;Dwyer et&#xa0;al., 2019</xref>). The study revealed that microbiota diversity and composition was strongly associated with increased alveolar profibrotic cytokines (<xref ref-type="bibr" rid="B132">O&#x2019;Dwyer et&#xa0;al., 2019</xref>). In murine models of fibrosis, lung dysbiosis was found to precede peak lung injury and was persistent (<xref ref-type="bibr" rid="B132">O&#x2019;Dwyer et&#xa0;al., 2019</xref>). In germ-free animals, the absence of a microbiome played a protective role against mortality (<xref ref-type="bibr" rid="B132">O&#x2019;Dwyer et&#xa0;al., 2019</xref>). Previously, Molyneaux et al. had shown that IPF characterized by an increase in bacterial burden in BAL could be associated with the decline in lung function and death (<xref ref-type="bibr" rid="B125">Molyneaux et&#xa0;al., 2014</xref>). They found that OTUs like <italic>Haemophilus</italic>, <italic>Streptococcus</italic>, <italic>Neisseria</italic>, and <italic>Veillonella</italic> spp. were enriched in cases than in the control (<xref ref-type="bibr" rid="B125">Molyneaux et&#xa0;al., 2014</xref>). Regression analyses indicated that these OTUs as well as bacterial burden associated independently with IPF (<xref ref-type="bibr" rid="B125">Molyneaux et&#xa0;al., 2014</xref>).</p>
<p>Another study on the gene expression profile of BAL and peripheral whole blood samples led to the identification of two gene modules that significantly associated with IPF, BAL bacterial burden, microbial OTUs, and lavage and peripheral blood neutrophilia (<xref ref-type="bibr" rid="B126">Molyneaux et&#xa0;al., 2017</xref>). A total of 1,358 transcripts were found to be differentially expressed, and on performing GO annotation, the authors found that these were enriched for host defense and stress-related functions (<xref ref-type="bibr" rid="B126">Molyneaux et&#xa0;al., 2017</xref>). These were thioredoxin, cystatin A, chemokine-like factor superfamily member 2, S100 calcium binding protein A12, retinol binding protein 7 (<xref ref-type="bibr" rid="B126">Molyneaux et&#xa0;al., 2017</xref>), host defense-related genes like NLRC4, PGLYRP1, MMP9, and DEFA4 (<xref ref-type="bibr" rid="B126">Molyneaux et&#xa0;al., 2017</xref>), and two genes encoding specific antimicrobial peptides (SLPI and CAMP) (<xref ref-type="bibr" rid="B126">Molyneaux et&#xa0;al., 2017</xref>). Many of the transcripts were associated with survival, and their longitudinal overexpression could be associated with disease progression (<xref ref-type="bibr" rid="B126">Molyneaux et&#xa0;al., 2017</xref>). Analysis of host transcriptome and microbial signatures revealed an association between host gene expression and dysbiosis (<xref ref-type="bibr" rid="B126">Molyneaux et&#xa0;al., 2017</xref>). From persistent elevation of gene expression in longitudinal follow-up, it could be speculated that bacterial communities of the lower airways possibly act as persistent stimuli for repetitive alveolar injury in IPF (<xref ref-type="bibr" rid="B126">Molyneaux et&#xa0;al., 2017</xref>). These studies have successfully demonstrated that dysbiosis of microbiome serves as a stimulatory factor for the inflammation and induction of expression of host defense and stress-related genes (<xref ref-type="bibr" rid="B126">Molyneaux et&#xa0;al., 2017</xref>).</p>
<p>Yadava et al. showed that the lung microbiome plays a significant role in the onset and development of chronic obstructive pulmonary disease (COPD) using a murine model of chronic lung inflammation (<xref ref-type="bibr" rid="B187">Yadava et&#xa0;al., 2016</xref>). They compared the outcome in pathogen-free (SPF) mice and mice depleted of microbiota by antibiotic treatment or in axenic mice (<xref ref-type="bibr" rid="B187">Yadava et&#xa0;al., 2016</xref>). Animals were challenged intranasally with a mixture of LPS from <italic>Escherichia coli</italic> O26:B6 and porcine pancreatic elastase once a week over 4 weeks, and the authors took the terminal readout 1 week after the last challenge (<xref ref-type="bibr" rid="B187">Yadava et&#xa0;al., 2016</xref>). Lung compliance and FEV/FVC parameters were monitored (<xref ref-type="bibr" rid="B187">Yadava et&#xa0;al., 2016</xref>). Mice were tracheotomized and mechanically ventilated (<xref ref-type="bibr" rid="B187">Yadava et&#xa0;al., 2016</xref>). Microbiota was depleted before the start of the experiment with antibiotics (<xref ref-type="bibr" rid="B187">Yadava et&#xa0;al., 2016</xref>). 16S rRNA gene sequencing of the V1&#x2013;V2 hypervariable region was performed to investigate the microbiome composition from BALF (<xref ref-type="bibr" rid="B187">Yadava et&#xa0;al., 2016</xref>). Microbiota-enriched BALF was intranasally inoculated into mice (<xref ref-type="bibr" rid="B187">Yadava et&#xa0;al., 2016</xref>). The authors found microbiome dysbiosis to occur upon the induction of chronic pulmonary inflammation (<xref ref-type="bibr" rid="B187">Yadava et&#xa0;al., 2016</xref>). Microbiota richness and diversity were reduced in LPS/elastase-treated mice, and an increase in <italic>Pseudomonas</italic>, <italic>Chryseobacterium</italic>, and <italic>Lactobacillus</italic> and a reduction in <italic>Prevotella</italic> occurred (<xref ref-type="bibr" rid="B187">Yadava et&#xa0;al., 2016</xref>). The airways of diseased mice were found to be characterized by distinct microbiota compared to those of healthy mice (<xref ref-type="bibr" rid="B187">Yadava et&#xa0;al., 2016</xref>). The microbiota was found to enhance the production of proinflammatory IL-17A by T cells (<xref ref-type="bibr" rid="B187">Yadava et&#xa0;al., 2016</xref>). Mice depleted, or devoid, of microbiota exhibited an improvement in lung function and underwent reduction in inflammation and lymphoid neogenesis (<xref ref-type="bibr" rid="B187">Yadava et&#xa0;al., 2016</xref>). The absence of microbiota markedly reduced the production of IL-17A, whereas intranasal transfer of fluid enriched with the pulmonary microbiota isolated from diseased mice enhanced IL-17A production in the lungs of antibiotic-treated or axenic recipients (<xref ref-type="bibr" rid="B187">Yadava et&#xa0;al., 2016</xref>). In the presence of microbiota, neutralization of IL-17A diminished inflammation and restored lung function (<xref ref-type="bibr" rid="B187">Yadava et&#xa0;al., 2016</xref>). These studies firmly confirm that the microbiota is a key risk factor for the onset and progression of inflammation as it stimulates the production of proinflammatory cytokines (<xref ref-type="bibr" rid="B187">Yadava et&#xa0;al., 2016</xref>).</p>
<p>Several other studies have shown the critical involvement of microbiota in facilitating inflammation and laying the groundwork for different inflammatory diseases involving vital organs (<xref ref-type="bibr" rid="B176">Wang et&#xa0;al., 2019</xref>). Wang et al. successfully depicted how microbiota can influence the induction of liver inflammation (<xref ref-type="bibr" rid="B176">Wang et&#xa0;al., 2019</xref>). They treated ducklings with oral gavage of Ochratoxin A (OTA), analyzed microbiota in the cecum and liver with 16S rRNA sequencing, and studied inflammation in the liver (<xref ref-type="bibr" rid="B176">Wang et&#xa0;al., 2019</xref>). Intestinal microbiota was cleared with antibiotics, and subsequent fecal microbiota transplantation (FMT) ensued (<xref ref-type="bibr" rid="B176">Wang et&#xa0;al., 2019</xref>). The authors reported that OTA treatment in ducks altered the intestinal microbiota composition and structure and induced the accumulation of LPS and inflammation in the liver (<xref ref-type="bibr" rid="B176">Wang et&#xa0;al., 2019</xref>). However, on antibiotic treatment, this was inhibited indicating that OTA-induced inflammation in the liver is mediated by microbiota (<xref ref-type="bibr" rid="B176">Wang et&#xa0;al., 2019</xref>). FMT from OTA-treated ducks induced liver inflammation in antibiotic-treated ducks (<xref ref-type="bibr" rid="B176">Wang et&#xa0;al., 2019</xref>). The lower expression of mRNA and the lower protein abundance of TJP1 and Occludin in recipient ducks, elevated levels of LPS and elevated liver inflammation in recipient ducks, including higher mRNA expression of TLR4 and TNF-&#x3b1;, protein abundance of TLR4, Myd88, and p-p65, the ratio of p-IKB&#x3b1;/IKB&#x3b1;, secretion of IL-1&#x3b2; and IL-6, and inflammatory cell infiltration occurred (<xref ref-type="bibr" rid="B176">Wang et&#xa0;al., 2019</xref>). This microbiota also enhanced the levels of LPS and TNF-&#x3b1; in the serum (<xref ref-type="bibr" rid="B176">Wang et&#xa0;al., 2019</xref>). Kishikawa et al. conducted a metagenome-wide association study in a Japanese population with rheumatoid arthritis (RA) to understand the role of the RA-associated microbiome in the pathogenesis of RA (<xref ref-type="bibr" rid="B90">Kishikawa et&#xa0;al., 2020</xref>). They observed high abundance of the genus <italic>Prevotella</italic>, a significant reduction of redox reaction-related gene (R6FCZ7) in the RA microbiome, and an enrichment of metabolic pathways like fatty acid biosynthesis and glycosaminoglycan degradation in case-control comparison (<xref ref-type="bibr" rid="B90">Kishikawa et&#xa0;al., 2020</xref>). The studies described above indicated that the microbiome plays a significant role in disease development, progression, and in inducing inflammation (<xref ref-type="bibr" rid="B187">Yadava et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B126">Molyneaux et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B176">Wang et&#xa0;al., 2019</xref>).</p>
</sec>
<sec id="s5_3">
<title>Mechanism of Modulation of Inflammation by the Microbiome</title>
<p>There have been several speculations on the mechanisms by which microbiota mediates the inflammatory process and facilitates an inflammatory milieu (<xref ref-type="bibr" rid="B88">Khlevner et&#xa0;al., 2018</xref>). Many authors have proposed that the microbiome is a key component regulating the gut&#x2013;brain axis, a bidirectional communication system between the central nervous system (CNS) and the gastrointestinal tract (GIT)/ENS (enteric nervous system) through the vagus nerve or by the production of active metabolites that influence enteric function, affect the CNS, and are carried in the blood across the blood&#x2013;brain barrier (<xref ref-type="bibr" rid="B88">Khlevner et&#xa0;al., 2018</xref>). Serotonin has been proposed to be a potential link between the gut and the brain (<xref ref-type="bibr" rid="B88">Khlevner et&#xa0;al., 2018</xref>). Moreover, the gut microbiota has been found to be a modulator of serotonin biosynthesis (<xref ref-type="bibr" rid="B148">Reigstad et&#xa0;al., 2015</xref>). Numerous studies have shown a crucial link among the microbiome, serotonin production, and the CNS and ENS (<xref ref-type="bibr" rid="B133">O&#x2019;Mahony et&#xa0;al., 2015</xref>).</p>
<p>Yaghoubfar et al. conducted a recent study to examine the role of gut microbiota members like <italic>Akkermansia muciniphila</italic> and <italic>Fecalibacterium prausnitzii</italic> on the serotonin system (<xref ref-type="bibr" rid="B190">Yaghoubfar et&#xa0;al., 2021</xref>). They examined the effect of these bacteria and their extracellular vesicles (EVs) on the gene expression of the serotonin system using Caco-2 cells (<xref ref-type="bibr" rid="B190">Yaghoubfar et&#xa0;al., 2021</xref>). The differentiated Caco-2 cells were treated with <italic>A. muciniphila</italic> and <italic>F. prausnitzii.</italic> After 24 h, the serotonin level was measured using ELISA, and the gene expression of serotonin system-related genes was studied using qPCR (<xref ref-type="bibr" rid="B190">Yaghoubfar et&#xa0;al., 2021</xref>). They found that treatment of cells with EVs increased the serotonin level, while bacteria failed to induce this effect (<xref ref-type="bibr" rid="B190">Yaghoubfar et&#xa0;al., 2021</xref>). Both bacteria significantly affected the expression of serotonin system-related genes (<xref ref-type="bibr" rid="B190">Yaghoubfar et&#xa0;al., 2021</xref>). <italic>A. muciniphila</italic> and <italic>F. prausnitzii</italic>-derived EVs also affected the expression of major genes involved in the serotonin system (<xref ref-type="bibr" rid="B190">Yaghoubfar et&#xa0;al., 2021</xref>). Lukovac et al. had previously demonstrated in a mouse ileal organoid model that these two bacteria with the help of their specific metabolites controlled epithelial gene expression (<xref ref-type="bibr" rid="B109">Lukovac et&#xa0;al., 2014</xref>). They studied the effect of SCFAs and products generated by the two commensals on the transcription of organoids (<xref ref-type="bibr" rid="B109">Lukovac et&#xa0;al., 2014</xref>). Metabolites of <italic>A. muciniphila</italic> were found to affect various transcription factors and genes involved in cellular lipid metabolism and growth, while products from <italic>F. prausnitzii</italic> had a weak effect on host transcription (<xref ref-type="bibr" rid="B109">Lukovac et&#xa0;al., 2014</xref>). <italic>A. muciniphila</italic> and its metabolite, propionate, modulated the expression of Fiaf, Gpr43, histone deacetylases (HDACs), and peroxisome proliferator-activated receptor gamma (Ppar&#x3b3;), crucial mediators of transcription factor regulation, cell cycle control, lipolysis, and satiety (<xref ref-type="bibr" rid="B109">Lukovac et&#xa0;al., 2014</xref>). A link has been deciphered between the microbiota and the kynurenine pathway, which serves as a major impetus to the development of Alzheimer&#x2019;s disease (<xref ref-type="bibr" rid="B48">Garcez et&#xa0;al., 2019</xref>).</p>
<p>Several authors have proposed that low-grade inflammation in metabolic disorders concerning different organs like the gut, adipose tissue, skeletal muscles, liver, and brain is initiated by the microbiota <italic>via</italic> barrier dysfunctions (<xref ref-type="bibr" rid="B51">Geurts et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B13">Bleau et&#xa0;al., 2015</xref>). Recent evidence indicated that dysbiosis of the microbiome and alterations in the levels of gut peptides lead to metabolic dysregulation (<xref ref-type="bibr" rid="B51">Geurts et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B13">Bleau et&#xa0;al., 2015</xref>). Gut microbiome increases barrier permeability and endotoxemia and contributes to inflammation (<xref ref-type="bibr" rid="B51">Geurts et&#xa0;al., 2014</xref>). These propositions emphasize the role of the microbiome in regulating the gut&#x2013;adipose tissue axis in facilitating low-grade chronic inflammation finally leading to different metabolic disorders (<xref ref-type="bibr" rid="B51">Geurts et&#xa0;al., 2014</xref>). The gut microbiome modulates the endocannabinoid system (eCB) and the apelinergic system, and dysbiosis of the microbiome leads to their dysregulation and may contribute to inflammation (<xref ref-type="bibr" rid="B51">Geurts et&#xa0;al., 2014</xref>). The eCB has been implicated also in the gut&#x2013;brain axis (<xref ref-type="bibr" rid="B51">Geurts et&#xa0;al., 2014</xref>).</p>
<p>Remely et al. examined the role of metabolites from commensal microbiota in obesity and type 2 diabetes and found a crucial association between the composition of gut microbiota in obesity and type 2 diabetes and the epigenetic regulation of genes (<xref ref-type="bibr" rid="B149">Remely et&#xa0;al., 2014</xref>). The investigation aiming at studying the interaction of the microbiota with epigenetic regulation in the two groups compared to a lean control group was undertaken over a four-month intervention period (<xref ref-type="bibr" rid="B149">Remely et&#xa0;al., 2014</xref>). Abundance, butyryl-CoA:acetate CoA-transferase gene, and diversity were analyzed by PCR and 454 high-throughput sequencing (<xref ref-type="bibr" rid="B149">Remely et&#xa0;al., 2014</xref>). Epigenetic methylation of the promoter region of FFAR3 and LINE1 (long interspersed nuclear element 1) was analyzed (<xref ref-type="bibr" rid="B149">Remely et&#xa0;al., 2014</xref>). The diversity of the microbiota and the abundance of <italic>F. prausnitzii</italic> were both significantly lower in the two groups of patients compared to the control group (<xref ref-type="bibr" rid="B149">Remely et&#xa0;al., 2014</xref>). Clostridium cluster IV and Clostridium cluster XIV showed a decreasing trend in type 2 diabetics in comparison to the butyryl-CoA:acetate CoA-transferase gene (<xref ref-type="bibr" rid="B149">Remely et&#xa0;al., 2014</xref>). A higher body mass index had significant correlation with lower methylation of FFAR3 (<xref ref-type="bibr" rid="B149">Remely et&#xa0;al., 2014</xref>). Methylation of type 2 diabetics showed an increasing trend with time (<xref ref-type="bibr" rid="B149">Remely et&#xa0;al., 2014</xref>).</p>
<p>Trimethylamine N-oxide (TMAO) derived from the gut microbiota has been found to be associated with a high risk of developing atherosclerosis (AS) (<xref ref-type="bibr" rid="B105">Liu and Dai, 2020</xref>). RSV (Resveratrol), an anti-AS agent, was found to attenuate TMAO-induced AS in ApoE(-/-) mice (<xref ref-type="bibr" rid="B26">Chen et&#xa0;al., 2016</xref>). In mice, RSV decreases the levels of TMAO by inhibiting the production of trimethylamine (TMA) of commensals through gut microbiota remodeling (<xref ref-type="bibr" rid="B105">Liu and Dai, 2020</xref>). RSV leads to the increase in <italic>Lactobacillus</italic> and <italic>Bifidobacterium</italic>, which, in turn, raises bile salt hydrolase activity, thereby enhancing bile acid (BA) deconjugation and excretion in C57BL/6J and ApoE(-/-) mice (<xref ref-type="bibr" rid="B26">Chen et&#xa0;al., 2016</xref>). This has been found to be associated with a reduction in ileal BA (bile acid) content, repression of the enterohepatic farnesoid X receptor (FXR)&#x2013;fibroblast growth factor 15 (FGF15) axis, and elevated cholesterol 7a-hydroxylase (CYP7A1) expression and hepatic BA neosynthesis (<xref ref-type="bibr" rid="B26">Chen et&#xa0;al., 2016</xref>). In the absence of microbiota, RSV neither decreases TMAO levels nor increases hepatic BA synthesis, and RSV-induced inhibition of TMAO-caused AS is also significantly abolished (<xref ref-type="bibr" rid="B26">Chen et&#xa0;al., 2016</xref>). RSV attenuates TMAO-induced AS by decreasing TMAO levels and increasing hepatic BA neosynthesis through remodeling of the gut microbiota (<xref ref-type="bibr" rid="B26">Chen et&#xa0;al., 2016</xref>). BA neosynthesis is partly regulated through the enterohepatic FXR&#x2013;FGF15 axis (<xref ref-type="bibr" rid="B26">Chen et&#xa0;al., 2016</xref>). Therefore, microbiome-derived products induce inflammatory diseases, and in the absence of the microbiome, anti-inflammatory agents fail to suppress the pathogenesis of inflammatory diseases (<xref ref-type="bibr" rid="B26">Chen et&#xa0;al., 2016</xref>).</p>
<p>Miller et al. have proposed that curli (functional amyloid fibers produced by gram-negative enteric bacterial biofilms within the microbiota and similar to disease causing human amyloids structurally) are involved in inducing inflammation and also participate in the assembly of human amyloids (<xref ref-type="bibr" rid="B123">Miller et&#xa0;al., 2021</xref>). The effect of bacterial amyloids produced by the microbiota in the aggregation of AS (alpha-synuclein), neuronal accumulation of which occurs in neurodegenerative disorders, has been studied (<xref ref-type="bibr" rid="B25">Chen et&#xa0;al., 2016</xref>). Aged rats and transgenic <italic>C. elegans</italic> were exposed to amyloid protein curli of <italic>E. coli</italic> (<xref ref-type="bibr" rid="B25">Chen et&#xa0;al., 2016</xref>). Exposure of rats to curli-producing bacteria led to enhanced neuronal AS deposition in the gut and the brain and improved microgliosis and astrogliosis and enhanced the expression of TLR2, IL-6, and TNF in the brain unlike rats exposed to mutant bacteria incapable of curli synthesis or to vehicle alone (<xref ref-type="bibr" rid="B25">Chen et&#xa0;al., 2016</xref>). AS-expressing <italic>C. elegans</italic> exposed to curli-producing bacteria also showed enhanced AS aggregation (<xref ref-type="bibr" rid="B25">Chen et&#xa0;al., 2016</xref>). These results suggest that bacterial amyloid triggers the initiation of aggregation of AS and also stimulates the innate immune system (<xref ref-type="bibr" rid="B25">Chen et&#xa0;al., 2016</xref>). Tursi et al. demonstrated that curli induces a proinflammatory module consequently leading to autoimmunity (<xref ref-type="bibr" rid="B168">Tursi et&#xa0;al., 2017</xref>). They showed that DNA complexed with amyloid curli induced Toll-like receptor 9 (TLR9) activity (<xref ref-type="bibr" rid="B168">Tursi et&#xa0;al., 2017</xref>). Initially, the curli is bound by Toll-like receptor 2 (TLR2) and internalized into endosomes (<xref ref-type="bibr" rid="B168">Tursi et&#xa0;al., 2017</xref>). Subsequently, the curli&#x2013;DNA immune complex binds to endosomal TLR9 and induces the production of type I IFNs (<xref ref-type="bibr" rid="B168">Tursi et&#xa0;al., 2017</xref>). In TLR2- and TLR9-mutant compared to wild-type mice, the production of anti-double-stranded DNA autoantibodies in response to curli&#x2013;DNA was attenuated (<xref ref-type="bibr" rid="B168">Tursi et&#xa0;al., 2017</xref>). The study showed that amyloid curli helps to stimulate TLR9, production of type I IFNs, and production of autoantibodies (<xref ref-type="bibr" rid="B168">Tursi et&#xa0;al., 2017</xref>).</p>
<p>A plethora of evidence exists in favor of a crucial association between chronic bacterial infection and pathogenesis of neurodegenerative disorders like Alzheimer&#x2019;s disease (<xref ref-type="bibr" rid="B116">Maheshwari and Eslick, 2015</xref>). This evidence has led several researchers to test the hypothesis and derive a conclusive understanding of the mechanism of involvement of the microbiome in the pathogenesis of these disorders (<xref ref-type="bibr" rid="B116">Maheshwari and Eslick, 2015</xref>). Szabady et al. proposed a model explaining how homeostasis is regulated at the epithelial interface of the gut with the help of two counteracting axes, the P-glycoprotein[P-gp]/endocannabinoid axis and the multidrug-resistant protein 2 [MRP2]/hepoxilin A<sub>3</sub> (<xref ref-type="bibr" rid="B163">Szabady et&#xa0;al., 2018</xref>). Haran et al. conducted metagenomic analysis of stool samples of AD patients and studied P-glycoprotein (P-gp) expression in T84 cells (<xref ref-type="bibr" rid="B65">Haran et&#xa0;al., 2019</xref>). They identified clinical parameters, microbial taxa, and functional genes serving as predictors of AD dementia (<xref ref-type="bibr" rid="B65">Haran et&#xa0;al., 2019</xref>). Stool samples induced lower P-gp expression levels in case of patients without dementia or other types of dementia (<xref ref-type="bibr" rid="B65">Haran et&#xa0;al., 2019</xref>). They also identified bacterial markers for differentiating the AD microbiome and of those without dementia (<xref ref-type="bibr" rid="B65">Haran et&#xa0;al., 2019</xref>). These could be accurately associated with the loss of dysregulation of the P-gp pathway (<xref ref-type="bibr" rid="B65">Haran et&#xa0;al., 2019</xref>). The microbiome of AD patients had a lower proportion of butyrate producers and a higher proportion of OTUs associated with proinflammatory states (<xref ref-type="bibr" rid="B65">Haran et&#xa0;al., 2019</xref>). The authors concluded that the composition of the microbiome regulates homeostasis and contributes to AD pathogenesis when the abundance of proinflammatory taxa surpasses that of anti-inflammatory ones (<xref ref-type="bibr" rid="B65">Haran et&#xa0;al., 2019</xref>).</p>
<p>
<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref> summarizes the observations and speculates how microbiome dysbiosis provides a stimulus for the onset of inflammation and promotes disease development. It shows the various mechanisms by which the microbiome is speculated to regulate inflammation on the basis of evidence gathered from studies conducted in other diseases. These observations may help to hypothesize how the microbiome ignites inflammation in COVID-19.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>The figure shows the different mechanisms by which the microbiome has been found to regulate inflammation. The diagram shows that the microbiome undergoes dysbiosis due to various factors. The abnormal microbiome causes inflammation <italic>via</italic> different pathways, which may include the kynurenine pathway (KP), the endocannabinoid system (eCB), barrier dysfunction (via gut peptides), and regulation of synthesis of different host metabolites like serotonin (5-hydroxytryptamine, 5-HT). Both serotonin and kynurenine are products of tryptophan catabolism. Serotonin is a crucial neurotransmitter helping in the communication across the gut&#x2013;brain axis. Apart from this, the microbiome itself produces a host of metabolites like SCFAs, TMAO, and curli, which modulates the immune system and other cellular and metabolic processes leading to outcomes like inflammation and perturbation of homeostasis. These conclusions are based on evidence gathered from other disorders. These pathways are hypothesized to significantly contribute to the pathogenesis of COVID-19, which is characterized by severe inflammation and tissue injury.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-12-736397-g002.tif"/>
</fig>
<p>Microbiome induces chronic inflammation in the different inflammatory diseases (<xref ref-type="bibr" rid="B65">Haran et&#xa0;al., 2019</xref>). Microbiome analysis of COVID-19 patients already described has revealed the presence of many commensals like <italic>Parabacteroides merdae</italic>, <italic>Bacteroides stercoris</italic>, <italic>Alistipes onderdonkii</italic>, <italic>Lachnospiraceae bacterium 1_1_57FAA, Faecalibacterium prausnitzii</italic> (<xref ref-type="bibr" rid="B198">Zuo et&#xa0;al., 2020a</xref>)<italic>, Eubacterium rectale</italic>, and <italic>Bifidobacteria</italic> (<xref ref-type="bibr" rid="B191">Yeoh et&#xa0;al., 2021</xref>) in the disease microbiome and a negative correlation with disease severity and pathogen load (<xref ref-type="bibr" rid="B198">Zuo et&#xa0;al., 2020a</xref>). On the other hand, several other bacteria like <italic>Collinsella aerofaciens</italic>, <italic>Collinsella tanakaei</italic>, <italic>Streptococcus infantis</italic>, <italic>Morganella morganii</italic>, <italic>Coprobacillus</italic>, <italic>Clostridium ramosum</italic>, and <italic>Clostridium hathewayi</italic> were found to be overrepresented in the COVID-19-associated microbiome and correlated positively with SARS-CoV-2 infectivity; these are presented in <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref> (<xref ref-type="bibr" rid="B198">Zuo et&#xa0;al., 2020a</xref>; <xref ref-type="bibr" rid="B191">Yeoh et&#xa0;al., 2021</xref>). The abnormal microbiome found to be associated with COVID-19 may, therefore, have a plausible role in promoting inflammation and favoring the onset of the pathogenesis of this severe disease as observed in the case of other disorders (<xref ref-type="bibr" rid="B65">Haran et&#xa0;al., 2019</xref>).</p>
</sec>
<sec id="s5_4">
<title>Speculative Role of COVID-19 Microbiome</title>
<p>Several studies have addressed the function of commensals, which have also been found to be associated with COVID-19&#x2013;associated microbiome (<xref ref-type="bibr" rid="B159">Sokol et&#xa0;al., 2008</xref>). These commensals have been found to be significant for the maintenance of gut health and homeostasis, while other taxa overrepresented in the COVID-19 microbiome play an adverse role and promote an inflammatory milieu (<xref ref-type="bibr" rid="B159">Sokol et&#xa0;al., 2008</xref>). <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref> shows a general outline of how microbiome dysbiosis due to increased abundance of pathobionts leads to an inflammatory state, while the presence of commensals in the correct proportion can shift this balance and suppress inflammation.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>The figure provides an outline of various proinflammatory cytokines and growth factors produced as a result of dysbiosis of the microbiome indicating the crucial role that the microbiome plays in the initiation of inflammation leading to oversecretion of proinflammatory cytokines like IL6, IL-1&#x3b2;, CXCL8, IL-17a, IL1Ra, MIP-1&#x3b1;, G-CSF, VEGF, EGF, Myd88, p-p65, TLR4, and TNF-&#x3b1;. It shows that decreased diversity of the microbiome favors the expression of defense and stress-related host genes, which are constantly stimulated leading to tissue injury. These include NLRC4, PGLYRP1, MMP9, and DEFA4. This also promotes the accumulation of LPS in certain organs. It has been found from various studies that beneficial commensals, if present in the correct proportion, inhibit proinflammatory cytokines and promote the secretion of anti-inflammatory cytokines, promote Treg differentiation, inhibit HDACs, and increase the epithelial ratio of P-IK&#x3b2;&#x3b1;/IK&#x3b2;&#x3b1;. Indole acrylic acid (IA) produced by commensals promotes barrier function and inhibits inflammatory response. Commensals help in immunomodulation, fine-tune the balance between pro- and anti-inflammatory molecules, and regulate the immune response by regulating the differentiation of different immune cell subsets and by regulating the activity of T<sub>reg</sub> cells, thereby helping in the maintenance of immune homeostasis.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-12-736397-g003.tif"/>
</fig>
<p>Sokol et al. evaluated the anti-inflammatory functions of <italic>F. prausnitzii</italic> using the Caco-2 cell line and the [2,4,6-trinitrobenzene sulfonic acid (TNBS)-induced] colitis mouse model (<xref ref-type="bibr" rid="B159">Sokol et&#xa0;al., 2008</xref>). Accordingly, in Caco-2 cells carrying a reporter gene for NF-&#x3ba;B activity, <italic>F. prausnitzii</italic> had no effect on IL-1&#x3b2;-induced NF-&#x3ba;B activity (<xref ref-type="bibr" rid="B159">Sokol et&#xa0;al., 2008</xref>). However, the supernatant was found to abolish it (<xref ref-type="bibr" rid="B159">Sokol et&#xa0;al., 2008</xref>). On the stimulation of peripheral blood mononuclear cells by <italic>F. prausnitzii</italic>, these produced significantly lower levels of proinflammatory cytokines IL-12 and IFN-&#x3b3; and higher levels of anti-inflammatory IL-10 (<xref ref-type="bibr" rid="B159">Sokol et&#xa0;al., 2008</xref>). When live <italic>F. prausnitzii</italic> or its supernatant was orally administered, significant reduction in the severity of TNBS colitis occurred and reversal of the dysbiosis associated with TNBS colitis was indicated (<xref ref-type="bibr" rid="B159">Sokol et&#xa0;al., 2008</xref>). These bacteria produce metabolites able to block NF-&#x3ba;B activation and IL-8 production, which confer its anti-inflammatory role (<xref ref-type="bibr" rid="B159">Sokol et&#xa0;al., 2008</xref>).</p>
<p>The supernatant of <italic>F. prausnitzii</italic> has been found to regulate T helper 17 cell (Th17)/regulatory T cell (Treg) differentiation (<xref ref-type="bibr" rid="B195">Zhou et&#xa0;al., 2018</xref>). <italic>F. prausnitzii</italic> produces butyrate, which causes anti-inflammatory effects by inhibiting an interleukin (IL)-6/signal transducer and the activator of the transcription 3 (STAT3)/IL-17 pathway and promoting forkhead box protein P3 (Foxp3) (<xref ref-type="bibr" rid="B195">Zhou et&#xa0;al., 2018</xref>). The target of butyrate was found to be histone deacetylase 1 (HDAC1) (<xref ref-type="bibr" rid="B195">Zhou et&#xa0;al., 2018</xref>). Butyrate, from <italic>F. prausnitzii</italic>, maintains Th17/Treg balance and induces anti-inflammatory effects by inhibiting HDAC1 to promote Foxp3 and block the IL-6/STAT3/IL-17 downstream pathway (<xref ref-type="bibr" rid="B195">Zhou et&#xa0;al., 2018</xref>).</p>
<p>
<italic>F. prausnitzii</italic> produces another metabolite, microbial anti-inflammatory molecule (MAM), that confers anti-inflammatory potential in inflammatory bowel disease (IBD) (<xref ref-type="bibr" rid="B185">Xu et&#xa0;al., 2020</xref>). MAM interacts with proteins in the tight junction pathway, including zona occludens 1 (ZO-1) (<xref ref-type="bibr" rid="B185">Xu et&#xa0;al., 2020</xref>). MAM stabilizes cell permeability and increases ZO-1 expression (<xref ref-type="bibr" rid="B185">Xu et&#xa0;al., 2020</xref>). Therefore, commensals like <italic>F. prausnitzii</italic> can restore the intestinal barrier structure and function mediating the regulation of the tight junction pathway and ZO-1 expression through MAM activity (<xref ref-type="bibr" rid="B185">Xu et&#xa0;al., 2020</xref>). MAM was identified by Quevrain et al., who recognized its anti-inflammatory activity and its role in inhibiting the NF-&#x3ba;B pathway in intestinal epithelial cells leading to prevention of colitis in an animal model (<xref ref-type="bibr" rid="B143">Qu&#xe9;vrain et&#xa0;al., 2016</xref>).</p>
<p>
<italic>F. prausnetzii</italic> and <italic>B. thetaiotamicron</italic> are metabolically complementary (<xref ref-type="bibr" rid="B183">Wrzosek et&#xa0;al., 2013</xref>). By modification of goblet cells and mucin glycosylation, the commensals modulate the intestinal mucus barrier (<xref ref-type="bibr" rid="B183">Wrzosek et&#xa0;al., 2013</xref>). The balance between these two commensal bacteria is essential for maintaining homeostasis in the colonic epithelia (<xref ref-type="bibr" rid="B183">Wrzosek et&#xa0;al., 2013</xref>). <italic>B. thetaiotaomicron</italic> is an acetate producer (<xref ref-type="bibr" rid="B183">Wrzosek et&#xa0;al., 2013</xref>). It increases goblet cell differentiation, mucus-associated gene expression, and the ratio of sialylated to sulfated mucins (<xref ref-type="bibr" rid="B183">Wrzosek et&#xa0;al., 2013</xref>). <italic>F. prausnitzii</italic> is an acetate consumer and a butyrate producer (1520. The synergism of the two commensals leads to diminished effects on goblet cells and mucin glycosylation (<xref ref-type="bibr" rid="B183">Wrzosek et&#xa0;al., 2013</xref>). The authors have proposed that <italic>F. prausnitzii</italic>, attenuates the effects of <italic>B. thetaiotaomicron</italic> on mucus and helps in the maintenance of appropriate proportions of different cell types of the secretory lineage in the epithelium (<xref ref-type="bibr" rid="B183">Wrzosek et&#xa0;al., 2013</xref>). It has been demonstrated in a mucus-producing cell line that acetate upregulates KLF4, a transcription factor associated with goblet cell differentiation (<xref ref-type="bibr" rid="B183">Wrzosek et&#xa0;al., 2013</xref>).</p>
<p>The effect of <italic>B. thetaiotamicron</italic> has been evaluated in Crohn&#x2019;s disease (<xref ref-type="bibr" rid="B35">Delday et&#xa0;al., 2019</xref>). It has been found to improve colonic inflammation (<xref ref-type="bibr" rid="B35">Delday et&#xa0;al., 2019</xref>). <italic>B. thetaiotaomicron</italic> as well as its freeze-dried preparation conferred protection in both DSS and IL10 KO rodent models (<xref ref-type="bibr" rid="B183">Wrzosek et&#xa0;al., 2013</xref>). A pirin-like protein (PLP) of the bacteria reduced proinflammatory NF-&#x3ba;B signaling in intestinal epithelial cells (<xref ref-type="bibr" rid="B35">Delday et&#xa0;al., 2019</xref>). Recombinant PLP was found to partially recapitulate the effect of the whole strain in a rat DSS model (<xref ref-type="bibr" rid="B35">Delday et&#xa0;al., 2019</xref>). Apart from this, the bacteria have been found to have strong anti-inflammatory function as evident from its ability to regulate the intestinal immune system (<xref ref-type="bibr" rid="B162">Stanislav Sitkin and Juris Pokrotnieks, 2019</xref>). <italic>B. thetaiotaomicron</italic> by means of an anti-inflammatory PPAR-&#x3b3;-dependent mechanism reduces the expression of proinflammatory cytokine through the promotion of nuclear export of the RelA subunit of NF-&#x3ba;B (<xref ref-type="bibr" rid="B162">Stanislav Sitkin and Juris Pokrotnieks, 2019</xref>). It has been found to reverse the effects of TNF-&#x3b1;- and IFN-&#x3b3;-induced intestinal epithelial dysfunction, which leads to the modification of transepithelial resistance and permeability (<xref ref-type="bibr" rid="B162">Stanislav Sitkin and Juris Pokrotnieks, 2019</xref>). Extremely low levels or absence of <italic>B. thetaiotaomicron</italic> in feces have been found to be associated with the development of ulcerative colitis (<xref ref-type="bibr" rid="B162">Stanislav Sitkin and Juris Pokrotnieks, 2019</xref>), which indicates its preemptive role in protection against inflammation.</p>
<p>Commensals like <italic>P. merdae</italic> have been found to be significantly involved in regulating the gut&#x2013;brain axis (<xref ref-type="bibr" rid="B42">Dooling and Costa-Mattioli, 2018</xref>). <italic>P. merdae</italic> along with another commensal, <italic>A. muciniphila</italic>, synergistically mediate antiseizure effects in mice (<xref ref-type="bibr" rid="B42">Dooling and Costa-Mattioli, 2018</xref>). They contribute to the reduction of gamma-glutamylated (GG) ketogenic amino acids (leucine, lysine, threonine, tryptophan, and tyrosine) in the colon and serum and also cause the reduction of the gamma-glutamyl transpeptidase (GGT) activity in feces (<xref ref-type="bibr" rid="B42">Dooling and Costa-Mattioli, 2018</xref>). These indicate that the bacteria blocking GGT activity decrease the bioavailability of the amino acids and confer protection against seizures (<xref ref-type="bibr" rid="B42">Dooling and Costa-Mattioli, 2018</xref>). These bacteria also increase the amounts of the major excitatory (glutamate) and inhibitory (gamma-aminobutyric acid [GABA]) neurotransmitters in the hippocampus (<xref ref-type="bibr" rid="B42">Dooling and Costa-Mattioli, 2018</xref>). Reduction of GABA levels or of glutamate-stimulated GABA release is associated with temporal lobe epilepsy (<xref ref-type="bibr" rid="B42">Dooling and Costa-Mattioli, 2018</xref>). Microbial treatment has been found to accord protection against seizures by increasing the GABA tone (<xref ref-type="bibr" rid="B42">Dooling and Costa-Mattioli, 2018</xref>).</p>
<p>Recent studies have shown the anti-inflammatory potential of several other commensals like <italic>E. rectale</italic> (<xref ref-type="bibr" rid="B21">Cattaneo et&#xa0;al., 2017</xref>) and <italic>Alistipes onderdonkii</italic> (<xref ref-type="bibr" rid="B124">Mobegi et&#xa0;al., 2020</xref>). A reduction in the abundance of <italic>E. rectale</italic> is associated with a peripheral inflammatory state in patients with cognitive impairment and brain amyloidosis, thereby implicating its role in brain inflammation (<xref ref-type="bibr" rid="B21">Cattaneo et&#xa0;al., 2017</xref>). The authors derived their conclusion from a study they conducted to evaluate the correlation of the abundance of proinflammatory cytokines with different taxa of the gut microbiota in brain amyloidosis in cognitively impaired patients with and without amyloidosis (<xref ref-type="bibr" rid="B21">Cattaneo et&#xa0;al., 2017</xref>). Patients with amyloidosis showed lower abundance of <italic>E. rectale</italic>, and negative correlation between proinflammatory cytokines IL-1&#x3b2;, NLRP3, and CXCL2 and abundance of <italic>E. rectale</italic> was observed (<xref ref-type="bibr" rid="B21">Cattaneo et&#xa0;al., 2017</xref>). Mobegi et al. conducted an interesting study in which they showed that <italic>A. onderdonkii</italic> could influence systolic blood pressure and modulate the risk of islanders to chronic diseases (<xref ref-type="bibr" rid="B124">Mobegi et&#xa0;al., 2020</xref>). The authors found that the presence of <italic>A. onderdonkii</italic> corresponded to lower systolic blood pressure, and this study revealed the anti-inflammatory role of these bacteria in the microbiome (<xref ref-type="bibr" rid="B124">Mobegi et&#xa0;al., 2020</xref>).</p>
<p>These beneficial bacteria whose role in inflammation was described above have been found to be depleted in the microbiome of COVID-19 patients (<xref ref-type="bibr" rid="B198">Zuo et&#xa0;al., 2020a</xref>), and this lower abundance of beneficial commensals may be partly responsible for the inflammation seen in COVID-19 characterized by an increase in IL-1&#x3b2;, IL-6, IFN&#x3b3;, MCP1, and IP-10 (<xref ref-type="bibr" rid="B166">Tay et&#xa0;al., 2020</xref>). In more severe cases, cytokine storm occurs with higher blood plasma levels of IL-2, IL-7, IL-10, granulocyte colony-stimulating factor (G- CSF), IP-10, MCP1, macrophage inflammatory protein 1&#x3b1; (MIP1&#x3b1;), and tumor necrosis factor (TNF) (<xref ref-type="bibr" rid="B166">Tay et&#xa0;al., 2020</xref>). IL-6 levels are also elevated (<xref ref-type="bibr" rid="B166">Tay et&#xa0;al., 2020</xref>). A monocyte-derived FCN1+ macrophage population with an inflammatory function has been observed in the bronchoalveolar lavage fluid of patients with severe COVID-19 (<xref ref-type="bibr" rid="B166">Tay et&#xa0;al., 2020</xref>). A higher percentage of CD14+ CD16+ inflammatory monocytes in peripheral blood are also found in severe cases (<xref ref-type="bibr" rid="B166">Tay et&#xa0;al., 2020</xref>). These cells secrete inflammatory cytokines and chemokines including MCP1, IP-10, and MIP1&#x3b1; and induce the cytokine storm (<xref ref-type="bibr" rid="B166">Tay et&#xa0;al., 2020</xref>).</p>
<p>Recent evidence suggests that commensal microflora is indispensible for maintaining a balance between pro- and anti-inflammatory cytokines (<xref ref-type="bibr" rid="B6">Arpaia et&#xa0;al., 2013</xref>) and also modulates systemic inflammatory responses (<xref ref-type="bibr" rid="B177">Weaver et&#xa0;al., 2019</xref>). They communicate with the immune system of the host <italic>via</italic> their metabolites and maintain this balance (<xref ref-type="bibr" rid="B6">Arpaia et&#xa0;al., 2013</xref>). The metabolic byproducts of the commensals are sensed by the cells of the immune system (<xref ref-type="bibr" rid="B6">Arpaia et&#xa0;al., 2013</xref>). It is evident from the work of Arpaia et al. that butyrate from commensals helps in the generation of extrathymic Treg cells (<xref ref-type="bibr" rid="B6">Arpaia et&#xa0;al., 2013</xref>). An elevation in Treg cell numbers upon the addition of butyrate occurs due to the stimulation of extrathymic differentiation of Treg cells (<xref ref-type="bibr" rid="B177">Weaver et&#xa0;al., 2019</xref>). Propionate, produced by commensals and which also inhibits HDAC, was found to help in <italic>de novo</italic> Treg cell generation in the periphery (<xref ref-type="bibr" rid="B6">Arpaia et&#xa0;al., 2013</xref>).</p>
<p>Weaver et al. recently showed using a murine model that by avoiding the TLR9 tolerance and sustaining the TLR-driven immune response, the proinflammatory state can be sustained and can induce cytokine storm (<xref ref-type="bibr" rid="B177">Weaver et&#xa0;al., 2019</xref>). Mice treated with antibiotics or germ-free animals were found to respond to an initial TLR9 signal (<xref ref-type="bibr" rid="B177">Weaver et&#xa0;al., 2019</xref>). However, proinflammatory cytokine production failed on the introduction of repeated TLR9 signals <italic>in vivo</italic> (<xref ref-type="bibr" rid="B177">Weaver et&#xa0;al., 2019</xref>). The microbiota was found to induce JAK signaling in myeloid progenitors to facilitate TLR-enhanced myelopoiesis, which is a requirement for the accumulation of TLR-responsive monocytes (<xref ref-type="bibr" rid="B177">Weaver et&#xa0;al., 2019</xref>). When TLR-enhanced monocytopoiesis was absent, antibiotic-treated mice failed to respond to repeated TLR9 stimuli and were protected from cytokine storm&#x2013;induced immunopathology (<xref ref-type="bibr" rid="B177">Weaver et&#xa0;al., 2019</xref>). There is a host of evidence suggesting the involvement of commensal microflora <italic>via</italic> different mechanisms in alleviating inflammation with the help of their metabolic products (<xref ref-type="bibr" rid="B182">Wlodarska et&#xa0;al., 2017</xref>).</p>
<p>Certain commensals like <italic>Peptostreptococcus</italic> sp. are capable of cleaving and transporting mucin-associated monosaccharides, thereby utilizing intestinal mucins and reducing epithelial injury (<xref ref-type="bibr" rid="B182">Wlodarska et&#xa0;al., 2017</xref>). Many <italic>Peptostreptococcus</italic> species containing a genetic cluster involved in tryptophan metabolite indoleacrylic acid (IA) production thereby maintaining intestinal epithelial barrier function and reducing inflammatory responses have been identified (<xref ref-type="bibr" rid="B182">Wlodarska et&#xa0;al., 2017</xref>). Several commensals like <italic>B. sterocoris HJ-15</italic> have been found to produce GAG-degrading enzymes like acharan sulfate lyase and heparinase (<xref ref-type="bibr" rid="B89">Kim et&#xa0;al., 1998</xref>). Others like <italic>Enterococcus faecium</italic>, <italic>Lactobacillus casei</italic>, <italic>Lactobacillus rhamnosus</italic>, and <italic>Enterococcus faecalis</italic> isolated from human fecal samples have also been found to encode GAG-degrading enzymes and carry GAG genetic clusters in their genome (<xref ref-type="bibr" rid="B85">Kawai et&#xa0;al., 2018</xref>). Many opportunistic pathogens like <italic>Streptococcus</italic> sp. have been found to be involved in the degradation of GAGs using their genetic clusters (<xref ref-type="bibr" rid="B85">Kawai et&#xa0;al., 2018</xref>). The cluster is involved in depolymerization, degradation, and metabolism of GAGs (<xref ref-type="bibr" rid="B85">Kawai et&#xa0;al., 2018</xref>). GAGs (glycosaminoglycans) are ubiquitously present on mammalian cell surfaces, maintain the structural integrity of the cells and tissues, serve as ligands to a plethora of signals, and participate in a host of physiological functions (<xref ref-type="bibr" rid="B128">Morla, 2019</xref>). They have been implicated in different types of cancer and are found to play a critical role in angiogenesis, tumor progression, and metastasis (<xref ref-type="bibr" rid="B128">Morla, 2019</xref>). GAGs have been associated with the inflammation of the lungs particularly during viral infections (<xref ref-type="bibr" rid="B27">Cheudjeu, 2020</xref>). Recent studies have demonstrated that GAGs help in the entry of the SARS-CoV-2 virus as heparin sulfate; a sulfated GAG has been found to be used as an attachment site by the virus <italic>via</italic> the S protein (<xref ref-type="bibr" rid="B27">Cheudjeu, 2020</xref>). However, earlier studies showed that degradation of GAGs like HS leads to the increase in CAMs, the endothelial cell surface adhesion molecule, and this, in turn, promotes infection (<xref ref-type="bibr" rid="B27">Cheudjeu, 2020</xref>). However, inhibition of heparanase, the HS degrading enzyme, leads to a decrease in lesions, inflammation, and mortality (<xref ref-type="bibr" rid="B27">Cheudjeu, 2020</xref>). With GAGs, a paradox is seen regarding the role of the microbiome. However, the role of commensals in the degradation of GAGs is crucial in preventing inflammation (<xref ref-type="bibr" rid="B85">Kawai et&#xa0;al., 2018</xref>).</p>
<p>An abundance of opportunistic pathogens in the microbiome leads to adverse reactions in inflammatory diseases as has been demonstrated in the case of colitis using a TNBS mouse model (<xref ref-type="bibr" rid="B100">Lee et&#xa0;al., 2009</xref>). This evidence suggests that the inflammatory state stimulates GAG-degrading activity of pathobionts (<xref ref-type="bibr" rid="B100">Lee et&#xa0;al., 2009</xref>). Therefore, although pathobionts with GAG-degrading activity may contribute to the aggravation of inflammatory diseases including COVID-19 (<xref ref-type="bibr" rid="B100">Lee et&#xa0;al., 2009</xref>), enzymes from the beneficial commensal flora can breakdown HS and prevent the adhesion of the virus and inhibit its entry (<xref ref-type="bibr" rid="B27">Cheudjeu, 2020</xref>; <xref ref-type="bibr" rid="B121">Martino et&#xa0;al., 2020</xref>). Pan et al. showed how commensals like <italic>L. casei</italic> may influence the pathogenesis of rheumatoid arthritis by suppressing adjuvant-induced-arthritis (AIA) significantly in a rat model (<xref ref-type="bibr" rid="B138">Pan et&#xa0;al., 2019</xref>). <italic>L. casei</italic> applied to AIA rats led to the inhibition of joint swelling and prevented bone destruction (<xref ref-type="bibr" rid="B138">Pan et&#xa0;al., 2019</xref>). It also reduced microbiome dysbiosis in AIA rats and downregulated the expression of proinflammatory cytokines (<xref ref-type="bibr" rid="B138">Pan et&#xa0;al., 2019</xref>). Commensals are therefore essential to maintain an anti-inflammatory environment, thereby accentuating the importance of commensals with anti-inflammatory function in the microbiome. Therefore, greater emphasis on the role of commensals in the pathogenesis of COVID-19 and prevention of the disease may be highly beneficial. The mechanism of modulation of inflammation by the microbiome may help to identify disease markers for therapy. The commensals can also be exploited as pre- and probiotics for the prevention and treatment of COVID-19. Momentous strides have been made in this direction (<xref ref-type="bibr" rid="B69">Hegazy et&#xa0;al., 2021</xref>). Hegazy et al. already found conclusive evidence that a healthy gut microbiome leads to better outcome in COVID-19 (<xref ref-type="bibr" rid="B69">Hegazy et&#xa0;al., 2021</xref>). They conducted a longitudinal study in COVID-19 patients to evaluate the role of factors like nutrients and lifestyle, which modulate gut microbiome (<xref ref-type="bibr" rid="B69">Hegazy et&#xa0;al., 2021</xref>). They found a negative correlation between the consumption of probiotic food and the severity of COVID-19 (<xref ref-type="bibr" rid="B69">Hegazy et&#xa0;al., 2021</xref>). A randomized trial is being conducted using COVID-19 patients to test the safety and effect on COVID-19 of KB109, a synthetic glycan that has been found to be formulated to modulate the gut microbiome and lead to enhancement of beneficial SCFA production in the gut (<xref ref-type="bibr" rid="B66">Haran et&#xa0;al., 2021</xref>).</p>
</sec>
</sec>
<sec id="s6">
<title>Conclusion</title>
<p>At present, most of the countries of the world are facing the bouts of the second wave (<xref ref-type="bibr" rid="B142">Pullano et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B23">Cele et&#xa0;al., 2021</xref>) due to the different variants of the SARS-CoV-2 virus (<xref ref-type="bibr" rid="B87">Khailany et&#xa0;al., 2020</xref>) like B.1.1.7 lineage <italic>(20B/501Y.V1 variant of concern [VOC] 202012/01)</italic> and B.1.351 lineage <italic>(20C/501Y.V2)</italic> identified from the UK and South Africa, respectively, followed by B.1.1.248/B1.1.28/P1 (501Y.V3) identified in Brazil and the B.1.427/B.1.429 lineage identified in California (<xref ref-type="bibr" rid="B165">Tang et&#xa0;al., 2020b</xref>; <xref ref-type="bibr" rid="B188">Yadav et&#xa0;al., 2021</xref>), and mainly the delta variant, which is at present dominant in most of the parts of the world (<xref ref-type="bibr" rid="B144">Rahman et&#xa0;al., 2021</xref>). At the time of writing the article, there have been over 278 million confirmed cases and over 5.4 million deaths worldwide<xref ref-type="fn" rid="fn7">
<sup>7</sup>
</xref>. A third wave is impending in these countries (<xref ref-type="bibr" rid="B193">Yoo, 2020</xref>; <xref ref-type="bibr" rid="B142">Pullano et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B160">Soriano et&#xa0;al., 2021</xref>).</p>
<p>When the disease started in 2019&#x2013;2020, trepidations and uncertainty regarding treatment existed as scientists and the medical fraternity scrounged hard day and night to discover and deliver cure and prophylactic measures for the scourge, one of the worst in the present century (<xref ref-type="bibr" rid="B127">Morens et&#xa0;al., 2020</xref>). With time, drugs and repurposed drugs have been shown to be promising (<xref ref-type="bibr" rid="B64">Han et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B16">Braga et&#xa0;al., 2021</xref>). At the same time, newer revelations regarding the disease pathogenesis (<xref ref-type="bibr" rid="B36">Delorey et&#xa0;al., 2021</xref>) and the behavior of the emerging variants (<xref ref-type="bibr" rid="B173">Wang et&#xa0;al., 2021</xref>) have unfurled skepticism over the foolproof success of available prophylaxis and therapies against SARS-CoV-2 as these studies have revealed that newer variants including the recently emerged B.1.1.529 (omicron) variant show reduced response to currently available vaccines (<xref ref-type="bibr" rid="B193">Yoo, 2020</xref>; <xref ref-type="bibr" rid="B23">Cele et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B28">Collie et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B60">Haddad et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B108">Lopez Bernal et&#xa0;al., 2021</xref>).</p>
<p>COVID-19 has been found to introduce a host of changes in different organs in the body (<xref ref-type="bibr" rid="B36">Delorey et&#xa0;al., 2021</xref>). Transcriptional changes are also seen during the different stages of the disease and include, among others, upregulation of innate immune and inflammatory pathways (<xref ref-type="bibr" rid="B36">Delorey et&#xa0;al., 2021</xref>). These changes are accompanied by a failure of epithelial progenitor cells to regenerate eventually leading to organ failure (<xref ref-type="bibr" rid="B36">Delorey et&#xa0;al., 2021</xref>), and specific cell and gene types are prone to heritable risk (<xref ref-type="bibr" rid="B36">Delorey et&#xa0;al., 2021</xref>).</p>
<p>To counteract this outcome, several drugs and therapies have been recommended (<xref ref-type="bibr" rid="B3">Aleem et&#xa0;al., 2021</xref>). Some rewarding inventions include the recent engineering of IgM antibodies to produce neutralizing IgM-14 that enables them to neutralize a broad range of SARS-CoV-2 virus mutants resistant to the IgGs and provide a timely solution to the problem of antibody resistance of the virus (<xref ref-type="bibr" rid="B93">Ku et&#xa0;al., 2021</xref>). Its intranasal application has been demonstrated to be successful in rodents in conferring protection against the virus (<xref ref-type="bibr" rid="B93">Ku et&#xa0;al., 2021</xref>). Another effective innovation was the TOP1 (topoisomerase1) inhibition in suppressing the lethal inflammation induced by SARS-CoV-2 (<xref ref-type="bibr" rid="B70">Ho et&#xa0;al., 2021</xref>). Topotecan (TPT) is an FDA-approved TOP1 inhibitor and two doses of it have been found to suppress inflammation in hamsters (<xref ref-type="bibr" rid="B70">Ho et&#xa0;al., 2021</xref>). TPT treatment even after 4 days post-infection has been found to effectively reduce morbidity and mortality in a transgenic mouse model (<xref ref-type="bibr" rid="B70">Ho et&#xa0;al., 2021</xref>).</p>
<p>Alongside the stride made in therapeutics, the emergence of virulent variants due to frequent recombination events challenging available antidotes has occurred simultaneously (<xref ref-type="bibr" rid="B60">Haddad et&#xa0;al., 2021</xref>). Recently, 2,431 high-quality early-spread SARS-CoV-2 genome sequences from six continental groups were analyzed from GISAID (<xref ref-type="bibr" rid="B60">Haddad et&#xa0;al., 2021</xref>). The authors were able to successfully identify 1,010 unique missense mutations and seven different SARS-CoV-2 clusters (<xref ref-type="bibr" rid="B60">Haddad et&#xa0;al., 2021</xref>). Continent-specific haplotype blocks were detected (<xref ref-type="bibr" rid="B60">Haddad et&#xa0;al., 2021</xref>). Variant frequency and linkage disequilibrium was found to vary from continent to continent, particularly in North America (<xref ref-type="bibr" rid="B60">Haddad et&#xa0;al., 2021</xref>). Occurrence of recombination was evident (<xref ref-type="bibr" rid="B60">Haddad et&#xa0;al., 2021</xref>). The two most commonly occurring mutations, Spike_D614G and Nsp12_P314L, were structurally modeled, which showed that these mutations had the potential to enhance viral entry and replication, respectively (<xref ref-type="bibr" rid="B60">Haddad et&#xa0;al., 2021</xref>). It was evident that genomic recombination would lead to the enhancement of SARS-CoV-2 virulence and COVID-19 severity, which would be an obstacle for current treatment modules (<xref ref-type="bibr" rid="B60">Haddad et&#xa0;al., 2021</xref>). The remarkable findings from this study predicted that the second wave of COVID-19 would raise infection rates and mortality (<xref ref-type="bibr" rid="B60">Haddad et&#xa0;al., 2021</xref>).</p>
<p>Recent evidence suggests that convalescent plasma from the first-wave strains may be ineffective against the second-wave variants (<xref ref-type="bibr" rid="B23">Cele et&#xa0;al., 2021</xref>). A live-virus neutralization assay was used to compare the neutralization of a non-VOC variant with the 501Y.V2 VOC using plasma from COVID-19&#x2013;infected adult patients who had been hospitalized during the two waves of the pandemic in South Africa (<xref ref-type="bibr" rid="B23">Cele et&#xa0;al., 2021</xref>). The 501Y.V2 variant was successfully neutralized by plasma from individuals who were infected during the second wave but responded ineffectively to the plasma from the first wave, although the first-wave variant was effectively neutralized by the plasma from first-wave and second-wave infections (<xref ref-type="bibr" rid="B23">Cele et&#xa0;al., 2021</xref>). These accentuate the limited efficiency of plasma therapy and its failure to provide broad-range protection (<xref ref-type="bibr" rid="B23">Cele et&#xa0;al., 2021</xref>).</p>
<p>501Y.V1 and 501Y.V2 variants have been found to have poor susceptibility to antibodies targeting the RBD and NTD of the spike and to sera from convalescent patients and immunized mice (<xref ref-type="bibr" rid="B104">Li et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B175">Wang et&#xa0;al., 2021</xref>). The neutralization resistance occurred due to E484K and N501Y mutations in the RBD of the spike (<xref ref-type="bibr" rid="B104">Li et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B175">Wang et&#xa0;al., 2021</xref>). Several authors have posited that variants with similar mutations in the spike protein pose new challenges for monoclonal antibody therapies and the protective efficacy of currently available vaccines (<xref ref-type="bibr" rid="B175">Wang et&#xa0;al., 2021</xref>).</p>
<p>In the current scenario of skepticism (<xref ref-type="bibr" rid="B193">Yoo, 2020</xref>), the importance of the microbiome and its involvement as a strong driving force for the onset of the pathogenesis has unfurled inadvertent insights regarding the potential mechanistic aspects, which can be exploited to derive fruitful and potential preventive and therapeutic agents.</p>
<p>Some alternative unconventional applications of the microbiome could be in engineering the different signaling pathways involved in inflammation and which have been found to be regulated by the microbiome (<xref ref-type="bibr" rid="B2">Ahmadi et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B71">Hoque et&#xa0;al., 2021</xref>), or exploiting its potency of colonization resistance that enables the microbiota to provide resistance to infection (<xref ref-type="bibr" rid="B161">Stacy et&#xa0;al., 2021</xref>). Gut microbiota from earlier infection-exposed hosts displays enhanced resistance to infection (<xref ref-type="bibr" rid="B161">Stacy et&#xa0;al., 2021</xref>). This response has been associated with altered bile acid metabolism that selects the expansion of organisms that utilize the sulfonic acid taurine (<xref ref-type="bibr" rid="B161">Stacy et&#xa0;al., 2021</xref>). Taurine accentuates the microbiota&#x2019;s production of sulfide including hydrogen sulfide (<xref ref-type="bibr" rid="B161">Stacy et&#xa0;al., 2021</xref>). Sulfide is an inhibitor of cellular respiration and is, therefore, a crucial factor for host invasion by numerous pathogens that utilize host-generated oxygen for colonization (<xref ref-type="bibr" rid="B86">Kendall and Sperandio, 2021</xref>; <xref ref-type="bibr" rid="B161">Stacy et&#xa0;al., 2021</xref>). Blockade of sulfide would, therefore, perturb the microbiota composition and facilitate pathogen invasion (<xref ref-type="bibr" rid="B161">Stacy et&#xa0;al., 2021</xref>). There are numerous ways that could be exploited to invent new strategies of preventing infection by focusing on such mechanisms that the microbiome employs to provide protection against pathogen invasion and colonization (<xref ref-type="bibr" rid="B161">Stacy et&#xa0;al., 2021</xref>).</p>
<p>Another recent study showed the potential of taurine to induce autophagy, the mechanism by which the cells clear invading pathogens and alleviate infection (<xref ref-type="bibr" rid="B173">Wang et&#xa0;al., 2021</xref>). Taurine has been found to enhance PTEN activity and inhibit Akt/mTOR signaling, which reduces phosphorylation of ULK1 and ATG13 by mTOR and activates autophagy (<xref ref-type="bibr" rid="B173">Wang et&#xa0;al., 2021</xref>). Activation of autophagy accelerates the degradation of intracellular pathogens like <italic>Streptococcus uberis</italic> (<xref ref-type="bibr" rid="B173">Wang et&#xa0;al., 2021</xref>). This helps to reduce intracellular bacterial load and inhibition of overactivation of the NF-&#x3ba;B pathway, thereby reducing the inflammation and damage associated with <italic>S. uberis</italic> infection (<xref ref-type="bibr" rid="B173">Wang et&#xa0;al., 2021</xref>).</p>
<p>Ahmadi et al. demonstrated the potential of a probiotic cocktail of five <italic>Lactobacillus</italic> and five <italic>Enterococcus</italic> strains in preventing high-fat diet&#x2013;induced (HFD-induced) microbiota dysbiosis, leaky gut, inflammation, metabolic dysfunctions, and degradation of physical function in older mice (<xref ref-type="bibr" rid="B2">Ahmadi et&#xa0;al., 2020</xref>). Probiotics by modulation of the microbiota could increase bile salt hydrolase activity and amounts of taurine in the gut (<xref ref-type="bibr" rid="B2">Ahmadi et&#xa0;al., 2020</xref>). This eventually stabilized tight junctions and ameliorated gut leakiness (<xref ref-type="bibr" rid="B2">Ahmadi et&#xa0;al., 2020</xref>). Taurine has been found to increase the life span of <italic>C. elegans</italic>, reduce adiposity and leaky gut, and enhance its physical function (<xref ref-type="bibr" rid="B2">Ahmadi et&#xa0;al., 2020</xref>). These results demonstrate the usefulness of probiotic therapies in preventing or treating aging-related leaky gut and inflammation in the elderly (<xref ref-type="bibr" rid="B2">Ahmadi et&#xa0;al., 2020</xref>).</p>
<p>Molecules like cytokines, metabolites, and drugs that alter epithelial tight junction (TJ) and focal adhesion morphology have been identified (<xref ref-type="bibr" rid="B57">Grosheva et&#xa0;al., 2020</xref>). The microbiome may be used to regulate the presence of these molecules in the body and inhibit inflammation. Many commensals like lactic acid bacteria (LAB) have been found to secrete exopolysaccharides (EPS), which confer protective effect against a variety of toxic compounds, stress, phage attack, and immune system, and have antimicrobial and immunomodulatory properties (<xref ref-type="bibr" rid="B1">Abdalla et&#xa0;al., 2021</xref>).</p>
<p>COVID-19&#x2013;associated microbiome is enriched in pathogenic bacteria like <italic>Acinetobacter</italic>, <italic>Sphingobium</italic>, <italic>Burkholderia</italic>, and many others (<xref ref-type="bibr" rid="B45">Fan et&#xa0;al., 2020</xref>). These bacteria have been associated with proinflammatory functions (<xref ref-type="bibr" rid="B103">Li et&#xa0;al., 2019</xref>). Commensals with beneficial anti-inflammatory functions and their derivatives can inhibit these pathogenic bacteria and prevent microbiome dysbiosis (<xref ref-type="bibr" rid="B1">Abdalla et&#xa0;al., 2021</xref>). Our analysis on the role of the microbiome in the pathogenesis of COVID-19 presented in this review helped us gain insights into the diverse mechanisms in which the microbiome is significantly involved in the pathogenesis and outcome of COVID-19 and helped to conclude that, at the same time, the microbiome has the potential to prevent and treat inflammation (<xref ref-type="bibr" rid="B1">Abdalla et&#xa0;al., 2021</xref>).</p>
<p>Analysis of the COVID-19 microbiome showed that the microbiome is intricately associated with the pathophysiological conditions of the disease (<xref ref-type="bibr" rid="B71">Hoque et&#xa0;al., 2021</xref>). These studies have been conducted using subjects across varied populations and different age groups (<xref ref-type="bibr" rid="B198">Zuo et&#xa0;al., 2020a</xref>; <xref ref-type="bibr" rid="B191">Yeoh et&#xa0;al., 2021</xref>). The constant outcome observed irrespective of these differences was that COVID-19 presented dysbiosis of microbiome (<xref ref-type="bibr" rid="B59">Gu et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B198">Zuo et&#xa0;al., 2020a</xref>; <xref ref-type="bibr" rid="B191">Yeoh et&#xa0;al., 2021</xref>). The study subjects used as controls to study COVID-19&#x2013;related dysbiosis reported no comorbidities, thereby presenting a profile representing dysbiosis due to COVID-19 alone (<xref ref-type="bibr" rid="B198">Zuo et&#xa0;al., 2020a</xref>; <xref ref-type="bibr" rid="B191">Yeoh et&#xa0;al., 2021</xref>). Enriching the beneficial microbes in the microbiome of the host and controlling the proportion of opportunistic pathogens (<xref ref-type="bibr" rid="B86">Kendall and Sperandio, 2021</xref>) will eventually help to prevent an inflammatory milieu, which could ease the onset of ARDS and other pathogenesis events in COVID-19 (<xref ref-type="bibr" rid="B86">Kendall and Sperandio, 2021</xref>). Lifestyle changes would be a subtle area that can help in the favorable growth of beneficial microbes and may include less exposure to pollution, abstaining from unnecessary use of antibiotics (<xref ref-type="bibr" rid="B86">Kendall and Sperandio, 2021</xref>), eating a diet rich in fiber, fermented foods, and prebiotics (<xref ref-type="bibr" rid="B15">Bousquet et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B86">Kendall and Sperandio, 2021</xref>) which favor the enrichment of healthy microbiota (<xref ref-type="bibr" rid="B49">Gasmi et&#xa0;al., 2021</xref>), and strict implementation of handwashing and brushing as it has been found that patients with GI symptoms suffer from worse COVID-19 outcome (<xref ref-type="bibr" rid="B64">Han et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B47">Gallardo-Esc&#xe1;rate et&#xa0;al., 2021</xref>). These would help in alleviating the risk factors of inflammation and help in securing a healthy immune system, which is a prerequisite for avoiding the trauma associated with COVID-19. These insights may eventually lead to treatment and prophylactic modules for COVID-19 based on the microbiome. Another benefit of intervention based on the microbiome would be its effectiveness on all available variants of SARS-CoV-2 in contrast to current measures of prophylaxis and therapy. Therefore, the high rate of viral genomic mutation would not pose an obstacle to its long-term and broad-range efficiency. Till now, five variants designated as variants of concern (VOCs) by ECDC have been detected, namely, the Alpha (B.1.1.7), Alpha+E484K (B.1.1.7+E484K), Beta (B.1.351), Gamma (P.1), and Delta (B.1.617.2), and seven SARS-CoV-2 variants are considered variants of interest (VOIs) (<uri xlink:href="https://www.ecdc.europa.eu/en/publications-data/threat-assessment-emergence-and- impact-sars-cov-2-delta-variant">https://www.ecdc.europa.eu/en/publications-data/threat-assessment-emergence-and- impact-sars-cov-2-delta-variant</uri>). This genetic diversity shows the high rate of evolution of the virus, and therefore, a pressing concern vesting upon the scientific community would be a unanimous antidote to control the infection. Microbiome could serve as a unanimous remedy for the situation.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author Contributions</title>
<p>RD conceptualized, wrote and edited the manuscript. SD edited the manuscript. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>The financial support of the review has been provided by the Indian Council of Medical Research, GoI, India.</p>
</sec>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s10" sec-type="disclaimer">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
<ack>
<title>Acknowledgments</title>
<p>The authors thank the Department of Health Research, GoI, India and the Indian Council of Medical Research, GoI, India.</p>
</ack>
<fn-group>
<fn id="fn1">
<label>1</label>
<p>Timeline WHO&#x2019;s COVID-19 Response. Available at: <uri xlink:href="https://www.who.int/emergencies/diseases/novel-coronavirus-2019/interactive-timeline#">https://www.who.int/emergencies/diseases/novel-coronavirus-2019/interactive-timeline#</uri> (Accessed January 6, 2021).</p>
</fn>
<fn id="fn2">
<label>2</label>
<p>Coronavirus disease (COVID-19). Available at: <uri xlink:href="https://covid19.who.int/">https://covid19.who.int/</uri> (Accessed December 29, 2021).</p>
</fn>
<fn id="fn3">
<label>3</label>
<p>COVID-19 vaccines. Available at: <uri xlink:href="https://www.who.int/emergencies/diseases/novel-coronavirus-2019/covid-19-vaccines">https://www.who.int/emergencies/diseases/novel-coronavirus-2019/covid-19-vaccines</uri> (Accessed 16 June, 2021).</p>
</fn>
<fn id="fn4">
<label>4</label>
<p>SARS-CoV-2 Variants (2020) Disease Outbreak News. Available at: <uri xlink:href="https://www.who.int/csr/don/31-december-2020-sars-cov2-variants/en/">https://www.who.int/csr/don/31-december-2020-sars-cov2-variants/en/</uri> (Accessed January 21, 2021).</p>
</fn>
<fn id="fn5">
<label>5</label>
<p>Emerging SARS-CoV-2 Variants. Available at: <uri xlink:href="https://www.cdc.gov/coronavirus/2019-ncov/more/science-and-research/scientific-brief-emerging-varian">https://www.cdc.gov/coronavirus/2019-ncov/more/science-and-research/scientific-brief-emerging-varian</uri> (Accessed January 21, 2021).</p>
</fn>
<fn id="fn6">
<label>6</label>
<p>SARS-CoV-2 Delta (B.1.617.2) variant of concern (VOC) (2021). Available at: <uri xlink:href="https://www.ecdc.europa.eu/en/publications-data/threat-assessment-emergence-and-impact-sars-cov-2-delta-variant">https://www.ecdc.europa.eu/en/publications-data/threat-assessment-emergence-and-impact-sars-cov-2-delta-variant</uri> (Accessed September 29, 2021).</p>
</fn>
<fn id="fn7">
<label>7</label>
<p>Available at: <uri xlink:href="https://www.who.int/publications/m/item/weekly-epidemiological-update-on-covid-19&#x2014;28-december-20212021">https://www.who.int/publications/m/item/weekly-epidemiological-update-on-covid-19&#x2014;28-december-20212021</uri> (Accessed December 29, 2021).</p>
</fn>
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