Paper 5
Paper 5
Molecular Sciences
Review
Gut Microbiota Dysbiosis in COVID-19: Modulation and
Approaches for Prevention and Therapy
Virna Margarita Martín Giménez 1 , Javier Modrego 2,3 , Dulcenombre Gómez-Garre 2,3,4, * ,
Walter Manucha 5,6 and Natalia de las Heras 4, *
                                         Abstract: Inflammation and oxidative stress are critical underlying mechanisms associated with
                                         COVID-19 that contribute to the complications and clinical deterioration of patients. Additionally,
                                         COVID-19 has the potential to alter the composition of patients’ gut microbiota, characterized by a
                                         decreased abundance of bacteria with probiotic effects. Interestingly, certain strains of these bacteria
                                         produce metabolites that can target the S protein of other coronaviruses, thereby preventing their
                                         transmission and harmful effects. At the same time, the presence of gut dysbiosis can exacerbate
                                         inflammation and oxidative stress, creating a vicious cycle that perpetuates the disease. Furthermore,
                                         it is widely recognized that the gut microbiota can metabolize various foods and drugs, producing
                                         by-products that may have either beneficial or detrimental effects. In this regard, a decrease in
Citation: Martín Giménez, V.M.;
Modrego, J.; Gómez-Garre, D.;
                                         short-chain fatty acid (SCFA), such as acetate, propionate, and butyrate, can influence the overall
Manucha, W.; de las Heras, N. Gut        inflammatory and oxidative state, affecting the prevention, treatment, or worsening of COVID-19.
Microbiota Dysbiosis in COVID-19:        This review aims to explore the current evidence regarding gut dysbiosis in patients with COVID-19,
Modulation and Approaches for            its association with inflammation and oxidative stress, the molecular mechanisms involved, and the
Prevention and Therapy. Int. J. Mol.     potential of gut microbiota modulation in preventing and treating SARS-CoV-2 infection. Given that
Sci. 2023, 24, 12249. https://           gut microbiota has demonstrated high adaptability, exploring ways and strategies to maintain good
doi.org/10.3390/ijms241512249            intestinal health, as well as an appropriate diversity and composition of the gut microbiome, becomes
Academic Editor: Rustam I. Aminov        crucial in the battle against COVID-19.
                                         1. Introduction
                                              COVID-19 (by the acronym of Coronavirus Disease of 2019) is a respiratory disease
Copyright: © 2023 by the authors.        caused by a novel coronavirus (SARS-CoV-2, by the abbreviation of Severe Acute Respi-
Licensee MDPI, Basel, Switzerland.       ratory Syndrome Coronavirus 2) that continues to affect millions of people worldwide.
This article is an open access article   While most COVID-19 patients experience respiratory symptoms, up to 20% exhibit gas-
distributed under the terms and          trointestinal symptoms, such as diarrhea [1], suggesting that the gastrointestinal tract is an
conditions of the Creative Commons       additional site of SARS-CoV-2 infection apart from the lungs.
Attribution (CC BY) license (https://         SARS-CoV-2 enters host cells by using the angiotensin-converting enzyme 2 (ACE2)
creativecommons.org/licenses/by/         receptor, which is highly expressed in both the respiratory and gastrointestinal tracts.
4.0/).
                                    Consequently, ACE2 plays a significant role in regulating intestinal inflammation and the
                                    microbial ecology of the gut.
                                         Since the gastrointestinal tract serves as the largest immune organ in humans and
                                    plays a critical role in defending against infections by pathogens, it is crucial to comprehend
                                    the impact of SARS-CoV-2 infection on the host’s gut microbiota and its potential long-term
                                    effects on human health.
                                          Figure 1. SARS-CoV-2 severity is associated with increased gut dysbiosis, a pro-inflammatory and
                                    Figure  1. SARS-CoV-2 severity is associated with increased gut dysbiosis, a pro-i
                                       pro-oxidant state, and an activated immune response. Created with BioRender.com.
                                    pro-oxidant state, and an activated immune response. Created with BioRender.co
                                          Figure 2. Characteristics of gut dysbiosis in high-risk COVID-19 patients and main symptoms
                                          associated with SARS-CoV-2 infection. Created with BioRender.com.
            Figure 2. Characteristics of gut dysbiosis in high-risk COVID-19 patients and main symptoms asso-
                                 4. Effects
            ciated with SARS-CoV-2          of COVID-19
                                      infection. Createdonwith
                                                           Microbiota Alterations
                                                               BioRender.com.
                                      The way SARS-CoV-2 can affect the gut microbiome independently of hospitalization
                                 and treatment has been investigated with K18-hACE2 mice (K18-ACE2tg mice) that overex-
                  Oral antibiotics  can have acute or long-term effects as they eliminate antiproteolytic
                                 press ACE2 [59]. These mice are characterized by the development of severe respiratory
            bacteria and increase   proteolytic
                                 disease  in a virusactivities
                                                         dose-dependentin themanner,
                                                                                colon,resembling
                                                                                         impairing        the
                                                                                                       that     gutoccurs
                                                                                                            which    barrier    and caus-
                                                                                                                            in COVID-19
                                 patients. The
            ing intestinal inflammation            investigators
                                               [55,56].      In some have cases,
                                                                           demonstrated
                                                                                     the use thatofSARS-CoV-2
                                                                                                     antibiotics   infection  inducescom-
                                                                                                                      to prevent         gut
                                 microbiota dysbiosis in mice, which correlated with abnormalities on Paneth cells and
            plications during COVID-19          has been detected, which may lead to the exacerbation of gut
                                 Goblet cells, and with the increment of epithelial barrier permeability. The investigators
            dysbiosis and haveobserved
                                  a negative       impact
                                            a decrease          onmicrobiota
                                                           in gut    the course       of the
                                                                                 diversity     viral infection
                                                                                           of infected    mice [59]. [57,58].
                                      Several mechanisms could explain how COVID-19 can impact the gut microbiota.
                                 Firstly, direct infection of colonocytes by the SARS-CoV-2 virus could lead to alterations
            4. Effects of COVID-19       on Microbiota Alterations
                                 in the intestinal barrier and bacterial composition through the stimulation of pathogen-
                  The way SARS-CoV-2
                                 associatedcan      affectpatterns
                                              molecular       the gut(PAMPs)
                                                                          microbiome
                                                                                   receptors.independently          of hospitalization
                                                                                                Invasion of SARS-CoV-2        can activate
                                 various pattern recognition receptors, including Toll-like receptors (TLRs), RIG-I-like re-
            and treatment has been investigated with K18-hACE2 mice (K18-ACE2tg mice) that over-
                                 ceptors (RLRs), and NOD-like receptors (NLRs) which are recognized by innate immune
            express ACE2 [59]. cells
                                 These suchmice     are characterized
                                             as dendritic                       by the triggering
                                                              cells and macrophages,      development           of severe
                                                                                                        the release          respiratory
                                                                                                                    of pro-inflammatory
            disease in a virus dose-dependent manner, resembling that which occurs in COVID-19
                                 cytokines   via  the  nuclear   factor  kB  (NF-kB)   and  JAK/STAT      signaling  pathways    [60]. This
                                 underlying inflammatory state induced by the infection can have a negative impact on
            patients. The investigators      have demonstrated that SARS-CoV-2 infection induces gut mi-
                                 the gut microbiota. As a result, an imbalanced gut microbiota may occur, characterized
            crobiota dysbiosis inbymice,    which
                                     an increase   in thecorrelated
                                                            abundance withof the abnormalities
                                                                                 Proteobacteria phylum on Paneth      cells
                                                                                                             (including      andsuch
                                                                                                                         families    Goblet
                                                                                                                                          as
            cells, and with the increment       of epithelial
                                 Enterobacteriaceae)    and a decreasebarrier   permeability.
                                                                          in commensal                Theasinvestigators
                                                                                           bacteria such       Eubacterium andobserved
                                                                                                                                  Roseburia
                                 genera (Figure
            a decrease in gut microbiota            3).
                                                diversity        of infected mice [59].
                                      Furthermore, oxidative stress has been considered as another important factor affecting
                  Several mechanisms
                                 COVID-19   could
                                               [61]. In explain
                                                           COVID-19  how     COVID-19
                                                                         patients,            can impact
                                                                                    8-isoprostaglandin           the levels,
                                                                                                            F2 alpha   gut microbiota.
                                                                                                                               considered
            Firstly, direct infection   of colonocytes
                                 as a marker     of oxidative by      thedamage,
                                                                  tissue    SARS-CoV-2          virus[62],
                                                                                     were elevated        could
                                                                                                             and inlead   to alterations
                                                                                                                     a recent   study [38],
                                 COVID-19     patients    showed     significantly  higher  values
            in the intestinal barrier and bacterial composition through the stimulation of pathogen- of  hydrogen   peroxide   (H 2 O2 ) and
                                 NADPH oxidase 2 (NOX2) activity in serum, as well as TNF-α and IL-6. These results
            associated molecular werepatterns
                                       accompanied  (PAMPs)          receptors.
                                                          by an increase             Invasion
                                                                           in the serum   levels ofofzonulin,
                                                                                                         SARS-CoV-2
                                                                                                                an indirect can
                                                                                                                            marker activate
                                                                                                                                      of the
            various pattern recognition
                                 permeability  receptors,        including
                                                  of the intestinal     mucosa Toll-like
                                                                                 [63]. On thereceptors
                                                                                                 contrary, the(TLRs),     RIG-I-like
                                                                                                                 flow-mediated             re-
                                                                                                                                    dilation
                                 measured    in the  brachial   artery  and  the availability
            ceptors (RLRs), and NOD-like receptors (NLRs) which are recognized by innate immuneof nitric oxide  decreased  significantly   in
                                 these patients, generating endothelial dysfunction [38]. As already described, SARS-CoV-2
            cells such as dendritic   cellsonand
                                 depends              macrophages,
                                                the ACE2                      triggering
                                                               receptor protein               theintestinal
                                                                                   to enter the     releasecellsof pro-inflammatory
                                                                                                                    of the host [64], and
            cytokines via the nuclear factor kB (NF-kB) and JAK/STAT signaling pathways [60]. This
            underlying inflammatory state induced by the infection can have a negative impact on the
            gut microbiota. As a result, an imbalanced gut microbiota may occur, characterized by an
            increase in the abundance of the Proteobacteria phylum (including families such as Enter-
      Int. J. Mol. Sci. 2023, 24, 12249                                                                                                  6 of 16
                                          ACE2 has, among others, the function of degrading angiotensin II (AngII). Consequently,
                                          Ang II levels increase significantly, and therefore the levels of superoxide anions and other
OR PEER REVIEW                                                                                                                           6 of 17
                                          reactive oxygen species also increase [65]. This will result in a high oxidative stress state in
                                          patients, which will also affect intestinal cells exacerbating the progression of COVID-19 [66]
                                          (Figure 3).
                                          In addition, the way SARS-CoV-2 can impact the gut microbiota involves the disrup-
                                    tion of the intestinal physical barrier by the virus, leading to impaired intestinal perme-
                                    ability and the destruction of tight junction proteins like occludin, junctional adhesion
                                    molecule-A (JAMA), and claudin-A. This disruption can facilitate the leakage of opportunis-
                                    tic microorganisms into the bloodstream, resulting in systemic inflammation [67]. Another
                                    potential mechanism involves the role of the neutral amino acid transporter B0AT1 in regu-
                                    lating the intestinal amino acid metabolism. ACE2 also acts as a chaperone for B0AT1 in the
                                    small intestine [68]. Glutamine and tryptophan are substrates for B0AT1 and promote the
                                    formation of tight junctions via the mTOR signaling pathway. Therefore, during COVID-19
                                    infection, the interaction between ACE2 and B0AT1 could lead to the down-regulation of
                                    B0AT1 expression on the membranes of intestinal cells. This downregulation could reduce
                                    the formation of antimicrobial peptides by Paneth cells and create a favorable environment
                                    for the growth of opportunistic bacteria in the intestine, thus establishing a dynamic vicious
                                    cycle [69] (Figure 3).
                                          As we previously mentioned, the state of dysbiosis favored by SARS-CoV2 infection
                                    decreases the abundance of butyrate-producing bacteria. Butyrate can inhibit histone
                                    deacetylase activity, which therefore increases histone acetylation, chromatin opening
                                    and influences on gene regulation. In this sense, the NF-κB signaling pathway has less
                                    influence on the transcription of genes that encode for pro-inflammatory cytokines [45].
                                    Thus, butyrate can differentiate naive T cells to Treg cells, which play a central role in
                                    suppressing inflammatory responses through the inhibition of histone deacetylase. In fact,
                                    this T-cell subset have the capacity to release a great variety of anti-inflammatory cytokines
                                    and prevent tissue damage [70]. Consequently, a lower butyrate concentration is reflected
                                    in lesser anti-inflammatory and immunoregulatory capacities at systemic level [71].
      Int. J. Mol. Sci. 2023, 24, 12249   the small intestine. Thus, high or low COVID-19 infectivity could be influenced
                                                                                                               8 of 16    a
                                          pendent on gut microbiota composition [80–83].
                                          and organ failure by balancing the ACE/ACE2 axis [76–79]. It has been reported that gut
                                          6. Modulation of Gut Microbiota: Approaches in Prevention and Intervention in
                                          microbiota can up- or down-regulate the ACE2 expression in colonic cells and enterocytes
                                          COVID-19
                                          of the small intestine. Thus, high or low COVID-19 infectivity could be influenced and
                                          dependent on gut microbiota
                                              Accumulating            composition
                                                               evidence   suggests[80–83].
                                                                                     that           diet plays a crucial role in modulating
                                          crobiota     composition.
                                           6. Modulation                  Nutritional
                                                             of Gut Microbiota:           disorders,
                                                                                   Approaches            characterized
                                                                                                 in Prevention              by excessive intake
                                                                                                                 and Intervention
                                          quality foods, can lead to gut dysbiosis by promoting the growth of unhealthy micr
                                           in COVID-19
                                          This,Accumulating
                                                   in turn, induces      chronic
                                                                  evidence          inflammation
                                                                             suggests   that diet playsthat contributes
                                                                                                         a crucial           to the immune
                                                                                                                    role in modulating    gut impa
                                           microbiota    composition.  Nutritional   disorders,  characterized   by
                                          and hyperinflammation observed during COVID-19 infection. Dietary fats havexcessive  intake of low-
                                           quality foods, can lead to gut dysbiosis by promoting the growth of unhealthy microbiota.
                                          found to alter the gut microbiota by increasing the abundance of Gram-negative b
                                          This, in turn, induces chronic inflammation that contributes to the immune impairment and
                                          in  the gut and intestinal
                                           hyperinflammation     observedpermeability.
                                                                            during COVID-19   This   can worsen
                                                                                                infection.           the have
                                                                                                           Dietary fats   exaggerated
                                                                                                                               been foundinflamma
                                                                                                                                            to
                                          sponse
                                           alter the seen   in COVID-19
                                                      gut microbiota          by facilitating
                                                                      by increasing  the abundancebacterial  translocation
                                                                                                      of Gram-negative          andinthe
                                                                                                                          bacteria         release of
                                                                                                                                      the gut
                                           and intestinal permeability.
                                          flammatory       endotoxins This      can worsen the exaggerated
                                                                           (lipopolysaccharides)               inflammatory
                                                                                                        into the   systemic response     seen [84–87]
                                                                                                                                circulation
                                           in COVID-19 by facilitating bacterial translocation and the release of pro-inflammatory
                                                  In COVID-19 patients, high concentrations of the SARS-CoV-2 virus are of
                                           endotoxins (lipopolysaccharides) into the systemic circulation [84–87].
                                          served     in the gut.
                                                 In COVID-19       The increased
                                                                patients,             intestinal
                                                                          high concentrations      permeability
                                                                                               of the                mentioned
                                                                                                      SARS-CoV-2 virus    are often earlier
                                                                                                                                    observedmay con
                                          to
                                           in the   leakage
                                              the gut.        of the virus
                                                        The increased         intopermeability
                                                                        intestinal  the circulation,    leading
                                                                                                  mentioned        to may
                                                                                                              earlier systemic     distribution
                                                                                                                           contribute  to the    and
                                          tially
                                           leakagecausing      multiorgan
                                                     of the virus               complications
                                                                  into the circulation,  leading to[88].   Therefore,
                                                                                                     systemic             controlling
                                                                                                               distribution               the amou
                                                                                                                             and potentially
                                           causing   multiorgan   complications   [88]. Therefore, controlling  the amount,
                                          quency, and quality of ingested foods in COVID-19 patients becomes crucial to p     frequency,  and
                                           quality of ingested foods in COVID-19 patients becomes crucial to prevent nutritional
                                          nutritional     disorders and reduce the severity of the disease [89,90] (Figure 4).
                                           disorders and reduce the severity of the disease [89,90] (Figure 4).
                                          Figure 4. Possible nutritional and therapeutic interventions on gut microbiota and their beneficial
                                          effects in4.COVID-19
                                          Figure       Possiblepatients. Created
                                                                nutritional   andwith BioRender.com.
                                                                                   therapeutic   interventions on gut microbiota and            their b
                                          effects in COVID-19 patients. Created with BioRender.com.
                                               A study has even suggested that the consumption of a healthy homemade diet
                                          the pandemic confinement may have enriched the beneficial gut microbiota in man
Int. J. Mol. Sci. 2023, 24, 12249                                                                                           9 of 16
                                          A study has even suggested that the consumption of a healthy homemade diet during
                                    the pandemic confinement may have enriched the beneficial gut microbiota in many
                                    individuals, resulting in a better prognosis for COVID-19 [91]. One study conducted on
                                    95 healthy adults showed that individuals who followed a balanced diet with a high daily
                                    consumption of vegetables, fruits, and nuts had a significantly lower risk (approximately
                                    86% lower) of developing COVID-19 compared to those with an imbalanced diet and
                                    lower intake of these products. This difference in risk could be attributed to variations
                                    in gut microbiota diversity and composition between the two groups [92]. Thus, the
                                    prognosis of COVID-19 not only depends on gut microbiota composition but also on the
                                    available substrates that influence the gut microbiota metabolism. In this context, a study
                                    determined that high-glucose diets based on starch, galactose, and sucrose were strongly
                                    associated with a poor disease prognosis, while low-glucose diets primarily composed of
                                    whole grains were strongly correlated with a favorable COVID-19 prognosis [93]. Similarly,
                                    traditional Chinese medicines, mainly based on plant extracts, may also be useful in the
                                    treatment of COVID-19 due to their ability to positively modify the gut microbiota [94].
                                    For example, Zhengganxifeng decoction is known to help prevent gut dysbiosis while
                                    preserving intestinal barrier integrity and increasing the abundance of SCFA-producing
                                    bacteria, which can be beneficial in the prevention and treatment of COVID-19 [95].
                                          A direct correlation has been found between a high consumption of fermented foods
                                    (e.g., cabbage) and a low COVID-19 death rate. One possible explanation is that these
                                    foods contain significant amounts of sulforaphane precursors, which are important natural
                                    activators of nuclear factor (erythroid-derived 2)-like 2 (Nrf2), one of the most powerful
                                    antioxidants in humans. Nrf2 can help counteract the pro-oxidative mechanisms induced
                                    by the imbalance in the ACE/ACE2 axis during COVID-19. Furthermore, fermented
                                    vegetables contain abundant Lactobacillus, which are also known to activate Nrf2 [96].
                                          SCFAs produced through the fermentation of dietary fiber by gut microbiota have
                                    been shown to have anti-inflammatory effects and promote tolerance and resistance to
                                    viral pathogens [97]. In fact, butyrate administration has been proposed as supportive
                                    therapy in COVID-19 treatment [98]. One study revealed that SCFAs derived from the gut
                                    microbiota metabolism can reduce respiratory and intestinal viral loads by down-regulating
                                    ACE2 and enhancing adaptive immunity through free fatty acid (FFA) receptors 3 (GPR41)
                                    and 2 (GPR43) in male animals. SCFAs directly interact with these G protein-coupled
                                    receptors (GPR41 and GPR43) [99]. Additionally, the same study proposed a novel role for
                                    the gut microbiota in reducing hypercoagulation associated with COVID-19 by limiting
                                    the proliferation of megakaryocytes and platelet turnover through the Sh2b3-Mpl axis.
                                    Sh2b3 is an adaptor protein that regulates various signal transduction pathways, including
                                    the thrombopoietin (TPO) pathway, and plays a crucial role in regulating the coagulation
                                    response [99].
                                          Another study demonstrated that treatment of human endothelial progenitor cells with
                                    docosahexaenoic acid (DHA) and eicosapentaenoic acid (EPA), two N-3 polyunsaturated
                                    fatty acids derived from the diet, effectively inhibited the expression of IL-6 and impeded
                                    the entry of SARS-CoV-2 into these cells. This mechanism was mediated by the gut
                                    microbiota-derived metabolite trimethylamine-N-oxide (TMAO). The stimulation of TMAO
                                    induced by DHA and EPA leads to the inactivation of the NF-κB signaling pathway, reduced
                                    expression of ACE2 and transmembrane serine protease 2, as well as inactivation of the
                                    MAPK/p38/JNK signaling pathways and down-regulation of microRNA (miR)-221. These
                                    findings provide further evidence that gut microbiota and its metabolites may act as
                                    regulatory mediators of cytokine production and cellular infection mechanisms by SARS-
                                    CoV-2 [100].
                                          It has been suggested that nutritional manipulation of the gut microbiota through
                                    interventions such as the consumption of probiotics, prebiotics, or symbiotics, may reduce
                                    inflammation and reinforce the immune response during COVID-19 infection, helping
                                    prevent or attenuate the severity of this viral infection [54,72,101]. This has been supported
                                    by clinical studies in which COVID-19 patients who consumed probiotics continuously
Int. J. Mol. Sci. 2023, 24, 12249                                                                                           10 of 16
                                    since their disease diagnosis had a shorter clinical course, milder symptoms, and fewer
                                    digestive symptoms compared to those who did not consume probiotics [102,103]. Another
                                    clinical study found that the administration to COVID-19 patients of a novel symbiotic
                                    formula, composed of Bifidobacterium strains, xylooligosaccharide, resistant dextrin, and
                                    galactooligosaccharides, during 4–5 weeks of treatment accelerated SARS-CoV-2 antibody
                                    (IgG) formation, decreased nasopharyngeal viral load and pro-inflammatory markers (IL-6,
                                    MCP-1, M-CSF, TNF-α, and IL-1RA), and restored the gut microbiota dysbiosis [104]. In
                                    addition, some dietary microbes that can beneficially modulate the host’s gut microbiota
                                    have shown potent antiviral actions against other types of coronaviruses, making them
                                    potentially useful for the treatment of COVID-19 [105,106]. Probiotics have a strong impact
                                    on the immune system by improving the production of type I interferons, natural killer
                                    cells, T cells, antigen-presenting cells, and specific antibodies, which can act at the respi-
                                    ratory level [107]. The effects of probiotics on gut microbiota composition may also have
                                    therapeutic actions in COVID-19 by regulating different mechanisms involved in its patho-
                                    genesis, including SARS-CoV-2 entry through ACE2 receptors, immune response activation
                                    and immunomodulation mediated by NLR family pyrin domain-containing 3 (NLRP3),
                                    immune cell recruitment responsible for associated pulmonary and cardiovascular damage,
                                    and impairment of metabolic pathways related to COVID-19 prognosis [108].
                                          On the other hand, fecal microbiota transplantation (FMT) from healthy to infected
                                    patients has been proposed as a promissory therapy in the treatment of COVID-19, since
                                    this procedure has shown the ability to induce a significant change in the gut microbiota
                                    composition towards species of bacteria that are known to induce anti-inflammatory effects
                                    (e.g., IL-10 production) in other viral infections [35–37]. Likewise, studies in COVID-19
                                    patients have shown that FMT improved part of the gastrointestinal symptoms, blood
                                    immunity markers (increasing memory B and double positive T cells), as well as gut micro-
                                    biota composition with a significant increase in Bifidobacterium and Faecalibacterium [109].
                                    However, more preclinical, and clinical studies would be necessary to establish a causal
                                    relationship between FMT and the regulation of the intestinal microbiota in these patients
                                    and understand the impact of altered gut microbiota on post-infection recovery.
                                          Some studies have also suggested that the gut microbiota can improve the efficacy
                                    of COVID-19 vaccines and reduce associated adverse effects. This is because the success
                                    and safety of vaccination largely depend on the appropriate immune state of vaccinated
                                    individuals, enabling them to develop proper immunity against SARS-CoV-2 and be pre-
                                    pared for future reinfections [110–113]. In fact, it has been reported that the T cell response
                                    induced by COVID-19 mRNA vaccines is inversely correlated with the expression of acti-
                                    vation protein 1 (AP-1). Moreover, AP-1 is positively correlated with the gut microbiota’s
                                    fucose/rhamnose degradation pathway [114]. Furthermore, it is known that the immune
                                    response to COVID-19 vaccines tends to decrease with age due to gut dysbiosis, usually
                                    associated with aging [115].
                                          Interestingly, not only gut microbiota, through bacteria, may modulate host immunity
                                    and affect the severity of SARS-CoV-2 infection, but also gut virome (viruses) and fungi
                                    (mycobiome) could do it [116–119]. The human gut virome consists of numerous resident
                                    viruses that may be crucial in immunoregulation and other related aspects, including the
                                    pathophysiology of various diseases, including COVID-19 [119]. In this context, Lu et al.
                                    discovered that the DNA of the crAss-like phages family was increased in COVID-19
                                    patients compared to healthy controls. Furthermore, the viral family Tectiviridae and the
                                    bacterial family Bacteroidaceae exhibited significant co-increases during the course of SARS-
                                    CoV-2 infection, suggesting a linked evolution between the virome and bacteriome [117].
                                    Similarly, it has also been observed that there are differences in the virome due to SARS-
                                    CoV-2 infection, and this dissimilarity may contribute to the severity of the disease and
                                    the recovery process [116]. Scientific evidence regarding mycobiome is more limited, but
                                    some studies are emerging. In this regard, Reinold et al. have observed a reduced diversity,
                                    richness, and uniformity and an increase in the relative abundance of the Ascomycota
                                    phylum in severe/critical COVID-19 patients compared to non-severe cases. This study
Int. J. Mol. Sci. 2023, 24, 12249                                                                                               11 of 16
                                    shows that the dominant fungal species were variable between patients, even within patient
                                    groups. However, in contrast to what has been described in the microbiota, where no major
                                    phylum has been found, Ascomycota phylum was present with a relative abundance > 75%
                                    in most severe/critical COVID-19 patients [118]. It has also been reported that hospitalized
                                    COVID-19 patients exhibit an increased presence of fungal pathogens from the Candida and
                                    Aspergillus genera (both Ascomycota phylum) compared to non-infected individuals. Since
                                    some fungal genera found increased in SARS-CoV-2 patients can produce antimicrobial
                                    metabolites that affect bacterial proliferation, the mycobiome could further induce gut
                                    microbiota dysbiosis [118]. Unstable gut mycobiomes persisted in a subset of COVID-19
                                    patients for up to 12 days after the clearance of SARS-CoV-2 from the nasopharynx [45].
                                    Therefore, therapeutic strategies aimed at targeting the gut virome and mycobiome could
                                    be beneficial in combating this viral disease. Further studies are necessary to determine
                                    whether the proliferation of both viral and fungal microorganisms is a cause or a con-
                                    sequence of SARS-CoV-2 infection itself and whether they are related to gut microbiota
                                    dysbiosis.
                                    Author Contributions: V.M.M.G.: Introduce the effects of gut microbiota on development and prog-
                                    nosis of COVID-19 and underlying mechanisms. Designed, conceptualized the work and literature
                                    survey. J.M.: Introduce underlying mechanisms of the gut microbiota effects on COVID-19 onset and
                                    evolution and modulation of gut microbiota composition. Data compilation, figure design and review
                                    writing. D.G.-G.: Introduce underlying mechanisms of the gut microbiota effects on COVID-19
                                    onset and evolution and modulation of gut microbiota composition. Designed, conceptualized the
                                    work, figure design and editing. W.M.: Introduce the effects of gut microbiota on development and
                                    prognosis of COVID-19 and underlying mechanisms. Designed, conceptualized the work, literature
                                    survey and review writing. N.d.l.H.: Introduce the general concept of gut microbiota in a healthy
                                    state and in dysbiosis and modulation of gut microbiota composition. Conceptualized the work,
                                    literature survey, figure design and writing and proof. All authors contributed to the manuscript
                                    writing and proof reading and reviewing. All authors have read and agreed to the published version
                                    of the manuscript.
                                    Funding: This work has been partially supported by grants from Instituto de Salud Carlos III (FIS
                                    PI22/01608) and the European Regional Development’s funds (FEDER) awarded to N. de las Heras
                                    and J. Modrego. J. Modrego is staff of Biomedical Research Networking Centre in Cardiovascular
                                    Diseases (CIBERCV). W. Manucha has received grant funding PICTO Secuelas COVID-19 and PICT
                                    2020 Seria A 4000 from Agencia Nacional de Promoción de la Investigación, el Desarrollo Tecnológico
                                    y la Innovación (FONCyT).
                                    Institutional Review Board Statement: Not applicable.
                                    Informed Consent Statement: Not applicable.
                                    Data Availability Statement: Not applicable.
Int. J. Mol. Sci. 2023, 24, 12249                                                                                                     12 of 16
                                    Acknowledgments: We thank Silvia Sánchez-González from Cardiovascular Risk and Microbiota Lab-
                                    oratory (Hospital Clínico San Carlos-Instituto de Investigación Sanitaria San Carlos (IdISSC), 28040
                                    Madrid, Spain) for her participation in the design and elaboration of the figures of the manuscript.
                                    Conflicts of Interest: The authors declare no conflict of interest.
References
1.    Liang, W.; Feng, Z.; Rao, S.; Xiao, C.; Xue, X.; Lin, Z.; Zhang, Q.; Qi, W. Diarrhoea may be underestimated: A missing link in 2019
      novel coronavirus. Gut 2020, 69, 1141–1143. [CrossRef] [PubMed]
2.    Baquero, F.; Nombela, C. The microbiome as a human organ. Clin. Microbiol. Infect. 2012, 18 (Suppl. S4), 2–4. [CrossRef] [PubMed]
3.    Obrenovich, M.; Jaworski, H.; Tadimalla, T.; Mistry, A.; Sykes, L.; Perry, G.; Bonomo, R.A. The Role of the Microbiota-Gut-Brain
      Axis and Antibiotics in ALS and Neurodegenerative Diseases. Microorganisms 2020, 8, 784. [CrossRef] [PubMed]
4.    Qin, J.; Li, R.; Raes, J.; Arumugam, M.; Burgdorf, K.S.; Manichanh, C.; Nielsen, T.; Pons, N.; Levenez, F.; Yamada, T.; et al. A
      human gut microbial gene catalogue established by metagenomic sequencing. Nature 2010, 464, 59–65. [CrossRef] [PubMed]
5.    Sender, R.; Fuchs, S.; Milo, R. Revised Estimates for the Number of Human and Bacteria Cells in the Body. PLoS Biol. 2016,
      14, e1002533. [CrossRef]
6.    Dieterich, W.; Schink, M.; Zopf, Y. Microbiota in the Gastrointestinal Tract. Med. Sci. 2018, 6, 116. [CrossRef]
7.    Tang, Q.; Jin, G.; Wang, G.; Liu, T.; Liu, X.; Wang, B.; Cao, H. Current Sampling Methods for Gut Microbiota: A Call for More
      Precise Devices. Front. Cell Infect Microbiol. 2020, 10, 151. [CrossRef]
8.    Ticinesi, A.; Nouvenne, A.; Tana, C.; Prati, B.; Cerundolo, N.; Miraglia, C.; De' Angelis, G.L.; Di Mario, F.; Meschi, T. The impact of
      intestinal microbiota on bio-medical research: Definitions, techniques and physiology of a “new frontier”. Acta Biomed. 2018, 89,
      52–59. [CrossRef]
9.    Zmora, N.; Zilberman-Schapira, G.; Suez, J.; Mor, U.; Dori-Bachash, M.; Bashiardes, S.; Kotler, E.; Zur, M.; Regev-Lehavi, D.;
      Brik, R.B.; et al. Personalized Gut Mucosal Colonization Resistance to Empiric Probiotics Is Associated with Unique Host and
      Microbiome Features. Cell 2018, 174, 1388–1405.e1321. [CrossRef]
10.   Zhang, C.; Li, L.; Jin, B.; Xu, X.; Zuo, X.; Li, Y.; Li, Z. The Effects of Delivery Mode on the Gut Microbiota and Health: State of Art.
      Front. Microbiol. 2021, 12, 724449. [CrossRef]
11.   Leeming, E.R.; Johnson, A.J.; Spector, T.D.; Le Roy, C.I. Effect of Diet on the Gut Microbiota: Rethinking Intervention Duration.
      Nutrients 2019, 11, 2862. [CrossRef] [PubMed]
12.   Ramirez, J.; Guarner, F.; Bustos Fernandez, L.; Maruy, A.; Sdepanian, V.L.; Cohen, H. Antibiotics as Major Disruptors of Gut
      Microbiota. Front. Cell Infect Microbiol. 2020, 10, 572912. [CrossRef] [PubMed]
13.   Tyakht, A.V.; Alexeev, D.G.; Popenko, A.S.; Kostryukova, E.S.; Govorun, V.M. Rural and urban microbiota: To be or not to be? Gut
      Microbes 2014, 5, 351–356. [CrossRef]
14.   Turnbaugh, P.J.; Ley, R.E.; Mahowald, M.A.; Magrini, V.; Mardis, E.R.; Gordon, J.I. An obesity-associated gut microbiome with
      increased capacity for energy harvest. Nature 2006, 444, 1027–1031. [CrossRef] [PubMed]
15.   Arumugam, M.; Raes, J.; Pelletier, E.; Le Paslier, D.; Yamada, T.; Mende, D.R.; Fernandes, G.R.; Tap, J.; Bruls, T.; Batto, J.M.; et al.
      Enterotypes of the human gut microbiome. Nature 2011, 473, 174–180. [CrossRef]
16.   Wu, G.D.; Chen, J.; Hoffmann, C.; Bittinger, K.; Chen, Y.Y.; Keilbaugh, S.A.; Bewtra, M.; Knights, D.; Walters, W.A.; Knight, R.;
      et al. Linking long-term dietary patterns with gut microbial enterotypes. Science 2011, 334, 105–108. [CrossRef]
17.   Bäckhed, F.; Ley, R.E.; Sonnenburg, J.L.; Peterson, D.A.; Gordon, J.I. Host-bacterial mutualism in the human intestine. Science
      2005, 307, 1915–1920. [CrossRef]
18.   Ho, C.T.; Wu, M.S.; Panyod, S.; Chang, A.C.; Isidoro, C.; Sheen, L.Y. Editorial note: Gut microbiota and health. J. Tradit. Complement
      Med. 2023, 13, 105–106. [CrossRef]
19.   Lozupone, C.A.; Stombaugh, J.I.; Gordon, J.I.; Jansson, J.K.; Knight, R. Diversity, stability and resilience of the human gut
      microbiota. Nature 2012, 489, 220–230. [CrossRef]
20.   Rowland, I.; Gibson, G.; Heinken, A.; Scott, K.; Swann, J.; Thiele, I.; Tuohy, K. Gut microbiota functions: Metabolism of nutrients
      and other food components. Eur. J. Nutr. 2018, 57, 1–24. [CrossRef]
21.   Vernocchi, P.; Del Chierico, F.; Putignani, L. Gut Microbiota Metabolism and Interaction with Food Components. Int. J. Mol. Sci.
      2020, 21, 3688. [CrossRef] [PubMed]
22.   Gentile, C.L.; Weir, T.L. The gut microbiota at the intersection of diet and human health. Science 2018, 362, 776–780. [CrossRef]
      [PubMed]
23.   Fusco, W.; Lorenzo, M.B.; Cintoni, M.; Porcari, S.; Rinninella, E.; Kaitsas, F.; Lener, E.; Mele, M.C.; Gasbarrini, A.; Collado, M.C.;
      et al. Short-Chain Fatty-Acid-Producing Bacteria: Key Components of the Human Gut Microbiota. Nutrients 2023, 15, 2211.
      [CrossRef] [PubMed]
24.   Hou, K.; Wu, Z.X.; Chen, X.Y.; Wang, J.Q.; Zhang, D.; Xiao, C.; Zhu, D.; Koya, J.B.; Wei, L.; Li, J.; et al. Microbiota in health and
      diseases. Signal Transduct Target Ther. 2022, 7, 135. [CrossRef]
25.   Clemente, J.C.; Ursell, L.K.; Parfrey, L.W.; Knight, R. The impact of the gut microbiota on human health: An integrative view. Cell
      2012, 148, 1258–1270. [CrossRef]
Int. J. Mol. Sci. 2023, 24, 12249                                                                                                        13 of 16
26.   Hemmati, M.; Kashanipoor, S.; Mazaheri, P.; Alibabaei, F.; Babaeizad, A.; Asli, S.; Mohammadi, S.; Gorgin, A.H.; Ghods, K.;
      Yousefi, B.; et al. Importance of gut microbiota metabolites in the development of cardiovascular diseases (CVD). Life Sci. 2023,
      329, 121947. [CrossRef]
27.   Verhaar, B.J.H.; Hendriksen, H.M.A.; de Leeuw, F.A.; Doorduijn, A.S.; van Leeuwenstijn, M.; Teunissen, C.E.; Barkhof, F.; Scheltens,
      P.; Kraaij, R.; van Duijn, C.M.; et al. Gut Microbiota Composition Is Related to AD Pathology. Front. Immunol. 2021, 12, 794519.
      [CrossRef]
28.   Wang, M.; Yang, G.; Tian, Y.; Zhang, Q.; Liu, Z.; Xin, Y. The role of the gut microbiota in gastric cancer: The immunoregulation
      and immunotherapy. Front. Immunol. 2023, 14, 1183331. [CrossRef]
29.   Yao, C.; Li, Y.; Luo, L.; Xie, F.; Xiong, Q.; Li, T.; Yang, C.; Feng, P.M. Significant Differences in Gut Microbiota Between Irritable
      Bowel Syndrome with Diarrhea and Healthy Controls in Southwest China. Dig. Dis. Sci. 2023, 68, 106–127. [CrossRef]
30.   Ley, R.E.; Turnbaugh, P.J.; Klein, S.; Gordon, J.I. Microbial ecology: Human gut microbes associated with obesity. Nature 2006, 444,
      1022–1023. [CrossRef]
31.   Le Chatelier, E.; Nielsen, T.; Qin, J.; Prifti, E.; Hildebrand, F.; Falony, G.; Almeida, M.; Arumugam, M.; Batto, J.M.; Kennedy, S.;
      et al. Richness of human gut microbiome correlates with metabolic markers. Nature 2013, 500, 541–546. [CrossRef] [PubMed]
32.   Ferreira, C.; Viana, S.D.; Reis, F. Gut Microbiota Dysbiosis-Immune Hyperresponse-Inflammation Triad in Coronavirus Disease
      2019 (COVID-19): Impact of Pharmacological and Nutraceutical Approaches. Microorganisms 2020, 8, 1514. [CrossRef] [PubMed]
33.   Gautier, T.; David-Le Gall, S.; Sweidan, A.; Tamanai-Shacoori, Z.; Jolivet-Gougeon, A.; Loréal, O.; Bousarghin, L. Next-Generation
      Probiotics and Their Metabolites in COVID-19. Microorganisms 2021, 9, 941. [CrossRef] [PubMed]
34.   Hong, B.S.; Kim, M.R. Interplays between human microbiota and microRNAs in COVID-19 pathogenesis: A literature review.
      Phys. Act. Nutr. 2021, 25, 1–7. [CrossRef]
35.   Biliński, J.; Winter, K.; Jasiński, M.; Szcz˛eś, A.; Bilinska, N.; Mullish, B.H.; Małecka-Panas, E.; Basak, G.W. Rapid resolution of
      COVID-19 after faecal microbiota transplantation. Gut 2022, 71, 230–232. [CrossRef]
36.   McIlroy, J.R.; Mullish, B.H.; Goldenberg, S.D.; Ianiro, G.; Marchesi, J.R. Intestinal microbiome transfer, a novel therapeutic strategy
      for COVID-19 induced hyperinflammation?: In reply to, ‘COVID-19: Immunology and treatment options’, Felsenstein, Herbert
      McNamara et al. 2020’. Clin. Immunol. 2020, 218, 108542. [CrossRef]
37.   Nejadghaderi, S.A.; Nazemalhosseini-Mojarad, E.; Asadzadeh Aghdaei, H. Fecal microbiota transplantation for COVID-19; a
      potential emerging treatment strategy. Med. Hypotheses 2021, 147, 110476. [CrossRef]
38.   Ciacci, P.; Paraninfi, A.; Orlando, F.; Rella, S.; Maggio, E.; Oliva, A.; Cangemi, R.; Carnevale, R.; Bartimoccia, S.; Cammisotto, V.;
      et al. Endothelial dysfunction, oxidative stress and low-grade endotoxemia in COVID-19 patients hospitalised in medical wards.
      Microvasc. Res. 2023, 149, 104557. [CrossRef]
39.   Tang, L.; Gu, S.; Gong, Y.; Li, B.; Lu, H.; Li, Q.; Zhang, R.; Gao, X.; Wu, Z.; Zhang, J.; et al. Clinical Significance of the Correlation
      between Changes in the Major Intestinal Bacteria Species and COVID-19 Severity. Engeering 2020, 6, 1178–1184. [CrossRef]
40.   Yeoh, Y.K.; Zuo, T.; Lui, G.C.; Zhang, F.; Liu, Q.; Li, A.Y.; Chung, A.C.; Cheung, C.P.; Tso, E.Y.; Fung, K.S.; et al. Gut microbiota
      composition reflects disease severity and dysfunctional immune responses in patients with COVID-19. Gut 2021, 70, 698–706.
      [CrossRef]
41.   Farsi, Y.; Tahvildari, A.; Arbabi, M.; Vazife, F.; Sechi, L.A.; Shahidi Bonjar, A.H.; Jamshidi, P.; Nasiri, M.J.; Mirsaeidi, M. Diagnostic,
      Prognostic, and Therapeutic Roles of Gut Microbiota in COVID-19: A Comprehensive Systematic Review. Front. Cell Infect
      Microbiol. 2022, 12, 804644. [CrossRef] [PubMed]
42.   Liu, Q.; Mak, J.W.Y.; Su, Q.; Yeoh, Y.K.; Lui, G.C.; Ng, S.S.S.; Zhang, F.; Li, A.Y.L.; Lu, W.; Hui, D.S.; et al. Gut microbiota dynamics
      in a prospective cohort of patients with post-acute COVID-19 syndrome. Gut 2022, 71, 544–552. [CrossRef] [PubMed]
43.   Nashed, L.; Mani, J.; Hazrati, S.; Stern, D.B.; Subramanian, P.; Mattei, L.; Bittinger, K.; Hu, W.; Levy, S.; Maxwell, G.L.; et al. Gut
      microbiota changes are detected in asymptomatic very young children with SARS-CoV-2 infection. Gut 2022, 71, 2371–2373.
      [CrossRef] [PubMed]
44.   Zhou, Y.; Zhang, J.; Zhang, D.; Ma, W.L.; Wang, X. Linking the gut microbiota to persistent symptoms in survivors of COVID-19
      after discharge. J. Microbiol. 2021, 59, 941–948. [CrossRef] [PubMed]
45.   Zuo, T.; Zhang, F.; Lui, G.C.Y.; Yeoh, Y.K.; Li, A.Y.L.; Zhan, H.; Wan, Y.; Chung, A.C.K.; Cheung, C.P.; Chen, N.; et al. Alterations
      in Gut Microbiota of Patients With COVID-19 during Time of Hospitalization. Gastroenterology 2020, 159, 944–955.e948. [CrossRef]
      [PubMed]
46.   Simadibrata, D.M.; Lesmana, E.; Gunawan, J.; Quigley, E.M.; Simadibrata, M. A systematic review of gut microbiota profile in
      COVID-19 patients and among those who have recovered from COVID-19. J. Dig. Dis. 2023, 24, 244–261. [CrossRef]
47.   Giannos, P.; Prokopidis, K. Gut dysbiosis and long COVID-19: Feeling gutted. J. Med. Virol. 2022, 94, 2917–2918. [CrossRef]
48.   Vestad, B.; Ueland, T.; Lerum, T.V.; Dahl, T.B.; Holm, K.; Barratt-Due, A.; Kåsine, T.; Dyrhol-Riise, A.M.; Stiksrud, B.; Tonby, K.;
      et al. Respiratory dysfunction three months after severe COVID-19 is associated with gut microbiota alterations. J. Intern. Med.
      2022, 291, 801–812. [CrossRef]
49.   Zhang, D.; Zhou, Y.; Ma, Y.; Chen, P.; Tang, J.; Yang, B.; Li, H.; Liang, M.; Xue, Y.; Liu, Y.; et al. Gut Microbiota Dysbiosis Correlates
      With Long COVID-19 at One-Year After Discharge. J. Korean Med. Sci. 2023, 38, e120. [CrossRef]
50.   Cai, C.; Zhang, X.; Liu, Y.; Shen, E.; Feng, Z.; Guo, C.; Han, Y.; Ouyang, Y.; Shen, H. Gut microbiota imbalance in colorectal cancer
      patients, the risk factor of COVID-19 mortality. Gut Pathog. 2021, 13, 70. [CrossRef]
Int. J. Mol. Sci. 2023, 24, 12249                                                                                                   14 of 16
51.   Dhar, D.; Mohanty, A. Gut microbiota and Covid-19- possible link and implications. Virus Res. 2020, 285, 198018. [CrossRef]
      [PubMed]
52.   Gasmi, A.; Tippairote, T.; Mujawdiya, P.K.; Peana, M.; Menzel, A.; Dadar, M.; Benahmed, A.G.; Bjørklund, G. The microbiota-
      mediated dietary and nutritional interventions for COVID-19. Clin. Immunol. 2021, 226, 108725. [CrossRef]
53.   Fiorito, S.; Soligo, M.; Gao, Y.; Ogulur, I.; Akdis, C.A.; Bonini, S. Is the epithelial barrier hypothesis the key to understanding
      the higher incidence and excess mortality during COVID-19 pandemic? The case of Northern Italy. Allergy 2022, 77, 1408–1417.
      [CrossRef]
54.   Kalantar-Zadeh, K.; Ward, S.A.; Kalantar-Zadeh, K.; El-Omar, E.M. Considering the Effects of Microbiome and Diet on SARS-
      CoV-2 Infection: Nanotechnology Roles. ACS Nano 2020, 14, 5179–5182. [CrossRef] [PubMed]
55.   Grigg, J.B.; Sonnenberg, G.F. Host-Microbiota Interactions Shape Local and Systemic Inflammatory Diseases. J. Immunol. 2017,
      198, 564–571. [CrossRef] [PubMed]
56.   Yoon, H.; Schaubeck, M.; Lagkouvardos, I.; Blesl, A.; Heinzlmeir, S.; Hahne, H.; Clavel, T.; Panda, S.; Ludwig, C.; Kuster, B.; et al.
      Increased Pancreatic Protease Activity in Response to Antibiotics Impairs Gut Barrier and Triggers Colitis. Cell Mol. Gastroenterol.
      Hepatol. 2018, 6, 370–388.e373. [CrossRef]
57.   Donati Zeppa, S.; Agostini, D.; Piccoli, G.; Stocchi, V.; Sestili, P. Gut Microbiota Status in COVID-19: An Unrecognized Player?
      Front. Cell Infect. Microbiol. 2020, 10, 576551. [CrossRef]
58.   Tursi, A.; Papa, A. Intestinal Microbiome Modulation during Coronavirus Disease 2019: Another Chance to Manage the Disease?
      Gastroenterology 2022, 162, 2134. [CrossRef]
59.   Bernard-Raichon, L.; Venzon, M.; Klein, J.; Axelrad, J.E.; Zhang, C.; Sullivan, A.P.; Hussey, G.A.; Casanovas-Massana, A.; Noval,
      M.G.; Valero-Jimenez, A.M.; et al. Gut microbiome dysbiosis in antibiotic-treated COVID-19 patients is associated with microbial
      translocation and bacteremia. Nat. Commun. 2022, 13, 5926. [CrossRef]
60.   Merad, M.; Martin, J.C. Pathological inflammation in patients with COVID-19: A key role for monocytes and macrophages. Nat.
      Rev. Immunol. 2020, 20, 355–362. [CrossRef]
61.   Delgado-Roche, L.; Mesta, F. Oxidative Stress as Key Player in Severe Acute Respiratory Syndrome Coronavirus (SARS-CoV)
      Infection. Arch. Med. Res. 2020, 51, 384–387. [CrossRef] [PubMed]
62.   Muhammad, Y.; Kani, Y.A.; Iliya, S.; Muhammad, J.B.; Binji, A.; El-Fulaty Ahmad, A.; Kabir, M.B.; Umar Bindawa, K.; Ahmed, A.
      Deficiency of antioxidants and increased oxidative stress in COVID-19 patients: A cross-sectional comparative study in Jigawa,
      Northwestern Nigeria. SAGE Open Med. 2021, 9, 2050312121991246. [CrossRef] [PubMed]
63.   Fasano, A. Intestinal permeability and its regulation by zonulin: Diagnostic and therapeutic implications. Clin. Gastroenterol.
      Hepatol. 2012, 10, 1096–1100. [CrossRef] [PubMed]
64.   Wang, H.; Yang, P.; Liu, K.; Guo, F.; Zhang, Y.; Zhang, G.; Jiang, C. SARS coronavirus entry into host cells through a novel clathrin-
      and caveolae-independent endocytic pathway. Cell Res. 2008, 18, 290–301. [CrossRef]
65.   Lee, S.H.; Fujioka, S.; Takahashi, R.; Oe, T. Angiotensin II-Induced Oxidative Stress in Human Endothelial Cells: Modification of
      Cellular Molecules through Lipid Peroxidation. Chem. Res. Toxicol. 2019, 32, 1412–1422. [CrossRef]
66.   Suhail, S.; Zajac, J.; Fossum, C.; Lowater, H.; McCracken, C.; Severson, N.; Laatsch, B.; Narkiewicz-Jodko, A.; Johnson, B.; Liebau,
      J.; et al. Role of Oxidative Stress on SARS-CoV (SARS) and SARS-CoV-2 (COVID-19) Infection: A Review. Protein J. 2020, 39,
      644–656. [CrossRef] [PubMed]
67.   Otani, T.; Furuse, M. Tight Junction Structure and Function Revisited. Trends Cell Biol. 2020, 30, 805–817. [CrossRef]
68.   Kowalczuk, S.; Bröer, A.; Tietze, N.; Vanslambrouck, J.M.; Rasko, J.E.; Bröer, S. A protein complex in the brush-border membrane
      explains a Hartnup disorder allele. Faseb J. 2008, 22, 2880–2887. [CrossRef]
69.   Viana, S.D.; Nunes, S.; Reis, F. ACE2 imbalance as a key player for the poor outcomes in COVID-19 patients with age-related
      comorbidities—Role of gut microbiota dysbiosis. Ageing Res. Rev. 2020, 62, 101123. [CrossRef]
70.   Esensten, J.H.; Muller, Y.D.; Bluestone, J.A.; Tang, Q. Regulatory T-cell therapy for autoimmune and autoinflammatory diseases:
      The next frontier. J. Allergy Clin. Immunol. 2018, 142, 1710–1718. [CrossRef]
71.   Siddiqui, M.T.; Cresci, G.A.M. The Immunomodulatory Functions of Butyrate. J. Inflamm Res. 2021, 14, 6025–6041. [CrossRef]
      [PubMed]
72.   Akour, A. Probiotics and COVID-19: Is there any link? Lett. Appl. Microbiol. 2020, 71, 229–234. [CrossRef] [PubMed]
73.   He, Y.; Wang, J.; Li, F.; Shi, Y. Main Clinical Features of COVID-19 and Potential Prognostic and Therapeutic Value of the
      Microbiota in SARS-CoV-2 Infections. Front. Microbiol. 2020, 11, 1302. [CrossRef]
74.   Şahin, M. The role of probiotics in COVID-19 treatment: Gut microbiota can help physicians in the outbreak. Turk. J. Gastroenterol.
      2020, 31, 724–725. [CrossRef] [PubMed]
75.   Hirayama, M.; Nishiwaki, H.; Hamaguchi, T.; Ito, M.; Ueyama, J.; Maeda, T.; Kashihara, K.; Tsuboi, Y.; Ohno, K. Intestinal
      Collinsella may mitigate infection and exacerbation of COVID-19 by producing ursodeoxycholate. PLoS ONE 2021, 16, e0260451.
      [CrossRef] [PubMed]
76.   Badi, S.A.; Khatami, S.; Siadat, S.D. Tripartite communication in COVID-19 infection: SARS-CoV-2 pathogenesis, gut microbiota
      and ACE2. Future Virol. 2022, 17, 773–776. [CrossRef] [PubMed]
77.   Ferder, L.; Martín Giménez, V.M.; Inserra, F.; Tajer, C.; Antonietti, L.; Mariani, J.; Manucha, W. Vitamin D supplementation as
      a rational pharmacological approach in the COVID-19 pandemic. Am. J. Physiol. Lung Cell Mol. Physiol. 2020, 319, L941–L948.
      [CrossRef]
Int. J. Mol. Sci. 2023, 24, 12249                                                                                                     15 of 16
78.  Martín Giménez, V.M.; Ferder, L.; Inserra, F.; García, J.; Manucha, W. Differences in RAAS/vitamin D linked to genetics and
     socioeconomic factors could explain the higher mortality rate in African Americans with COVID-19. Ther. Adv. Cardiovasc. Dis.
     2020, 14, 1753944720977715. [CrossRef]
79. Martín Giménez, V.M.; Inserra, F.; Ferder, L.; García, J.; Manucha, W. Vitamin D deficiency in African Americans is associated
     with a high risk of severe disease and mortality by SARS-CoV-2. J. Hum. Hypertens. 2021, 35, 378–380. [CrossRef]
80. Ahmadi Badi, S.; Malek, A.; Paolini, A.; Rouhollahi Masoumi, M.; Seyedi, S.A.; Amanzadeh, A.; Masotti, A.; Khatami, S.; Siadat,
     S.D. Downregulation of ACE, AGTR1, and ACE2 genes mediating SARS-CoV-2 pathogenesis by gut microbiota members and
     their postbiotics on Caco-2 cells. Microb. Pathog. 2022, 173, 105798. [CrossRef]
81. Koester, S.T.; Li, N.; Lachance, D.M.; Morella, N.M.; Dey, N. Variability in digestive and respiratory tract Ace2 expression is
     associated with the microbiome. PLoS ONE 2021, 16, e0248730. [CrossRef] [PubMed]
82. Segal, J.P.; Mak, J.W.Y.; Mullish, B.H.; Alexander, J.L.; Ng, S.C.; Marchesi, J.R. The gut microbiome: An under-recognised
     contributor to the COVID-19 pandemic? Ther. Adv. Gastroenterol. 2020, 13, 1756284820974914. [CrossRef] [PubMed]
83. Yang, T.; Chakraborty, S.; Saha, P.; Mell, B.; Cheng, X.; Yeo, J.Y.; Mei, X.; Zhou, G.; Mandal, J.; Golonka, R.; et al. Gnotobiotic Rats
     Reveal That Gut Microbiota Regulates Colonic mRNA of Ace2, the Receptor for SARS-CoV-2 Infectivity. Hypertension 2020, 76,
     e1–e3. [CrossRef] [PubMed]
84. Vignesh, R.; Swathirajan, C.R.; Tun, Z.H.; Rameshkumar, M.R.; Solomon, S.S.; Balakrishnan, P. Could Perturbation of Gut
     Microbiota Possibly Exacerbate the Severity of COVID-19 via Cytokine Storm? Front. Immunol. 2020, 11, 607734. [CrossRef]
85. Belančić, A. Gut microbiome dysbiosis and endotoxemia—Additional pathophysiological explanation for increased COVID-19
     severity in obesity. Obes. Med. 2020, 20, 100302. [CrossRef]
86. Cardinale, V.; Capurso, G.; Ianiro, G.; Gasbarrini, A.; Arcidiacono, P.G.; Alvaro, D. Intestinal permeability changes with bacterial
     translocation as key events modulating systemic host immune response to SARS-CoV-2: A working hypothesis. Dig. Liver Dis.
     2020, 52, 1383–1389. [CrossRef]
87. Onishi, J.C.; Häggblom, M.M.; Shapses, S.A. Can Dietary Fatty Acids Affect the COVID-19 Infection Outcome in Vulnerable
     Populations? mBio 2020, 11, e01723-20. [CrossRef]
88. Kim, H.S. Do an Altered Gut Microbiota and an Associated Leaky Gut Affect COVID-19 Severity? mBio 2021, 12, 03022-20.
     [CrossRef]
89. Rajput, S.; Paliwal, D.; Naithani, M.; Kothari, A.; Meena, K.; Rana, S. COVID-19 and Gut Microbiota: A Potential Connection.
     Indian J. Clin. Biochem. 2021, 36, 266–277. [CrossRef]
90. Yu, L. Restoring Good Health in Elderly with Diverse Gut Microbiome and Food Intake Restriction to Combat COVID-19. Indian
     J. Microbiol. 2021, 61, 104–107. [CrossRef]
91. Rishi, P.; Thakur, K.; Vij, S.; Rishi, L.; Singh, A.; Kaur, I.P.; Patel, S.K.S.; Lee, J.K.; Kalia, V.C. Diet, Gut Microbiota and COVID-19.
     Indian J. Microbiol. 2020, 60, 420–429. [CrossRef] [PubMed]
92. Jagielski, P.; Łuszczki, E.; Wn˛ek, D.; Micek, A.; Bolesławska, I.; Piórecka, B.; Kawalec, P. Associations of Nutritional Behavior and
     Gut Microbiota with the Risk of COVID-19 in Healthy Young Adults in Poland. Nutrients 2022, 14, 350. [CrossRef] [PubMed]
93. Seong, H.; Kim, J.H.; Han, Y.H.; Seo, H.S.; Hyun, H.J.; Yoon, J.G.; Nham, E.; Noh, J.Y.; Cheong, H.J.; Kim, W.J.; et al. Clinical
     implications of gut microbiota and cytokine responses in coronavirus disease prognosis. Front. Immunol. 2023, 14, 1079277.
     [CrossRef] [PubMed]
94. Zhang, Q.; Yue, S.; Wang, W.; Chen, Y.; Zhao, C.; Song, Y.; Yan, D.; Zhang, L.; Tang, Y. Potential Role of Gut Microbiota in
     Traditional Chinese Medicine against COVID-19. Am. J. Chin. Med. 2021, 49, 785–803. [CrossRef]
95. Yu, X.; Zhang, X.; Jin, H.; Wu, Z.; Yan, C.; Liu, Z.; Xu, X.; Liu, S.; Zhu, F. Zhengganxifeng Decoction Affects Gut Microbiota and
     Reduces Blood Pressure via Renin-Angiotensin System. Biol. Pharm. Bull. 2019, 42, 1482–1490. [CrossRef]
96. Bousquet, J.; Anto, J.M.; Czarlewski, W.; Haahtela, T.; Fonseca, S.C.; Iaccarino, G.; Blain, H.; Vidal, A.; Sheikh, A.; Akdis, C.A.;
     et al. Cabbage and fermented vegetables: From death rate heterogeneity in countries to candidates for mitigation strategies of
     severe COVID-19. Allergy 2021, 76, 735–750. [CrossRef]
97. Iddir, M.; Brito, A.; Dingeo, G.; Fernandez Del Campo, S.S.; Samouda, H.; La Frano, M.R.; Bohn, T. Strengthening the Immune
     System and Reducing Inflammation and Oxidative Stress through Diet and Nutrition: Considerations during the COVID-19
     Crisis. Nutrients 2020, 12, 1562. [CrossRef]
98. Jardou, M.; Lawson, R. Supportive therapy during COVID-19: The proposed mechanism of short-chain fatty acids to prevent
     cytokine storm and multi-organ failure. Med. Hypotheses 2021, 154, 110661. [CrossRef]
99. Brown, J.A.; Sanidad, K.Z.; Lucotti, S.; Lieber, C.M.; Cox, R.M.; Ananthanarayanan, A.; Basu, S.; Chen, J.; Shan, M.; Amir, M.; et al.
     Gut microbiota-derived metabolites confer protection against SARS-CoV-2 infection. Gut Microbes 2022, 14, 2105609. [CrossRef]
100. Chiang, E.I.; Syu, J.N.; Hung, H.C.; Rodriguez, R.L.; Wang, W.J.; Chiang, E.R.; Chiu, S.C.; Chao, C.Y.; Tang, F.Y. N-3 polyunsat-
     urated fatty acids block the trimethylamine-N-oxide- ACE2- TMPRSS2 cascade to inhibit the infection of human endothelial
     progenitor cells by SARS-CoV-2. J. Nutr. Biochem. 2022, 109, 109102. [CrossRef]
101. Conte, L.; Toraldo, D.M. Targeting the gut-lung microbiota axis by means of a high-fibre diet and probiotics may have anti-
     inflammatory effects in COVID-19 infection. Ther. Adv. Respir. Dis. 2020, 14, 1753466620937170. [CrossRef] [PubMed]
102. Catinean, A.; Sida, A.; Silvestru, C.; Balan, G.G. Ongoing Treatment with a Spore-Based Probiotic Containing Five Strains of
     Bacillus Improves Outcomes of Mild COVID-19. Nutrients 2023, 15, 488. [CrossRef] [PubMed]
Int. J. Mol. Sci. 2023, 24, 12249                                                                                                           16 of 16
103. Zhang, L.; Han, H.; Li, X.; Chen, C.; Xie, X.; Su, G.; Ye, S.; Wang, C.; He, Q.; Wang, F.; et al. Probiotics use is associated with
     improved clinical outcomes among hospitalized patients with COVID-19. Ther. Adv. Gastroenterol. 2021, 14, 17562848211035670.
     [CrossRef] [PubMed]
104. Zhang, L.; Xu, Z.; Mak, J.W.Y.; Chow, K.M.; Lui, G.; Li, T.C.M.; Wong, C.K.; Chan, P.K.S.; Ching, J.Y.L.; Fujiwara, Y.; et al.
     Gut microbiota-derived synbiotic formula (SIM01) as a novel adjuvant therapy for COVID-19: An open-label pilot study. J.
     Gastroenterol. Hepatol. 2022, 37, 823–831. [CrossRef]
105. Hu, J.; Zhang, L.; Lin, W.; Tang, W.; Chan, F.K.L.; Ng, S.C. Review article: Probiotics, prebiotics and dietary approaches during
     COVID-19 pandemic. Trends Food Sci. Technol. 2021, 108, 187–196. [CrossRef]
106. Mirzaei, R.; Attar, A.; Papizadeh, S.; Jeda, A.S.; Hosseini-Fard, S.R.; Jamasbi, E.; Kazemi, S.; Amerkani, S.; Talei, G.R.; Moradi, P.;
     et al. The emerging role of probiotics as a mitigation strategy against coronavirus disease 2019 (COVID-19). Arch. Virol. 2021, 166,
     1819–1840. [CrossRef]
107. Baud, D.; Dimopoulou Agri, V.; Gibson, G.R.; Reid, G.; Giannoni, E. Using Probiotics to Flatten the Curve of Coronavirus Disease
     COVID-2019 Pandemic. Front. Public Health 2020, 8, 186. [CrossRef]
108. Patra, S.; Saxena, S.; Sahu, N.; Pradhan, B.; Roychowdhury, A. Systematic Network and Meta-analysis on the Antiviral Mechanisms
     of Probiotics: A Preventive and Treatment Strategy to Mitigate SARS-CoV-2 Infection. Probiotics Antimicrob. Proteins 2021, 13,
     1138–1156. [CrossRef]
109. Liu, F.; Ye, S.; Zhu, X.; He, X.; Wang, S.; Li, Y.; Lin, J.; Wang, J.; Lin, Y.; Ren, X.; et al. Gastrointestinal disturbance and effect of fecal
     microbiota transplantation in discharged COVID-19 patients. J. Med. Case Rep. 2021, 15, 60. [CrossRef]
110. Chen, J.; Vitetta, L.; Henson, J.D.; Hall, S. The intestinal microbiota and improving the efficacy of COVID-19 vaccinations. J. Funct.
     Foods 2021, 87, 104850. [CrossRef]
111. Leung, J.S.M. Interaction between gut microbiota and COVID-19 and its vaccines. World J. Gastroenterol. 2022, 28, 5801–5806.
     [CrossRef] [PubMed]
112. Ng, H.Y.; Leung, W.K.; Cheung, K.S. Association between Gut Microbiota and SARS-CoV-2 Infection and Vaccine Immunogenicity.
     Microorganisms 2023, 11, 452. [CrossRef] [PubMed]
113. Ng, S.C.; Peng, Y.; Zhang, L.; Mok, C.K.; Zhao, S.; Li, A.; Ching, J.Y.; Liu, Y.; Yan, S.; Chan, D.L.S.; et al. Gut microbiota composition
     is associated with SARS-CoV-2 vaccine immunogenicity and adverse events. Gut 2022, 71, 1106–1116. [CrossRef]
114. Hirota, M.; Tamai, M.; Yukawa, S.; Taira, N.; Matthews, M.M.; Toma, T.; Seto, Y.; Yoshida, M.; Toguchi, S.; Miyagi, M.; et al.
     Human immune and gut microbial parameters associated with inter-individual variations in COVID-19 mRNA vaccine-induced
     immunity. Commun. Biol. 2023, 6, 368. [CrossRef]
115. Oh, S.; Seo, H. Dietary intervention with functional foods modulating gut microbiota for improving the efficacy of COVID-19
     vaccines. Heliyon 2023, 9, e15668. [CrossRef]
116. Cao, J.; Wang, C.; Zhang, Y.; Lei, G.; Xu, K.; Zhao, N.; Lu, J.; Meng, F.; Yu, L.; Yan, J.; et al. Integrated gut virome and bacteriome
     dynamics in COVID-19 patients. Gut Microbes 2021, 13, 1–21. [CrossRef]
117. Lu, Z.H.; Zhou, H.W.; Wu, W.K.; Fu, T.; Yan, M.; He, Z.; Sun, S.W.; Ji, Z.H.; Shao, Z.J. Alterations in the Composition of Intestinal
     DNA Virome in Patients With COVID-19. Front. Cell Infect Microbiol. 2021, 11, 790422. [CrossRef]
118. Reinold, J.; Farahpour, F.; Schoerding, A.K.; Fehring, C.; Dolff, S.; Konik, M.; Korth, J.; van Baal, L.; Buer, J.; Witzke, O.; et al. The
     Fungal Gut Microbiome Exhibits Reduced Diversity and Increased Relative Abundance of Ascomycota in Severe COVID-19
     Illness and Distinct Interconnected Communities in SARS-CoV-2 Positive Patients. Front. Cell Infect Microbiol. 2022, 12, 848650.
     [CrossRef] [PubMed]
119. Zuo, T.; Liu, Q.; Zhang, F.; Yeoh, Y.K.; Wan, Y.; Zhan, H.; Lui, G.C.Y.; Chen, Z.; Li, A.Y.L.; Cheung, C.P.; et al. Temporal landscape
     of human gut RNA and DNA virome in SARS-CoV-2 infection and severity. Microbiome 2021, 9, 91. [CrossRef]
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual
author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to
people or property resulting from any ideas, methods, instructions or products referred to in the content.