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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">IJMM</journal-id>
<journal-title-group>
<journal-title>International Journal of Molecular Medicine</journal-title>
</journal-title-group>
<issn pub-type="ppub">1107-3756</issn>
<issn pub-type="epub">1791-244X</issn>
<publisher>
<publisher-name>D.A. Spandidos</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3892/ijmm.2022.5088</article-id>
<article-id pub-id-type="publisher-id">IJMM-0-0-05088</article-id>
<article-categories>
<subj-group>
<subject>Articles</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Possible effects of sirolimus treatment on the long-term efficacy of COVID-19 vaccination in patients with &#x03B2;-thalassemia: A theoretical perspective</article-title>
<subtitle>Hypothesis and Theory</subtitle>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>Zurlo</surname><given-names>Matteo</given-names></name>
<xref rid="af1-ijmm-0-0-05088" ref-type="aff">1</xref></contrib>
<contrib contrib-type="author"><name><surname>Nicoli</surname><given-names>Francesco</given-names></name>
<xref rid="af2-ijmm-0-0-05088" ref-type="aff">2</xref></contrib>
<contrib contrib-type="author"><name><surname>Borgatti</surname><given-names>Monica</given-names></name>
<xref rid="af1-ijmm-0-0-05088" ref-type="aff">1</xref></contrib>
<contrib contrib-type="author"><name><surname>Finotti</surname><given-names>Alessia</given-names></name>
<xref rid="af1-ijmm-0-0-05088" ref-type="aff">1</xref></contrib>
<contrib contrib-type="author"><name><surname>Gambari</surname><given-names>Roberto</given-names></name>
<xref rid="af1-ijmm-0-0-05088" ref-type="aff">1</xref>
<xref rid="c1-ijmm-0-0-05088" ref-type="corresp"/></contrib>
</contrib-group>
<aff id="af1-ijmm-0-0-05088"><label>1</label>Department of Life Sciences and Biotechnology, University of Ferrara, I-44121 Ferrara, Italy</aff>
<aff id="af2-ijmm-0-0-05088"><label>2</label>Department of Chemical, Pharmaceutical and Agricultural Sciences, University of Ferrara, I-44121 Ferrara, Italy</aff>
<author-notes>
<corresp id="c1-ijmm-0-0-05088"><italic>Correspondence to</italic>: Professor Roberto Gambari, Department of Life Sciences and Biotechnology, University of Ferrara, Via Fossato di Mortara 74, I-44121 Ferrara, Italy, E-mail: <email>gam@unife.it</email></corresp>
</author-notes>
<pub-date pub-type="ppub">
<month>03</month>
<year>2022</year></pub-date>
<pub-date pub-type="epub">
<day>19</day>
<month>01</month>
<year>2022</year></pub-date>
<volume>49</volume>
<issue>3</issue>
<elocation-id>33</elocation-id>
<history>
<date date-type="received"><day>25</day><month>10</month><year>2021</year></date>
<date date-type="accepted"><day>03</day><month>01</month><year>2022</year></date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2022, Spandidos Publications</copyright-statement>
<copyright-year>2022</copyright-year>
</permissions>
<abstract>
<p>The pandemic caused by the severe acute respiratory syndrome coronavirus (SARS-CoV-2), responsible for coronavirus disease 2019 (COVID-19) has posed a major challenge for global health. In order to successfully combat SARS-CoV-2, the development of effective COVID-19 vaccines is crucial. In this context, recent studies have highlighted a high COVID-19 mortality rate in patients affected by &#x03B2;-thalassemia, probably due to their co-existent immune deficiencies. In addition to a role in the severity of SARS-CoV-2 infection and in the mortality rate of COVID-19-infected patients with thalassemia, immunosuppression is expected to deeply affect the effectivity of anti-COVID-19 vaccines. In the context of the interplay between thalassemia-associated immunosuppression and the effectiveness of COVID-19 vaccines, the employment of immunomodulatory molecules is hypothesized. For instance, short-term treatment with mammalian target of rapamycin inhibitors (such as everolimus and sirolimus) has been found to improve responses to influenza vaccination in adults, with benefits possibly persisting for a year following treatment. Recently, sirolimus has been considered for the therapy of hemoglobinopathies (including &#x03B2;-thalassemia). Sirolimus induces the expression of fetal hemoglobin (and this may contribute to the amelioration of the clinical parameters of patients with &#x03B2;-thalassemia) and induces autophagy (thereby reducing the excessive levels of &#x03B1;-globin). It may also finally contribute to the mobilization of erythroid cells from the bone marrow (thereby reducing anemia). In the present study, the authors present the hypothesis that sirolimus treatment, in addition to its beneficial effects on erythroid-related parameters, may play a crucial role in sustaining the effects of COVID-19 vaccination in patients with &#x03B2;-thalassemia. This hypothesis is based on several publications demonstrating the effects of sirolimus treatment on the immune system.</p>
</abstract>
<kwd-group>
<kwd>COVID-19</kwd>
<kwd>vaccines</kwd>
<kwd>sirolimus</kwd>
<kwd>&#x03B2;-thalassemia</kwd>
<kwd>mTOR</kwd>
</kwd-group>
<funding-group>
<award-group>
<funding-source>Wellcome Trust</funding-source>
<award-id>208872/Z/17/Z</award-id>
</award-group>
<award-group>
<funding-source>AIFA</funding-source>
<award-id>AIFA-2016-02364887</award-id>
</award-group>
<award-group>
<funding-source>MUR-FISR COVID-miRNAPNA Project</funding-source>
<award-id>FISR2020IP_04128</award-id>
</award-group>
<funding-statement>The present study was supported by the Wellcome Trust (United Kingdom, Innovator Award 208872/Z/17/Z), by AIFA (Agenzia Italiana del Farmaco, Italy, AIFA-2016-02364887) and by the MUR-FISR COVID-miRNAPNA Project (FISR2020IP_04128).</funding-statement>
</funding-group>
</article-meta>
</front>
<body>
<sec sec-type="intro">
<title>Introduction</title>
<p>The dramatic pandemic caused by the severe acute respiratory syndrome coronavirus (SARS-CoV-2), responsible for coronavirus disease 2019 (COVID-19) has posed a major new challenge for human health worldwide (<xref rid="b1-ijmm-0-0-05088" ref-type="bibr">1</xref>,<xref rid="b2-ijmm-0-0-05088" ref-type="bibr">2</xref>). The rapidly increasing amounts of research on COVID-19 has allowed for the understanding of several aspects of the pathophysiology of SARS-CoV-2, including the key steps of infection, the hyper-inflammatory state (termed &#x2018;cytokine storm&#x2019;) leading to acute respiratory distress syndrome (ARDS), and the fact that severe forms of this disease are more frequently observed in elderly patients, particularly when associated with underlying comorbidities, such as hypertension, diabetes, obesity, ischemic heart disease (IHD) and chronic obstructive pulmonary disease (COPD) (<xref rid="b2-ijmm-0-0-05088" ref-type="bibr">2</xref>,<xref rid="b3-ijmm-0-0-05088" ref-type="bibr">3</xref>). Moreover, the mortality rate caused by COVID-19 has been found to increase exponentially with age, even considering the very high variability in the reported mortality rates by studies employed on very different testing strategies and therapeutic interventions (<xref rid="b4-ijmm-0-0-05088" ref-type="bibr">4</xref>&#x2013;<xref rid="b6-ijmm-0-0-05088" ref-type="bibr">6</xref>).</p>
<p>Recent research has highlighted a high COVID-19 mortality rate in patients with &#x03B2;-thalassemia (<xref rid="b7-ijmm-0-0-05088" ref-type="bibr">7</xref>), probably due to co-existent immune deficiencies (<xref rid="b8-ijmm-0-0-05088" ref-type="bibr">8</xref>). Immune dysfunctions characterizing patients with thalassemia include changes in lymphocyte subsets, such as the accumulation of suppressor T-cells and the reduced proliferative capacity and numbers of T-helper cells, as well as the defective activity of natural killer (NK) cells. Similarly, an altered humoral immunity has been found in patients with &#x03B2;-thalassemia (<xref rid="b9-ijmm-0-0-05088" ref-type="bibr">9</xref>). Subjects presenting with similar immune system defects (i.e., the elderly) exhibit a marked susceptibility to severe COVID-19-related symptoms (<xref rid="b4-ijmm-0-0-05088" ref-type="bibr">4</xref>&#x2013;<xref rid="b6-ijmm-0-0-05088" ref-type="bibr">6</xref>,<xref rid="b10-ijmm-0-0-05088" ref-type="bibr">10</xref>). This suggests that &#x03B2;-thalassemia-associated immunosuppression should be actively targeted to protect these patients.</p>
<p>In addition to a role in the severity of SARS-CoV-2 infection and in the mortality of the COVID-19-infected patients with thalassemia, immunosuppression is expected to greatly affect the effectiveness of anti-COVID-19 vaccines. This is a key issue, since it is widely accepted that the development of effective COVID-19 vaccination is crucial in order to successfully combat SARS-CoV-2 (<xref rid="b11-ijmm-0-0-05088" ref-type="bibr">11</xref>&#x2013;<xref rid="b13-ijmm-0-0-05088" ref-type="bibr">13</xref>). In this context, the need for prospective immunosurveillance studies in order to estimate the duration of immunity is of utmost importance and impact (<xref rid="b11-ijmm-0-0-05088" ref-type="bibr">11</xref>&#x2013;<xref rid="b14-ijmm-0-0-05088" ref-type="bibr">14</xref>). Effective and long-lasting COVID-19 vaccination will require interventions that generate potent humoral and cellular responses against SARS-CoV-2 antigens (<xref rid="b12-ijmm-0-0-05088" ref-type="bibr">12</xref>,<xref rid="b13-ijmm-0-0-05088" ref-type="bibr">13</xref>). In this respect, one of the unanswered issues regarding COVID-19 vaccination is the length of time this approach will protect the vaccinated population from infection by SARS-CoV-2 and from the development of severe COVID-19-associated symptoms (<xref rid="b12-ijmm-0-0-05088" ref-type="bibr">12</xref>,<xref rid="b13-ijmm-0-0-05088" ref-type="bibr">13</xref>).</p>
<p>In the context of the interplay between thalassemia-associated immunosuppression and the effectiveness of COVID-19 vaccines, the employment of immunomodulatory molecules has been considered. For instance, short-term treatment with mammalian target of rapamycin (mTOR) inhibitors (such as everolimus and sirolimus) has been found to improve responses to influenza vaccination in adults, with benefits possibly persisting for a year following treatment (<xref rid="b15-ijmm-0-0-05088" ref-type="bibr">15</xref>,<xref rid="b16-ijmm-0-0-05088" ref-type="bibr">16</xref>). Such drugs suppress excess inflammation, while also improving innate immunity.</p>
<p>Sirolimus has been considered for the therapy of hemoglobinopathies (for example &#x03B2;-thalassemia and sickle-cell disease) (<xref rid="b17-ijmm-0-0-05088" ref-type="bibr">17</xref>&#x2013;<xref rid="b22-ijmm-0-0-05088" ref-type="bibr">22</xref>). Two clinical trials based on the employment of sirolimus for thalassemia have been activated, NCT03877809 (A Personalized Medicine Approach for &#x03B2;-thalassemia Transfusion Dependent Patients: Testing Sirolimus in a First Pilot Clinical Trial) and NCT04247750 (Treatment of &#x03B2;-thalassemia Patients with Rapamycin: From Pre-clinical Research to a Clinical Trial), both using low doses of sirolimus for a 12-month period. The rationale of these two trials is that sirolimus may be of interest for use in &#x03B2;-thalassemia, since it induces the expression of fetal hemoglobin (and this may contribute to ameliorate the clinical parameters of these patients), induces autophagy (thereby reducing the excess of &#x03B1;-globin) and, finally, may contribute to mobilization of erythroid cell from the bone marrow (thereby reducing anemia). In addition to these positive effects on the hematopoietic system, sirolimus may improve the immune system of these patients. This may be a crucial issue, particularly considering that the majority of patients with &#x03B2;-thalassemia who are currently being vaccinated against COVID-19 are in the 45&#x2013;60 age category. Moreover, it should be underlined that sirolimus and sirolimus analogs (such as everolimus) are extensively used in routine therapy and in clinical studies for the treatment of other diseases, such as renal, cardiac and liver transplantation (<xref rid="b23-ijmm-0-0-05088" ref-type="bibr">23</xref>&#x2013;<xref rid="b26-ijmm-0-0-05088" ref-type="bibr">26</xref>), systemic lupus erythematosus (<xref rid="b27-ijmm-0-0-05088" ref-type="bibr">27</xref>), lymphangioleiomyomatosis (<xref rid="b28-ijmm-0-0-05088" ref-type="bibr">28</xref>), tuberous sclerosis complex (<xref rid="b29-ijmm-0-0-05088" ref-type="bibr">29</xref>), recurrent meningioma (<xref rid="b30-ijmm-0-0-05088" ref-type="bibr">30</xref>), pancreatic neuroendocrine tumors (<xref rid="b31-ijmm-0-0-05088" ref-type="bibr">31</xref>), advanced differentiated thyroid cancers (<xref rid="b32-ijmm-0-0-05088" ref-type="bibr">32</xref>), advanced breast cancer (<xref rid="b33-ijmm-0-0-05088" ref-type="bibr">33</xref>), diffuse large B-cell lymphomas (<xref rid="b34-ijmm-0-0-05088" ref-type="bibr">34</xref>), metastatic renal cell carcinoma (<xref rid="b35-ijmm-0-0-05088" ref-type="bibr">35</xref>).</p>
</sec>
<sec>
<title>The hypothesis</title>
<p>The working hypothesis is that use of sirolimus can sustain the effectiveness of COVID-19 vaccination in patients with &#x03B2;-thalassemia (<xref rid="f1-ijmm-0-0-05088" ref-type="fig">Fig. 1</xref>) (<xref rid="b36-ijmm-0-0-05088" ref-type="bibr">36</xref>). This hypothesis is based on several publications demonstrating the effects of sirolimus on the immune system, as well as on the growing interest for immunomodulators functioning through metabolic manipulation (<xref rid="b37-ijmm-0-0-05088" ref-type="bibr">37</xref>). For instance, Amiel <italic>et al</italic> (<xref rid="b38-ijmm-0-0-05088" ref-type="bibr">38</xref>) demonstrated that sirolimus promoted dendritic cell (DC) activation and enhanced therapeutic autologous vaccination in mice. These findings define mTOR as a molecular target for augmenting DC survival and activation, and document a novel pharmacologic approach for enhancing the efficacy of therapeutic autologous DC vaccination. In addition, Araki <italic>et al</italic> (<xref rid="b39-ijmm-0-0-05088" ref-type="bibr">39</xref>) proposed that sirolimus improved both the quantity and quality of memory CD8<sup>&#x002B;</sup> T-cells induced by viral infection and vaccination, demonstrating that mTOR is also a major regulator of memory CD8<sup>&#x002B;</sup> T-cell differentiation. These discoveries have implications for the development of novel vaccine regimens, and sirolimus can thus have potential for use in improving vaccine efficacy. Notably, the timing of treatment may be of utmost importance. Indeed, mTOR activity is required for B- and T-cell priming, thus arguing against a concomitant use of sirolimus together with vaccination (<xref rid="b40-ijmm-0-0-05088" ref-type="bibr">40</xref>,<xref rid="b41-ijmm-0-0-05088" ref-type="bibr">41</xref>). Conversely, mTOR inhibition may be crucial for the maintenance of memory lymphocytes (<xref rid="b39-ijmm-0-0-05088" ref-type="bibr">39</xref>,<xref rid="b42-ijmm-0-0-05088" ref-type="bibr">42</xref>), thus potentially prolonging vaccine immunogenicity. It was thus hypothesized that sirolimus may be tested for possible administration during the early memory phases; i.e., 30&#x2013;60 days following vaccination.</p>
<p>The information on the possible effects of sirolimus on vaccines is also of great interest considering that sirolimus is extensively used in routine therapy and in clinical studies for other diseases. In addition, the campaign for COVID-19 vaccination is ongoing and will include patients presently being treated with sirolimus.</p>
<p>This hypothesis is sustained by preliminary results obtained in the concluded NCT03877809 trial, indicating that treatment with sirolimus did not lead to a major alteration of the immunophenotype. In particular, the <italic>in vivo</italic> treatment of patients with &#x03B2;-thalassemia with a daily administration of 0.5 mg of sirolimus does not affect the CD8<sup>&#x002B;</sup> T-lymphocyte population over the period of 180 days of therapy. This conclusion was achieved by flow cytometric analysis of peripheral blood mononuclear cells (PBMCs) aimed at assessing the preservation of different immune cell subsets (B-cells, regulatory and conventional CD4<sup>&#x002B;</sup> T-cells, CD8<sup>&#x002B;</sup> T-cells and monocytes) (unpublished data).</p>
</sec>
<sec>
<title>Possible experimental evaluation of the hypothesis</title>
<p>In order to verify whether sirolimus treatment affects COVID-19 vaccine immune memory maintenance, two study groups are required, both undergoing COVID-19 vaccination: The first vaccinated cohort can be treated daily with 0.5-2 mg sirolimus for 6 months, that will generate a blood concentration ranging between 2-2.5 ng/ml in these patients. The second (control) vaccinated cohort will not be treated with sirolimus. Blood sampling for PBMCs and plasma isolation can be performed in both cohorts, at 1&#x2013;2 months after the second dose of the vaccine and before commencing treatment with sirolimus; the subsequent samplings will be performed after 90, 180 and 360 days.</p>
<p>Concerning general/non-specific sirolimus-mediated effects on immune-cell subsets, longitudinal immunophenotypic analyses of PBMCs are necessary to assess any eventual fluctuation in the proportion of myeloid and lymphoid cells as well as of specific T- and B-lymphocyte subsets (naive, memory and suppressor cells). This will allow the study of possible modulations of immune cells in the cohort of patients being treated with sirolimus after vaccination compared to those who are only vaccinated, with particular interest in some subpopulations that may be altered in patients with thalassemia and/or be positively modulated by sirolimus (for example NK cells, DCs and memory CD8<sup>&#x002B;</sup> T-lymphocytes).</p>
<p>To assess whether sirolimus improves vaccine-specific memory cellular immunity, the frequency of SARS-CoV-2-specific CD4<sup>&#x002B;</sup> and CD8<sup>&#x002B;</sup> memory T-cells should be measured at different time points. In this respect, several approaches have been envisaged, spanning from the use of tetramers [for defined human leukocyte antigen (HLA)-haplotypes] to the use of pools of overlapping peptides covering different HLA alleles (<xref rid="b43-ijmm-0-0-05088" ref-type="bibr">43</xref>,<xref rid="b44-ijmm-0-0-05088" ref-type="bibr">44</xref>) or of specific epitopes restricted for specific HLAs (<xref rid="b45-ijmm-0-0-05088" ref-type="bibr">45</xref>). As it may be speculated that sirolimus may exert effects on all the memory T-cell compartments, the assessment of recall responses towards other previous encountered antigens could also be performed, e.g., through the use of HLA class I- and II-presented peptide pools containing various antigenic stimuli (Epstein-Barr virus, cytomegalovirus, tetanus and flu). This approach could help to elucidate whether sirolimus limits the normal decline in function that is expected in the passage of time.</p>
<p>To evaluate whether the intake of sirolimus improves vaccine-specific memory humoral immunity, the titers of binding and/or neutralizing specific antibodies against the SARS-CoV-2 spike protein induced by vaccination should be measured longitudinally. This analysis, in addition to verifying the immunomodulatory effect of sirolimus, may provide an estimate of how effective COVID-19 vaccines are over time.</p>
<p>Patients with thalassemia exhibit several immune alterations which may severely affect vaccine effectiveness or in general, the susceptibly to antigenic challenges. Thus, beyond the effects of sirolimus on COVID-19 vaccine responsiveness, its use may be envisaged to restore these immunological abnormalities. For instance, DC maturation is reduced in patients with thalassemia. Therefore, its induction from monocytes in patients before and after treatment could be assessed. In addition, patients with thalassemia present with an increased number and functionality of suppressor T-cells and reduced T-helper cell proliferation. Thus, taking advantage of the proposed research, it can be eventually estimated whether sirolimus can restore the balance and functionality within the T-cell subsets.</p>
<p>Additionally, to ensure the safety profile of sirolimus treatment and since the patient&#x0027;s inflammatory state may influence the vaccine response (<xref rid="b46-ijmm-0-0-05088" ref-type="bibr">46</xref>), a qualitative-quantitative analysis of the cytokines involved in adaptive immunity and inflammation in the plasma of patients treated or not with sirolimus may be appropriate.</p>
</sec>
<sec sec-type="conclusions">
<title>Conclusions and future perspectives</title>
<p>The expected outcomes of the research activity finalized to examine the effects of <italic>in vivo</italic> treatment with sirolimus in patients with &#x03B2;-thalassemia vaccinated against SARS-CoV-2 are several and crucial. A first point is related to the detection of SARS-CoV-2-specific IgG in the plasma of treated patients and the evaluation of the effects of sirolimus. A second point is the quantification and determinations of the biological activity of SARS-CoV-2-specific memory T-cells in patients with &#x03B2;-thalassemia vaccinated against COVID-19. This point is crucial since molecules potentiating vaccination may be of great interest in a pandemic period in which the administration of a third dose of anti-SARS-CoV-2 vaccines is ongoing in several countries. In this respect, the overall effects of sirolimus treatment on the immune defects of patients with &#x03B2;-thalassemia is a key factor for determining whether this treatment may be proposed.</p>
<p>It should be noted that the impact of this research activity is not limited the sirolimus-treated patients with &#x03B2;-thalassemia. In fact, considering that mTOR inhibitors, such as sirolimus are employed in the treatment of a large variety of pathologies (<xref rid="b23-ijmm-0-0-05088" ref-type="bibr">23</xref>&#x2013;<xref rid="b36-ijmm-0-0-05088" ref-type="bibr">36</xref>), the number of patients taking advantages in the case this hypothesis will be confirmed, is relevant. Moreover, it can be envisaged that sirolimus treatment could be used to improve COVID-19 vaccine responses in other populations as well, such as the elderly where similar approaches have already been shown to improve the efficacy of the flu vaccine (<xref rid="b47-ijmm-0-0-05088" ref-type="bibr">47</xref>,<xref rid="b48-ijmm-0-0-05088" ref-type="bibr">48</xref>). On the other hand, it should be emphasized that the importance of testing geroprotective drugs (such as sirolimus) will extend far beyond the COVID-19 pandemic to improve overall health resilience of aged populations (<xref rid="b46-ijmm-0-0-05088" ref-type="bibr">46</xref>,<xref rid="b49-ijmm-0-0-05088" ref-type="bibr">49</xref>,<xref rid="b50-ijmm-0-0-05088" ref-type="bibr">50</xref>).</p>
<p>Finally, mTOR inhibitors (such as sirolimus and metformin) are at present undergoing clinical trials as anti-COVID-19 drugs (NCT04461340 and NCT04510194) (<xref rid="b51-ijmm-0-0-05088" ref-type="bibr">51</xref>), also considering their effects on activation of autophagy, that is deeply down-regulated during SARS-CoV-2 infection (<xref rid="b52-ijmm-0-0-05088" ref-type="bibr">52</xref>). In consideration of the multiple biochemical and cellular effects of sirolimus against SARS-CoV2, it can be considered as a repurposed drug for anti-COVID-19 therapy (<xref rid="b53-ijmm-0-0-05088" ref-type="bibr">53</xref>).</p>
<p>In conclusion, the proposed approaches may lead to the development of protocols for sustaining the effects of COVID-19 vaccines in fragile subjects. This is a major issue in the management of patients with COVID-19 in the future and in planning mass immunization strategies finalized in reaching the herd immunity in short period of time.</p>
</sec>
</body>
<back>
<ack>
<title>Acknowledgements</title>
<p>The authors would like to thank Dr Maria Rita Gamberini (Day Hospital Thalassemia, Arcispedale S. Anna, Ferrara) for her support and helpful discussions.</p>
</ack>
<sec sec-type="data-availability">
<title>Availability of data and materials</title>
<p>Data sharing is not applicable to this article, as no datasets were generated or analyzed during the current study.</p>
</sec>
<sec>
<title>Authors&#x0027; contributions</title>
<p>MZ, RG and FN were involved in the conceptualization of the study. AF, MB and RG were involved in the writing and preparation of the original draft, and in the writing, reviewing and editing of the study. MZ and FN were involved in the processing of the figure. RG and AF supervised the study. All authors have read and approved the final manuscript. Data authentication is not applicable.</p>
</sec>
<sec>
<title>Ethics approval and consent to participate</title>
<p>Not applicable.</p>
</sec>
<sec>
<title>Patient consent for publication</title>
<p>Not applicable.</p>
</sec>
<sec sec-type="COI-statement">
<title>Competing interests</title>
<p>The authors declare that they have no competing interests.</p>
</sec>
<glossary>
<def-list>
<title>Abbreviations</title>
<def-item><term>COVID-19</term><def><p>coronavirus disease 2019</p></def></def-item>
<def-item><term>SARS-CoV-2</term><def><p>severe acute respiratory syndrome coronavirus 2</p></def></def-item>
<def-item><term>mTOR</term><def><p>mammalian target of rapamycin</p></def></def-item>
<def-item><term>ARDS</term><def><p>acute respiratory distress syndrome</p></def></def-item>
<def-item><term>IHD</term><def><p>ischemic heart disease</p></def></def-item>
<def-item><term>COPD</term><def><p>chronic obstructive pulmonary disease</p></def></def-item>
<def-item><term>NK cells</term><def><p>natural killer cells</p></def></def-item>
<def-item><term>DC</term><def><p>dendritic cell</p></def></def-item>
<def-item><term>PBMC</term><def><p>peripheral blood mononuclear cell</p></def></def-item>
<def-item><term>HLA</term><def><p>human leukocyte antigen</p></def></def-item>
<def-item><term>APC</term><def><p>antigen-presenting cell</p></def></def-item>
</def-list>
</glossary>
<ref-list>
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<fig id="f1-ijmm-0-0-05088" position="float">
<label>Figure 1.</label>
<caption><p>Possible effects of sirolimus on memory T-cells following COVID-19 vaccination. APCs present the vaccine-produced viral antigens to na&#x00EF;ve T-cells, initiating a program of clonal expansion (expansion phase) and differentiation into effector T-cells. The functions of these cells include the secretion of pro-inflammatory cytokines (such as TNF-&#x03B1;, IFN-&#x03B3; and IL-2) and cytotoxic molecules (such as perforin and granzymes). The contraction phase follows vaccine clearance and is characterized by the apoptosis of an important proportion of T-cells. In the memory phase (that can persist for years), memory T-cells remain present in the host and can rapidly expand and acquire effector functions in the case of a secondary exposure to the same vaccine or after infection by the virus against which the vaccine has been developed (<xref rid="b36-ijmm-0-0-05088" ref-type="bibr">36</xref>). The hypothesis is that sirolimus treatment after the expansion phase may provide a higher quantity/quality of memory T-cells during the contraction and memory phases. APCs, antigen-presenting cells; COVID-19, coronavirus disease 2019.</p></caption>
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