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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Transpl. Int.</journal-id>
<journal-title-group>
<journal-title>Transplant International</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Transpl. Int.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1432-2277</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">15074</article-id>
<article-id pub-id-type="doi">10.3389/ti.2025.15074</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Review</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Immune Monitoring Goes Viral &#x2013; Torque Teno Virus for Immunologic Risk Stratification After Kidney Transplantation</article-title>
<alt-title alt-title-type="left-running-head">Doberer et al.</alt-title>
<alt-title alt-title-type="right-running-head">Torque Teno Virus for Immune Monitoring</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Doberer</surname>
<given-names>Konstantin</given-names>
</name>
<xref ref-type="aff" rid="aff1"/>
<xref ref-type="author-notes" rid="fn001">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1504781"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kapps</surname>
<given-names>Sebastian</given-names>
</name>
<xref ref-type="aff" rid="aff1"/>
<xref ref-type="author-notes" rid="fn001">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Haupenthal</surname>
<given-names>Frederik</given-names>
</name>
<xref ref-type="aff" rid="aff1"/>
<xref ref-type="author-notes" rid="fn001">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Bond</surname>
<given-names>Gregor</given-names>
</name>
<xref ref-type="aff" rid="aff1"/>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1835535"/>
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<aff id="aff1">
<institution>Division of Nephrology and Dialysis, Department of Medicine III, Medical University of Vienna</institution>, <city>Vienna</city>, <country country="AT">Austria</country>
</aff>
<author-notes>
<corresp id="c001">
<label>&#x2a;</label>Correspondence: Gregor Bond, <email xlink:href="gregor.bond@meduniwien.ac.at">gregor.bond@meduniwien.ac.at</email>
</corresp>
<fn fn-type="other" id="fn001">
<label>&#x2020;</label>
<p>ORCID: Konstantin Doberer, <ext-link ext-link-type="uri" xlink:href="http://orcid.org/0000-0002-8036-7042">orcid.org/0000-0002-8036-7042</ext-link>; Sebastian Kapps, <ext-link ext-link-type="uri" xlink:href="http://orcid.org/0009-0002-4874-4757">orcid.org/0009-0002-4874-4757</ext-link>; Frederik Haupenthal, <ext-link ext-link-type="uri" xlink:href="http://orcid.org/0000-0002-7708-9045">orcid.org/0000-0002-7708-9045</ext-link>; Gregor Bond, <ext-link ext-link-type="uri" xlink:href="http://orcid.org/0000-0003-0440-3053">orcid.org/0000-0003-0440-3053</ext-link>
</p>
</fn>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2025-11-14">
<day>14</day>
<month>11</month>
<year>2025</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2025</year>
</pub-date>
<volume>38</volume>
<elocation-id>15074</elocation-id>
<history>
<date date-type="received">
<day>10</day>
<month>06</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>19</day>
<month>08</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>15</day>
<month>10</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Doberer, Kapps, Haupenthal and Bond.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Doberer, Kapps, Haupenthal and Bond</copyright-holder>
<license>
<ali:license_ref start_date="2025-11-14">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</license-p>
</license>
</permissions>
<abstract>
<p>Using biomarkers to tailor immunosuppressive therapy after kidney transplantation was proposed to improve clinical care. Timely and individual adaptions of immunosuppression could reduce therapy-related side effects, such as infections, cardiovascular morbidity and malignancy, and further lower the risk of allograft rejection. Despite promising preliminary studies, evidence for implementing such a biomarker in clinical care is insufficient. Prominent candidates for immunologic monitoring after kidney transplantation include donor human leukocyte antigen-specific antibodies, donor-derived cell-free DNA, urinary chemokines and peripheral transcriptomics. In addition, the quantification of Torque Teno virus, a highly prevalent and non-pathogenic virus that was shown to associate with outcomes linked to immunocompetence, has been proposed for immunologic monitoring. This review summarises the prospects and limitations of Torque Teno virus for immunologic risk stratification after kidney transplantation in the context of current state-of-the-art. It will focus on cut-off values of plasma Torque Teno virus load that might be useful to guide immunosuppression in the clinical care of kidney transplant recipients, and highlights recently proposed indications of Torque Teno virus-guided immunosuppression.</p>
</abstract>
<kwd-group>
<kwd>torque teno virus</kwd>
<kwd>immune monitoring</kwd>
<kwd>biomarker</kwd>
<kwd>kidney transplantation</kwd>
<kwd>risk stratification</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declare that financial support was received for the research and/or publication of this article. This work was funded by the Austrian Science Fund (grant number KLI1152; grant holder: GB) and the European Union Framework Programme for Research and Innovation Horizon 2020 (grant agreement ID: 896932; project coordinator: GB).</funding-statement>
</funding-group>
<counts>
<fig-count count="1"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="73"/>
<page-count count="10"/>
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</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction to the Clinical Problem</title>
<p>Organ transplantation, which prolongs and improves the lives of patients with end-stage renal disease [<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>], is complicated by the need to dampen the hosts&#x2019; immune response. Patients on life-long immunosuppressive drug regimens are at increased risk of infections, cancer and cardiovascular morbidity [<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B4">4</xref>]. In addition, even modern immunosuppressive regimens cannot entirely abrogate alloimmune processes [<xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B6">6</xref>]. Therefore, biomarker-guided immunosuppression was proposed to reduce complications caused by extensive or insufficient immunosuppression. Many candidate markers have been studied in recent decades with some very promising results [<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B8">8</xref>]. However, their transition into clinical use is faltering, and scientific evidence for integrating immunologic monitoring markers into routine care remains insufficient. While there are many reasons, they nearly always come down to a lack of validation in interventional trials, potentially compounded by high costs and a lack of reimbursement. Currently, the most promising candidates for immunologic monitoring after kidney transplantation are donor-specific antibodies (DSAs), donor-derived cell-free DNA (dd-cfDNA), urinary chemokines and peripheral transcriptomics.</p>
<p>Unlike the abovementioned biomarkers, which mainly reflect organ damage or alloreactivity, the Torque Teno virus (TTV) &#x2013; a highly prevalent and non-pathogenic virus of the family Anelloviridae &#x2013; was shown to be associated with outcomes linked to both excessive and insufficient immunosuppression. Therefore, TTV may serve as a biomarker indicating the net state of the immune system and thus could complement existing injury and alloreactivity markers. A gradual deviation from an &#x2018;optimal&#x2019; TTV load toward a high or low load was shown to correlate with an increased risk of infections and allograft rejection [<xref ref-type="bibr" rid="B9">9</xref>]. More recent data show associations with malignancy and the immune response after vaccination [<xref ref-type="bibr" rid="B10">10</xref>]. The introduction of a quantitative polymerase chain reaction (qPCR) assay has made TTV a readily measurable parameter. However, the framework for implementing it in routine clinical care requires further definition. One multicentre interventional trial assessing the clinical value of TTV-guided immunosuppression in kidney transplant recipients was successfully concluded in May 2025 (TTVguideIT, EUCT number: 2022-500024-30-00) [<xref ref-type="bibr" rid="B11">11</xref>], and another started recruiting in April 2025 (TAOIST, <ext-link ext-link-type="uri" xlink:href="http://ClinicalTrails.gov">ClinicalTrails.gov</ext-link> ID: NCT06829719).</p>
<p>This article will reflect on the role of TTV as an immune marker in the clinical care of kidney transplant recipients, focusing on relevant data that have emerged over the last 3&#xa0;years. Previous relevant studies will only be mentioned briefly, as they have been discussed in detail earlier [<xref ref-type="bibr" rid="B9">9</xref>]. The role of TTV from the clinical virologist&#x2019;s perspective has been reviewed by others recently [<xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B13">13</xref>]. Biomarkers other than TTV will only be discussed briefly, as current reviews cover peripheral blood gene expression, dd-cfDNA, urinary chemokines and other emerging candidates [<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B15">15</xref>].</p>
</sec>
<sec id="s2">
<title>Current Status of Immune Monitoring in Clinical Care of Kidney Transplant Recipients</title>
<p>Despite a long history of immune monitoring research in kidney transplantation, no biomarker is supported by sufficient evidence to enter clinical practice. Standardised assays, rigorous validation and interventional trials demonstrating the clinical value of biomarkers when added to the standard of care are prerequisites for broad implementation. Lately, some studies yielded promising results and a recent consensus statement of the European Society of Organ Transplantation cautiously discussed recommendations in favour of biomarker monitoring in certain settings while urgently calling for interventional trials [<xref ref-type="bibr" rid="B16">16</xref>]. However, the study design in this context is complicated. Endpoints commonly used in interventional clinical trials, such as allograft rejection or loss, have low incidences, necessitating the inclusion of high-risk patients or large populations. Consequently, a randomised controlled trial (RCT) assessing <italic>de novo</italic> DSA-triggered optimisation of immunosuppression suffered from lower-than-expected rejection and biopsy rates and failed to show improved allograft survival [<xref ref-type="bibr" rid="B17">17</xref>]. Similarly, a multicentre RCT evaluating urinary monitoring of C-X-C motif chemokine ligand 10 (CXCL10) in addition to the standard of care could not demonstrate a reduction in rejection rates during the first year post-transplantation, at least partly due to low biopsy and rejection rates [<xref ref-type="bibr" rid="B18">18</xref>].</p>
<p>Besides sufficient power, outcome selection is crucial in biomarker trial design. For example, while dd-cfDNA was developed as an injury marker, several studies focused on dd-cfDNA as a tool to rule out rejection and avoid invasive diagnostics. This demands close and longitudinal monitoring in large patient cohorts, which, even with a high negative predictive value, may easily become very resource-demanding. A more effective approach might be ruling in rejection in high-risk patients. Consistent with this approach, the first positive results came from a single-centre RCT demonstrating an accelerated diagnosis of late antibody-mediated rejection (ABMR) in patients with <italic>de novo</italic> DSA if dd-cfDNA was added to the standard of care [<xref ref-type="bibr" rid="B19">19</xref>]. Following these first promising results, validation in large and diverse multicentre cohorts is now eagerly awaited.</p>
<p>The nature of the biomarker should also be considered carefully in the study design and outcome selection phase. For example, injury markers might not be useful for predicting potential future adverse events [<xref ref-type="bibr" rid="B20">20</xref>]. Biomarkers reflecting the state of immunosuppression could overcome this problem. TTV is a promising candidate due to its link to both extensive and insufficient immunosuppressive burden before adverse events manifest. Quantifying immunocompetence using TTV may serves as a complement to markers of graft injury (e.g. dd-cfDNA) and alloreactivity (e.g. DSA).</p>
<p>Alternative approaches to quantify the net state of the immune system rely on cellular assays. One proposed assay was the ImmuKnow, which did not enter clinical practice despite promising results within a single centre RCT [<xref ref-type="bibr" rid="B21">21</xref>]. Recently, another RCT including paediatric patients showed promising data for Tvis [<xref ref-type="bibr" rid="B22">22</xref>], an assay that relies on quantifying virus-specific T cells. Because of the complex logistical procedures, most of the patients (86%) where randomised only at one study site. Multicentre validation will be crucial as the complexity of the assay might pose an obstacle to standardisation and implementation.</p>
</sec>
<sec id="s3">
<title>Torque Teno Virus &#x2013; From Discovery to Immune Monitoring</title>
<p>TTV is a small, circular, non-enveloped, single-stranded DNA virus that was first described in 1997. It is characterised by high genetic diversity, and 26 species are currently classified among the genus <italic>Alphatorquevirus</italic> within the family Anelloviridae. To date, no causal association with any disease has been demonstrated. Its high prevalence in the general population [<xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B24">24</xref>], replication in almost all studied body tissues and liquids [<xref ref-type="bibr" rid="B25">25</xref>], and high positivity rates among infants [<xref ref-type="bibr" rid="B26">26</xref>] have given rise to the hypothesis of TTV being a non-pathogenic, commensal virus. As such, it was attributed to the human virome [<xref ref-type="bibr" rid="B27">27</xref>].</p>
<p>Epidemiological analyses revealed higher TTV prevalences in patients with diseases causing reduced immunocompetence or chronic inflammation [<xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B28">28</xref>]. As early as 2001, studies linked TTV prevalence to overall immunocompetence [<xref ref-type="bibr" rid="B29">29</xref>, <xref ref-type="bibr" rid="B30">30</xref>]. In the same year, Maggi and Bendinelli speculated on the potential healthcare benefits of monitoring TTV in organ transplantation [<xref ref-type="bibr" rid="B31">31</xref>]. In 2003, Moen and colleagues observed steep increases in TTV load upon initiation of immunosuppression in kidney transplant recipients [<xref ref-type="bibr" rid="B32">32</xref>]. A decade later, associations between TTV and adverse outcomes in transplant patients became evident. In a systems biology approach, De Vlaminck and colleagues analysed the human plasma virome in patients after heart and lung transplantation, and observed not only a marked expansion of TTV after the initiation of immunosuppression but also an overall lower viral load in patients with allograft rejection [<xref ref-type="bibr" rid="B33">33</xref>]. Associations between TTV load and the occurrence of infections were demonstrated shortly after [<xref ref-type="bibr" rid="B34">34</xref>]. These findings were subsequently reproduced in a variety of different cohorts with broad consistency among studies and across different types of transplanted organs [<xref ref-type="bibr" rid="B9">9</xref>, <xref ref-type="bibr" rid="B35">35</xref>].</p>
<p>Evidence for TTV as an immune marker has also emerged from studies involving non-transplant patients [<xref ref-type="bibr" rid="B36">36</xref>]. In patients with antineutrophil cytoplasmic antibody vasculitis, a retrospective analysis of the RAVE RCT [<xref ref-type="bibr" rid="B37">37</xref>] showed that those who experienced relapses had lower peripheral blood TTV loads at month 4 after therapy start, potentially reflecting insufficient immunosuppression (unpublished data from the Medical University of Innsbruck). In patients with rheumatoid arthritis, TTV loads were lower in those with persistent rheumatoid arthritis activity despite initiation of disease-modifying anti-rheumatic drug therapy, indicating an insufficient immunosuppressive effect [<xref ref-type="bibr" rid="B38">38</xref>].</p>
<p>TTV has also been proposed for triage in visits at emergency medicine outpatient clinics. Patients with a SARS-CoV-2-infection were shown to be at particularly increased risk of admission to the intensive care unit or death if TTV loads in nasopharyngeal swabs were high [<xref ref-type="bibr" rid="B39">39</xref>]. Promising results of TTV quantification in patients with oncologic disease were reported and recently summarised [<xref ref-type="bibr" rid="B40">40</xref>]. In women with ovarian cancer, those with unfavourable outcomes were found to have higher TTV loads [<xref ref-type="bibr" rid="B41">41</xref>]. In patients receiving chimeric antigen receptor T-cell therapy for lymphoproliferative disease, TTV dynamics were associated with therapy response and immune effector cell-associated neurotoxicity syndrome [<xref ref-type="bibr" rid="B42">42</xref>].</p>
<p>Altogether, a high TTV load has been associated with host factors and clinical conditions linked to compromised immunocompetence across heterogeneous study populations. In patients receiving immunosuppressive therapy, TTV load may be used to identify those with insufficient immune system control and increased risk of adverse outcomes. Therefore, TTV is a promising biomarker to not only quantify the net state of the immune system but also guide clinical decision-making. Ongoing and future interventional RCTs will help define the value of TTV in the clinical care of kidney transplant recipients.</p>
</sec>
<sec id="s4">
<title>Novel Data on Torque Teno Virus Quantification Techniques</title>
<p>In clinical applications, TTV load is most commonly quantified in plasma; however, it can also be quantified in various body fluids, including serum, whole blood, urine, nasopharyngeal swabs and bronchoalveolar lavage. Quantifying TTV in whole blood and serum yields higher loads than in plasma. Recently, Truffot and colleagues systematically quantified this difference, analysing 216 consecutive paired samples from 68 kidney transplant recipients. They observed a mean TTV load difference of 0.4 log<sub>10</sub> copies/mL (c/mL) between whole blood and plasma, with a high correlation between paired samples [<xref ref-type="bibr" rid="B43">43</xref>]. Unpublished data from the University of Strasbourg shows a mean TTV load difference of 0.18 log<sub>10</sub> c/mL between serum and plasma among 40 solid organ transplant recipients with 169 paired samples. It is well established that viral PCRs for viruses such as cytomegalovirus (CMV) or BK polyomavirus (BKV) can show differences of up to one log between whole blood and plasma or serum, with plasma and serum providing comparable results. Future studies should investigate these relationships for TTV. Until then, we recommend quantifying TTV in plasma, as most proposed cut-offs are based on this matrix.</p>
<p>The most extensively reported systems for quantifying TTV load are qPCR-based and use either published primers and probes developed by Maggi and colleagues [<xref ref-type="bibr" rid="B44">44</xref>] or a commercially available <italic>In Vitro</italic> Medical Devices Regulation (IVDR)-labelled assay (TTV R-GENE<sup>&#xae;</sup>, bioM&#xe9;rieux, France) [<xref ref-type="bibr" rid="B45">45</xref>]. Notably, TTV loads can differ significantly between applied assays. A recent study compared the in-house PCR developed by Maggi and colleagues and the commercially available PCR in 342 samples from 314 patients, revealing a mean difference of 1.38 log<sub>10</sub> c/mL (95% confidence interval: 1.30&#x2013;1.46) [<xref ref-type="bibr" rid="B46">46</xref>]. Notably, the assays showed a high and almost linear correlation, allowing one method to be extrapolated to the other. Besides primers and probes, differences in extractors, cyclers, consumables and local standards might also lead to significant differences in TTV load quantification. Indeed, a comparison of TTV loads quantified with the same PCR assay in Fabrizio Maggi&#x2019;s laboratory in Italy and at the Center for Virology at the Medical University of Vienna showed a difference of 1.0 log<sub>10</sub> c/mL (unpublished data). Given these findings, it is evident that locally obtained TTV PCR results need to be cross-validated and adapted to proposed TTV load cut-offs accordingly. Such a process can be facilitated by customised quality assessment programmes like those offered by Quality Control for Molecular Diagnostics (Glasgow, UK).</p>
<p>For the clinical implementation of any TTV qPCR assay, a low inter- and intra-centre variability is desirable. A recent analysis by the clinical virologists of the TTVguideTX consortium demonstrated that this can be achieved for the commercial PCR using standard testing platforms [<xref ref-type="bibr" rid="B47">47</xref>]. In preparation for the multicentre TTVguideIT trial, the PCR was set up locally in 13 recruiting centres across Europe. Applying an internal quality control demonstrated excellent accuracy, with an inter-laboratory standard deviation of 0.19 log<sub>10</sub> c/mL and an intra-laboratory standard deviation of 0.07&#x2013;0.18 log<sub>10</sub> c/mL. External quality assessment and linearity panels similarly showed small variability. Implementation of qPCR assays might be further supported by using automated test systems. In this regard, a study by Spezia and colleagues might be of special interest. They compared the conventional in-house PCR with an automated approach in 112 samples and found a high concordance rate [<xref ref-type="bibr" rid="B48">48</xref>]. Automated qPCR systems could facilitate shorter turnaround times, reduced workload and higher throughput.</p>
</sec>
<sec id="s5">
<title>Proposed Torque Teno Virus Cut-Off Values to Guide Immunosuppression</title>
<p>Most data on TTV in patients receiving immunosuppressive therapy was generated in kidney transplant recipients. Findings from initial retrospective studies have since been validated by non-interventional prospective studies [<xref ref-type="bibr" rid="B49">49</xref>, <xref ref-type="bibr" rid="B50">50</xref>]. Today, independent and robust associations have been described between low TTV loads and all types of kidney graft rejection, including clinically overt T cell-mediated rejection (TCMR), ABMR, borderline TCMR and subclinical rejection. Higher TTV loads were found prior to a broad range of infectious events, including opportunistic infections by CMV and BKV, as well as bacterial urinary tract infections. Notably, linear associations showed step-wise increasing risk constellations for both infection and rejection with increasing or decreasing TTV load, respectively, as described in a 2022 review by our group [<xref ref-type="bibr" rid="B9">9</xref>] and a 2023 meta-analysis by van Rijn and colleagues [<xref ref-type="bibr" rid="B51">51</xref>].</p>
<p>Consequently, quantifying TTV loads was proposed for risk stratification of insufficient or excessive immunosuppression in kidney transplant recipients, and the research focus shifted towards defining clinically relevant TTV load cut-offs. TTV load cut-offs that have been proposed for the care of kidney transplant recipients are presented in <xref ref-type="table" rid="T1">Table 1</xref>; <xref ref-type="fig" rid="F1">Figure 1</xref>. To facilitate the interpretation of these cut-offs, we converted TTV loads obtained by in-house qPCR assays to those of the commercially available qPCR assay. Using data from prospective cohort studies, a plasma TTV load between 4.6 and 6.6 log<sub>10</sub> c/mL was proposed as an optimal trade-off between the risks of rejection and infection 4&#x2013;12 months after kidney transplantation [<xref ref-type="bibr" rid="B49">49</xref>]. Few studies have investigated TTV loads in patients beyond the first year post-transplantation. Schiemann et al. described an increased risk of rejection in patients with TTV loads &#x3c;3.6 log<sub>10</sub> c/mL at a median of 6&#xa0;years after transplantation in a cross-sectional study (<xref ref-type="table" rid="T2">Table 2</xref>) [<xref ref-type="bibr" rid="B54">54</xref>]. Chauvelot and colleagues proposed a range of 3.8&#x2013;5.1 log<sub>10</sub> c/mL for patients between one and 4&#xa0;years after transplantation and validated their findings in a prospective cohort (<xref ref-type="table" rid="T1">Table 1</xref>) [<xref ref-type="bibr" rid="B53">53</xref>].</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>TTV load cut-offs proposed based on an IVDR-labelled qPCR assay to guide immunosuppression after kidney transplantation.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Clinical setting</th>
<th align="center">Time of TTV quantification</th>
<th align="center">TTV threshold</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Clinically overt graft rejection<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref> (single centre, cohort) [<xref ref-type="bibr" rid="B49">49</xref>]</td>
<td align="left">Month 4&#x2013;12 post-transplant</td>
<td align="left">&#x3c;4.6 log<sub>10</sub> c/mL<xref ref-type="table-fn" rid="Tfn2">
<sup>b</sup>
</xref>
<sup>,</sup>
<xref ref-type="table-fn" rid="Tfn3">
<sup>c</sup>
</xref>
</td>
</tr>
<tr>
<td align="left">Subclinical rejection<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref> (single centre, cohort) [<xref ref-type="bibr" rid="B52">52</xref>]</td>
<td align="left">Month 4&#x2013;12 post-transplant</td>
<td align="left">&#x3c;4.6 log<sub>10</sub> c/mL<xref ref-type="table-fn" rid="Tfn2">
<sup>b</sup>
</xref>
<sup>,</sup>
<xref ref-type="table-fn" rid="Tfn3">
<sup>c</sup>
</xref>
</td>
</tr>
<tr>
<td align="left">Underimmunosuppression<xref ref-type="table-fn" rid="Tfn4">
<sup>d</sup>
</xref> (single centre, cross-sectional) [<xref ref-type="bibr" rid="B53">53</xref>]</td>
<td align="left">Month 12&#x2013;36 post-transplant</td>
<td align="left">&#x3c;3.8 log<sub>10</sub> c/mL<xref ref-type="table-fn" rid="Tfn5">
<sup>e</sup>
</xref>
</td>
</tr>
<tr>
<td align="left">Clinically overt graft rejection<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref> (single centre, cross-sectional) [<xref ref-type="bibr" rid="B54">54</xref>]</td>
<td align="left">Median of 6 years post-transplant</td>
<td align="left">&#x3c;3.6 log<sub>10</sub> c/mL<xref ref-type="table-fn" rid="Tfn2">
<sup>b</sup>
</xref>
<sup>,</sup>
<xref ref-type="table-fn" rid="Tfn3">
<sup>c</sup>
</xref>
</td>
</tr>
<tr>
<td align="left">Vaccine response<xref ref-type="table-fn" rid="Tfn6">
<sup>f</sup>
</xref> (retrospective analysis of a multicentre RCT) [<xref ref-type="bibr" rid="B10">10</xref>]</td>
<td align="left">Median of 7 years post-transplant</td>
<td align="left">&#x3c;4.6 log<sub>10</sub> c/mL<xref ref-type="table-fn" rid="Tfn2">
<sup>b</sup>
</xref>
<sup>,</sup>
<xref ref-type="table-fn" rid="Tfn3">
<sup>c</sup>
</xref>
</td>
</tr>
<tr>
<td align="left">Infection<xref ref-type="table-fn" rid="Tfn7">
<sup>g</sup>
</xref> (single centre, cohort) [<xref ref-type="bibr" rid="B49">49</xref>]</td>
<td align="left">Month 4&#x2013;12 post-transplant</td>
<td align="left">&#x3e;6.6 log<sub>10</sub> c/mL<xref ref-type="table-fn" rid="Tfn2">
<sup>b</sup>
</xref>
<sup>,</sup>
<xref ref-type="table-fn" rid="Tfn3">
<sup>c</sup>
</xref>
</td>
</tr>
<tr>
<td align="left">Malignant disease<xref ref-type="table-fn" rid="Tfn8">
<sup>h</sup>
</xref> (single centre cohort, unpublished)</td>
<td align="left">Month 4&#x2013;12 post-transplant</td>
<td align="left">&#x3e;6.6 log<sub>10</sub> c/mL<xref ref-type="table-fn" rid="Tfn2">
<sup>b</sup>
</xref>
<sup>,</sup>
<xref ref-type="table-fn" rid="Tfn3">
<sup>c</sup>
</xref>
</td>
</tr>
<tr>
<td align="left">Overimmunosuppression<xref ref-type="table-fn" rid="Tfn9">
<sup>i</sup>
</xref> (single centre, cross-sectional) [<xref ref-type="bibr" rid="B53">53</xref>]</td>
<td align="left">Month 12&#x2013;36 post-transplant</td>
<td align="left">&#x3e;5.1 log<sub>10</sub> c/mL<xref ref-type="table-fn" rid="Tfn5">
<sup>e</sup>
</xref>
</td>
</tr>
<tr>
<td align="left">CMV-DNAemia &#x3e;3.0 log<sub>10</sub> c/mL (single centre, paediatric cohort) [<xref ref-type="bibr" rid="B55">55</xref>]</td>
<td align="left">Year 2 (median) to year 5 (median) post-transplant</td>
<td align="left">&#x3e;6.3 log<sub>10</sub> c/mL<xref ref-type="table-fn" rid="Tfn2">
<sup>b</sup>
</xref>
<sup>,</sup>
<xref ref-type="table-fn" rid="Tfn3">
<sup>c</sup>
</xref>
</td>
</tr>
<tr>
<td align="left">BKV-DNAemia &#x3e;3.0 log<sub>10</sub> c/mL (single centre, paediatric cohort) [<xref ref-type="bibr" rid="B55">55</xref>]</td>
<td align="left">Year 2 (median) to year 5 (median) post-transplant</td>
<td align="left">&#x3e;5.0 log<sub>10</sub> c/mL<xref ref-type="table-fn" rid="Tfn2">
<sup>b</sup>
</xref>
<sup>,</sup>
<xref ref-type="table-fn" rid="Tfn3">
<sup>c</sup>
</xref>
</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Abbreviations: ABMR, antibody-mediated rejection; BKV, BK polyomavirus; CMV, cytomegalovirus; c/mL, copies/mL; RCT, randomised controlled trial; SARS-CoV-2, severe acute respiratory syndrome coronavirus 2.</p>
</fn>
<fn id="Tfn1">
<label>
<sup>a</sup>
</label>
<p>biopsy-proven borderline, cellular and ABMR, according to the respective Banff meeting report.</p>
</fn>
<fn id="Tfn2">
<label>
<sup>b</sup>
</label>
<p>to facilitate the interpretation, TTV cut-off values obtained using an in-house PCR assay have been recalculated to match the results obtained with the TTV R-GENE<sup>&#xae;</sup> qPCR assay according to the comparative study by G&#xf6;rzer et al. who described a mean difference of 1.38 log<sub>10</sub> c/mL (95% confidence interval 1.30&#x2013;1.46) between PCR methods [<xref ref-type="bibr" rid="B46">46</xref>].</p>
</fn>
<fn id="Tfn3">
<label>
<sup>c</sup>
</label>
<p>plasma was used for TTV load quantification.</p>
</fn>
<fn id="Tfn4">
<label>
<sup>d</sup>
</label>
<p>based on comparison with a healthy collective and antibody response to vaccination.</p>
</fn>
<fn id="Tfn5">
<label>
<sup>e</sup>
</label>
<p>serum was used for TTV load quantification.</p>
</fn>
<fn id="Tfn6">
<label>
<sup>f</sup>
</label>
<p>humoral and cellular.</p>
</fn>
<fn id="Tfn7">
<label>
<sup>g</sup>
</label>
<p>defined as need for hospitalisation, anti-microbial treatment or reduction of immunosuppression.</p>
</fn>
<fn id="Tfn8">
<label>
<sup>h</sup>
</label>
<p>excluding basalioma and carcinoma <italic>in situ</italic>.</p>
</fn>
<fn id="Tfn9">
<label>
<sup>i</sup>
</label>
<p>defined by the occurrence of serious infections or malignoma.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>A schematic of using the host&#x2019;s plasma Torque Teno virus (TTV) load for immunologic risk stratification in kidney transplant recipients. A high TTV load indicates a risk of infection and malignancy, and a low TTV load indicates a risk of rejection but associates with a better vaccination response. An optimal TTV plasma load between 4.6 and 6.6 log<sub>10</sub> c/mL obtained by TTV R-GENE<sup>&#xae;</sup> is proposed.</p>
</caption>
<graphic xlink:href="ti-38-15074-g001.tif">
<alt-text content-type="machine-generated">A schematic designed for clinicians depicting how TTV levels could be used in clinical routine. An optimal TTV range is proposed between 4.6 and 6.6 log copies per millilitre with loads above this range associated with infection and malignancy and below this range with rejection, but also better vaccination response.</alt-text>
</graphic>
</fig>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>A selection of studies that have recently expanded the indication of TTV-guided monitoring after kidney transplantation.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Study design</th>
<th align="center">Cohort</th>
<th align="center">TTV monitoring</th>
<th align="center">Main outcome</th>
<th align="center">Main finding</th>
</tr>
</thead>
<tbody valign="top">
<tr style="background-color:#CCCCCC">
<td colspan="5" align="left">
<bold>Paediatric cohort</bold>
</td>
</tr>
<tr>
<td style="background-color:#CCCCCC" align="left">Retrospective analysis of single centre cohort [<xref ref-type="bibr" rid="B55">55</xref>]</td>
<td style="background-color:#CCCCCC" align="left">71 KTX included 2y after TX;<break/>3y FUP</td>
<td style="background-color:#CCCCCC" align="left">every 4 to 8w for 3y</td>
<td style="background-color:#CCCCCC" align="left">10 BKV / 7 CMV infections</td>
<td style="background-color:#CCCCCC" align="left">High TTV load associates with CMV and BKV DNAemia</td>
</tr>
<tr style="background-color:#FFFFFF">
<td colspan="5" align="left">
<bold>SARS-CoV-2 vaccination</bold>
</td>
</tr>
<tr>
<td align="left">Retrospective analysis of multicentre RCT [<xref ref-type="bibr" rid="B10">10</xref>]</td>
<td align="left">100 KTX with mRNA vaccination;<break/>7y after TX</td>
<td align="left">At first vaccination</td>
<td align="left">31 seroconversions post 2 vaccinations</td>
<td align="left">High TTV load associates with impaired vaccine response</td>
</tr>
<tr>
<td align="left">Retrospective analysis of single centre cohort [<xref ref-type="bibr" rid="B56">56</xref>]</td>
<td align="left">459 KTX with 2 or 3 mRNA vaccination; 6y after TX</td>
<td align="left">At first vaccination</td>
<td align="left">208 seroconversions post 2/ 130 post 3 vaccinations</td>
<td align="left">High TTV load associates with impaired vaccine response</td>
</tr>
<tr style="background-color:#CCCCCC">
<td colspan="5" align="left">
<bold>TTV load kinetic</bold>
</td>
</tr>
<tr>
<td style="background-color:#CCCCCC" align="left">Retrospective analysis of single centre cohort [<xref ref-type="bibr" rid="B57">57</xref>]</td>
<td style="background-color:#CCCCCC" align="left">48 KTX with isolated CNI dose adjustment; 1 year after TX</td>
<td style="background-color:#CCCCCC" align="left">0, 30, and 60d after CNI dose adjustment</td>
<td style="background-color:#CCCCCC" align="left">TTV load</td>
<td style="background-color:#CCCCCC" align="left">TTV load changes detectable only 2m after CNI adaption</td>
</tr>
<tr>
<td style="background-color:#CCCCCC" align="left">Retrospective analysis of single centre cohort [<xref ref-type="bibr" rid="B58">58</xref>]</td>
<td style="background-color:#CCCCCC" align="left">43 KTX with 5w MPA withdrawal/ 33 continued MPA; 5y after TX</td>
<td style="background-color:#CCCCCC" align="left">0, 1m after withdrawal, 2m post reintroduction</td>
<td style="background-color:#CCCCCC" align="left">TTV load</td>
<td style="background-color:#CCCCCC" align="left">TTV load decreases 1m after MPA withdrawal/ increases 2m after restart</td>
</tr>
<tr>
<td style="background-color:#CCCCCC" align="left">Non-randomised, open label, controlled pilot [<xref ref-type="bibr" rid="B59">59</xref>]</td>
<td style="background-color:#CCCCCC" align="left">18 KTX with 2w MPA withdrawal/ 22 continued MPA; 4y after TX</td>
<td style="background-color:#CCCCCC" align="left">0, 2w after withdrawal, 1m post reintroduction</td>
<td style="background-color:#CCCCCC" align="left">TTV load</td>
<td style="background-color:#CCCCCC" align="left">TTV load decreases 2 w and 1 m after MPA withdrawal</td>
</tr>
<tr style="background-color:#FFFFFF">
<td colspan="5" align="left">
<bold>Belatacept-based IS</bold>
</td>
</tr>
<tr>
<td align="left">Retrospective analysis of single centre cohort [<xref ref-type="bibr" rid="B60">60</xref>]</td>
<td align="left">68 KTX converted from TAC to belatacept; 4y after TX</td>
<td align="left">0, 3, 6, and 12m after conversion</td>
<td align="left">TTV load</td>
<td align="left">No significant changes of TTV load post TAC-conversion</td>
</tr>
<tr>
<td align="left">Retrospective analysis of 2 RCTs [<xref ref-type="bibr" rid="B61">61</xref>]</td>
<td align="left">105 KTX converted from CNI to belatacept; 2y after TX</td>
<td align="left">0, 6, and 12m after conversion</td>
<td align="left">TTV load</td>
<td align="left">No significant changes of TTV load post CNI-conversion</td>
</tr>
<tr style="background-color:#CCCCCC">
<td colspan="5" align="left">
<bold>mTORi-based IS</bold>
</td>
</tr>
<tr>
<td style="background-color:#CCCCCC" align="left">Cross-sectional, single centre [<xref ref-type="bibr" rid="B54">54</xref>]</td>
<td style="background-color:#CCCCCC" align="left">715 KTX, 30 mTORi-based IS;<break/>6y after TX</td>
<td style="background-color:#CCCCCC" align="left">at screening</td>
<td style="background-color:#CCCCCC" align="left">TTV load</td>
<td style="background-color:#CCCCCC" align="left">Trend towards lower TTV load in mTORi-based IS</td>
</tr>
<tr style="background-color:#FFFFFF">
<td colspan="5" align="left">
<bold>post-TX malignancy</bold>
</td>
</tr>
<tr>
<td align="left">Retrospective analysis of a single centre cohort study [<xref ref-type="bibr" rid="B50">50</xref>]</td>
<td align="left">221 KTX; 1 year FUP</td>
<td align="left">0, 7d, 1, 3, 6, and 12m</td>
<td align="left">54 opportunistic infections / 11 malignancies</td>
<td align="left">High TTV load associates with opportunistic infection and malignancy</td>
</tr>
<tr>
<td align="left">Retrospective analysis of single centre cohort<xref ref-type="table-fn" rid="Tfn10">
<sup>a</sup>
</xref>
</td>
<td align="left">428 KTX; 5y FUP</td>
<td align="left">Every 3m for 5y</td>
<td align="left">53 malignancies 2-5y after TX</td>
<td align="left">High TTV load associates with malignancy</td>
</tr>
<tr style="background-color:#CCCCCC">
<td colspan="5" align="left">
<bold>RCT</bold>
</td>
</tr>
<tr>
<td style="background-color:#CCCCCC" align="left">1:1: TTV-guided TAC trough level vs. SOC [<xref ref-type="bibr" rid="B11">11</xref>]</td>
<td style="background-color:#CCCCCC" align="left">13 EU centres; 260 low risk KTX randomised 4m after TX; 9m FUP</td>
<td style="background-color:#CCCCCC" align="left">Every 6w for 9m</td>
<td style="background-color:#CCCCCC" align="left">Death, graft loss, rejection, infection</td>
<td style="background-color:#CCCCCC" align="left">TTVguideIT: last patient last visit May 2025; results expected 2026</td>
</tr>
<tr>
<td style="background-color:#CCCCCC" align="left">1:1: TTV-guided IS vs. SOC<xref ref-type="table-fn" rid="Tfn11">
<sup>b</sup>
</xref>
</td>
<td style="background-color:#CCCCCC" align="left">4 French centres; 300 low risk KTX randomised 1-4y after TX; 3y FUP</td>
<td style="background-color:#CCCCCC" align="left">Every 3m for 3y</td>
<td style="background-color:#CCCCCC" align="left">Rejection, infection, cancer, graft loss, DSA</td>
<td style="background-color:#CCCCCC" align="left">TAOIST: first patient first visit April 2025; results expected 2030</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Abbreviations: BKV, BK polyomavirus; CMV, cytomegalovirus; CNI, calcineurin inhibitor; d, days; DSA, donor-specific antibodies; DSMB, data safety monitoring board; FUP, follow-up; IS, immunosuppression; KTX, kidney transplant recipients; MPA, mycophenolic acid; m, month(s); mRNA, messenger RNA; mTORi, mammalian target of rapamycin inhibitor; TX, transplantation; RCT, randomised controlled trial; SARS-CoV-2, severe acute respiratory syndrome coronavirus 2; TAC, tacrolimus; SOC, standard of care; w, weeks y, years.</p>
</fn>
<fn id="Tfn10">
<label>
<sup>a</sup>
</label>
<p>unpublished data from a retrospective analysis of the prospective TTV-POET study (DRKS ID: DRKS00012335).</p>
</fn>
<fn id="Tfn11">
<label>
<sup>b</sup>
</label>
<p>study protocol published on<ext-link ext-link-type="uri" xlink:href="http://ClinicalTrials.gov">ClinicalTrials.gov</ext-link>(NCT06829719).</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>It is important to note, that validation of the proposed cut-off values guiding immunosuppressive therapy in an interventional setting is necessary prior to clinical implementation. One completed (TTVguideIT, EUCT number: 2022-500024-30-00) and one ongoing (TAOIST, <ext-link ext-link-type="uri" xlink:href="http://ClinicalTrials.gov">ClinicalTrials.gov</ext-link> ID: NCT06829719) RCT will help to clarify the clinical value of TTV-guided immunosuppression in post-transplant care. In addition, these multicentre RCTs will allow for the validation of TTV load cut-offs derived from single-centre studies. TTVguideIT was a multicentre, interventional, patient- and assessor-blinded RCT conducted in 13 European centres recruiting stable adult kidney transplant recipients with low immunological risk (<xref ref-type="table" rid="T2">Table 2</xref>). The corresponding study protocol and the statistical analysis plan have been previously published [<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B62">62</xref>]. Between 2022 and 2024, 260 patients were randomised at month four after transplantation to either standard of care or TTV-guided tacrolimus dosing at a 1:1 ratio. TTV load was quantified in both arms every 6&#xa0;weeks for 9&#xa0;months. In the interventional arm, the investigators followed a protocol to set tacrolimus target trough levels according to the actual TTV load. In the control arm, TTV load was concealed. The primary endpoint was a composite of the occurrence of infections, biopsy-proven allograft rejection, graft loss and death scored by central assessors blinded to the allocation sequence. The last patient concluded the trial in May 2025.</p>
<p>The TAOIST trial is an interventional, open-label, parallel-group RCT being conducted in four French centres and recruiting adult kidney transplant recipients (<xref ref-type="table" rid="T2">Table 2</xref>). It aims to include 300 stable, low immunological-risk patients from months 12&#x2013;48 after transplantation. The patients will be randomised to either standard of care or TTV-guided immunosuppression dosing for 36 months. TTV load will be quantified every 3&#xa0;months. In the interventional arm, physicians will be free to change the dosing of immunosuppressive drugs to keep the TTV load within a predefined range. The primary outcome is a composite of <italic>de novo</italic> DSA, biopsy-proven rejection, infection, cancer or graft loss. The first patient was recruited in April 2025.</p>
<p>Notably, age, sex, and body mass index, which are associated with TTV load, do not confound or modify the association between TTV load and adverse effects related to over- and under-immunosuppression [<xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B24">24</xref>, <xref ref-type="bibr" rid="B63">63</xref>, <xref ref-type="bibr" rid="B64">64</xref>]. Therefore, no adjustments to TTV cut-offs are necessary based on these characteristics. Conversely, it is plausible that patients at high risk for graft rejection - such as recipients with preformed DSA (and thus non-standard induction) or <italic>de novo</italic> DSA, re-transplantation, or a history of ABMR - as well as those at increased risk for infection - like older, frail recipients or individuals with comorbidities - may benefit from tailored immunosuppression. This could be reflected by higher or lower TTV cut-offs. Such a concept should be evaluated in phase three trials once the ongoing phase two studies, which recruit low-risk patients, demonstrate the safety of TTV-guided monitoring.</p>
</sec>
<sec id="s6">
<title>Timing of Torque Teno Virus-Based Immune Monitoring</title>
<p>TTV load cut-offs for the guidance of immunosuppression have been proposed to be useful from month 4 post-transplant. In the first 3&#x2013;4&#xa0;months after kidney transplantation, TTV load is not in a steady state, and thus the definition of clinically relevant cut-off values to guide immunosuppression is difficult [<xref ref-type="bibr" rid="B34">34</xref>, <xref ref-type="bibr" rid="B49">49</xref>]. In contrast to the well-described dynamics of TTV load after initiation of immunosuppression, TTV kinetics following dose changes of immunosuppressive drugs were unknown until recently. Two cohort studies during the COVID-19 pandemic evaluating pausing antimetabolite treatment to enhance responses to SARS-CoV-2 mRNA vaccination produced the first insights (<xref ref-type="table" rid="T2">Table 2</xref>) [<xref ref-type="bibr" rid="B58">58</xref>, <xref ref-type="bibr" rid="B59">59</xref>]. Both studies showed a reduction in TTV load between 4 and 6&#xa0;weeks after pausing antimetabolite treatment, and TTV load reached baseline values within 2&#xa0;months after reinitiation of antimetabolite therapy. This evidence was recently complemented by a single-centre study by Regele et al. [<xref ref-type="bibr" rid="B57">57</xref>], who examined 48 kidney allograft recipients with isolated calcineurin inhibitor (CNI) dosage changes from the TTV-POET study. No significant changes in TTV load were observed 1&#xa0;month after the CNI dose changes. However, a median CNI dose reduction of 33% translated to a significant decrease in TTV load 2&#xa0;months after the dosage change, and a 50% increase in CNI dosage caused a trend toward higher TTV loads 2&#xa0;months later (<xref ref-type="table" rid="T2">Table 2</xref>). Notably, no TTV load measurements were available after 2&#xa0;months, making it impossible to analyse further changes beyond that time. Integrating the findings of these studies with the consistently described peak of TTV loads at around 3&#x2013;4 months after initiating immunosuppression following transplantation, the optimal time frame for quantifying the TTV load may be assumed to be every 2&#x2013;4&#xa0;months. It is important to note, that assessing the effect of an immunosuppressive dose change on TTV load shortly afterward is not appropriate. Due to the time lag in TTV load changes following dose adjustments in immunosuppressive therapy, measuring TTV load should only be done approximately 2&#xa0;months later.</p>
</sec>
<sec id="s7">
<title>Torque Teno Virus Load in Belatacept- and mTOR Inhibitor-Based Immunosuppression</title>
<p>One question that has come up repeatedly in recent years is how TTV load cut-off values defined in patients treated with CNI-based immunosuppression can be translated to other immunosuppressive regimens. In a single-centre cross-sectional study with a limited number of patients, a higher TTV load was initially observed in those on belatacept-based (<italic>n</italic> &#x3d; 23) compared to CNI-based immunosuppression [<xref ref-type="bibr" rid="B54">54</xref>]. Therefore, it was hypothesised that co-stimulation blockade might have led to more potent immunosuppression or insufficient formation of TTV-specific T-cells and thus directly influenced viral control. However, two recent studies challenged this earlier finding and did not show significant increases in TTV loads after conversion from CNIs to belatacept (<xref ref-type="table" rid="T2">Table 2</xref>) [<xref ref-type="bibr" rid="B60">60</xref>, <xref ref-type="bibr" rid="B61">61</xref>, <xref ref-type="bibr" rid="B65">65</xref>]. In a retrospective study in Grenoble that included 68 patients converted from CNI to belatacept at a median of 4&#xa0;years after transplantation, TTV loads did not change significantly from baseline [<xref ref-type="bibr" rid="B60">60</xref>]. A retrospective analysis of two RCTs examined TTV loads in 105 patients randomised to either CNI continuation or conversion to belatacept at 6 and 12 months after conversion [<xref ref-type="bibr" rid="B61">61</xref>]. Those who switched to a belatacept-based regimen showed stable TTV loads and no significant differences in TTV dynamics compared to those who maintained CNI-based therapy at both time points. In both studies, while infection and rejection rates were low, precluding any meaningful analysis, TTV loads tended to be higher in patients with subsequent infections and lower before rejection episodes. These data suggest the potential application of TTV cut-off values defined using CNI-based regimens for risk stratification also in patients on belatacept-based immunosuppression.</p>
<p>Unlike belatacept-based immunosuppression, insufficient data is available for mammalian target of rapamycin inhibitor (mTORi)-based immunosuppression to make recommendations concerning the clinical value of TTV-guided immunosuppression. In only one retrospective cross-sectional single-centre study, the 30 patients receiving mTORi-based immunosuppression showed absolute but not statistically significant lower TTV loads than those receiving CNI-based immunosuppression (<xref ref-type="table" rid="T2">Table 2</xref>) [<xref ref-type="bibr" rid="B54">54</xref>].</p>
</sec>
<sec id="s8">
<title>Torque Teno Virus Monitoring in Paediatric Kidney Transplant Recipients</title>
<p>Until recently, cut-off values for TTV-guided immunosuppression were unavailable for paediatric kidney transplant recipients, and data were mainly derived from one cross-sectional study and one single-centre cohort study associating Anelloviridae trajectories with immunosuppression and graft rejection [<xref ref-type="bibr" rid="B66">66</xref>, <xref ref-type="bibr" rid="B67">67</xref>]. Recently, a larger retrospective single-centre study by Eibensteiner and colleagues added to these data (<xref ref-type="table" rid="T2">Table 2</xref>). They retrospectively analysed all paediatric kidney transplant recipients followed between 2014 and 2020&#xa0;at the Medical University of Vienna for TTV load at 4&#x2013;8 weeks intervals in the context of CMV and BKV infections (<italic>n</italic> &#x3d; 71) [<xref ref-type="bibr" rid="B55">55</xref>]. They described a higher TTV load in patients with subsequent CMV and BKV infections during a 3-year follow-up and defined cut-offs at 7.7 and 6.4 log<sub>10</sub> c/mL, respectively, to predict subsequent clinically relevant viral DNAemia (<xref ref-type="table" rid="T2">Table 2</xref>). Recipients in the cohort showed a wide age range (IQR 3.5&#x2013;13.2&#xa0;years at transplantation), and it is well established that TTV load increases with age [<xref ref-type="bibr" rid="B24">24</xref>, <xref ref-type="bibr" rid="B68">68</xref>]. Analyses from adult kidney transplant cohorts have demonstrated an association between TTV load and adverse effects related to both over- and under-immunosuppression across all age groups [<xref ref-type="bibr" rid="B49">49</xref>]. Future research should explore whether this relationship also applies to the full paediatric recipient population.</p>
</sec>
<sec id="s9">
<title>Novel Endpoints for Torque Teno Virus-Based Monitoring: Malignancy and Vaccination Response</title>
<p>The consequences of intense immunosuppression go beyond an elevated incidence of infections, as such patients are also at an increased risk of oncologic disease. Until recently, only one single-centre cohort study that included 221 patients indicated higher TTV loads in kidney transplant recipients with subsequent oncologic disease. Notably, oncologic disease was analysed only within a combined endpoint that included mainly opportunistic infections (<xref ref-type="table" rid="T2">Table 2</xref>) [<xref ref-type="bibr" rid="B50">50</xref>]. An yet unpublished analysis of data from the prospective TTV-POET study (DRKS ID: DRKS00012335) showed that the cumulative TTV load in 428 patients from months 4&#x2013;12 after transplantation was predictive for the development of malignoma (53 events) in the subsequent 4&#xa0;years of follow-up. Using the Vienna in-house PCR, patients with a TTV load &#x3e;8 log<sub>10</sub> c/mL had a significantly higher risk of developing cancer than those with a TTV load &#x3c;8 log<sub>10</sub> c/mL. Notably, this TTV load cut-off is equivalent to the cut-off for defining patients at risk of infection (<xref ref-type="table" rid="T1">Table 1</xref>). Therefore, it can be speculated that targeting the optimal TTV load range proposed to reduce infection might also reduce malignancy rates.</p>
<p>Another clinically relevant side effect of immunosuppression in kidney transplant recipients is a reduced response to vaccination, and recent studies have analysed TTV loads in this context. Graninger and colleagues retrospectively analysed 100 kidney transplant recipients from samples prospectively stored by an interventional German multicentre RCT, demonstrating that TTV loads were lower in serological responders than in non-responders after two doses of the SARS-CoV-2 mRNA vaccine. Those with TTV loads &#x3e;10<sup>6</sup> c/mL showed no cellular immune response, and only 12% showed a serological response (<xref ref-type="table" rid="T2">Table 2</xref>) [<xref ref-type="bibr" rid="B10">10</xref>]. These findings were confirmed by a retrospective single-centre study involving 459 kidney transplant recipients receiving their second dose of the SARS-CoV-2 mRNA vaccine, of which half then received a third dose (<xref ref-type="table" rid="T2">Table 2</xref>) [<xref ref-type="bibr" rid="B56">56</xref>]. Notably, during the COVID-19 pandemic, temporal antimetabolite withdrawal was shown to enhance responses to SARS-CoV-2 vaccination in some [<xref ref-type="bibr" rid="B58">58</xref>, <xref ref-type="bibr" rid="B69">69</xref>] but not all [<xref ref-type="bibr" rid="B59">59</xref>] RCTs. Therefore, a TTV-based approach to individualise both the amount and timing of reducing immunosuppression before planned vaccination could be an interesting design to evaluate in an interventional trial.</p>
</sec>
<sec id="s10">
<title>Scenarios Where Torque Teno Virus Load Might Not Reflect Immune Function Accurately</title>
<p>Besides insufficient data on patients receiving mTORi-based immunosuppression, as mentioned above, there are other scenarios where TTV-guided immunosuppression might be challenging. In a few patients, the TTV load does not reach the detection limit of the commonly used qPCRs. In these cases, differentiating between non-infection and DNAemia below the detection limit is difficult, and the TTV load cannot be used for risk stratification of immunosuppression. Quantification of other genera of the Anelloviridae family might help in this situation. Recently, a study involving 168 solid organ transplant recipients showed that quantifying <italic>Betatorquevirus</italic> (formerly the Torque Teno Mini virus) and <italic>Gammatorquevirus</italic> (formerly the Torque Teno Midi virus) improved the prediction of the SARS-CoV-2 vaccination response [<xref ref-type="bibr" rid="B70">70</xref>].</p>
<p>TTV was shown to become almost undetectable following myeloablative conditioning regimens in hematopoietic stem cell transplantation patients [<xref ref-type="bibr" rid="B71">71</xref>, <xref ref-type="bibr" rid="B72">72</xref>]. Similarly, TTV load significantly decreases during anti-thymocyte globulin treatment in solid organ transplant recipients [<xref ref-type="bibr" rid="B73">73</xref>]. In both settings, the TTV load cannot be used to quantify immunosuppression. Notably, TTV loads returned to baseline 1&#x2013;2 weeks after anti-thymocyte globulin treatment and might reflect immunosuppression accurately again after that time point [<xref ref-type="bibr" rid="B73">73</xref>]. In concordance with the above mentioned findings leukocytes were proposed as a replication pool for TTV and it may be speculated upon whether the validity of TTV loads is also reduced during episodes of significant leukopenia due to, for example, CMV infection or drug toxicity.</p>
</sec>
<sec id="s11">
<title>Summary and Outlook</title>
<p>The association between TTV load and adverse outcomes linked to immune function in kidney transplant recipients is increasingly robust, and cut-offs for TTV-guided immunosuppression have been proposed. Recent studies involving paediatric cohorts, patients with belatacept-based immunosuppression and endpoints other than infection and rejection might broaden its potential clinical applications. Future studies must focus on knowledge gaps, including TTV loads in patients at later time points after transplantation and recipients on mTORi-based immunosuppression. Improved quantification methods of TTV load have been proposed to support implementation, which will depend on the results of ongoing interventional trials. Following results of ongoing interventional trials, TTV will have to position itself in the context of other emerging biomarkers for immunologic monitoring.</p>
</sec>
</body>
<back>
<sec sec-type="author-contributions" id="s12">
<title>Author Contributions</title>
<p>KD and GB wrote the manuscript, and SK and FH edited and critically revised the manuscript. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec sec-type="COI-statement" id="s14">
<title>Conflict of Interest</title>
<p>GB received fees from bioM&#x00E9;rieux for preparing communication material for TTV-R-GENE&#xae;, an assay to quantify Torque Teno virus load sold by bioM&#x00E9;rieux, and for a talk at a scientific conference. GB is coordinater of the European Commission-funded TTVguideTX project assessing the clinical value of Torque Teno virus-guided immunosuppression (grant agreement ID: 896932; consortium lead: Medical University of Vienna).</p>
<p>The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="s15">
<title>Generative AI Statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
</sec>
<fn-group>
<fn fn-type="abbr" id="abbrev1">
<label>Abbreviations:</label>
<p>ABMR, Antibody-mediated rejection; BKV, BK polyomavirus; c/mL, copies/mL; CMV, Cytomegalovirus; CNI, Calcineurin inhibitor; dd-cfDNA, Donor-derived cell-free DNA; DSA, Donor-specific antibodies; IVDR, <italic>In Vitro</italic> Medical Devices Regulation; MPA, Mycophenolic acid; mTORi, Mammalian target of rapamycin inhibitor; TAC, Tacrolimus; TCMR, T cell-mediated rejection; TTV, Torque Teno virus; qPCR, Quantitative polymerase chain reaction; RCT, Randomised controlled trial.</p>
</fn>
</fn-group>
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