<?xml version="1.0" encoding="UTF-8" standalone="no"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Archiving and Interchange DTD v2.3 20070202//EN" "archivearticle.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" article-type="systematic-review" dtd-version="2.3" xml:lang="EN">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Oncol.</journal-id>
<journal-title>Frontiers in Oncology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Oncol.</abbrev-journal-title>
<issn pub-type="epub">2234-943X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fonc.2022.852573</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Oncology</subject>
<subj-group>
<subject>Systematic Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Clinical Significance of Circulating Cell-Free DNA Detection in Multiple Myeloma: A Meta-Analysis</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Ye</surname>
<given-names>Xueshi</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1037871"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Wanli</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Lifei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yu</surname>
<given-names>Junyao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Hematology, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University</institution>, <addr-line>Hangzhou</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Orthopedics, the Second Affiliated Hospital, School of Medicine, Zhejiang University</institution>, <addr-line>Hangzhou</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Mattia D&#x2019;Agostino, University of Turin, Italy</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Marina Martello, Universit&#xe0; di Bologna, Italy; Luca Bertamini, University of Turin, Italy</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Xueshi Ye, <email xlink:href="mailto:yexueshi2008@zju.edu.cn">yexueshi2008@zju.edu.cn</email>
</p>
</fn>
<fn fn-type="equal" id="fn003">
<p>&#x2020;These authors have contributed equally to this work</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Hematologic Malignancies, a section of the journal Frontiers in Oncology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>18</day>
<month>02</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>12</volume>
<elocation-id>852573</elocation-id>
<history>
<date date-type="received">
<day>11</day>
<month>01</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>31</day>
<month>01</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Ye, Li, Zhang and Yu</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Ye, Li, Zhang and Yu</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Circulating cell-free DNA (cfDNA) detection, a non-invasive method, appears promising for genetic analyses as well as quantitative assessment of tumor burden in patients with cancer. Although the analysis of cfDNA for clinical prognosis and monitoring disease burden in multiple myeloma (MM) has been recently studied, the results are unclear. In this meta-analysis, we explored the clinical significance of circulating cfDNA detection in patients with MM. We searched PubMed, Embase, and the Cochrane Library for eligible studies published up until July 25, 2021. Diagnostic accuracy variables were calculated and analyzed using Meta-Disc, and prognostic data were analyzed using Review Manager. Overall, seven studies comprising 235 myeloma patients met our inclusion criteria. The overall sensitivity and specificity of cfDNA to detect minimal residual disease (MRD) were 0.58 and 0.91, respectively. Moreover, higher levels of cfDNA were associated with worse progression-free survival as well as with poor overall survival. Our meta-analysis revealed that ctDNA detection has an obvious advantage in terms of MRD detection specificity, but it showed no superiority over bone marrow assessment in terms of MRD detection sensitivity, and higher levels of cfDNA were indicative of worse prognosis in patients with MM. cfDNA detection is a non-invasive method and thus shows promise as a good alternative to BM biopsies for monitoring clonal evolution and tumor burden so as to guide the treatment of patients with MM.</p>
</abstract>
<kwd-group>
<kwd>circulating tumor DNA</kwd>
<kwd>cell-free DNA</kwd>
<kwd>multiple myeloma</kwd>
<kwd>minimal residual disease</kwd>
<kwd>prognosis</kwd>
<kwd>meta-analysis</kwd>
</kwd-group>
<counts>
<fig-count count="5"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="39"/>
<page-count count="8"/>
<word-count count="3049"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Multiple myeloma (MM), an incurable hematological malignancy, is characterized by recurrent cytogenetic and molecular abnormalities. Malignant plasma cells show typical multifocal distribution in the bone marrow (BM) and occasional extramedullary dissemination (<xref ref-type="bibr" rid="B1">1</xref>). Considering the spatial heterogeneity of myeloma, analyzing BM aspirates collected from a single site often does not provide comprehensive insights into the genetic profile of tumors. During disease progression, drug resistance and clonal evolution pose major issues (<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B3">3</xref>). Longitudinal evaluation of mutational landscape and tracking tumor burden can facilitate the identification of early signs of treatment resistance and relapse. However, repeated BM aspiration is impractical as the procedure is invasive and causes discomfort. Although BM biopsy is the current gold standard for MM diagnosis and prognostic stratification, tracking malignant clones remains challenging because of the spatial and temporal limitations of BM biopsies; therefore, there exists an urgent need to identify a novel biomarker to monitor disease progression.</p>
<p>The presence of cell-free nucleic acid fragments in human blood was first described in 1948 by Mandel and M&#xe9;tais (<xref ref-type="bibr" rid="B4">4</xref>). Cell-free DNA (cfDNA) is believed to have originated as a consequence of cell apoptosis and necrosis, and possibly also active secretion (<xref ref-type="bibr" rid="B5">5</xref>). Increased cfDNA levels were first reported in the serum of cancer patients in 1977 (<xref ref-type="bibr" rid="B6">6</xref>). According to several studies, cfDNA is of potential diagnostic and prognostic importance in various cancer types, and its levels during treatment are reportedly correlated with outcome (<xref ref-type="bibr" rid="B7">7</xref>&#x2013;<xref ref-type="bibr" rid="B9">9</xref>). With the development of molecular methods, mutant DNA fragments, confirmed to be of tumor origin, have been detected in plasma. Mutations in cfDNA can serve as highly specific markers for cancer, and tumor-derived DNA in cfDNA, also known as circulating tumor DNA (ctDNA) (<xref ref-type="bibr" rid="B10">10</xref>), detection provides a non-invasive approach to diagnose cancers. ctDNA carries information pertaining to the dynamics of cancer-specific genetic and epigenetic alterations; moreover, ctDNA represents the entire epitome of mutations present in primary and metastatic tumors (<xref ref-type="bibr" rid="B11">11</xref>). In comparison to previously used blood-based biomarkers, cfDNA-based detection methods show higher sensitivity, and thus, they seem to have great potential for both quantitative analysis of tumor burden and genetic analysis in case of patients with cancer.</p>
<p>Relative to other cancer types, cfDNA concentration is higher in MM, and there exists high concordance between mutations found in DNA using BM aspirates and those found in ctDNA (<xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B13">13</xref>). Although cfDNA analysis for clinical prognosis and to monitor disease burden in MM has been recently reported (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B15">15</xref>), the results are unclear. Therefore, herein we performed a meta-analysis to systematically explore the clinical relevance of circulating cfDNA in patients with MM.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="s2_1">
<title>Data Source and Search Strategy</title>
<p>We searched for eligible studies in PubMed, Embase, and the Cochrane Library using the following keywords: &#x201c;circulating DNA&#x201d; OR &#x201c;cell free DNA&#x201d; OR &#x201c;ctDNA&#x201d; OR &#x201c;cfDNA&#x201d; OR &#x201c;blood DNA&#x201d; OR &#x201c;plasma DNA&#x201d; OR &#x201c;serum DNA&#x201d; OR &#x201c;liquid biopsy&#x201d; AND &#x201c;myeloma&#x201d; OR &#x201c;plasmacytoma&#x201d; OR &#x201c;plasma cell neoplasms&#x201d; OR &#x201c;plasma cell dyscrasias&#x201d;. All the data retrieved were updated to July 25, 2021.</p>
</sec>
<sec id="s2_2">
<title>Study Selection</title>
<p>Two investigators independently reviewed all the titles and abstracts obtained on implementing our search strategy. We reviewed potentially relevant articles in full to ensure that they satisfied the following inclusion criteria: (1) clinical studies comprising patients with MM, (2) samples collected from the peripheral blood, (3) availability of information pertaining to the diagnostic and prognostic importance of cfDNA or ctDNA or ability to obtain such information from published data, and (4) clarity regarding techniques and target genes. The exclusion criteria were as follows: (1) reviews, conference abstracts, case reports, and non-English publications; (2) circulating viral DNA; (3) lack of outcomes; and (4) republished articles or samples.</p>
</sec>
<sec id="s2_3">
<title>Data Extraction</title>
<p>All relevant studies were assessed by full-text review and those meeting the inclusion criteria were included in final analyses. Both investigators independently extracted the following data from each selected article: first author details, publication year, number of patients, cfDNA detection method, target genes, outcomes, and minimal residual disease (MRD) detection accuracy. If the eligible studies already reported the hazard ratio (HR) of the outcomes [progression-free survival (PFS) and overall survival (OS)] and 95% confidence interval (CI), then the data were directly extracted <italic>via</italic> full-text review. However, if this information was not available, then the HR was estimated using methods previously reported by Tierney et&#xa0;al. (<xref ref-type="bibr" rid="B16">16</xref>).</p>
</sec>
<sec id="s2_4">
<title>Study Quality Assessment</title>
<p>The quality of diagnostic studies was assessed using the revised Quality Assessment of Diagnostic Accuracy Studies (QUADAS-2) criteria (<xref ref-type="bibr" rid="B17">17</xref>) (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Besides, the quality of prognostic studies was evaluated according to the Newcastle&#x2013;Ottawa scale (<xref ref-type="bibr" rid="B21">21</xref>) (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). Newcastle&#x2013;Ottawa scale scores of more than five stars were considered to represent high quality.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Assessment of the quality of diagnostic studies using the QUADAS-2 criteria.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" rowspan="2" align="left">Study</th>
<th valign="top" colspan="4" align="center">Risk of bias</th>
<th valign="top" colspan="3" align="center">Concerns about applicability</th>
</tr>
<tr>
<th valign="top" align="center">Patients Selection</th>
<th valign="top" align="center">Index Text</th>
<th valign="top" align="center">Reference Standard</th>
<th valign="top" align="center">Flow and Timing</th>
<th valign="top" align="center">Patients Selection</th>
<th valign="top" align="center">Index Text</th>
<th valign="top" align="center">Reference Standard</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Mazzotti et al., (<xref ref-type="bibr" rid="B18">18</xref>)</td>
<td valign="top" align="center">U</td>
<td valign="top" align="center">L</td>
<td valign="top" align="center">L</td>
<td valign="top" align="center">L</td>
<td valign="top" align="center">L</td>
<td valign="top" align="center">L</td>
<td valign="top" align="center">L</td>
</tr>
<tr>
<td valign="top" align="left">Biancon et al., (<xref ref-type="bibr" rid="B19">19</xref>)</td>
<td valign="top" align="center">U</td>
<td valign="top" align="center">L</td>
<td valign="top" align="center">L</td>
<td valign="top" align="center">L</td>
<td valign="top" align="center">L</td>
<td valign="top" align="center">L</td>
<td valign="top" align="center">L</td>
</tr>
<tr>
<td valign="top" align="left">Vrabel et al., (<xref ref-type="bibr" rid="B20">20</xref>)</td>
<td valign="top" align="center">L</td>
<td valign="top" align="center">L</td>
<td valign="top" align="center">L</td>
<td valign="top" align="center">L</td>
<td valign="top" align="center">L</td>
<td valign="top" align="center">L</td>
<td valign="top" align="center">L</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>L, low risk of bias; H, high risk of bias; U, unclear risk of bias.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Main characteristics of the included studies.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">NO</th>
<th valign="top" align="center">Study </th>
<th valign="top" align="center">Number of patients</th>
<th valign="top" align="center">Detection method </th>
<th valign="top" align="center">Detection item </th>
<th valign="top" align="center">Outcome </th>
<th valign="top" align="center">Comparison </th>
<th valign="top" align="center">NOS</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">1</td>
<td valign="top" align="left">Mazzotti C, 2018 (<xref ref-type="bibr" rid="B18">18</xref>)</td>
<td valign="top" align="center">37</td>
<td valign="top" align="left">NGS</td>
<td valign="top" align="left">MRD (IGH, IGK, IGL rearrangements)</td>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">2</td>
<td valign="top" align="left">Biancon G, 2018 (<xref ref-type="bibr" rid="B19">19</xref>)</td>
<td valign="top" align="center">22</td>
<td valign="top" align="left">NGS</td>
<td valign="top" align="left">MRD (IGH rearrangement)</td>
<td valign="top" align="left">PFS</td>
<td valign="top" align="left">the frequency of clonal IGH &lt;4.7% vs. &#x2265;4.7%</td>
<td valign="top" align="center">6</td>
</tr>
<tr>
<td valign="top" align="left">3</td>
<td valign="top" align="left">Vrabel D, 2019 (<xref ref-type="bibr" rid="B20">20</xref>)</td>
<td valign="top" align="center">12</td>
<td valign="top" align="left">ASO-qPCR</td>
<td valign="top" align="left">MRD (IGH rearrangements)</td>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">4</td>
<td valign="top" align="left">Mithraprabhu S, 2019_1 (<xref ref-type="bibr" rid="B22">22</xref>)</td>
<td valign="top" align="center">20</td>
<td valign="top" align="left">NGS</td>
<td valign="top" align="left">KRAS, NRAS, CTNNB1, EGFR, TP53, PIK3CA, FOXL2, GNAS, BRAF</td>
<td valign="top" align="left">OS</td>
<td valign="top" align="left">FA (%) &lt;1 vs. &gt; 1</td>
<td valign="top" align="center">6</td>
</tr>
<tr>
<td valign="top" align="left">5</td>
<td valign="top" align="left">Mithraprabhu S, 2019_2 (<xref ref-type="bibr" rid="B23">23</xref>)</td>
<td valign="top" align="center">52</td>
<td valign="top" align="left">NGS</td>
<td valign="top" align="left">KRAS, NRAS, BRAF, TP53</td>
<td valign="top" align="left">OS</td>
<td valign="top" align="left">FA (%) &lt;1 vs. &gt; 1</td>
<td valign="top" align="center">6</td>
</tr>
<tr>
<td valign="top" align="left">6</td>
<td valign="top" align="left">Li Q, 2020 (<xref ref-type="bibr" rid="B24">24</xref>)</td>
<td valign="top" align="center">17</td>
<td valign="top" align="left">ddPCR</td>
<td valign="top" align="left">KRAS, NRAS, BRAF</td>
<td valign="top" align="left">OS</td>
<td valign="top" align="left">undetectable vs. detectable</td>
<td valign="top" align="center">6</td>
</tr>
<tr>
<td valign="top" align="left">7</td>
<td valign="top" align="left">Deshpande S, 2021 (<xref ref-type="bibr" rid="B25">25</xref>)</td>
<td valign="top" align="center">75</td>
<td valign="top" align="left">cfDNA quantification</td>
<td valign="top" align="left">Total cfDNA level</td>
<td valign="top" align="left">OS, PFS</td>
<td valign="top" align="left">cfDNA level &#x2264; 25.2 ng/ml vs. &gt; 25.2 ng/ml</td>
<td valign="top" align="center">6</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>MRD, minimal residual disease; FA, fractional abundance.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s2_5">
<title>Statistical Analysis</title>
<p>Diagnostic accuracy variables, such as sensitivity, specificity, likelihood ratios [i.e., positive likelihood ratio and negative likelihood ratio], diagnostic odds ratio, and summary receiver operating characteristic(SROC) curve were calculated and analyzed using Meta-Disc v1.4. Sensitivity and specificity were defined as the proportion of MRD-positive and -negative patients identified <italic>via</italic> ctDNA detection in plasma among all patients confirmed to be MRD positive and negative, respectively, on BM assessment by multiparametric flow cytometry (MFC) or next-generation sequencing (NGS). The pooled HR and 95% CIs for PFS or OS were analyzed with Review Manager v5.4.1. The I<sup>2</sup> statistic was used to quantify heterogeneity among the studies. I<sup>2</sup> &gt; 50% represented high heterogeneity, and a random effects model was accordingly used; if I<sup>2</sup> was &lt;50%, a fixed effects model was used for analyses.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>Study Selection</title>
<p>Our search strategy led to the identification of 588 references, and 94 duplicates were removed (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). On screening the titles and abstracts, 57 articles were considered worthy of a thorough evaluation. Finally, after full-text review, seven studies comprising 235 myeloma patients were selected for our meta-analysis. Among them, 3 studies were available for calculating the overall sensitivity and specificity of MRD detection. They all used immunoglobulin gene rearrangements in cfDNA to track residual myeloma cells. These three studies used different ctDNA detection methods: Mazzotti (<xref ref-type="bibr" rid="B18">18</xref>) and Biancon (<xref ref-type="bibr" rid="B19">19</xref>) used NGS, while Vrabel (<xref ref-type="bibr" rid="B20">20</xref>) used ASO-qPCR. In addition to Biancon&#x2019;s study (<xref ref-type="bibr" rid="B19">19</xref>) which explore the relationship between the tumor-associated IGH sequence and PFS, the other 4 articles (<xref ref-type="bibr" rid="B22">22</xref>&#x2013;<xref ref-type="bibr" rid="B25">25</xref>) included analysis on the association of cfDNA and survival in patients with multiple myeloma. Except the levels of total cfDNA were quantified in Deshpande&#x2019;s research, the other articles used NGS or PCR to detect the levels of tumor specific DNA. <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref> summarizes the main characteristics and quality assessment of the included prognostic studies.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Flow diagram showing the selection of studies for meta-analysis.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-12-852573-g001.tif"/>
</fig>
</sec>
<sec id="s3_2">
<title>Relevance of cfDNA in MRD Detection in MM</title>
<p>Three studies including 71 myeloma patients were pooled for the meta-analysis of MRD detection accuracy. As evident from <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>, the overall sensitivity and specificity were 0.58 (95% CI, 0.43&#x2013;0.72) and 0.91 (95% CI, 0.72&#x2013;0.99), respectively. The pooled positive and negative likelihood ratios were 4.82 (95% CI, 1.44&#x2013;16.12) and 0.31 (95% CI, 0.05&#x2013;1.82), respectively. The area under the SROC was 0.95, and the diagnostic odds ratio was 16.41 (95% CI, 1.64&#x2013;164.46).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Forest plots related to MRD detection accuracy. <bold>(A)</bold> Forest plots for overall sensitivity, <bold>(B)</bold> overall specificity, <bold>(C)</bold> positive likelihood ratio, <bold>(D)</bold> negative likelihood ratio, <bold>(E)</bold> SROC curve, and <bold>(F)</bold> diagnostic odds ratio.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-12-852573-g002.tif"/>
</fig>
</sec>
<sec id="s3_3">
<title>Prognostic Significance of cfDNA in MM</title>
<p>Five studies comprising 186 myeloma patients were pooled for the meta-analysis of survival. Of them, three articles included analysis on the association of cfDNA and OS in patients with MM (<xref ref-type="bibr" rid="B22">22</xref>&#x2013;<xref ref-type="bibr" rid="B24">24</xref>), and one article included the information of both PFS and OS (<xref ref-type="bibr" rid="B25">25</xref>). Moreover, there was one study which only analyzed the association of cfDNA and PFS (<xref ref-type="bibr" rid="B19">19</xref>). In the two studies that included PFS as the outcome indicator, we found that high cfDNA levels in patients with MM were significantly associated with poor PFS (HR, 4.78; 95% CI, 2.00&#x2013;11.45; P = 0.0004; <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). We also found that high cfDNA levels in patients with MM were associated with worse OS (HR, 3.06; 95% CI, 1.66&#x2013;5.63; P = 0.0003; <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). To analyze the relationship between the level of tumor-derived DNA in circulating cfDNA and OS more specifically, we performed subgroup analysis using three studies that detected ctDNA levels. The results showed that high ctDNA levels in myeloma patients were associated with poor OS (HR, 2.74; 95% CI, 1.37&#x2013;5.50; P = 0.005; <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Forest plot showing the prognostic role of cfDNA on PFS.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-12-852573-g003.tif"/>
</fig>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Forest plot showing the prognostic role of cfDNA on OS.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-12-852573-g004.tif"/>
</fig>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Forest plot showing the prognostic role of ctDNA on OS.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-12-852573-g005.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>To date, myeloma remains an incurable disease, and patients often experience a relapse owing to residual tumor cells. MRD has become one of the most important biomarkers for outcome prediction and therapy optimization. However, longitudinal monitoring of BM MRD remains limited as repetitive BM biopsies are invasive to patients. In addition, in case of some patients with extramedullary disease, BM specimens may not accurately reflect the disease burden. Previous studies based on circulating cfDNA for MRD detection in various hematological malignancies have validated its significance for measuring a small number of residual tumor cells (<xref ref-type="bibr" rid="B26">26</xref>&#x2013;<xref ref-type="bibr" rid="B28">28</xref>). Unfortunately, most such studies involving patients with MM either assessed only a few patients or lacking of the comparison with BM MRD assessment; therefore, the conclusions remain controversial.</p>
<p>Our pooled data confirmed that ctDNA detection had an obvious advantage in terms of MRD detection specificity (specificity, 0.91; 95% CI, 0.72&#x2013;0.99). According to the guidelines for area under the SROC value interpretation (<xref ref-type="bibr" rid="B29">29</xref>), ctDNA presence in patients with MM has a relatively high diagnostic ability (AUC &gt; 0.9) and can indicate MRD positive (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). Clonal immunoglobulin gene rearrangements in plasma samples have been detected by NGS or allele-specific oligonucleotide&#x2013;qPCR to monitor tumor burden (<xref ref-type="bibr" rid="B18">18</xref>&#x2013;<xref ref-type="bibr" rid="B20">20</xref>). At the time of MRD evaluation, the results of ctDNA detection using blood samples were compared with those of NGS or MFC using paired BM samples. Mazzotti (<xref ref-type="bibr" rid="B18">18</xref>) demonstrated the absence of a correlation between ctDNA and BM MRD detection by NGS using only immunoglobulin gene rearrangements in patients with MM. Further, Vrabel (<xref ref-type="bibr" rid="B20">20</xref>) compared ctDNA and BM MFC, a common method for MRD detection, and the sensitivity of MRD detection using ctDNA was only 66.7%. In contrast, Biancon (<xref ref-type="bibr" rid="B19">19</xref>) analyzed MRD by MFC using BM samples and found complete concordance with ctDNA data in all cases, and a high level of correlation was detected between ctDNA and BM MFC data (r = 0.5831, P = 0.0044, Pearson&#x2019;s correlation test). Finally, regarding the sensitivity of MRD detection, ctDNA detection in plasma was not superior over BM assessment as per our analysis (sensitivity, 0.58; 95% CI, 0.43&#x2013;0.72).</p>
<p>We believe that further studies with a larger cohort of patients achieving CR are warranted to determine the reasons for inconsistency in MRD detection sensitivity using ctDNA in different studies. The three studies pooled for the meta-analysis of MRD detection accuracy all used immunoglobulin gene rearrangements in cfDNA to track residual myeloma cells. However, MM is characterized by multiple recurrent somatic mutations, copy number variants, and structural alterations (<xref ref-type="bibr" rid="B30">30</xref>). Thus, given the extensive heterogeneity in MM, a large targeted sequencing panel may prove useful for improving MRD detection sensitivity using ctDNA.</p>
<p>In other cancers, cfDNA analysis has been used to identify mutations related to drug resistance and to predict therapeutic response, which could influence the choice of treatment (<xref ref-type="bibr" rid="B31">31</xref>&#x2013;<xref ref-type="bibr" rid="B33">33</xref>). The prognostic value of cfDNA has been explored in myeloma. Although cfDNA is an admixture of normal and tumor-derived DNA (ctDNA), increased concentration of cfDNA signifies higher tumor burden and is indicative of the prognostic value of survival in many cancers (<xref ref-type="bibr" rid="B34">34</xref>, <xref ref-type="bibr" rid="B35">35</xref>). In addition, high cfDNA levels at baseline are significantly associated with poor PFS and OS in patients with myeloma (<xref ref-type="bibr" rid="B25">25</xref>). ctDNA represents the entire epitome of mutations present in primary as well as metastatic tumors (<xref ref-type="bibr" rid="B36">36</xref>). Plasma-derived ctDNA analysis in patients with MM was found to show good concordance with standard mutation analysis using BM samples. Mithraprabhu (<xref ref-type="bibr" rid="B22">22</xref>, <xref ref-type="bibr" rid="B23">23</xref>) analyzed plasma-derived ctDNA as an adjunct to BM biopsy for mutational characterization and tracking disease progression and found that in comparison with BM samples, plasma samples showed a higher proportion of TP53 mutations. Besides, Li (<xref ref-type="bibr" rid="B24">24</xref>) found a significantly higher detection rate of BRAF, KRAS, and NRAS mutations in plasma-derived cfDNA samples than in BM samples (53% vs 34%). Plasma evidently reflects mutations originating from all focal sites, both at the intramedullary and extramedullary levels. Therefore, assessing both BM and plasma samples should provide a more comprehensive landscape of tumor mutational burden.</p>
<p>The results of the studies included herein indicate the prognostic value of circulating cfDNA. cfDNA levels in MM are reportedly significantly associated with both PFS and OS. In two studies including PFS as the outcome indicator, higher levels of cfDNA were found to be associated with poor PFS (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>) (<xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B25">25</xref>). As evident from <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>, higher level of cfDNA was found to be associated with poorer OS. Because ctDNA only accounts for a small proportion of total cfDNA, we also performed subgroup analysis to assess the usefulness of ctDNA quantification to predict OS; we found that ctDNA-positive patients or those with a high level of ctDNA showed inferior OS (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>).</p>
<p>In the analyzed studies, gene mutations, mainly including RAS-RAF and TP53, were detected, which may predict poor prognosis in patients with MM (<xref ref-type="bibr" rid="B37">37</xref>). Mithraprabhu (<xref ref-type="bibr" rid="B23">23</xref>) reported that high levels of ctDNA are a prognostic factor in case of relapsed/refractory MM patients but not in case of newly diagnosed MM patients. This could be because a higher frequency of gene mutations in plasma was detected in relapsed/refractory MM patients than in newly diagnosed MM patients. However, Li found a significantly higher detection rate of BRAF, KRAS, and NRAS mutations on using plasma-derived cfDNA samples (53%) than on using BM samples (34%) in case of newly diagnosed MM patients, and patients with these mutations showed shorter OS than those without them (<xref ref-type="bibr" rid="B24">24</xref>). These two studies used different ctDNA detection methods: Mithraprabhu used NGS, while Li used droplet digital PCR. Although previous studies have verified that these methods show high concordance in terms of tumor genotype (<xref ref-type="bibr" rid="B38">38</xref>, <xref ref-type="bibr" rid="B39">39</xref>), the inconsistency in the data reported by Mithraprabhu and Li suggest that further studies are warranted to compare these methods; furthermore, more patients need to be evaluated to confirm the prognostic significance of plasma-derived ctDNA in newly diagnosed MM patients.</p>
<p>This study has several limitations that need to be addressed. First, the lack of currently recognized ctDNA gene targets in patients with MM might contribute to bias. Second, different ctDNA detection methods were used in the included studies. Finally, owing to the limited number of studies on ctDNA detection in MM, the data included is not very rich, which may contribute to further bias.</p>
</sec>
<sec id="s5" sec-type="conclusions">
<title>Conclusions</title>
<p>To the best of our knowledge, this meta-analysis represents the first comprehensive study to investigate MRD detection and prognostic value of circulating cfDNA in patients with MM. We report that ctDNA detection has an obvious advantage in terms of MRD detection specificity; moreover, higher levels of cfDNA were found to be associated with worse prognosis in patients with MM. cfDNA detection is a non-invasive method and thus shows promise as a good alternative to BM biopsies for monitoring clonal evolution and tumor burden so as to guide the treatment of patients with MM. However, before its wide application in patients with MM, accurate ctDNA gene targets and standardized detection methods need to be established.</p>
</sec>
<sec id="s6" sec-type="data-availability">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material. Further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author Contributions</title>
<p>XY conceived and designed the study. XY and WL collected and analyzed the data. LZ and JY analyzed the data. XY wrote the manuscript. All authors read and approved the final manuscript.</p>
</sec>
<sec id="s8" sec-type="COI-statement">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s9" sec-type="disclaimer">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
<ref-list>
<title>References</title>
<ref id="B1">
<label>1</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kumar</surname> <given-names>SK</given-names>
</name>
<name>
<surname>Rajkumar</surname> <given-names>V</given-names>
</name>
<name>
<surname>Kyle</surname> <given-names>RA</given-names>
</name>
<name>
<surname>van Duin</surname> <given-names>M</given-names>
</name>
<name>
<surname>Sonneveld</surname> <given-names>P</given-names>
</name>
<name>
<surname>Mateos</surname> <given-names>MV</given-names>
</name>
<etal/>
</person-group>. <article-title>Multiple Myeloma</article-title>. <source>Nat Rev Dis Primers</source> (<year>2017</year>) <volume>3</volume>:<fpage>17046</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/nrdp.2017.46</pub-id>
</citation>
</ref>
<ref id="B2">
<label>2</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bolli</surname> <given-names>N</given-names>
</name>
<name>
<surname>Avet-Loiseau</surname> <given-names>H</given-names>
</name>
<name>
<surname>Wedge</surname> <given-names>DC</given-names>
</name>
<name>
<surname>Van Loo</surname> <given-names>P</given-names>
</name>
<name>
<surname>Alexandrov</surname> <given-names>LB</given-names>
</name>
<name>
<surname>Martincorena</surname> <given-names>I</given-names>
</name>
<etal/>
</person-group>. <article-title>Heterogeneity of Genomic Evolution and Mutational Profiles in Multiple Myeloma</article-title>. <source>Nat Commun</source> (<year>2014</year>) <volume>5</volume>:<fpage>2997</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/ncomms3997</pub-id>
</citation>
</ref>
<ref id="B3">
<label>3</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Walker</surname> <given-names>BA</given-names>
</name>
<name>
<surname>Boyle</surname> <given-names>EM</given-names>
</name>
<name>
<surname>Wardell</surname> <given-names>CP</given-names>
</name>
<name>
<surname>Murison</surname> <given-names>A</given-names>
</name>
<name>
<surname>Begum</surname> <given-names>DB</given-names>
</name>
<name>
<surname>Dahir</surname> <given-names>NM</given-names>
</name>
<etal/>
</person-group>. <article-title>Mutational Spectrum, Copy Number Changes, and Outcome: Results of a Sequencing Study of Patients With Newly Diagnosed Myeloma</article-title>. <source>J Clin Oncol</source> (<year>2015</year>) <volume>33</volume>:<page-range>3911&#x2013;20</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1200/JCO.2014.59.1503</pub-id>
</citation>
</ref>
<ref id="B4">
<label>4</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mandel</surname> <given-names>P</given-names>
</name>
<name>
<surname>M&#xe9;tais</surname> <given-names>P</given-names>
</name>
</person-group>. <article-title>Nuclear Acids In Human Blood Plasma</article-title>. <source>C R Seances Soc Biol Fil</source> (<year>1948</year>) <volume>142</volume>:<page-range>241&#x2013;3</page-range>.</citation>
</ref>
<ref id="B5">
<label>5</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Thierry</surname> <given-names>AR</given-names>
</name>
<name>
<surname>El Messaoudi</surname> <given-names>S</given-names>
</name>
<name>
<surname>Gahan</surname> <given-names>PB</given-names>
</name>
<name>
<surname>Anker</surname> <given-names>P</given-names>
</name>
<name>
<surname>Stroun</surname> <given-names>M</given-names>
</name>
</person-group>. <article-title>Origins, Structures, and Functions of Circulating DNA in Oncology</article-title>. <source>Cancer Metastasis Rev</source> (<year>2016</year>) <volume>35</volume>:<page-range>347&#x2013;76</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s10555-016-9629-x</pub-id>
</citation>
</ref>
<ref id="B6">
<label>6</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Leon</surname> <given-names>SA</given-names>
</name>
<name>
<surname>Shapiro</surname> <given-names>B</given-names>
</name>
<name>
<surname>Sklaroff</surname> <given-names>DM</given-names>
</name>
<name>
<surname>Yaros</surname> <given-names>MJ</given-names>
</name>
</person-group>. <article-title>Free DNA in the Serum of Cancer Patients and the Effect of Therapy</article-title>. <source>Cancer Res</source> (<year>1977</year>) <volume>37</volume>:<page-range>646&#x2013;50</page-range>.</citation>
</ref>
<ref id="B7">
<label>7</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bettegowda</surname> <given-names>C</given-names>
</name>
<name>
<surname>Sausen</surname> <given-names>M</given-names>
</name>
<name>
<surname>Leary</surname> <given-names>RJ</given-names>
</name>
<name>
<surname>Kinde</surname> <given-names>I</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Agrawal</surname> <given-names>N</given-names>
</name>
<etal/>
</person-group>. <article-title>Detection of Circulating Tumor DNA in Early- and Late-Stage Human Malignancies</article-title>. <source>Sci Transl Med</source> (<year>2014</year>) <volume>6</volume>:<fpage>224ra24</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1126/scitranslmed.3007094</pub-id>
</citation>
</ref>
<ref id="B8">
<label>8</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>De Mattos-Arruda</surname> <given-names>L</given-names>
</name>
<name>
<surname>Olmos</surname> <given-names>D</given-names>
</name>
<name>
<surname>Tabernero</surname> <given-names>J</given-names>
</name>
</person-group>. <article-title>Prognostic and Predictive Roles for Circulating Biomarkers in Gastrointestinal Cancer</article-title>. <source>Future Oncol</source> (<year>2011</year>) <volume>7</volume>:<page-range>1385&#x2013;97</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.2217/fon.11.122</pub-id>
</citation>
</ref>
<ref id="B9">
<label>9</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Spindler</surname> <given-names>KL</given-names>
</name>
<name>
<surname>Pallisgaard</surname> <given-names>N</given-names>
</name>
<name>
<surname>Andersen</surname> <given-names>RF</given-names>
</name>
<name>
<surname>Brandslund</surname> <given-names>I</given-names>
</name>
<name>
<surname>Jakobsen</surname> <given-names>A</given-names>
</name>
</person-group>. <article-title>Circulating Free DNA as Biomarker and Source for Mutation Detection in Metastatic Colorectal Cancer</article-title>. <source>PloS One</source> (<year>2015</year>) <volume>10</volume>:<elocation-id>e0108247</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1371/journal.pone.0108247</pub-id>
</citation>
</ref>
<ref id="B10">
<label>10</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wan</surname> <given-names>JCM</given-names>
</name>
<name>
<surname>Massie</surname> <given-names>C</given-names>
</name>
<name>
<surname>Garcia-Corbacho</surname> <given-names>J</given-names>
</name>
<name>
<surname>Mouliere</surname> <given-names>F</given-names>
</name>
<name>
<surname>Brenton</surname> <given-names>JD</given-names>
</name>
<name>
<surname>Caldas</surname> <given-names>C</given-names>
</name>
<etal/>
</person-group>. <article-title>Liquid Biopsies Come of Age: Towards Implementation of Circulating Tumour DNA</article-title>. <source>Nat Rev Cancer</source> (<year>2017</year>) <volume>17</volume>:<page-range>223&#x2013;38</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/nrc.2017.7</pub-id>
</citation>
</ref>
<ref id="B11">
<label>11</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lo</surname> <given-names>YMD</given-names>
</name>
<name>
<surname>Lam</surname> <given-names>WKJ</given-names>
</name>
</person-group>. <article-title>Tracing the Tissue of Origin of Plasma DNA Feasibility and Implications</article-title>. <source>Ann N Y Acad Sci</source> (<year>2016</year>) <volume>1376</volume>:<page-range>14&#x2013;7</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/nyas.13163</pub-id>
</citation>
</ref>
<ref id="B12">
<label>12</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kis</surname> <given-names>O</given-names>
</name>
<name>
<surname>Kaedbey</surname> <given-names>R</given-names>
</name>
<name>
<surname>Chow</surname> <given-names>S</given-names>
</name>
<name>
<surname>Danesh</surname> <given-names>A</given-names>
</name>
<name>
<surname>Dowar</surname> <given-names>M</given-names>
</name>
<name>
<surname>Li</surname> <given-names>T</given-names>
</name>
<etal/>
</person-group>. <article-title>Circulating Tumour DNA Sequence Analysis as an Alternative to Multiple Myeloma Bone Marrow Aspirates</article-title>. <source>Nat Commun</source> (<year>2017</year>) <volume>8</volume>:<elocation-id>15086</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/ncomms15086</pub-id>
</citation>
</ref>
<ref id="B13">
<label>13</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gerber</surname> <given-names>B</given-names>
</name>
<name>
<surname>Manzoni</surname> <given-names>M</given-names>
</name>
<name>
<surname>Spina</surname> <given-names>V</given-names>
</name>
<name>
<surname>Bruscaggin</surname> <given-names>A</given-names>
</name>
<name>
<surname>Lionetti</surname> <given-names>M</given-names>
</name>
<name>
<surname>Fabris</surname> <given-names>S</given-names>
</name>
<etal/>
</person-group>. <article-title>Circulating Tumor DNA as a Liquid Biopsy in Plasma Cell Dyscrasias</article-title>. <source>Haematologica</source> (<year>2018</year>) <volume>103</volume>:<page-range>e245&#x2013;8</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.3324/haematol.2017.184358</pub-id>
</citation>
</ref>
<ref id="B14">
<label>14</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Guo</surname> <given-names>G</given-names>
</name>
<name>
<surname>Raje</surname> <given-names>NS</given-names>
</name>
<name>
<surname>Seifer</surname> <given-names>C</given-names>
</name>
<name>
<surname>Kloeber</surname> <given-names>J</given-names>
</name>
<name>
<surname>Isenhart</surname> <given-names>R</given-names>
</name>
<name>
<surname>Ha</surname> <given-names>G</given-names>
</name>
<etal/>
</person-group>. <article-title>Genomic Discovery and Clonal Tracking in Multiple Myeloma by Cell Free DNA Sequencing</article-title>. <source>Leukemia</source> (<year>2018</year>) <volume>32</volume>:<page-range>1838&#x2013;41</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41375-018-0115-z</pub-id>
</citation>
</ref>
<ref id="B15">
<label>15</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Long</surname> <given-names>X</given-names>
</name>
<name>
<surname>Xu</surname> <given-names>Q</given-names>
</name>
<name>
<surname>Lou</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Li</surname> <given-names>C</given-names>
</name>
<name>
<surname>Gu</surname> <given-names>J</given-names>
</name>
<name>
<surname>Cai</surname> <given-names>H</given-names>
</name>
<etal/>
</person-group>. <article-title>The Utility of Non-Invasive Liquid Biopsy for Mutational Analysis and Minimal Residual Disease Assessment in Extramedullary Multiple Myeloma</article-title>. <source>Br J Haematol</source> (<year>2020</year>) <volume>189</volume>:<page-range>e45&#x2013;8</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/bjh.16440</pub-id>
</citation>
</ref>
<ref id="B16">
<label>16</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tierney</surname> <given-names>JF</given-names>
</name>
<name>
<surname>Stewart</surname> <given-names>LA</given-names>
</name>
<name>
<surname>Ghersi</surname> <given-names>D</given-names>
</name>
<name>
<surname>Burdett</surname> <given-names>S</given-names>
</name>
<name>
<surname>Sydes</surname> <given-names>MR</given-names>
</name>
</person-group>. <article-title>Practical Methods for Incorporating Summary Time-to-Event Data Into Meta-Analysis</article-title>. <source>Trials</source> (<year>2007</year>) <volume>8</volume>:<elocation-id>16</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/1745-6215-8-16</pub-id>
</citation>
</ref>
<ref id="B17">
<label>17</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Whiting</surname> <given-names>PF</given-names>
</name>
<name>
<surname>Rutjes</surname> <given-names>AW</given-names>
</name>
<name>
<surname>Westwood</surname> <given-names>ME</given-names>
</name>
<name>
<surname>Mallett</surname> <given-names>S</given-names>
</name>
<name>
<surname>Deeks</surname> <given-names>JJ</given-names>
</name>
<name>
<surname>Reitsma</surname> <given-names>JB</given-names>
</name>
<etal/>
</person-group>. <article-title>QUADAS-2: A Revisedtool for the Quality Assessment of Diagnostic Accuracy Studies</article-title>. <source>Ann Intern Med</source> (<year>2011</year>) <volume>155</volume>:<page-range>529&#x2013;36</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.7326/0003-4819-155-8-201110180-00009</pub-id>
</citation>
</ref>
<ref id="B18">
<label>18</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mazzotti</surname> <given-names>C</given-names>
</name>
<name>
<surname>Buisson</surname> <given-names>L</given-names>
</name>
<name>
<surname>Maheo</surname> <given-names>S</given-names>
</name>
<name>
<surname>Perrot</surname> <given-names>A</given-names>
</name>
<name>
<surname>Chretien</surname> <given-names>ML</given-names>
</name>
<name>
<surname>Leleu</surname> <given-names>X</given-names>
</name>
<etal/>
</person-group>. <article-title>Myeloma MRD by Deep Sequencing From Circulating Tumor DNA Does Not Correlate With Results Obtained in the Bone Marrow</article-title>. <source>Blood Adv</source> (<year>2018</year>) <volume>2</volume>:<page-range>2811&#x2013;3</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1182/bloodadvances.2018025197</pub-id>
</citation>
</ref>
<ref id="B19">
<label>19</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Biancon</surname> <given-names>G</given-names>
</name>
<name>
<surname>Gimondi</surname> <given-names>S</given-names>
</name>
<name>
<surname>Vendramin</surname> <given-names>A</given-names>
</name>
<name>
<surname>Carniti</surname> <given-names>C</given-names>
</name>
<name>
<surname>Corradini</surname> <given-names>P</given-names>
</name>
</person-group>. <article-title>Non-Invasive Molecular Monitoring in Multiple Myeloma Patients Using Cell-Free Tumor DNA: A Pilot Study</article-title>. <source>J Mol Diagn</source> (<year>2018</year>) <volume>20</volume>:<page-range>859&#x2013;70</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.jmoldx.2018.07.006</pub-id>
</citation>
</ref>
<ref id="B20">
<label>20</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Vrabel</surname> <given-names>D</given-names>
</name>
<name>
<surname>Sedlarikova</surname> <given-names>L</given-names>
</name>
<name>
<surname>Besse</surname> <given-names>L</given-names>
</name>
<name>
<surname>Rihova</surname> <given-names>L</given-names>
</name>
<name>
<surname>Bezdekova</surname> <given-names>R</given-names>
</name>
<name>
<surname>Almasi</surname> <given-names>M</given-names>
</name>
<etal/>
</person-group>. <article-title>Dynamics of Tumor-Specific cfDNA in Response to Therapy in Multiple Myeloma Patients</article-title>. <source>Eur J Haematol</source> (<year>2020</year>) <volume>104</volume>:<page-range>190&#x2013;7</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/ejh.13358</pub-id>
</citation>
</ref>
<ref id="B21">
<label>21</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Stang</surname> <given-names>A</given-names>
</name>
</person-group>. <article-title>Critical Evaluation of the Newcastle-Ottawa Scale for the Assessment of the Quality of Nonrandomized Studies in Meta-Analyses</article-title>. <source>Eur J Epidemiol</source> (<year>2010</year>) <volume>25</volume>:<page-range>603&#x2013;5</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s10654-010-9491-z</pub-id>
</citation>
</ref>
<ref id="B22">
<label>22</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mithraprabhu</surname> <given-names>S</given-names>
</name>
<name>
<surname>Morley</surname> <given-names>R</given-names>
</name>
<name>
<surname>Khong</surname> <given-names>T</given-names>
</name>
<name>
<surname>Kalff</surname> <given-names>A</given-names>
</name>
<name>
<surname>Bergin</surname> <given-names>K</given-names>
</name>
<name>
<surname>Hocking</surname> <given-names>J</given-names>
</name>
<etal/>
</person-group>. <article-title>Monitoring Tumour Burden and Therapeutic Response Through Analysis of Circulating Tumour DNA and Extracellular RNA in Multiple Myeloma Patients</article-title>. <source>Leukemia</source> (<year>2019</year>) <volume>33</volume>:<page-range>2022&#x2013;33</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41375-019-0469-x</pub-id>
</citation>
</ref>
<ref id="B23">
<label>23</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mithraprabhu</surname> <given-names>S</given-names>
</name>
<name>
<surname>Hocking</surname> <given-names>J</given-names>
</name>
<name>
<surname>Ramachandran</surname> <given-names>M</given-names>
</name>
<name>
<surname>Choi</surname> <given-names>K</given-names>
</name>
<name>
<surname>Klarica</surname> <given-names>D</given-names>
</name>
<name>
<surname>Khong</surname> <given-names>T</given-names>
</name>
<etal/>
</person-group>. <article-title>DNA-Repair Gene Mutations Are Highly Prevalent in Circulating Tumour DNA From Multiple Myeloma Patients</article-title>. <source>Cancers (Basel)</source> (<year>2019</year>) <volume>11</volume>:<elocation-id>917</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/cancers11070917</pub-id>
</citation>
</ref>
<ref id="B24">
<label>24</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname> <given-names>Q</given-names>
</name>
<name>
<surname>Huang</surname> <given-names>HJ</given-names>
</name>
<name>
<surname>Ma</surname> <given-names>J</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Cao</surname> <given-names>Z</given-names>
</name>
<name>
<surname>Karlin-Neumann</surname> <given-names>G</given-names>
</name>
<etal/>
</person-group>. <article-title>RAS/RAF Mutations in Tumor Samples and Cell-Free DNA From Plasma and Bone Marrow Aspirates in Multiple Myeloma Patients</article-title>. <source>J Cancer</source> (<year>2020</year>) <volume>11</volume>:<page-range>3543&#x2013;50</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.7150/jca.43729</pub-id>
</citation>
</ref>
<ref id="B25">
<label>25</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Deshpande</surname> <given-names>S</given-names>
</name>
<name>
<surname>Tytarenko</surname> <given-names>RG</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Boyle</surname> <given-names>EM</given-names>
</name>
<name>
<surname>Ashby</surname> <given-names>C</given-names>
</name>
<name>
<surname>Schinke</surname> <given-names>CD</given-names>
</name>
<etal/>
</person-group>. <article-title>Monitoring Treatment Response and Disease Progression in Myeloma With Circulating Cell-Free DNA</article-title>. <source>Eur J Haematol</source> (<year>2021</year>) <volume>106</volume>:<page-range>230&#x2013;40</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/ejh.13541</pub-id>
</citation>
</ref>
<ref id="B26">
<label>26</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yeh</surname> <given-names>P</given-names>
</name>
<name>
<surname>Dickinson</surname> <given-names>M</given-names>
</name>
<name>
<surname>Ftouni</surname> <given-names>S</given-names>
</name>
<name>
<surname>Hunter</surname> <given-names>T</given-names>
</name>
<name>
<surname>Sinha</surname> <given-names>D</given-names>
</name>
<name>
<surname>Wong</surname> <given-names>SQ</given-names>
</name>
<etal/>
</person-group>. <article-title>Molecular Disease Monitoring Using Circulating Tumor DNA in Myelodysplastic Syndromes</article-title>. <source>Blood</source> (<year>2017</year>) <volume>129</volume>:<page-range>1685&#x2013;90</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1182/blood-2016-09-740308</pub-id>
</citation>
</ref>
<ref id="B27">
<label>27</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Roschewski</surname> <given-names>M</given-names>
</name>
<name>
<surname>Staudt</surname> <given-names>LM</given-names>
</name>
<name>
<surname>Wilson</surname> <given-names>WH</given-names>
</name>
</person-group>. <article-title>Dynamic Monitoring of Circulating Tumor DNA in Non-Hodgkin Lymphoma</article-title>. <source>Blood</source> (<year>2016</year>) <volume>127</volume>:<page-range>3127&#x2013;32</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1182/blood-2016-03-635219</pub-id>
</citation>
</ref>
<ref id="B28">
<label>28</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Oberle</surname> <given-names>A</given-names>
</name>
<name>
<surname>Brandt</surname> <given-names>A</given-names>
</name>
<name>
<surname>Voigtlaender</surname> <given-names>M</given-names>
</name>
<name>
<surname>Thiele</surname> <given-names>B</given-names>
</name>
<name>
<surname>Radloff</surname> <given-names>J</given-names>
</name>
<name>
<surname>Schulenkorf</surname> <given-names>A</given-names>
</name>
<etal/>
</person-group>. <article-title>Monitoring Multiple Myeloma by Next-Generation Sequencing of V(D)J Rearrangements From Circulating Myeloma Cells and Cell-Free Myeloma DNA</article-title>. <source>Haematologica</source> (<year>2017</year>) <volume>102</volume>:<page-range>1105&#x2013;11</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.3324/haematol.2016.161414</pub-id>
</citation>
</ref>
<ref id="B29">
<label>29</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Swets</surname> <given-names>JA</given-names>
</name>
</person-group>. <article-title>Measuring the Accuracy of Diagnostic Systems</article-title>. <source>Science</source> (<year>1988</year>) <volume>240</volume>:<page-range>1285&#x2013;93</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1126/science.3287615</pub-id>
</citation>
</ref>
<ref id="B30">
<label>30</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pugh</surname> <given-names>TJ</given-names>
</name>
</person-group>. <article-title>Circulating Tumour DNA for Detecting Minimal Residual Disease in Multiple Myeloma</article-title>. <source>Semin Hematol</source> (<year>2018</year>) <volume>55</volume>:<fpage>38</fpage>&#x2013;<lpage>40</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1053/j.seminhematol.2018.03.002</pub-id>
</citation>
</ref>
<ref id="B31">
<label>31</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dawson</surname> <given-names>SJ</given-names>
</name>
<name>
<surname>Tsui</surname> <given-names>DW</given-names>
</name>
<name>
<surname>Murtaza</surname> <given-names>M</given-names>
</name>
<name>
<surname>Biggs</surname> <given-names>H</given-names>
</name>
<name>
<surname>Rueda</surname> <given-names>OM</given-names>
</name>
<name>
<surname>Chin</surname> <given-names>SF</given-names>
</name>
<etal/>
</person-group>. <article-title>Analysis of Circulating Tumor DNA to Monitor Metastatic Breast Cancer</article-title>. <source>N Engl J Med</source> (<year>2013</year>) <volume>368</volume>:<page-range>1199&#x2013;209</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1056/NEJMoa1213261</pub-id>
</citation>
</ref>
<ref id="B32">
<label>32</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Murtaza</surname> <given-names>M</given-names>
</name>
<name>
<surname>Dawson</surname> <given-names>SJ</given-names>
</name>
<name>
<surname>Tsui</surname> <given-names>DWY</given-names>
</name>
<name>
<surname>Gale</surname> <given-names>D</given-names>
</name>
<name>
<surname>Forshew</surname> <given-names>T</given-names>
</name>
<name>
<surname>Piskorz</surname> <given-names>AM</given-names>
</name>
<etal/>
</person-group>. <article-title>Non-Invasive Analysis of Acquired Resistance to Cancer Therapy by Sequencing of Plasma DNA</article-title>. <source>Nature</source> (<year>2013</year>) <volume>497</volume>:<page-range>108&#x2013;12</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/nature12065</pub-id>
</citation>
</ref>
<ref id="B33">
<label>33</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kwapisz</surname> <given-names>D</given-names>
</name>
</person-group>. <article-title>The First Liquid Biopsy Test Approved. Is it a New Era of Mutation Testing for Non-Small Cell Lung Cancer</article-title>? <source>Ann Transl Med</source> (<year>2017</year>) <volume>5</volume>:<fpage>46</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.21037/atm.2017.01.32</pub-id>
</citation>
</ref>
<ref id="B34">
<label>34</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Valpione</surname> <given-names>S</given-names>
</name>
<name>
<surname>Gremel</surname> <given-names>G</given-names>
</name>
<name>
<surname>Mundra</surname> <given-names>P</given-names>
</name>
<name>
<surname>Middlehurst</surname> <given-names>P</given-names>
</name>
<name>
<surname>Galvani</surname> <given-names>E</given-names>
</name>
<name>
<surname>Girotti</surname> <given-names>MR</given-names>
</name>
<etal/>
</person-group>. <article-title>Plasma Total Cell-Free DNA (cfDNA) is a Surrogate Biomarker for Tumour Burden and a Prognostic Biomarker for Survival in Metastatic Melanoma Patients</article-title>. <source>Eur J Cancer</source> (<year>2018</year>) <volume>88</volume>:<fpage>1</fpage>&#x2013;<lpage>9</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.ejca.2017.10.029</pub-id>
</citation>
</ref>
<ref id="B35">
<label>35</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Eskandari</surname> <given-names>M</given-names>
</name>
<name>
<surname>Manoochehrabadi</surname> <given-names>S</given-names>
</name>
<name>
<surname>Pashaiefar</surname> <given-names>H</given-names>
</name>
<name>
<surname>Zaimy</surname> <given-names>MA</given-names>
</name>
<name>
<surname>Ahmadvand</surname> <given-names>M</given-names>
</name>
</person-group>. <article-title>Clinical Significance of Cell-Free DNA as a Prognostic Biomarker in Patients With Diffuse Large B-Cell Lymphoma</article-title>. <source>Blood Res</source> (<year>2019</year>) <volume>54</volume>:<page-range>114&#x2013;9</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.5045/br.2019.54.2.114</pub-id>
</citation>
</ref>
<ref id="B36">
<label>36</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Siravegna</surname> <given-names>G</given-names>
</name>
<name>
<surname>Marsoni</surname> <given-names>S</given-names>
</name>
<name>
<surname>Siena</surname> <given-names>S</given-names>
</name>
<name>
<surname>Bardelli</surname> <given-names>A</given-names>
</name>
</person-group>. <article-title>Integrating Liquid Biopsies Into the Management of Cancer</article-title>. <source>Nat Rev Clin Oncol</source> (<year>2017</year>) <volume>14</volume>:<page-range>531&#x2013;48</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/nrclinonc.2017.14</pub-id>
</citation>
</ref>
<ref id="B37">
<label>37</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mulligan</surname> <given-names>G</given-names>
</name>
<name>
<surname>Lichter</surname> <given-names>DI</given-names>
</name>
<name>
<surname>Di Bacco</surname> <given-names>A</given-names>
</name>
<name>
<surname>Blakemore</surname> <given-names>SJ</given-names>
</name>
<name>
<surname>Berger</surname> <given-names>A</given-names>
</name>
<name>
<surname>Koenig</surname> <given-names>E</given-names>
</name>
<etal/>
</person-group>. <article-title>Mutation of Nras But Not Kras Significantly Reduces Myeloma Sensitivity to Single-Agent Bortezomib Therapy</article-title>. <source>Blood</source> (<year>2014</year>) <volume>123</volume>:<page-range>632&#x2013;39</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1182/blood-2013-05-504340</pub-id>
</citation>
</ref>
<ref id="B38">
<label>38</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Demuth</surname> <given-names>C</given-names>
</name>
<name>
<surname>Spindler</surname> <given-names>KG</given-names>
</name>
<name>
<surname>Johansen</surname> <given-names>JS</given-names>
</name>
<name>
<surname>Pallisgaard</surname> <given-names>N</given-names>
</name>
<name>
<surname>Nielsen</surname> <given-names>D</given-names>
</name>
<name>
<surname>Hogdall</surname> <given-names>E</given-names>
</name>
<etal/>
</person-group>. <article-title>Measuring Kras Mutations in Circulating Tumor DNA by Droplet Digital Pcr and Next-Generation Sequencing</article-title>. <source>Transl Oncol</source> (<year>2018</year>) <volume>11</volume>:<page-range>1220&#x2013;4</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.tranon.2018.07.013</pub-id>
</citation>
</ref>
<ref id="B39">
<label>39</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bessi</surname> <given-names>L</given-names>
</name>
<name>
<surname>Viailly</surname> <given-names>PJ</given-names>
</name>
<name>
<surname>Bohers</surname> <given-names>E</given-names>
</name>
<name>
<surname>Ruminy</surname> <given-names>P</given-names>
</name>
<name>
<surname>Maingonnat</surname> <given-names>C</given-names>
</name>
<name>
<surname>Bertrand</surname> <given-names>P</given-names>
</name>
<etal/>
</person-group>. <article-title>Somatic Mutations of Cell-Free Circulating DNA Detected by Targeted Next-Generation Sequencing and Digital Droplet Pcr in Classical Hodgkin Lymphoma</article-title>. <source>Leuk Lymphoma</source> (<year>2019</year>) <volume>60</volume>:<fpage>498</fpage>&#x2013;<lpage>502</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1080/10428194.2018.1492123</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>