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<front>
<journal-meta>
<journal-id journal-id-type="nlm-ta">Blood Res</journal-id>
<journal-title-group>
<journal-title>Blood research</journal-title>
<abbrev-journal-title abbrev-type="publisher">Blood Res</abbrev-journal-title>
</journal-title-group>
<issn pub-type="ppub">2287-979X</issn>
<issn pub-type="epub">2288-0011</issn>
<publisher>
<publisher-name>Korean Society of Hematology; Korean Society of Blood and Marrow Transplantation; Korean Society of Pediatric Hematology-Oncology; Korean Society on Thrombosis and Hemostasis</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.5045/br.2022.2022055</article-id>
<article-id pub-id-type="publisher-id">br-57-s1-s75</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Review Article</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Staging and response assessment of lymphoma: a brief review of the Lugano classification and the role of FDG-PET/CT</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Yoo</surname><given-names>Kwai Han</given-names></name>
<xref rid="aff1" ref-type="aff"/>
<xref rid="cor1" ref-type="corresp"/>
</contrib>
</contrib-group>
<aff id="aff1">Division of Hematology, Department of Internal Medicine, Gachon University Gil Medical Center, Gachon University College of Medicine, Incheon, <country>Korea</country></aff>
<author-notes>
<corresp id="cor1">
<bold>Correspondence to</bold>, Kwai Han Yoo, M.D., Division of Hematology, Department of Internal Medicine, Gachon University Gil Medical Center, Gachon University College of Medicine, 21, Namdong-daero 774beon-gil, Namdong-gu, Incheon 21565, Korea, E-mail: <email xlink:href="dr.kyleu@gmail.com">dr.kyleu@gmail.com</email>
</corresp>
</author-notes>
<pub-date pub-type="ppub">
<day>30</day>
<month>4</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="epub">
<day>30</day>
<month>4</month>
<year>2022</year>
</pub-date>
<volume>57</volume>
<issue>S1</issue>
<fpage>75</fpage>
<lpage>78</lpage>
<history>
<date date-type="received">
<day>1</day>
<month>3</month>
<year>2022</year>
</date>
<date date-type="rev-recd">
<day>6</day>
<month>4</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>6</day>
<month>4</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>&#169; 2022 Korean Society of Hematology</copyright-statement>
<copyright-year>2022</copyright-year>
<license license-type="open-access">
<license-p>This is an open-access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (<ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by-nc/4.0">http://creativecommons.org/licenses/by-nc/4.0</ext-link>) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
</license>
</permissions>
<abstract>
<p>The accurate assessment of initial disease status and therapeutic responses is critical to the optimal management of patients with lymphoma. Currently, staging and treatment response evaluation for lymphoma has been standardized into the Lugano classification. Lugano classification incorporates positron emission tomography (PET) into the existing response criteria, and response assessment using FDG-PET/CT has been proven to predict the prognosis in various lymphoma subtypes effectively. We will briefly review the current staging and response evaluation system and explore the role of functional imaging in the field of lymphoma.</p>
</abstract>
<kwd-group>
<kwd>Lymphoma</kwd>
<kwd>Staging</kwd>
<kwd>Response assessment</kwd>
<kwd>Lugano classification</kwd>
<kwd>FDG-PET/CT</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec sec-type="introduction">
<title>INTRODUCTION</title>
<p>Lymphoma is the most common hematological malignancy and is divided into more than 80 subtypes by the latest World Health Organization classification revised in 2016 [<xref rid="ref1" ref-type="bibr">1</xref>]. In South Korea, lymphoma accounts for 2.3% of all newly diagnosed cancers (according to the annual report of cancer statistics in Korea), and approximately 5,216 new cases of non-Hodgkin lymphoma (NHL) and 299 new cases of Hodgkin lymphoma (HL) were diagnosed in 2018 [<xref rid="ref2" ref-type="bibr">2</xref>].</p>
<p>The accurate assessment of initial disease status and therapeutic responses is critical to the optimal management of patients with lymphoma. Currently, staging of lymphoma and evaluation of treatment response are primarily performed according to the Lugano 2014 classification, and the importance of functional imaging such as 18F-fluorodeoxyglucose (FDG)-positron emission tomography (PET)/computed tomography (CT) is increasingly being emphasized [<xref rid="ref3" ref-type="bibr">3</xref>]. In this article, we will review Lugano classification and the role of FDG-PET/CT in the management of lymphoma.</p>
</sec>
<sec sec-type="other">
<title>THE LUGANO CLASSIFICATION</title>
<p>In 1999, the National Cancer Institute Working Group established the first universally accepted response criteria for both NHL and HL [<xref rid="ref4" ref-type="bibr">4</xref>], and revised in 2007 by the International Working Group to incorporate PET and bone marrow immunohistochemistry and flow cytometry [<xref rid="ref5" ref-type="bibr">5</xref>]. As the experience of FDG-PET/CT has been gradually accumulated, FDG-PET/CT has been recognized for its definite usefulness in the evaluation of lymphoma [<xref rid="ref6" ref-type="bibr">6</xref>]. Lymphoma staging is currently based upon the Lugano 2014 classification formulated at the 11th and 12th International Conference on Malignant Lymphomas in Lugano, Switzerland.</p>
<sec>
<title>Initial evaluation and staging</title>
<p>For accurate diagnosis of various subtypes of lymphoma, an incisional or excisional biopsy is preferred to provide adequate tissue for morphology, immunohistochemistry, and additional molecular study [<xref rid="ref1" ref-type="bibr">1</xref>]. However, a core-needle biopsy can be considered when an excisional biopsy is impossible [<xref rid="ref7" ref-type="bibr">7</xref>].</p>
<p>FDG-PET/CT scanning has become the standard for staging and assessment of response in HL and FDG-avid NHL subtypes [<xref rid="ref8" ref-type="bibr">8</xref>, <xref rid="ref9" ref-type="bibr">9</xref>]. A contrast-enhanced CT scan is recommended for FDG non-avid histologies and is also recommended if measuring nodes is essential or for radiotherapy planning. For patients staged with FDG-PET/CT, focal uptake in nodal and extranodal sites is considered involvement with lymphoma [<xref rid="ref10" ref-type="bibr">10</xref>].</p>
<p>If an FDG-PET/CT is performed, a bone marrow biopsy (BMB) is no longer indicated for HL [<xref rid="ref11" ref-type="bibr">11</xref>]. A BMB is only needed for diffuse large B-cell lymphoma (DLBCL) if the FDG-PET/CT is negative and identifying discordant histology is important for patient management [<xref rid="ref12" ref-type="bibr">12</xref>]. All other lymphoma histologies are insufficient to change the standard practice, and unilateral BMB is recommended.</p>
<p>Combining the above, a modification of the Ann Arbor classification is recommended (<xref rid="T1" ref-type="table">Table 1</xref>). Suffixes A and B indicating the presence of symptoms of lymphoma are only required for HL, and the designation X for bulky disease is no longer necessary.</p>
</sec>
<sec>
<title>Response assessment and follow-up evaluation</title>
<p>Interim and end-of-treatment (EOT) assessment with FDG-PET/CT is recommended with Deauville 5-point scale (<xref rid="T2" ref-type="table">Table 2</xref>), while CT-based response is preferred for histologies with low or variable FDG-avidity [<xref rid="ref13" ref-type="bibr">13</xref>]. EOT scans are generally performed 6&#8211;8 weeks following completion of treatment, but a different time point may be needed for regimens containing various immunological agents currently used. Metabolic response criteria using Deauville 5-point scale is given in <xref rid="T3" ref-type="table">Table 3</xref>.</p>
<p>Once EOT response has been assessed and achieved complete response, further imaging studies should be performed carefully and triggered by clinical indications. Surveillance scans after remission are discouraged, especially for DLBCL and HL [<xref rid="ref3" ref-type="bibr">3</xref>, <xref rid="ref5" ref-type="bibr">5</xref>].</p>
</sec>
</sec>
<sec sec-type="other">
<title>CURRENT ROLE OF FDG-PET/CT IN THE MANAGEMENT OF LYMPHOMA AND FUTURE DIRECTION</title>
<p>Baseline FDG-PET/CT affects clinical prognostication of most subtypes of lymphoma including DLBCL, peripheral T-cell lymphoma (PTCL), follicular lymphoma (FL), and HL [<xref rid="ref6" ref-type="bibr">6</xref>, <xref rid="ref14" ref-type="bibr">14</xref><xref rid="ref15" ref-type="bibr"/>-<xref rid="ref16" ref-type="bibr">16</xref>]. In the staging of FDG-avid subtypes, FDG-PET/CT is the preferred modality for staging than CT, especially for identifying extranodal sites [<xref rid="ref10" ref-type="bibr">10</xref>]. FDG-PET/CT removes the need for BMB in most patients of DLBCL and HL, and it allows for mapping of initial disease sites for accurate response assessment [<xref rid="ref17" ref-type="bibr">17</xref>]. For patients with PTCL, FDG-PET/ CT identifies more disease sites and usually upstages diagnosis compared with CT, but PET-induced stage alteration rarely changes treatment strategies because most affected patients have advanced disease [<xref rid="ref18" ref-type="bibr">18</xref>].</p>
<p>The predictive value of interim FDG-PET/CT has been evaluated in early or advanced-stage HL, DLBCL, PTCL, extranodal natural killer/T-cell lymphoma, and primary mediastinal B-cell lymphoma (PMBCL) [<xref rid="ref19" ref-type="bibr">19</xref><xref rid="ref20" ref-type="bibr"/>-<xref rid="ref21" ref-type="bibr">21</xref>]. Most previous studies have emphasized the role of interim FDG-PET/CT for confirming early response during first-line chemotherapy treatment, especially in HL [<xref rid="ref21" ref-type="bibr">21</xref>], but an increased number of reports have recently been published focusing on relapsed or refractory disease of HL and NHL to predict the outcome of salvage treatment [<xref rid="ref19" ref-type="bibr">19</xref>, <xref rid="ref22" ref-type="bibr">22</xref>].</p>
<p>FDG-PET/CT provides quantitative information on tumor burden. Several studies suggest that metabolic tumor volume (MTV) and tumor lesion glycolysis (TLG) are associated with worse prognosis in high-tumor burden DLBCL, PTCL, and FL [<xref rid="ref23" ref-type="bibr">23</xref><xref rid="ref24" ref-type="bibr"/>-<xref rid="ref25" ref-type="bibr">25</xref>]. In patients with PMBCL, TLG was an independent predictor of worse progression-free survival [<xref rid="ref26" ref-type="bibr">26</xref>]. MTV could have an important role in developing risk-adapted approaches in NHL, and cooperative efforts for standardization of MTV measurement is warranted.</p>
<p>Most recently, research on PET-based quantitative evaluation of cancer using artificial intelligence (AI) and deep learning has been actively conducted [<xref rid="ref27" ref-type="bibr">27</xref>, <xref rid="ref28" ref-type="bibr">28</xref>]. Multiple studies suggested AI could enhance the characterization and quantification of tumors and predict treatment response and risk stratification of recurrence [<xref rid="ref29" ref-type="bibr">29</xref>]. Although it is still challenging to apply AI-based procedures routinely in clinical practice, it is expected that experiences and data will be gradually accumulated, and more effective clinical application of FDG-PET/CT on lymphoma will be achieved.</p>
</sec>
<sec sec-type="conclusions">
<title>CONCLUSIONS</title>
<p>Accurate pretreatment staging and evaluation of treatment response are critical for establishing a treatment strategy for lymphoma. Lymphoma staging and response assessment systems have evolved with advances in radiologic techniques and Lugano classification has been widely used for most subtypes NHL and HL by combining FDG-PET/CT. It is expected that the more sophisticated application of functional imaging techniques along with the development of various biologic therapeutic agents will contribute to improving the survival rate of lymphoma patients.</p>
</sec>
</body>
<back>
<fn-group>
<fn fn-type="conflict">
<p><bold>Authors&#8217; Disclosures of Potential Conflicts of Interest</bold></p>
<p>No potential conflicts of interest relevant to this article were reported.</p>
</fn>
</fn-group>
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<sec sec-type="display-objects">
<title>Tables</title>
<table-wrap id="T1" position="float">
<label>Table 1</label>
<caption>
<p>A modified Ann Arbor staging system.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="middle" align="center" style="background-color:#f0c7b8;">Stage</th>
<th valign="middle" align="center" style="background-color:#f0c7b8;">Involvement</th>
<th valign="middle" align="center" style="background-color:#f0c7b8;">Extranodal (E) status</th>
</tr>
</thead>
<tbody>
<tr>
<td colspan="3" valign="top" align="left">Limited</td>
</tr>
<tr>
<td valign="top" align="left" style="padding-left:30px; text-indent:-10px;">I</td>
<td valign="top" align="left" style="padding-left:10px; text-indent:-10px;">One node or a group of adjacent nodes</td>
<td valign="top" align="left" style="padding-left:10px; text-indent:-10px;">Single extranodal lesions without nodal involvement</td>
</tr>
<tr>
<td valign="top" align="left" style="padding-left:30px; text-indent:-10px;">II</td>
<td valign="top" align="left" style="padding-left:10px; text-indent:-10px;">Two or more nodal groups on the same side of the diaphragm</td>
<td valign="top" align="left" style="padding-left:10px; text-indent:-10px;">Stage I or II by nodal extent with limited contiguous extranodal involvement</td>
</tr>
<tr>
<td valign="top" align="left" style="padding-left:30px; text-indent:-10px;">II bulky</td>
<td valign="top" align="left" style="padding-left:10px; text-indent:-10px;">II as above with &#8220;bulky&#8221; disease</td>
<td valign="top" align="left" style="padding-left:10px; text-indent:-10px;">Not applicable</td>
</tr>
<tr>
<td colspan="3" valign="top" align="left">Advanced</td>
</tr>
<tr>
<td valign="top" align="left" style="padding-left:30px; text-indent:-10px;">III</td>
<td valign="top" align="left" style="padding-left:10px; text-indent:-10px;">Nodes on both sides of the diaphragm; nodes above the diaphragm with spleen</td>
<td valign="top" align="left" style="padding-left:10px; text-indent:-10px;">Not applicable</td>
</tr>
<tr>
<td valign="top" align="left" style="padding-left:30px; text-indent:-10px;">IV</td>
<td valign="top" align="left" style="padding-left:10px; text-indent:-10px;">Additional noncontiguous extralymphatic involvement</td>
<td valign="top" align="left" style="padding-left:10px; text-indent:-10px;">Not applicable</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="T2" position="float">
<label>Table 2</label>
<caption>
<p>The Deauville 5-point scale.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="middle" align="center" style="background-color:#f0c7b8;">Score</th>
<th valign="middle" align="center" style="background-color:#f0c7b8;">Definition</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="center">1</td>
<td valign="top" align="left" style="padding-left:10px; text-indent:-10px;">No uptake</td>
</tr>
<tr>
<td valign="top" align="center">2</td>
<td valign="top" align="left" style="padding-left:10px; text-indent:-10px;">Uptake&#8804;mediastinum</td>
</tr>
<tr>
<td valign="top" align="center">3</td>
<td valign="top" align="left" style="padding-left:10px; text-indent:-10px;">Uptake&#62;mediastinum but&#8804;liver</td>
</tr>
<tr>
<td valign="top" align="center">4</td>
<td valign="top" align="left" style="padding-left:10px; text-indent:-10px;">Moderately increased uptake compared to the liver</td>
</tr>
<tr>
<td valign="top" align="center">5</td>
<td valign="top" align="left" style="padding-left:10px; text-indent:-10px;">Markedly increased uptake compared to the liver and/or new lesions</td>
</tr>
<tr>
<td valign="top" align="center">X</td>
<td valign="top" align="left" style="padding-left:10px; text-indent:-10px;">New areas of uptake unlikely to be related to lymphoma</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="T3" position="float">
<label>Table 3</label>
<caption>
<p>Metabolic response criteria using Deauville score (adapted from Lugano classification).</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="middle" align="center" style="background-color:#f0c7b8;">Response categories</th>
<th valign="middle" align="center" style="background-color:#f0c7b8;">FDG-PET/CT-based response</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" style="padding-left:10px; text-indent:-10px;">Complete metabolic response</td>
<td valign="top" align="left" style="padding-left:10px; text-indent:-10px;">Scores 1, 2 and 3 in nodal or extranodal sites with or without a residual mass using the five-point scale</td>
</tr>
<tr>
<td rowspan="3" valign="top" align="left" style="padding-left:10px; text-indent:-10px;">Partial metabolic response</td>
<td valign="top" align="left" style="padding-left:10px; text-indent:-10px;">Score 4 or 5, with visually reduced uptake compared with baseline and residual mass(es) of any size</td>
</tr>
<tr>
<td valign="top" align="left" style="padding-left:30px; text-indent:-10px;">- <italic>At interim these findings may suggest responding disease; at end of treatment these findings indicate residual metabolic disease</italic></td>
</tr>
<tr>
<td valign="top" align="left" style="padding-left:30px; text-indent:-10px;">- <italic>Bone marrow: residual marrow uptake&#62;normal marrow but reduced compared with baseline (diffuse changes from chemotherapy allowed)</italic></td>
</tr>
<tr>
<td valign="top" align="left" style="padding-left:10px; text-indent:-10px;">No metabolic response</td>
<td valign="top" align="left" style="padding-left:10px; text-indent:-10px;">Score 4 or 5 with no significant change in uptake from baseline (at interim or end of treatment)</td>
</tr>
<tr>
<td valign="top" align="left" style="padding-left:10px; text-indent:-10px;">Progressive metabolic disease</td>
<td valign="top" align="left" style="padding-left:10px; text-indent:-10px;">Score 4 or 5 with an increase in uptake from baseline and/or new FDG-avid foci consistent with lymphoma (at interim or end of treatment)</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</back>
</article>