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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Med.</journal-id>
<journal-title>Frontiers in Medicine</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Med.</abbrev-journal-title>
<issn pub-type="epub">2296-858X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmed.2025.1621569</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Medicine</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Combined role of thromboelastography and coagulation indicators in predicting thromboembolism risk in cancer patients</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Huang</surname> <given-names>Liqiu</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/3053177/overview"/>
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<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Dong</surname> <given-names>Wei</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Hu</surname> <given-names>Xiaojie</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
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</contrib>
<contrib contrib-type="author">
<name><surname>Wang</surname> <given-names>Yu</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhang</surname> <given-names>Lina</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
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</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Laboratory, Tangshan Central Hospital, Tangshan</institution>, <addr-line>Hebei</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Internal Medicine, Tangshan Fengnan District Hospital, Tangshan</institution>, <addr-line>Hebei</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Emergency, Affiliated Hospital of North China University of Science and Technology, Tangshan</institution>, <addr-line>Hebei</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Rodrigo Assar, University of Chile, Chile</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: David Akinbo, University of Iowa, United States</p>
<p>Sunaina Karna, All India Institute of Medical Sciences, India</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Liqiu Huang <email>15230507233&#x00040;163.com</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>26</day>
<month>08</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>12</volume>
<elocation-id>1621569</elocation-id>
<history>
<date date-type="received">
<day>01</day>
<month>05</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>04</day>
<month>08</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2025 Huang, Dong, Hu, Wang and Zhang.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Huang, Dong, Hu, Wang and Zhang</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>
<sec>
<title>Objective</title>
<p>Exploring the application value of thromboelastography (TEG) and four coagulation indicators in the risk assessment of thromboembolism (TE) in cancer patients.</p>
</sec>
<sec>
<title>Methods</title>
<p>Retrospectively analyzed the clinical data of 160 cancer patients. Among them, 45 patients experienced thromboembolism (TE group) and 115 patients did not experience thromboembolism (non-TE group). We analyzed the levels of TEG and coagulation indicators in the two groups of patients and the risk factors for TE in cancer patients.</p>
</sec>
<sec>
<title>Results</title>
<p>The Angle and MA of the thromboembolic group were significantly higher than those of the non-TE group, whereas K and R were significantly lower than those of the non-TE group (<italic>P</italic> &#x0003C; 0.05). D-dimer (D-D) and fibrinogen (FIB) levels in the thromboembolic group were significantly higher than those in the non-TE group, while activated partial thromboplastin time (APTT), prothrombin time (PT), and platelet count (PLT) were significantly lower than those in the non-TE group (<italic>P</italic> &#x0003C; 0.05). Binary logistic regression analysis confirmed that angle, maximum amplitude (MA), K, R, D-D, APTT, PT, and PLT were all important influencing factors for the occurrence of TE in cancer patients (<italic>P</italic> &#x0003C; 0.05).</p>
</sec>
<sec>
<title>Conclusions</title>
<p>TEG and coagulation index level detection have high application values in the risk assessment of TE in cancer patients.</p>
</sec></abstract>
<kwd-group>
<kwd>thromboelastography</kwd>
<kwd>coagulation indicators</kwd>
<kwd>thromboembolism</kwd>
<kwd>cancer patients</kwd>
<kwd>risk</kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="5"/>
<equation-count count="0"/>
<ref-count count="30"/>
<page-count count="6"/>
<word-count count="4563"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Hematology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>Cancer has a high incidence worldwide, with rates continuing to rise due to environmental, lifestyle, and genetic factors (<xref ref-type="bibr" rid="B1">1</xref>). The increasing incidence of cancer directly correlates with an elevated risk of thromboembolism (TE), which affects around 15% of cancer patients (<xref ref-type="bibr" rid="B2">2</xref>). This is particularly concerning given that TE in cancer patients is associated with a significantly higher mortality rate&#x02212;2&#x02013;6 times greater than in non-TE patients (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B4">4</xref>). The elevated incidence of TE further exacerbates the risks of metastasis and adversely affects patient prognosis (<xref ref-type="bibr" rid="B5">5</xref>). However, traditional coagulation tests, which provide limited insight into the dynamic nature of blood coagulation, are inadequate for comprehensive risk assessment (<xref ref-type="bibr" rid="B6">6</xref>). Therefore, there is a pressing need for more advanced diagnostic methods to evaluate coagulation function in cancer patients. Thromboelastography (TEG) represents a promising tool that allows for a dynamic and comprehensive evaluation of coagulation status, offering a more accurate risk assessment for TE in cancer patients (<xref ref-type="bibr" rid="B7">7</xref>).</p>
<p>Coagulation factor testing is a commonly used clinical method, but it can only evaluate partial stages of coagulation, and thus does not provide a complete picture of coagulation status (<xref ref-type="bibr" rid="B8">8</xref>). Thromboelastography (TEG) is increasingly recognized as a more comprehensive method for evaluating coagulation function, as it can dynamically measure the stability, strength, and formation rate of blood clots (<xref ref-type="bibr" rid="B9">9</xref>). TEG allows for the evaluation of fibrinolytic function, platelet activity, and coagulation factor performance. Various TEG parameters, such as Angle, K, and MA, have been shown to correlate with coagulation abnormalities and thrombotic risk in different clinical settings, such as post-surgical and trauma patients (<xref ref-type="bibr" rid="B10">10</xref>). However, its application in cancer patients, especially in the context of malignancy-related thromboembolism, remains underexplored (<xref ref-type="bibr" rid="B11">11</xref>). Studies in other clinical areas, such as trauma and surgery, have demonstrated the potential of TEG to provide real-time, dynamic insights into blood coagulation, but its role in cancer patients&#x00027; thromboembolism risk assessment is a research gap that our study aims to address (<xref ref-type="bibr" rid="B12">12</xref>).</p>
<p>Therefore, this study aims to investigate whether the integration of thromboelastography (TEG) and traditional coagulation indices&#x02014;such as D-dimer and fibrinogen&#x02014;can enhance the prediction of thromboembolism risk in cancer patients. Addressing this clinical question may help establish a more dynamic and comprehensive approach to hypercoagulability assessment in oncology.</p>
</sec>
<sec sec-type="materials and methods" id="s2">
<title>Materials and methods</title>
<sec>
<title>General information</title>
<p>Retrospective selection of records of cancer patients admitted to our hospital between June 2021 and February 2023. Patients with TE will be included in the TE group, whereas those without TE will be included in the non-TE group. Among the enrolled patients, the most commonly used systemic chemotherapy regimens included: (1) platinum-based therapies (e.g., cisplatin or carboplatin), frequently employed for lung, ovarian, and colorectal cancers; (2) taxane-based therapies (e.g., paclitaxel or docetaxel), widely used in breast and gynecologic malignancies; (3) combination regimens such as platinum plus taxane, particularly common in the treatment of non-small cell lung cancer and ovarian cancer. These regimens reflect the standard of care for patients with solid cancer in clinical oncology.</p>
<p>The inclusion criteria were as follows: (1) diagnosis of a malignant tumor through pathological examination, including both local and metastatic adenocarcinomas; (2) systemic chemotherapy treatment during hospitalization or outpatient management; (3) age &#x02265; 18 years; and (4) complete clinical and thromboelastography data available for analysis.</p>
<p>The exclusion criteria were as follows: (1) individuals with important organ dysfunction, such as kidney and liver, (2) breastfeeding and pregnant women, (3) individuals receiving antiplatelet therapy, (4) individuals who had received low molecular weight heparin (LMWH) or other anticoagulants within 72 h before TEG testing, (5) individuals with congenital coagulation dysfunction, (6) individuals with immune system disorders, and (7) individuals with acquired hematological disorders.</p>
</sec>
<sec>
<title>Detection method</title>
<p>(1) TEG examination: collect 4 ml of fasting venous blood from the patient, and implement anticoagulation treatment with sodium citrate (3.2%); place the specimen in a sterile tube containing kaolin, mix well, and let it stand at room temperature for 5 min; extract 340 &#x003BC;l of mixed whole blood and place it into a regular reaction cup (containing 20 &#x003BC;l of calcium chloride) for testing; According to the relevant operating instructions, test with a TEG detector and record Angle, MA, K, and R. (2) Coagulation index level detection: collect 4 ml of fasting venous blood from the patient, place it in an anticoagulant tube [containing sodium citrate (3.2%), centrifuge (3,000 <italic>r</italic>/min, 15 min, centrifuge radius 10 cm)], take plasma and place it in an EP tube, store it at &#x02212;80 &#x000B0;C for testing; Perform re dissolution at 37 &#x000B0;C before implementation of testing; using the Japanese SYSMEX CS-5100 fully automatic blood coagulation analyzer to detect D-D, FIB, APTT, and PT; PLT was measured using the Chinese Mindary BC-1800 fully automatic blood cell analyzer.</p>
</sec>
<sec>
<title>Observation indicators</title>
<p>(1) TEG indicator level. (2) Coagulation index levels. (3) Risk factors for TE in cancer patients.</p>
</sec>
<sec>
<title>Statistical method</title>
<p>Data were analyzed using SPSS 26.0, quantitative data were described with (<inline-formula><mml:math id="M1"><mml:mover accent="true"><mml:mrow><mml:mi>&#x003C7;</mml:mi></mml:mrow><mml:mo>&#x00304;</mml:mo></mml:mover><mml:mo>&#x000B1;</mml:mo><mml:mi>s</mml:mi></mml:math></inline-formula>), and a <italic>t</italic>-test was used <italic>t</italic>-test describe counting data using frequency and composition ratio (%), using &#x003C7;<sup>2</sup> Inspection; the risk factors for TE in cancer patients were evaluated using binary logistic regression, and the predictive value of each indicator was evaluated through ROC curves; <italic>P</italic> &#x0003C; 0.05, indicating a statistically significant difference.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<p>A total of 160 patients were included in this study. Among them, 87 males and 73 females; there were 45 cases in the thromboembolic group and 115 cases in the non-TE group. There was no significant difference in baseline data between the two groups of patients (<italic>P</italic> &#x0003E; 0.05; <xref ref-type="table" rid="T1">Table 1</xref>).</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Comparison of general information between two groups.</p></caption>
<table frame="box" rules="all">
<thead>
<tr style="background-color:#919498;color:#ffffff">
<th valign="top" align="left"><bold>General information</bold></th>
<th valign="top" align="center"><bold>TE group (<italic>n</italic> = 45)</bold></th>
<th valign="top" align="center"><bold>Non-TE group (<italic>n</italic> = 115)</bold></th>
<th valign="top" align="center"><bold><italic>t</italic>/<italic>&#x003C7;<sup>2</sup></italic></bold></th>
<th valign="top" align="center"><bold><italic>P</italic>-value</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" colspan="5" style="background-color:#dee1e1"><bold>Gender</bold></td>
</tr>
<tr>
<td valign="top" align="left">Male</td>
<td valign="top" align="center">25 (55.56)</td>
<td valign="top" align="center">62 (53.91)</td>
<td valign="top" align="center">0.035</td>
<td valign="top" align="center">0.851</td>
</tr>
<tr>
<td valign="top" align="left">Female</td>
<td valign="top" align="center">20 (44.44)</td>
<td valign="top" align="center">53 (46.09)</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Age (year)</td>
<td valign="top" align="center">59.6 &#x000B1; 9.23</td>
<td valign="top" align="center">60.96 &#x000B1; 9.18</td>
<td valign="top" align="center">0.839</td>
<td valign="top" align="center">0.403</td>
</tr>
<tr>
<td valign="top" align="left">BMI (kg/m<sup>2</sup>)</td>
<td valign="top" align="center">23.87 &#x000B1; 2.49</td>
<td valign="top" align="center">23.59 &#x000B1; 2.31</td>
<td valign="top" align="center">&#x02212;0.664</td>
<td valign="top" align="center">0.508</td>
</tr>
<tr>
<td valign="top" align="left" colspan="5" style="background-color:#dee1e1"><bold>Tumor type</bold></td>
</tr>
<tr>
<td valign="top" align="left">Breast cancer</td>
<td valign="top" align="center">11 (24.44)</td>
<td valign="top" align="center">33 (28.7)</td>
<td valign="top" align="center">1.303</td>
<td valign="top" align="center">0.728</td>
</tr>
<tr>
<td valign="top" align="left">Lung cancer</td>
<td valign="top" align="center">17 (37.78)</td>
<td valign="top" align="center">45 (39.13)</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Gastric cancer</td>
<td valign="top" align="center">9 (20)</td>
<td valign="top" align="center">15 (13.04)</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Colorectal or other</td>
<td valign="top" align="center">8 (17.78)</td>
<td valign="top" align="center">22 (19.13)</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left" colspan="5" style="background-color:#dee1e1"><bold>Hypertension</bold></td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="center">25 (55.56)</td>
<td valign="top" align="center">48 (41.74)</td>
<td valign="top" align="center">2.489</td>
<td valign="top" align="center">0.115</td>
</tr>
<tr>
<td valign="top" align="left">Yes</td>
<td valign="top" align="center">20 (44.44)</td>
<td valign="top" align="center">67 (58.26)</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left" colspan="5" style="background-color:#dee1e1"><bold>Diabetes</bold></td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="center">36 (80)</td>
<td valign="top" align="center">85 (73.91)</td>
<td valign="top" align="center">0.650</td>
<td valign="top" align="center">0.420</td>
</tr>
<tr>
<td valign="top" align="left">Yes</td>
<td valign="top" align="center">9 (20)</td>
<td valign="top" align="center">30 (26.09)</td>
<td/>
<td/>
</tr></tbody>
</table>
<table-wrap-foot>
<p>TE = thromboembolism.</p>
</table-wrap-foot>
</table-wrap>
<p>Among all analyzed parameters, thromboelastography (TEG) indicators showed the most significant differences between groups. Specifically, Angle (66.76 &#x000B1; 5.68 vs. 64.3 &#x000B1; 4.47 &#x000B0;, <italic>P</italic> = 0.011), MA (67.16 &#x000B1; 7.4 vs. 57.97 &#x000B1; 4.74 mm, <italic>P</italic> &#x0003C; 0.001), <italic>K</italic> (1.41 &#x000B1; 0.37 vs. 1.96 &#x000B1; 0.66 min, <italic>P</italic> &#x0003C; 0.001), and <italic>R</italic> (4.76 &#x000B1; 1.13 vs. 6.57 &#x000B1; 1.47 min, <italic>P</italic> &#x0003C; 0.001) differed significantly between the TE and non-TE groups (<xref ref-type="table" rid="T2">Table 2</xref>). These results indicate a hypercoagulable profile among patients with thromboembolism.</p>
<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption><p>Comparison of TEG indicator levels between two groups.</p></caption>
<table frame="box" rules="all">
<thead>
<tr style="background-color:#919498;color:#ffffff">
<th valign="top" align="left"><bold>Group</bold></th>
<th valign="top" align="center"><bold><italic>n</italic></bold></th>
<th valign="top" align="center"><bold>Angle (&#x000B0;)</bold></th>
<th valign="top" align="center"><bold>MA (mm)</bold></th>
<th valign="top" align="center"><bold><italic>K</italic> (min)</bold></th>
<th valign="top" align="center"><bold><italic>R</italic> (min)</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">TE group</td>
<td valign="top" align="center">45</td>
<td valign="top" align="center">66.76 &#x000B1; 5.68</td>
<td valign="top" align="center">67.16 &#x000B1; 7.4</td>
<td valign="top" align="center">1.41 &#x000B1; 0.37</td>
<td valign="top" align="center">4.76 &#x000B1; 1.13</td>
</tr>
<tr>
<td valign="top" align="left">Non-TE group</td>
<td valign="top" align="center">115</td>
<td valign="top" align="center">64.3 &#x000B1; 4.47</td>
<td valign="top" align="center">57.97 &#x000B1; 4.74</td>
<td valign="top" align="center">1.96 &#x000B1; 0.66</td>
<td valign="top" align="center">6.57 &#x000B1; 1.47</td>
</tr>
<tr>
<td valign="top" align="left"><italic>t</italic></td>
<td/>
<td valign="top" align="center">&#x02212;2.605</td>
<td valign="top" align="center">&#x02212;7.728</td>
<td valign="top" align="center">6.569</td>
<td valign="top" align="center">8.328</td>
</tr>
<tr>
<td valign="top" align="left"><italic>P</italic></td>
<td/>
<td valign="top" align="center">0.011</td>
<td valign="top" align="center">&#x0003C;0.001</td>
<td valign="top" align="center">&#x0003C;0.001</td>
<td valign="top" align="center">&#x0003C;0.001</td>
</tr></tbody>
</table>
<table-wrap-foot>
<p>TE = thromboembolism; MA= maximum amplitude.</p>
</table-wrap-foot>
</table-wrap>
<p>In addition to the TEG indicators, several conventional coagulation parameters also showed statistically significant differences between the TE and non-TE groups. As shown in <xref ref-type="table" rid="T3">Table 3</xref>, the TE group exhibited higher levels of D-dimer (294.49 &#x000B1; 40.77 vs. 231.12 &#x000B1; 46.23 mg/L, <italic>P</italic> &#x0003C; 0.001) and fibrinogen (4.22 &#x000B1; 0.99 vs. 3.78 &#x000B1; 0.74 g/L, <italic>P</italic> = 0.008), and lower values of APTT (27.44 &#x000B1; 3.73 vs. 31.63 &#x000B1; 4.06 s, <italic>P</italic> &#x0003C; 0.001) and PT (9.47 &#x000B1; 2.25 vs. 11.71 &#x000B1; 1.81 s, <italic>P</italic> &#x0003C; 0.001). In contrast, the platelet count was significantly lower in the TE group compared to the non-TE group (145.82 &#x000B1; 25.03 vs. 164.35 &#x000B1; 32.42 &#x000D7; 10<sup>9</sup>/L, <italic>P</italic> &#x0003C; 0.001). These findings further support a hypercoagulable state in cancer patients with thromboembolism.</p>
<table-wrap position="float" id="T3">
<label>Table 3</label>
<caption><p>Comparison of coagulation index levels between two groups.</p></caption>
<table frame="box" rules="all">
<thead>
<tr style="background-color:#919498;color:#ffffff">
<th valign="top" align="left"><bold>Group</bold></th>
<th valign="top" align="center"><bold><italic>n</italic></bold></th>
<th valign="top" align="center"><bold>D-D (mg/L)</bold></th>
<th valign="top" align="center"><bold>FIB (g/L)</bold></th>
<th valign="top" align="center"><bold>APTT (s)</bold></th>
<th valign="top" align="center"><bold>PT (s)</bold></th>
<th valign="top" align="center"><bold>PLT (&#x000D7;10<sup>9</sup>/L)</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">TE group</td>
<td valign="top" align="center">45</td>
<td valign="top" align="center">294.49 &#x000B1; 40.77</td>
<td valign="top" align="center">4.22 &#x000B1; 0.99</td>
<td valign="top" align="center">27.44 &#x000B1; 3.73</td>
<td valign="top" align="center">9.47 &#x000B1; 2.25</td>
<td valign="top" align="center">145.82 &#x000B1; 25.03</td>
</tr>
<tr>
<td valign="top" align="left">Non-TE group</td>
<td valign="top" align="center">115</td>
<td valign="top" align="center">231.12 &#x000B1; 46.23</td>
<td valign="top" align="center">3.78 &#x000B1; 0.74</td>
<td valign="top" align="center">31.63 &#x000B1; 4.06</td>
<td valign="top" align="center">11.71 &#x000B1; 1.81</td>
<td valign="top" align="center">164.35 &#x000B1; 32.42</td>
</tr>
<tr>
<td valign="top" align="left"><italic>t</italic></td>
<td/>
<td valign="top" align="center">&#x02212;8.048</td>
<td valign="top" align="center">&#x02212;2.727</td>
<td valign="top" align="center">5.988</td>
<td valign="top" align="center">6.563</td>
<td valign="top" align="center">3.858</td>
</tr>
<tr>
<td valign="top" align="left"><italic>P</italic></td>
<td/>
<td valign="top" align="center">&#x0003C;0.001</td>
<td valign="top" align="center">0.008</td>
<td valign="top" align="center">&#x0003C;0.001</td>
<td valign="top" align="center">&#x0003C;0.001</td>
<td valign="top" align="center">&#x0003C;0.001</td>
</tr></tbody>
</table>
<table-wrap-foot>
<p>TE = thromboembolism; D-D = D-dimer; FIB = fibrinogen; APTT = activated partial thromboplastin time; PT = prothrombin time; PLT = platelet count; s = second.</p>
</table-wrap-foot>
</table-wrap>
<p>Perform binary logistic regression analysis with Angle, MA, K, R, D-D, FIB, APTT, PT, PLT as independent variables and TE in cancer patients as dependent variables showed that Angle, MA, K, R, D-D, APTT, PT, and PLT were all important influencing factors for the occurrence of TE in cancer patients (<italic>P</italic> &#x0003C; 0.05; <xref ref-type="table" rid="T4">Table 4</xref>).</p>
<table-wrap position="float" id="T4">
<label>Table 4</label>
<caption><p>Analysis of risk factors for TE in cancer patients.</p></caption>
<table frame="box" rules="all">
<thead>
<tr style="background-color:#919498;color:#ffffff">
<th valign="top" align="left"><bold>Variable</bold></th>
<th valign="top" align="center"><bold><italic>B</italic></bold></th>
<th valign="top" align="center"><bold><italic>S.E</italic>.</bold></th>
<th valign="top" align="center"><bold><italic>Wald</italic></bold></th>
<th valign="top" align="center"><bold><italic>P-value</italic></bold></th>
<th valign="top" align="center"><bold><italic>OR</italic></bold></th>
<th valign="top" align="center" colspan="2"><italic><bold>95% CI</bold></italic></th>
</tr>
<tr style="background-color:#919498;color:#ffffff">
<th/>
<th/>
<th/>
<th/>
<th/>
<th/>
<th valign="top" align="center"><bold>Lower limit</bold></th>
<th valign="top" align="center"><bold>Upper limit</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Angle</td>
<td valign="top" align="center">0.207</td>
<td valign="top" align="center">0.09</td>
<td valign="top" align="center">5.239</td>
<td valign="top" align="center">0.022</td>
<td valign="top" align="center">1.230</td>
<td valign="top" align="center">1.030</td>
<td valign="top" align="center">1.468</td>
</tr>
<tr>
<td valign="top" align="left">MA</td>
<td valign="top" align="center">0.107</td>
<td valign="top" align="center">0.049</td>
<td valign="top" align="center">4.707</td>
<td valign="top" align="center">0.030</td>
<td valign="top" align="center">1.113</td>
<td valign="top" align="center">1.010</td>
<td valign="top" align="center">1.226</td>
</tr>
<tr>
<td valign="top" align="left"><italic>K</italic></td>
<td valign="top" align="center">&#x02212;2.441</td>
<td valign="top" align="center">1.096</td>
<td valign="top" align="center">4.962</td>
<td valign="top" align="center">0.026</td>
<td valign="top" align="center">0.087</td>
<td valign="top" align="center">0.010</td>
<td valign="top" align="center">0.746</td>
</tr>
<tr>
<td valign="top" align="left"><italic>R</italic></td>
<td valign="top" align="center">&#x02212;0.554</td>
<td valign="top" align="center">0.257</td>
<td valign="top" align="center">4.644</td>
<td valign="top" align="center">0.031</td>
<td valign="top" align="center">0.575</td>
<td valign="top" align="center">0.347</td>
<td valign="top" align="center">0.951</td>
</tr>
<tr>
<td valign="top" align="left">D-D</td>
<td valign="top" align="center">0.031</td>
<td valign="top" align="center">0.012</td>
<td valign="top" align="center">6.383</td>
<td valign="top" align="center">0.012</td>
<td valign="top" align="center">1.032</td>
<td valign="top" align="center">1.007</td>
<td valign="top" align="center">1.057</td>
</tr>
<tr>
<td valign="top" align="left">FIB</td>
<td valign="top" align="center">0.457</td>
<td valign="top" align="center">0.435</td>
<td valign="top" align="center">1.101</td>
<td valign="top" align="center">0.294</td>
<td valign="top" align="center">1.579</td>
<td valign="top" align="center">0.673</td>
<td valign="top" align="center">3.705</td>
</tr>
<tr>
<td valign="top" align="left">APTT</td>
<td valign="top" align="center">&#x02212;0.291</td>
<td valign="top" align="center">0.134</td>
<td valign="top" align="center">4.759</td>
<td valign="top" align="center">0.029</td>
<td valign="top" align="center">0.747</td>
<td valign="top" align="center">0.575</td>
<td valign="top" align="center">0.971</td>
</tr>
<tr>
<td valign="top" align="left">PT</td>
<td valign="top" align="center">&#x02212;0.397</td>
<td valign="top" align="center">0.188</td>
<td valign="top" align="center">4.466</td>
<td valign="top" align="center">0.035</td>
<td valign="top" align="center">0.672</td>
<td valign="top" align="center">0.465</td>
<td valign="top" align="center">0.972</td>
</tr>
<tr>
<td valign="top" align="left">PLT</td>
<td valign="top" align="center">&#x02212;0.042</td>
<td valign="top" align="center">0.018</td>
<td valign="top" align="center">5.343</td>
<td valign="top" align="center">0.021</td>
<td valign="top" align="center">0.959</td>
<td valign="top" align="center">0.925</td>
<td valign="top" align="center">0.994</td>
</tr></tbody>
</table>
<table-wrap-foot>
<p>TE = thromboembolism; MA= maximum amplitude; D-D = D-dimer; FIB = fibrinogen; APTT = activated partial thromboplastin time; PT = prothrombin time; PLT = platelet count.</p>
</table-wrap-foot>
</table-wrap>
<p>The ROC curve analysis results showed that Angle, MA, K, R, D-D, APTT, PT, and PLT all have high predictive value for TE, with the predictive value of D-D being the highest (AUC = 0.854; <xref ref-type="fig" rid="F1">Figure 1</xref>, <xref ref-type="table" rid="T5">Table 5</xref>).</p>
<fig position="float" id="F1">
<label>Figure 1</label>
<caption><p>ROC curves of various indicators for predicting TE. MA = maximum amplitude; D-D = D-dimer; FIB = fibrinogen; APTT = activated partial thromboplastin time; PT = prothrombin time; PLT = platelet count.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmed-12-1621569-g0001.tif">
<alt-text>Receiver Operating Characteristic (ROC) curve graph displaying multiple colored lines, each representing different parameters: Angle, MA, K, R, D-D, APTT, PT, and PLT. The x-axis shows 1-Specificity, and the y-axis shows Sensitivity. The diagonal line represents the line of no discrimination. Each parameter is color-coded as indicated in the legend on the right.</alt-text>
</graphic>
</fig>
<table-wrap position="float" id="T5">
<label>Table 5</label>
<caption><p>Evaluation of predictive value of various indicators for TE.</p></caption>
<table frame="box" rules="all">
<thead>
<tr style="background-color:#919498;color:#ffffff">
<th valign="top" align="left"><bold>Variable</bold></th>
<th valign="top" align="center"><bold>AUC</bold></th>
<th valign="top" align="center"><bold>95% CI</bold></th>
<th valign="top" align="center"><bold><italic>P</italic>-value</bold></th>
<th valign="top" align="center"><bold>Sensitivity (%)</bold></th>
<th valign="top" align="center"><bold>Specificity (%)</bold></th>
<th valign="top" align="center"><bold>Cut-off value</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Angle</td>
<td valign="top" align="center">0.649</td>
<td valign="top" align="center">0.549&#x02013;0.750</td>
<td valign="top" align="center">0.003</td>
<td valign="top" align="center">51.1</td>
<td valign="top" align="center">79.1</td>
<td valign="top" align="center">67.5</td>
</tr>
<tr>
<td valign="top" align="left">MA</td>
<td valign="top" align="center">0.828</td>
<td valign="top" align="center">0.745&#x02013;0.911</td>
<td valign="top" align="center">&#x0003C;0.001</td>
<td valign="top" align="center">71.1</td>
<td valign="top" align="center">93.0</td>
<td valign="top" align="center">63.5</td>
</tr>
<tr>
<td valign="top" align="left"><italic>K</italic></td>
<td valign="top" align="center">0.769</td>
<td valign="top" align="center">0.692&#x02013;0.847</td>
<td valign="top" align="center">&#x0003C;0.001</td>
<td valign="top" align="center">82.2</td>
<td valign="top" align="center">60.0</td>
<td valign="top" align="center">1.7</td>
</tr>
<tr>
<td valign="top" align="left"><italic>R</italic></td>
<td valign="top" align="center">0.819</td>
<td valign="top" align="center">0.753&#x02013;0.884</td>
<td valign="top" align="center">&#x0003C;0.001</td>
<td valign="top" align="center">93.3</td>
<td valign="top" align="center">53.0</td>
<td valign="top" align="center">6.5</td>
</tr>
<tr>
<td valign="top" align="left">D-D</td>
<td valign="top" align="center">0.854</td>
<td valign="top" align="center">0.796&#x02013;0.911</td>
<td valign="top" align="center">&#x0003C;0.001</td>
<td valign="top" align="center">93.3</td>
<td valign="top" align="center">67.0</td>
<td valign="top" align="center">253</td>
</tr>
<tr>
<td valign="top" align="left">APTT</td>
<td valign="top" align="center">0.761</td>
<td valign="top" align="center">0.682&#x02013;0.839</td>
<td valign="top" align="center">&#x0003C;0.001</td>
<td valign="top" align="center">84.4</td>
<td valign="top" align="center">53.9</td>
<td valign="top" align="center">31.5</td>
</tr>
<tr>
<td valign="top" align="left">PT</td>
<td valign="top" align="center">0.782</td>
<td valign="top" align="center">0.693&#x02013;0.872</td>
<td valign="top" align="center">&#x0003C;0.001</td>
<td valign="top" align="center">68.9</td>
<td valign="top" align="center">89.6</td>
<td valign="top" align="center">9.5</td>
</tr>
<tr>
<td valign="top" align="left">PLT</td>
<td valign="top" align="center">0.677</td>
<td valign="top" align="center">0.588&#x02013;0.767</td>
<td valign="top" align="center">0.001</td>
<td valign="top" align="center">66.7</td>
<td valign="top" align="center">68.7</td>
<td valign="top" align="center">146.5</td>
</tr></tbody>
</table>
<table-wrap-foot>
<p>TE = thromboembolism; MA= maximum amplitude; D-D = D-dimer; FIB = fibrinogen; APTT = activated partial thromboplastin time; PT = prothrombin time; PLT = platelet count.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>The results of this study showed that Angle, MA, D-D, and FIB in the thromboembolic group were higher than those in the non-TE group, while K, R, APTT, PT, and PLT were lower than those in the non-TE group. Our study identified optimal cut-off values through ROC analysis, such as D-D &#x0003E;253 mg/L and MA &#x0003E;63.5 mm, which slightly differ from those reported in previous studies (<xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B14">14</xref>). These variations may be attributed to differences in tumor types, study populations, and the specific TEG instruments used. Thus, we suggest that future research should validate these thresholds in different oncological cohorts to ensure broader applicability. Moreover, our multiple linear regression analysis confirmed that Angle, MA, K, R, D-D, APTT, PT, and PLT were significant predictors of thromboembolism in cancer patients. These findings are consistent with previous clinical studies demonstrating the predictive value of TEG-derived parameters and coagulation indices&#x02014;particularly Angle, MA, and D-Dimer&#x02014;in identifying hypercoagulability and TE risk in malignancy (<xref ref-type="bibr" rid="B15">15</xref>, <xref ref-type="bibr" rid="B16">16</xref>). This supports the integration of TEG with conventional coagulation testing for improved TE risk stratification. In clinical practice, coagulation function and TEG testing can be performed on cancer patients to assess the risk of TE, and targeted interventions can be administered in a timely manner to reduce the risk of TE and ensure the effectiveness of disease prognosis (<xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B18">18</xref>).</p>
<p>Our findings demonstrate that TEG parameters, particularly MA and Angle, along with conventional indicators such as D-Dimer and PT, exhibit significant differences between patients with and without thromboembolism. The combination of TEG and traditional coagulation tests improved the risk assessment of TE in cancer patients. Notably, MA and D-Dimer were independently associated with TE risk, supporting their potential utility as biomarkers for hypercoagulability. This integrated testing approach may facilitate early identification of high-risk individuals and enable timely anticoagulant interventions, thereby improving clinical outcomes. This observation aligns with the known pathophysiology of malignancy-associated thrombosis, where tumor cells can activate coagulation cascades through procoagulant factors, inflammatory cytokines, and endothelial damage (<xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B19">19</xref>). TEG, by capturing dynamic clot formation and strength, complements traditional coagulation tests, offering a more holistic view of the prothrombotic tendency in these patients (<xref ref-type="bibr" rid="B20">20</xref>).</p>
<p>Several studies have demonstrated the value of coagulation markers and TEG in assessing thromboembolic risk in cancer patients. Gezelius et al. (<xref ref-type="bibr" rid="B21">21</xref>) confirmed the predictive value of coagulation indices for venous thromboembolism (VTE) and prognosis in small cell lung cancer. Lobastov et al. (<xref ref-type="bibr" rid="B22">22</xref>) reported high sensitivity and specificity of coagulation parameters for predicting postoperative thrombosis in colorectal cancer. However, Lundbech et al. (<xref ref-type="bibr" rid="B23">23</xref>) observed perioperative fluctuations in fibrinogen levels without consistent association with TE events, highlighting the need for further validation.</p>
<p>TEG has also been applied in various malignancies as a dynamic tool for coagulation assessment. Feinchtein et al. (<xref ref-type="bibr" rid="B24">24</xref>) found that although prostate cancer itself may not be highly thrombotic, TEG abnormalities were observed in &#x0007E;69% of patients, implicating its role in hypercoagulability evaluation. Similarly, Qin et al. (<xref ref-type="bibr" rid="B13">13</xref>) and Lawson et al. (<xref ref-type="bibr" rid="B25">25</xref>) confirmed the predictive role of TEG parameters such as R, K, and MA in lung cancer patients, which aligns with the present study&#x00027;s findings.</p>
<p>TEG offers dynamic and holistic insights into the coagulation cascade, complementing traditional tests. Wang et al. (<xref ref-type="bibr" rid="B26">26</xref>) showed that TEG outperformed conventional assays in detecting both hypo- and hypercoagulable states, suggesting higher sensitivity and specificity. While routine coagulation testing reflects plasma factor activity at a static point in time, TEG simulates physiological conditions and captures the full process of clot formation and fibrinolysis (<xref ref-type="bibr" rid="B25">25</xref>&#x02013;<xref ref-type="bibr" rid="B28">28</xref>).</p>
<p>Furthermore, Gong et al. (<xref ref-type="bibr" rid="B14">14</xref>) and subsequent studies have emphasized that TEG&#x00027;s MA parameter&#x02014;mainly influenced by platelets and fibrinogen&#x02014;correlates strongly with thrombotic risk. A higher MA indicates enhanced platelet aggregation and stronger clot strength, which is consistent with our findings. This mechanistic evidence supports the utility of TEG in individualized thrombosis risk stratification (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B29">29</xref>).</p>
<p>To our knowledge, few studies have explored the combined predictive value of thromboelastography and traditional coagulation markers for thromboembolism in patients with malignancies (<xref ref-type="bibr" rid="B29">29</xref>, <xref ref-type="bibr" rid="B30">30</xref>). Our findings suggest that this integrated approach may enhance the understanding of coagulation dynamics and provide a promising tool for individualized risk stratification and early intervention in oncology care. Future studies should aim to conduct prospective, multicenter investigations incorporating dynamic monitoring of TEG and coagulation parameters. Additionally, the clinical value of TEG-guided anticoagulation strategies in high-risk cancer patients should be explored. Investigating longitudinal changes in coagulation markers over time and their correlation with the occurrence of thromboembolic events will further elucidate the temporal relationship between coagulation abnormalities and thrombosis risk in malignancy.</p>
<sec>
<title>Limitations</title>
<p>First, this was a single-center, retrospective study with a small sample size. Second, only patients with complete clinical data were included and there was a certain selection bias. Third, neither group was randomly assigned, and baseline information may have been imbalanced and biased, which is also one of the shortcomings of our retrospective study. Fourth, TEG may be influenced by human or technical factors. Fifth, the lack of a comprehensive evaluation of other factors on the risk of thrombosis in cancer patients has led to certain biases in the conclusions of this study. Sixth, we did not perform heparinase-modified TEG because patients on recent anticoagulation were excluded from this study, which may limit the applicability of our findings to populations receiving anticoagulation therapy. Finally, future studies with larger, multicenter cohorts are warranted to validate our conclusions.</p>
</sec>
</sec>
<sec sec-type="conclusions" id="s5">
<title>Conclusion</title>
<p>TEG and coagulation index level detection have a high application value in the risk assessment of TE in cancer patients. In clinical practice, two comprehensive detection methods can be used to evaluate the risk of TE in patients, thereby guiding the implementation of targeted prevention and treatment in clinical practice.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s6">
<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 sec-type="ethics-statement" id="s7">
<title>Ethics statement</title>
<p>The studies involving humans were approved by the Ethics Review Board of Tangshan Central Hospital. The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study. The animal study was approved by the Ethics Review Board of Tangshan Central Hospital. The study was conducted in accordance with the local legislation and institutional requirements.</p>
</sec>
<sec sec-type="author-contributions" id="s8">
<title>Author contributions</title>
<p>LH: Conceptualization, Writing &#x02013; original draft, Writing &#x02013; review &#x00026; editing. WD: Data curation, Writing &#x02013; original draft, Writing &#x02013; review &#x00026; editing. XH: Data curation, Writing &#x02013; original draft, Writing &#x02013; review &#x00026; editing. YW: Formal analysis, Writing &#x02013; original draft, Writing &#x02013; review &#x00026; editing. LZ: Formal analysis, Writing &#x02013; original draft, Writing &#x02013; review &#x00026; editing.</p>
</sec>
<sec sec-type="funding-information" id="s9">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. This study was supported by Medical science research project of Hebei Provincial Health Commission number: 20241435.</p>
</sec>
<sec sec-type="COI-statement" id="conf1">
<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="s10">
<title>Generative AI statement</title>
<p>The author(s) declare that no Gen AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec sec-type="disclaimer" id="s11">
<title>Publisher&#x00027;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>
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