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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.2022.1092281</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>Coagulation status and determinants of possible aspirin resistance in patients with essential thrombocythemia</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Yang</surname> <given-names>Erpeng</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x2020;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1795549/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Lv</surname> <given-names>Yan</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x2020;</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Wang</surname> <given-names>Ziqing</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1603946/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Wang</surname> <given-names>Dehao</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2021081/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Li</surname> <given-names>Yumeng</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Sun</surname> <given-names>Yan</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1547765/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhang</surname> <given-names>Yanyu</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/927736/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Niu</surname> <given-names>Jicong</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Chen</surname> <given-names>Zhuo</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/677530/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Liu</surname> <given-names>Weiyi</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1122504/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Hu</surname> <given-names>Xiaomei</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c002"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/812434/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Hematology, Xiyuan Hospital, China Academy of Chinese Medical Sciences</institution>, <addr-line>Beijing</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Xiyuan Clinical Medical College, Beijing University of Traditional Medicine</institution>, <addr-line>Beijing</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Egidio Imbalzano, The University of Messina, Italy</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Mervat Mattar, Cairo University, Egypt; Ahmet Emre Eskazan, Istanbul University-Cerrahpa&#x015F;a, Turkey</p></fn>
<corresp id="c001">&#x002A;Correspondence: Weiyi Liu, <email>liuweiyi0530@hotmail.com</email></corresp>
<corresp id="c002">Xiaomei Hu, <email>huxiaomei_2@163.com</email></corresp>
<fn fn-type="equal" id="fn002"><p><sup>&#x2020;</sup>These authors have contributed equally to this work</p></fn>
<fn fn-type="other" id="fn004"><p>This article was submitted to Hematology, a section of the journal Frontiers in Medicine</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>20</day>
<month>12</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>9</volume>
<elocation-id>1092281</elocation-id>
<history>
<date date-type="received">
<day>07</day>
<month>11</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>05</day>
<month>12</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2022 Yang, Lv, Wang, Wang, Li, Sun, Zhang, Niu, Chen, Liu and Hu.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Yang, Lv, Wang, Wang, Li, Sun, Zhang, Niu, Chen, Liu and Hu</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>Objectives</title>
<p>The currently recommended aspirin regimen appears inadequate for thromboprophylaxis in essential thrombocythemia (ET). This study aimed not only to evaluate the curative effect of aspirin but also to explore the coagulation status and determinants of aspirin resistance (AR) of ET patients.</p>
</sec>
<sec>
<title>Methods</title>
<p>A total of 80 ET patients who underwent coagulation tests, thromboelastography (TEG), and next-generation sequencing (NGS) were involved in the study. Patients were divided into the aspirin sensitivity (AS) group and AR group according to the arachidonic acid inhibition rate. Their clinical features and coagulation function were analyzed.</p>
</sec>
<sec>
<title>Results</title>
<p>The incidence of AR was 53.75% (43/80) in 80 ET patients. Fbg was significantly higher in coagulation tests in AR patients compared with AS patients (<italic>P</italic> &#x003C; 0.05), while the differences in other variables (D-D, PT, PTA, INR, APTT, TT, FDP, and AT-III) were not statistically significant (<italic>P</italic> &#x003E; 0.05). Compared with AS patients, the <italic>K</italic> values, &#x03B1; angles, MA values, and CI values of TEG in AR patients were statistically smaller (<italic>P</italic> &#x003C; 0.05), but there was no significant difference in <italic>R</italic> value between them (<italic>P</italic> &#x003E; 0.05). Univariate and multivariate logistic regression analysis showed that age, irregular use of aspirin, smoking, dyslipidemia, and hypertension increased the risk of AR (<italic>P</italic> &#x003C; 0.05). In the routine NGS, the driver gene and non-driver gene had no effect on AR in ET patients.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>Compared with AS patients, AR patients have enhanced platelet aggregation function, are in a relatively hypercoagulable state, and haveelevated fibrinogen function/levels, all of which cause a worse coagulation status. ET patients with increasing age, irregular use of aspirin, smoking, dyslipidemia, and hypertension are possibly at higher risk of AR. The routine NGS may not be helpful for the prediction of AR, therefore we recommend adding relevant drug-resistance genes to NGS.</p>
</sec>
</abstract>
<kwd-group>
<kwd>essential thrombocythemia</kwd>
<kwd>aspirin resistance</kwd>
<kwd>clinical features</kwd>
<kwd>coagulation status</kwd>
<kwd>next-generation sequencing</kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="6"/>
<equation-count count="0"/>
<ref-count count="34"/>
<page-count count="8"/>
<word-count count="4690"/>
</counts>
</article-meta>
</front>
<body>
<sec id="S1" sec-type="intro">
<title>1 Introduction</title>
<p>Essential thrombocythemia (ET) is a Philadelphia chromosome-negative myeloproliferative neoplasm (MPN) characterized by highly proliferative megakaryocytes in the bone marrow and markedly elevated platelet counts in peripheral blood (<xref ref-type="bibr" rid="B1">1</xref>). The arterial and venous thrombosis rate in MPN patients has been estimated as 3-fold and 10-fold increased, respectively, compared with the general population (<xref ref-type="bibr" rid="B2">2</xref>). Therefore, it is very important to prevent thrombosis in the treatment of these patients (<xref ref-type="bibr" rid="B3">3</xref>).</p>
<p>Low-dose aspirin (75&#x2013;100 mg/day) is widely used to prevent thrombosis in patients with ET (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B5">5</xref>). In recent years, studies have shown that patients&#x2019; responses to aspirin are different (<xref ref-type="bibr" rid="B6">6</xref>&#x2013;<xref ref-type="bibr" rid="B8">8</xref>). In the clinic, even if some patients regularly take aspirin for a long time, thrombosis will still occur. This may be because aspirin has insufficient inhibitory effect on platelets. This phenomenon is called aspirin resistance (AR), while the opposite is called aspirin sensitivity (AS) (<xref ref-type="bibr" rid="B9">9</xref>, <xref ref-type="bibr" rid="B10">10</xref>). The purpose of this study was not only to evaluate the curative effect of aspirin in ET patients, but also to explore the coagulation status and determinants of AR.</p>
</sec>
<sec id="S2" sec-type="materials|methods">
<title>2 Materials and methods</title>
<sec id="S2.SS1">
<title>2.1 Patients</title>
<p>We collected data from 80 ET patients in the Xiyuan Hospital from June 2019 to December 2021. All patients were diagnosed according to World Health Organization (WHO) diagnostic criteria (<xref ref-type="bibr" rid="B11">11</xref>) and underwent the next-generation sequencing (NGS), coagulation test, and thromboelastography (TEG). All patients were over 18 years old and had been taking aspirin (100 mg once a day) for at least 1 month. Patients could not take other drugs that affect coagulation function within one month before being examined. This study was approved by the medical ethics committee of the hospital (Reference number: 2019XLA024-3) and by the Chinese Clinical Trial Registry (Registry number: ChiCTR2200057736).</p>
</sec>
<sec id="S2.SS2">
<title>2.2 Clinical and laboratory data</title>
<p>Laboratory data included sex, age, aspirin use, cardiovascular risk factors (smoking, dyslipidemia, hypertension, and diabetes), history of thrombosis, presence or absence of splenomegaly, driver gene types (<italic>JAK2</italic>, <italic>CALR</italic>, <italic>MPL</italic>, and Triple negative), presence or absence of non-driver genes, routine blood test (WBC, HGB, PLT, NLR, and PLR), coagulation test (Fbg, D-D, PT, PTA, INR, APTT, TT, FDP, and AT-III), and TEG (R, K, &#x03B1; angle, MA, and CI). Referring to the relevant evaluation criteria (<xref ref-type="bibr" rid="B12">12</xref>&#x2013;<xref ref-type="bibr" rid="B16">16</xref>), AR is defined as the inhibition rate of arachidonic acid (AA) &#x003C;50%, and AS is defined as the inhibition rate of AA &#x2265;50%.</p>
</sec>
<sec id="S2.SS3">
<title>2.3 Statistical analysis</title>
<p>SPSS 26.0 statistical software was used for analysis. The measurement data conforming to the normal distribution adopted the mean &#x00B1; standard deviation (<italic>x</italic> &#x00B1; <italic>s</italic>) and two-sample <italic>t</italic>-tests. If the measurement data did not conform to the normal distribution, <italic>M</italic> (P25 and P75) was used to express it, and the rank sum test was adopted. The risk factors of AR were analyzed by univariate and multivariate logistic regression. The enumeration data were statistically analyzed with the Chi-squared test. <italic>P</italic> &#x003C; 0.05 meant statistically significant.</p>
</sec>
</sec>
<sec id="S3" sec-type="results">
<title>3 Results</title>
<sec id="S3.SS1">
<title>3.1 The incidence of AR in ET patients</title>
<p>Among the 80 ET patients, 43 (53.75%) developed AR, with an average AA inhibition rate of 25.91%. There were 37 patients with AS, and the average inhibition rate of AA was 65.05%.</p>
</sec>
<sec id="S3.SS2">
<title>3.2 Comparison of clinical characteristics between AR and AS patients</title>
<p>Compared with AS patients, AR patients were significantly older, took aspirin irregularly, and had smoking, dyslipidemia, and hypertension (<italic>P</italic> &#x003C; 0.05). There was no significant difference (<italic>P</italic> &#x003E; 0.05) between the two groups in gender, thrombosis history, splenomegaly, driver gene type, white blood cell count (WBC), hemoglobin (HGB), platelet count (PLT), neutrophil-lymphocyte ratio (NLR), and platelet-lymphocyte ratio (PLR), as shown in <xref ref-type="table" rid="T1">Table 1</xref>.</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>Comparison of clinical characteristics between AR and AS patients.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Variable</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">AR patients<break/> <italic>n</italic> = 43</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">AS patients<break/> <italic>n</italic> = 37</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;"><italic>P</italic></td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Sex</td>
<td/>
<td/>
<td valign="top" align="center">0.215</td>
</tr>
<tr>
<td valign="top" align="left">Male, <italic>n</italic> (%)</td>
<td valign="top" align="center">15 (34.88)</td>
<td valign="top" align="center">18 (48.65)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Female, <italic>n</italic> (%)</td>
<td valign="top" align="center">28 (65.12)</td>
<td valign="top" align="center">19 (51.35)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Age at enrollment (<italic>x</italic> &#x00B1; <italic>s</italic> years)</td>
<td valign="top" align="center">55.26 &#x00B1; 11.21</td>
<td valign="top" align="center">46.08 &#x00B1; 14.04</td>
<td valign="top" align="center">0.002</td>
</tr>
<tr>
<td valign="top" align="left">Irregular use of aspirin</td>
<td valign="top" align="center">20 (46.51)</td>
<td valign="top" align="center">8 (21.62)</td>
<td valign="top" align="center">0.021</td>
</tr>
<tr>
<td valign="top" align="left">Cardiovascular risk factors</td>
<td valign="top" align="center">31 (72.09)</td>
<td valign="top" align="center">10 (27.03)</td>
<td valign="top" align="center">0.000</td>
</tr>
<tr>
<td valign="top" align="left">Smoking</td>
<td valign="top" align="center">9 (20.93)</td>
<td valign="top" align="center">2 (5.41)</td>
<td valign="top" align="center">0.046</td>
</tr>
<tr>
<td valign="top" align="left">Dyslipidemia</td>
<td valign="top" align="center">19 (44.19)</td>
<td valign="top" align="center">5 (13.51)</td>
<td valign="top" align="center">0.003</td>
</tr>
<tr>
<td valign="top" align="left">Hypertension</td>
<td valign="top" align="center">16 (37.21)</td>
<td valign="top" align="center">3 (8.11)</td>
<td valign="top" align="center">0.002</td>
</tr>
<tr>
<td valign="top" align="left">Diabetes</td>
<td valign="top" align="center">1 (2.33)</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0.354</td>
</tr>
<tr>
<td valign="top" align="left">Thrombosis history</td>
<td valign="top" align="center">8 (18.60)</td>
<td valign="top" align="center">6 (16.22)</td>
<td valign="top" align="center">0.972</td>
</tr>
<tr>
<td valign="top" align="left">Splenomegaly</td>
<td valign="top" align="center">13 (30.23)</td>
<td valign="top" align="center">14 (37.84)</td>
<td valign="top" align="center">0.476</td>
</tr>
<tr>
<td valign="top" align="left" colspan="4" style="background-color: #dcdcdc;"><bold>Driver gene</bold></td>
</tr>
<tr>
<td valign="top" align="left"><italic>JAK2</italic>+</td>
<td valign="top" align="center">26 (60.47)</td>
<td valign="top" align="center">24 (64.86)</td>
<td valign="top" align="center">0.687</td>
</tr>
<tr>
<td valign="top" align="left"><italic>CALR</italic>+</td>
<td valign="top" align="center">10 (23.26)</td>
<td valign="top" align="center">9 (24.32)</td>
<td valign="top" align="center">0.911</td>
</tr>
<tr>
<td valign="top" align="left"><italic>MPL</italic>+</td>
<td valign="top" align="center">1 (2.33)</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0.354</td>
</tr>
<tr>
<td valign="top" align="left">Triple negative</td>
<td valign="top" align="center">6 (13.95)</td>
<td valign="top" align="center">4 (10.81)</td>
<td valign="top" align="center">0.674</td>
</tr>
<tr>
<td valign="top" align="left" colspan="4" style="background-color: #dcdcdc;"><bold>Routine blood test</bold></td>
</tr>
<tr>
<td valign="top" align="left">WBC (&#x00D7;109/L)</td>
<td valign="top" align="center">7.70 (5.94, 9.85)</td>
<td valign="top" align="center">6.83 (5.29, 9.78)</td>
<td valign="top" align="center">0.559</td>
</tr>
<tr>
<td valign="top" align="left">HGB (g/L)</td>
<td valign="top" align="center">140.42 &#x00B1; 18.89</td>
<td valign="top" align="center">146.27 &#x00B1; 18.78</td>
<td valign="top" align="center">0.170</td>
</tr>
<tr>
<td valign="top" align="left">PLT (&#x00D7;109/L)</td>
<td valign="top" align="center">593.00 (488.00, 723.00)</td>
<td valign="top" align="center">599.00 (498.50, 708.50)</td>
<td valign="top" align="center">0.919</td>
</tr>
<tr>
<td valign="top" align="left">NLR</td>
<td valign="top" align="center">2.60 (1.69, 3.80)</td>
<td valign="top" align="center">2.70 (2.06, 3.91)</td>
<td valign="top" align="center">0.493</td>
</tr>
<tr>
<td valign="top" align="left">PLR</td>
<td valign="top" align="center">376.44 (278.99, 446.09)</td>
<td valign="top" align="center">377.89 (277.57, 471.85)</td>
<td valign="top" align="center">0.717</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>WBC, white blood cell; HGB, hemoglobin; NLR, neutrophil-lymphocyte ratio; PLR, platelet-lymphocyte ratio.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="S3.SS3">
<title>3.3 Comparison of coagulation status between AR patients and AS patients</title>
<p>In the coagulation test, the fibrinogen (Fbg) of 5% (4/80, 3 cases of AR and 1 case of AS) ET patients exceeded the normal upper limit, while other indexes (D-D, PT, PTA, INR, APTT, TT, FDP, and AT-III) did not. On TEG, 7.5% (6/80, 5 cases of AR and 1 case of AS) of patients had enhanced coagulation factor function (<italic>R</italic> &#x003C; 4 min), 30.0% (24/80, 18 cases of AR and 6 cases of AS) of patients had increased fibrinogen function/level (<italic>K</italic> &#x003C; 1 min or &#x03B1; angle &#x003E;72&#x00B0;), 45.0% (36/80, 24 cases of AR and 12 cases of AS) of patients had enhanced platelet aggregation function (MA &#x003E;70 mm), and 26.3% (21/80, 17 cases of AR and 4 cases of AS) of patients were in hypercoagulable state (CI &#x003E;3).</p>
<p>Specifically, in the coagulation test, the Fbg of AR patients was significantly higher than that of AS patients (<italic>P</italic> &#x003C; 0.05), while the differences in other variables (D-D, PT, PTA, INR, APTT, TT, FDP, and AT-III) were not statistically significant (<italic>P</italic> &#x003E; 0.05). Compared with AS patients, the <italic>K</italic> values, &#x03B1; angles, MA values, and CI values of TEG in AR patients were lower (<italic>P</italic> &#x003C; 0.05). But the difference of <italic>R</italic> values was not statistically significant (<italic>P</italic> &#x003E; 0.05). See <xref ref-type="table" rid="T2">Table 2</xref> for greater detail.</p>
<table-wrap position="float" id="T2">
<label>TABLE 2</label>
<caption><p>Comparison of coagulation status between AR patients and AS patients.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Variable</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">AR patients<break/> (<italic>n</italic> = 43)</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">AS patients<break/> (<italic>n</italic> = 37)</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;"><italic>P</italic></td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" colspan="4" style="background-color: #dcdcdc;"><bold>Coagulation test</bold></td>
</tr>
<tr>
<td valign="top" align="left">D-D (mg/L)</td>
<td valign="top" align="center">0.260 (0.170, 0.380)</td>
<td valign="top" align="center">0.340 (0.160, 0.405)</td>
<td valign="top" align="center">0.727</td>
</tr>
<tr>
<td valign="top" align="left">PT (s)</td>
<td valign="top" align="center">11.800 (11.100, 12.100)</td>
<td valign="top" align="center">11.900 (11.400, 12.550)</td>
<td valign="top" align="center">0.115</td>
</tr>
<tr>
<td valign="top" align="left">PTA (%)</td>
<td valign="top" align="center">98.600 (95.400, 105.700)</td>
<td valign="top" align="center">97.500 (92.000, 103.250)</td>
<td valign="top" align="center">0.191</td>
</tr>
<tr>
<td valign="top" align="left">INR</td>
<td valign="top" align="center">1.030 (0.960, 1.050)</td>
<td valign="top" align="center">1.040 (0.990, 1.080)</td>
<td valign="top" align="center">0.176</td>
</tr>
<tr>
<td valign="top" align="left">APTT (s)</td>
<td valign="top" align="center">30.000 (27.800, 31.400)</td>
<td valign="top" align="center">30.800 (29.100, 32.750)</td>
<td valign="top" align="center">0.131</td>
</tr>
<tr>
<td valign="top" align="left">TT (s)</td>
<td valign="top" align="center">18.430 &#x00B1; 1.422</td>
<td valign="top" align="center">18.787 &#x00B1; 1.328</td>
<td valign="top" align="center">0.253</td>
</tr>
<tr>
<td valign="top" align="left">Fbg (g/L)</td>
<td valign="top" align="center">2.710 (2.310, 3.220)</td>
<td valign="top" align="center">2.430 (2.060, 2.745)</td>
<td valign="top" align="center">0.006</td>
</tr>
<tr>
<td valign="top" align="left">FDP (&#x03BC;g/ml)</td>
<td valign="top" align="center">2.000 (2.000, 2.000)</td>
<td valign="top" align="center">2.000 (1.050, 2.000)</td>
<td valign="top" align="center">0.072</td>
</tr>
<tr>
<td valign="top" align="left">AT-III (%)</td>
<td valign="top" align="center">98.630 &#x00B1; 8.866</td>
<td valign="top" align="center">96.058 &#x00B1; 10.520</td>
<td valign="top" align="center">0.239</td>
</tr>
<tr>
<td valign="top" align="left" colspan="4" style="background-color: #dcdcdc;"><bold>TEG</bold></td>
</tr>
<tr>
<td valign="top" align="left">R (min)</td>
<td valign="top" align="center">5.200 (4.600, 6.700)</td>
<td valign="top" align="center">5.600 (5.150, 6.650)</td>
<td valign="top" align="center">0.123</td>
</tr>
<tr>
<td valign="top" align="left">K (min)</td>
<td valign="top" align="center">1.300 (1.000, 1.600)</td>
<td valign="top" align="center">1.600 (1.300, 1.850)</td>
<td valign="top" align="center">0.008</td>
</tr>
<tr>
<td valign="top" align="left">&#x03B1; angle (&#x00B0;)</td>
<td valign="top" align="center">70.093 &#x00B1; 6.665</td>
<td valign="top" align="center">66.603 &#x00B1; 5.153</td>
<td valign="top" align="center">0.012</td>
</tr>
<tr>
<td valign="top" align="left">MA (min)</td>
<td valign="top" align="center">71.412 &#x00B1; 6.170</td>
<td valign="top" align="center">67.105 &#x00B1; 5.220</td>
<td valign="top" align="center">0.001</td>
</tr>
<tr>
<td valign="top" align="left">CI</td>
<td valign="top" align="center">2.174 &#x00B1; 2.172</td>
<td valign="top" align="center">1.119 &#x00B1; 1.478</td>
<td valign="top" align="center">0.015</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>D-D, D-dimer; PT, prothrombin time; PTA, prothrombin time activity; INR, international normalized ratio; APTT, activated partial thromboplastin time; TT, thrombin time; Fbg, fibrinogen; FDP, fibrin degradation products; AT-III, antithrombin III; R, reaction time; K, clot kinetics; MA, maximum amplitude; CI, coagulation index.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="S3.SS4">
<title>3.4 Risk factors for AR: Univariate logistic regression analysis</title>
<p>Aspirin resistance was used as the dependent variable, as shown in <xref ref-type="table" rid="T3">Table 3</xref>, and 19 influencing factors were analyzed by univariate logistic regression. The results showed that patients with older age (OR = 1.059, 95% CI 1.019&#x2013;1.101, <italic>P</italic> = 0.003), irregular aspirin use (OR = 3.152, 95% CI 1.176&#x2013;8.447, <italic>P</italic> = 0.022), dyslipidemia (OR = 5.067, 95% CI 1.656&#x2013;15.502, <italic>P</italic> = 0.004), and hypertension (OR = 6.716, 95% CI 1.772&#x2013;25.460, <italic>P</italic> = 0.005) had a higher risk of AR.</p>
<table-wrap position="float" id="T3">
<label>TABLE 3</label>
<caption><p>Univariate logistic regression analysis of AR.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Variable</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Group</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;"><italic>B</italic></td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Standard error</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Wald</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;"><italic>P</italic></td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">OR</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">95% CI</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Sex</td>
<td valign="top" align="center">Female</td>
<td valign="top" align="left">0.570</td>
<td valign="top" align="center">0.459</td>
<td valign="top" align="center">1.543</td>
<td valign="top" align="center">0.214</td>
<td valign="top" align="center">1.768</td>
<td valign="top" align="center">0.719&#x2013;4.347</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">Male<xref ref-type="table-fn" rid="t3fns1">&#x002A;</xref></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Age at enrollment</td>
<td/>
<td valign="top" align="left">0.058</td>
<td valign="top" align="center">0.020</td>
<td valign="top" align="center">8.612</td>
<td valign="top" align="center">0.003</td>
<td valign="top" align="center">1.059</td>
<td valign="top" align="center">1.019&#x2013;1.101</td>
</tr>
<tr>
<td valign="top" align="left">Use of aspirin</td>
<td valign="top" align="center">Irregular</td>
<td valign="top" align="left">1.148</td>
<td valign="top" align="center">0.503</td>
<td valign="top" align="center">5.211</td>
<td valign="top" align="center">0.022</td>
<td valign="top" align="center">3.152</td>
<td valign="top" align="center">1.176&#x2013;8.447</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">Regular<xref ref-type="table-fn" rid="t3fns1">&#x002A;</xref></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Smoking</td>
<td valign="top" align="center">Yes</td>
<td valign="top" align="left">1.533</td>
<td valign="top" align="center">0.818</td>
<td valign="top" align="center">3.513</td>
<td valign="top" align="center">0.061</td>
<td valign="top" align="center">4.632</td>
<td valign="top" align="center">0.932&#x2013;23.018</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">No<xref ref-type="table-fn" rid="t3fns1">&#x002A;</xref></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Dyslipidemia</td>
<td valign="top" align="center">Yes</td>
<td valign="top" align="left">1.623</td>
<td valign="top" align="center">0.571</td>
<td valign="top" align="center">8.088</td>
<td valign="top" align="center">0.004</td>
<td valign="top" align="center">5.067</td>
<td valign="top" align="center">1.656&#x2013;15.502</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">No<xref ref-type="table-fn" rid="t3fns1">&#x002A;</xref></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Hypertension</td>
<td valign="top" align="center">Yes</td>
<td valign="top" align="left">1.905</td>
<td valign="top" align="center">0.680</td>
<td valign="top" align="center">7.846</td>
<td valign="top" align="center">0.005</td>
<td valign="top" align="center">6.716</td>
<td valign="top" align="center">1.772&#x2013;25.460</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">No<xref ref-type="table-fn" rid="t3fns1">&#x002A;</xref></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Diabetes</td>
<td valign="top" align="center">Yes</td>
<td valign="top" align="left">21.076</td>
<td valign="top" align="center">40,192.969</td>
<td valign="top" align="center">0.000</td>
<td valign="top" align="center">1.000</td>
<td valign="top" align="center">1,423,156,409.178</td>
<td valign="top" align="center">N/A</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">No<xref ref-type="table-fn" rid="t3fns1">&#x002A;</xref></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Thrombosis history</td>
<td valign="top" align="center">Yes</td>
<td valign="top" align="left">0.166</td>
<td valign="top" align="center">0.594</td>
<td valign="top" align="center">0.078</td>
<td valign="top" align="center">0.779</td>
<td valign="top" align="center">1.181</td>
<td valign="top" align="center">0.369&#x2013;3.781</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">No<xref ref-type="table-fn" rid="t3fns1">&#x002A;</xref></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Splenomegaly</td>
<td valign="top" align="center">Yes</td>
<td valign="top" align="left">-0.340</td>
<td valign="top" align="center">0.475</td>
<td valign="top" align="center">0.513</td>
<td valign="top" align="center">0.474</td>
<td valign="top" align="center">0.712</td>
<td valign="top" align="center">0.281&#x2013;1.804</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">No<xref ref-type="table-fn" rid="t3fns1">&#x002A;</xref></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left"><italic>JAK2</italic>+</td>
<td valign="top" align="center">Yes</td>
<td valign="top" align="left">-0.188</td>
<td valign="top" align="center">0.465</td>
<td valign="top" align="center">0.164</td>
<td valign="top" align="center">0.685</td>
<td valign="top" align="center">0.828</td>
<td valign="top" align="center">0.333&#x2013;2.059</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">No<xref ref-type="table-fn" rid="t3fns1">&#x002A;</xref></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left"><italic>CALR</italic>+</td>
<td valign="top" align="center">Yes</td>
<td valign="top" align="left">-0.059</td>
<td valign="top" align="center">0.526</td>
<td valign="top" align="center">0.013</td>
<td valign="top" align="center">0.911</td>
<td valign="top" align="center">0.943</td>
<td valign="top" align="center">0.336&#x2013;2.645</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">No<xref ref-type="table-fn" rid="t3fns1">&#x002A;</xref></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left"><italic>MPL</italic>+</td>
<td valign="top" align="center">Yes</td>
<td valign="top" align="left">21.076</td>
<td valign="top" align="center">40,192.969</td>
<td valign="top" align="center">0.000</td>
<td valign="top" align="center">1.000</td>
<td valign="top" align="center">1,423,156,409.178</td>
<td valign="top" align="center">N/A</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">No<xref ref-type="table-fn" rid="t3fns1">&#x002A;</xref></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Triple negative</td>
<td valign="top" align="center">Yes</td>
<td valign="top" align="left">0.291</td>
<td valign="top" align="center">0.688</td>
<td valign="top" align="center">0.179</td>
<td valign="top" align="center">0.672</td>
<td valign="top" align="center">1.338</td>
<td valign="top" align="center">0.347&#x2013;5.157</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">No<xref ref-type="table-fn" rid="t3fns1">&#x002A;</xref></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Non-driving gene</td>
<td valign="top" align="center">Yes</td>
<td valign="top" align="left">-0.345</td>
<td valign="top" align="center">0.467</td>
<td valign="top" align="center">0.547</td>
<td valign="top" align="center">0.460</td>
<td valign="top" align="center">0.708</td>
<td valign="top" align="center">0.284&#x2013;1.768</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">No<xref ref-type="table-fn" rid="t3fns1">&#x002A;</xref></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">WBC</td>
<td/>
<td valign="top" align="left">-0.046</td>
<td valign="top" align="center">0.058</td>
<td valign="top" align="center">0.631</td>
<td valign="top" align="center">0.427</td>
<td valign="top" align="center">0.955</td>
<td valign="top" align="center">0.853&#x2013;1.070</td>
</tr>
<tr>
<td valign="top" align="left">HGB</td>
<td/>
<td valign="top" align="left">-0.017</td>
<td valign="top" align="center">0.012</td>
<td valign="top" align="center">1.878</td>
<td valign="top" align="center">0.171</td>
<td valign="top" align="center">0.983</td>
<td valign="top" align="center">0.960&#x2013;1.007</td>
</tr>
<tr>
<td valign="top" align="left">PLT</td>
<td/>
<td valign="top" align="left">0.000</td>
<td valign="top" align="center">0.001</td>
<td valign="top" align="center">0.042</td>
<td valign="top" align="center">0.838</td>
<td valign="top" align="center">1.000</td>
<td valign="top" align="center">0.998&#x2013;1.002</td>
</tr>
<tr>
<td valign="top" align="left">NLR</td>
<td/>
<td valign="top" align="left">-0.134</td>
<td valign="top" align="center">0.141</td>
<td valign="top" align="center">0.902</td>
<td valign="top" align="center">0.342</td>
<td valign="top" align="center">0.875</td>
<td valign="top" align="center">0.663&#x2013;1.153</td>
</tr>
<tr>
<td valign="top" align="left">PLR</td>
<td/>
<td valign="top" align="left">-0.001</td>
<td valign="top" align="center">0.001</td>
<td valign="top" align="center">0.900</td>
<td valign="top" align="center">0.343</td>
<td valign="top" align="center">0.999</td>
<td valign="top" align="center">0.997&#x2013;1.001</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="t3fns1"><p>&#x002A;Control group. N/A, not applicable.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="S3.SS5">
<title>3.5 Risk factors for AR: Multivariate logistic regression analysis</title>
<p>Variables with <italic>P</italic> &#x003C; 0.10 in the univariate logistic regression analysis were included in the multivariate logistic regression analysis. A total of five variables were eligible (age, irregular aspirin use, smoking, dyslipidemia, and hypertension). The results showed that patients who took aspirin irregularly (OR = 7.158 95% CI 1.973&#x2013;25.964, <italic>P</italic> = 0.003), smoked (OR = 8.830, 95% CI 1.422&#x2013;54.833, <italic>P</italic> = 0.019), had dyslipidemia (OR = 4.949, 95% CI 1.121&#x2013;21.850, <italic>P</italic> = 0.035), and had hypertension (OR = 5.629, 95% CI 1.186&#x2013;26.710, <italic>P</italic> = 0.030) had a higher risk of AR, as shown in <xref ref-type="table" rid="T4">Table 4</xref>.</p>
<table-wrap position="float" id="T4">
<label>TABLE 4</label>
<caption><p>Multivariate logistic regression analysis of the influencing factors of AR.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Variable</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Group</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;"><italic>B</italic></td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Standard error</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Wald</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;"><italic>P</italic></td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">OR</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">95% CI</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Age at enrollment</td>
<td/>
<td valign="top" align="center">0.040</td>
<td valign="top" align="center">0.027</td>
<td valign="top" align="center">2.265</td>
<td valign="top" align="center">0.132</td>
<td valign="top" align="center">1.041</td>
<td valign="top" align="center">0.988&#x2013;1.097</td>
</tr>
<tr>
<td valign="top" align="left">Use of aspirin</td>
<td valign="top" align="center">Irregular</td>
<td valign="top" align="center">1.968</td>
<td valign="top" align="center">0.657</td>
<td valign="top" align="center">8.963</td>
<td valign="top" align="center">0.003</td>
<td valign="top" align="center">7.158</td>
<td valign="top" align="center">1.973&#x2013;25.964</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">Regular<xref ref-type="table-fn" rid="t4fns1">&#x002A;</xref></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Smoking</td>
<td valign="top" align="center">Yes</td>
<td valign="top" align="center">2.178</td>
<td valign="top" align="center">0.932</td>
<td valign="top" align="center">5.465</td>
<td valign="top" align="center">0.019</td>
<td valign="top" align="center">8.830</td>
<td valign="top" align="center">1.422&#x2013;54.833</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">No<xref ref-type="table-fn" rid="t4fns1">&#x002A;</xref></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Dyslipidemia</td>
<td valign="top" align="center">Yes</td>
<td valign="top" align="center">1.599</td>
<td valign="top" align="center">0.758</td>
<td valign="top" align="center">4.454</td>
<td valign="top" align="center">0.035</td>
<td valign="top" align="center">4.949</td>
<td valign="top" align="center">1.121&#x2013;21.850</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">No<xref ref-type="table-fn" rid="t4fns1">&#x002A;</xref></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Hypertension</td>
<td valign="top" align="center">Yes</td>
<td valign="top" align="center">1.728</td>
<td valign="top" align="center">0.794</td>
<td valign="top" align="center">4.731</td>
<td valign="top" align="center">0.030</td>
<td valign="top" align="center">5.629</td>
<td valign="top" align="center">1.186&#x2013;26.710</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">No<xref ref-type="table-fn" rid="t4fns1">&#x002A;</xref></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="t4fns1"><p>&#x002A;Control group.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>Age was statistically significant in the univariate logistic regression analysis, but not in the multivariate logistic regression analysis. The main reason could be the presence of intermediate or confounding variables. We used the two-factor model approach to explore the reasons for the inconsistent results. We established several regression models, each with the dependent variable &#x201C;aspirin resistance,&#x201D; the independent variable &#x201C;age&#x201D; and one other independent variable. Only in the two-factor regression model of &#x201C;age + dyslipidemia,&#x201D; age was found to be statistically insignificant, so &#x201C;dyslipidemia&#x201D; was considered to be an interfering factor affecting age. Studies have shown that age is a risk factor for dyslipidemia (<xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B18">18</xref>), and a directed acyclic graph (DAG) showed that dyslipidemia is an intermediate variable of age (<xref ref-type="fig" rid="F1">Figure 1</xref>). After excluding dyslipidemia, the other four variables (age, irregular aspirin use, smoking, and hypertension) were analyzed by multivariate logistic regression. The results showed that the older the patients were, the higher the risk of AR was (OR = 1.067, 95% CI 1.017&#x2013;1.119, <italic>P</italic> = 0.008). The Chi-square test was used to further analyze the relationship between different age segments and AR, and there were significant differences (&#x03C7;<sup>2</sup> = 11.410, <italic>P</italic> = 0.022). It could be seen that the AR resistance rate gradually increased with age increase, especially after the age of 40, the proportion of AR patients was significantly higher than that of AS patients (as shown in <xref ref-type="table" rid="T5">Table 5</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>The directed acyclic graph among age, dyslipidemia, and aspirin resistance.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmed-09-1092281-g001.tif"/>
</fig>
<table-wrap position="float" id="T5">
<label>TABLE 5</label>
<caption><p>The Chi-square test analysis of the relationship between different age segments and AR.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Variable</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Group</td>
<td valign="top" align="center" colspan="5" style="color:#ffffff;background-color: #7f8080;">Age (%)</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;"><italic>n</italic></td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">&#x03C7;<sup>2</sup></td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;"><italic>P</italic></td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;"></td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;"></td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;"><bold>20&#x2013;30 years</bold></td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;"><bold>30&#x2013;40 years</bold></td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;"><bold>40&#x2013;50 years</bold></td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;"><bold>50&#x2013;60 years</bold></td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;"><bold>&#x003E;60 years</bold></td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;"></td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;"></td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;"></td>
</tr>
<tr>
<td valign="top" align="left">AR</td>
<td valign="top" align="center">Yes</td>
<td valign="top" align="center">1 (14.29)</td>
<td valign="top" align="center">4 (28.57)</td>
<td valign="top" align="center">7 (53.85)</td>
<td valign="top" align="center">16 (66.67)</td>
<td valign="top" align="center">15 (68.18)</td>
<td valign="top" align="center">43 (53.75)</td>
<td valign="top" align="center">11.410</td>
<td valign="top" align="center">0.022<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
</tr>
<tr>
<td/>
<td valign="top" align="center">No</td>
<td valign="top" align="center">6 (85.71)</td>
<td valign="top" align="center">10 (71.43)</td>
<td valign="top" align="center">6 (46.15)</td>
<td valign="top" align="center">8 (33.33)</td>
<td valign="top" align="center">7 (31.82)</td>
<td valign="top" align="center">37 (46.25)</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left" colspan="2"><italic>n</italic></td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">14</td>
<td valign="top" align="center">13</td>
<td valign="top" align="center">24</td>
<td valign="top" align="center">22</td>
<td valign="top" align="center">80</td>
<td/>
<td/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="t5fns1"><p>&#x002A;<italic>p</italic> &#x003C; 0.05.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="S3.SS6">
<title>3.6 Comparison of driver genes mutational load and non-driver genes types between AR and AS patients based on NGS</title>
<p><xref ref-type="table" rid="T1">Table 1</xref> demonstrated that there was no significant difference in the type of driver genes between AR and AS patients. As shown in <xref ref-type="table" rid="T6">Table 6</xref>, our further analysis showed that there was no significant difference in driver gene mutational load and non-driver gene types between AR and AS patients (<italic>P</italic> &#x003E; 0.05).</p>
<table-wrap position="float" id="T6">
<label>TABLE 6</label>
<caption><p>Comparison of driver genes mutational load and non-driver genes types between AR and AS patients.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Variable</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">AR patients (<italic>n</italic> = 43)</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">AS patients (<italic>n</italic> = 37)</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;"><italic>P</italic></td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" colspan="4" style="background-color: #dcdcdc;"><bold>Driver gene mutational load</bold></td>
</tr>
<tr>
<td valign="top" align="left"><italic>JAK2</italic> mutational load (%)</td>
<td valign="top" align="center">20.860 (14.570, 42.238)</td>
<td valign="top" align="center">20.485 (11.050, 40.573)</td>
<td valign="top" align="center">0.801</td>
</tr>
<tr>
<td valign="top" align="left"><italic>CALR</italic> mutational load (%)</td>
<td valign="top" align="center">24.864 &#x00B1; 12.812</td>
<td valign="top" align="center">32.369 &#x00B1; 13.487</td>
<td valign="top" align="center">0.231</td>
</tr>
<tr>
<td valign="top" align="left"><italic>MPL</italic> mutational load (%)</td>
<td valign="top" align="center">N/A</td>
<td valign="top" align="center">N/A</td>
<td valign="top" align="center">N/A</td>
</tr>
<tr>
<td valign="top" align="left">Non-driver gene type</td>
<td valign="top" align="center">14 (32.56)</td>
<td valign="top" align="center">15 (40.54)</td>
<td valign="top" align="center">0.462</td>
</tr>
<tr>
<td valign="top" align="left">DNA methylation (<italic>TET2, DNMT3A, IDH1, IDH2</italic>)</td>
<td valign="top" align="center">8 (18.60)</td>
<td valign="top" align="center">8 (21.62)</td>
<td valign="top" align="center">0.738</td>
</tr>
<tr>
<td valign="top" align="left">Histone modification (<italic>ASXL1, EZH2, KMT2D, KMT2B</italic>)</td>
<td valign="top" align="center">4 (9.30)</td>
<td valign="top" align="center">3 (8.11)</td>
<td valign="top" align="center">0.851</td>
</tr>
<tr>
<td valign="top" align="left">mRNA splicing (<italic>SF3B1, SRSF2, U2AF1, ZRSR2</italic>)</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">2 (5.41)</td>
<td valign="top" align="center">0.125</td>
</tr>
<tr>
<td valign="top" align="left">Signaling pathways (<italic>LNK/SH2B3, CBL, NRAS/KRAS, PTPN11, ATG2B, ABCB1, NF1</italic>)</td>
<td valign="top" align="center">3 (6.98)</td>
<td valign="top" align="center">1 (2.70)</td>
<td valign="top" align="center">0.385</td>
</tr>
<tr>
<td valign="top" align="left">Transcription factor (<italic>RUNX1, NFE2, PPM1D, TP53, BCOR, WT1, ETV6</italic>)</td>
<td valign="top" align="center">2 (4.65)</td>
<td valign="top" align="center">3 (8.11)</td>
<td valign="top" align="center">0.527</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>N/A, not applicable.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="S4" sec-type="discussion">
<title>4 Discussion</title>
<p>Thrombosis prevention is an important therapeutic goal of ET. Aspirin is widely used for the primary and secondary prevention of thrombosis in ET patients. A study showed that the widely promoted low-dose (100 mg mg/day) aspirin regimen could not effectively reduce platelet activation (<xref ref-type="bibr" rid="B19">19</xref>). Therefore, exploring coagulation status and determinants of AR has important clinical significance for thromboprophylaxis of ET.</p>
<p>Thrombosis occurs as a result of a combination of changes in the vascular endothelial cells, platelets, coagulation, fibrinolytic system, and blood rheology. Studies have shown that all these factors have changed to varying degrees before thrombosis (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B21">21</xref>). TEG can dynamically monitor the process of coagulation, and it can help identify the prethrombotic state of patients in combination with a coagulation test (<xref ref-type="bibr" rid="B22">22</xref>&#x2013;<xref ref-type="bibr" rid="B24">24</xref>).</p>
<p>In the study, the incidence of AR was 53.75% in 80 patients. Our study found that 45.0% of ET patients had enhanced platelet aggregation (MA &#x003E;70 mm), and 26.3% had hypercoagulability (CI &#x003E;3). Specifically, the incidence of enhanced platelet aggregation was higher in AR patients than in AS patients (55.81 &#x003E; 32.43%, <italic>P</italic> &#x003C; 0.05), and the incidence of hypercoagulable state was also higher in AR patients than in AS patients (39.53 &#x003E; 10.81%, <italic>P</italic> &#x003C; 0.05). This means that even in AS patients, 1/3 of them still have enhanced platelet aggregation function, and 1/10 of them are in a hypercoagulable state. This indicates that the current antiplatelet treatment scheme is really inadequate and needs to be improved. And compared to AS patients, AR patients had significantly higher fibrinogen values, significantly lower <italic>K</italic> values, and significantly larger alpha angles (<italic>p</italic> &#x003C; 0.05). Therefore, it is considered that hypercoagulability is not only related to the enhancement of platelet aggregation function, but also related to the function/level of fibrinogen. The <italic>R</italic> value can reflect the activity of coagulation factors. In this study, 7.5% of patients had <italic>R</italic> values below normal, which means that there is no general abnormality of coagulation factors in ET patients. And there was no difference in <italic>R</italic> values between AR patients and AS patients, which implies that aspirin has little effect on coagulation factors.</p>
<p>Aspirin can prevent the production of thromboxane A2 (TXA2) in platelets by irreversibly acetylating a serine residue at position 529 of the cyclooxygenase-1 (COX-1) isoform (<xref ref-type="bibr" rid="B25">25</xref>). Aging affects AR probably associated with some reduction in the first-pass metabolism and bioavailability of aspirin, which is due to decreased liver mass and perfusion (<xref ref-type="bibr" rid="B26">26</xref>, <xref ref-type="bibr" rid="B27">27</xref>). Taking aspirin irregularly will weaken its efficacy, which is an important factor of AR (<xref ref-type="bibr" rid="B25">25</xref>). In smokers, the biosynthesis of TXA2 is increased. Their serum C-reactive protein (CRP) also increases, while in the inflammatory state, the risk of AR increases (<xref ref-type="bibr" rid="B28">28</xref>, <xref ref-type="bibr" rid="B29">29</xref>). Hypercholesterolemia and hypertension can lead to overexpression of COX-1, which enhances AR (<xref ref-type="bibr" rid="B30">30</xref>&#x2013;<xref ref-type="bibr" rid="B32">32</xref>). After univariate and multivariate logistic regression analysis, the risk of AR was higher in ET patients with increasing age, irregular aspirin use, smoking, dyslipidemia, and hypertension. It suggests that ET patients should take aspirin regularly, quit smoking, and control blood lipid and blood pressure. However, there are too few diabetic patients among these patients to accurately judge the relationship between diabetes and AR, which is still worthy of attention.</p>
<p>Polymorphisms in some genes (COX-1, COX-2, GPIba, etc.) are strongly associated with AR, but it is still unknown whether the ET&#x2019;s driver and non-driver genes affect it (<xref ref-type="bibr" rid="B33">33</xref>, <xref ref-type="bibr" rid="B34">34</xref>). Unfortunately, our study showed that the driver and non-driver genes do not assist in predicting AR in ET patients. This reminds us of the need to add relevant drug-resistance genes to the routine NGS.</p>
</sec>
<sec id="S5" sec-type="conclusion">
<title>5 Conclusion</title>
<p>Compared with AS patients, AR patients have enhanced platelet aggregation function, are in a relatively hypercoagulable state, and have elevated fibrinogen function/levels, all of which cause a worse coagulation status. ET patients with increasing age, irregular aspirin use, smoking, dyslipidemia, and hypertension may have a higher risk of AR. The routine NGS may not be helpful for the prediction of AR, therefore we recommend adding relevant drug-resistance genes to NGS.</p>
</sec>
<sec id="S6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in this study are included in the article/supplementary material, further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec id="S7" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The studies involving human participants were reviewed and approved by the Medical Ethics Committee of China Academy of Chinese Medical Sciences Xiyuan Hospital. The patients/participants provided their written informed consent to participate in this study. Written informed consent was obtained from the individual(s) for the publication of any potentially identifiable images or data included in this article.</p>
</sec>
<sec id="S8" sec-type="author-contributions">
<title>Author contributions</title>
<p>EY and XH designed the study. ZW collected the data. YuL, DW, YS, and YZ performed the analysis. JN and ZC normalized the pictures. EY, YaL, and WL wrote the original draft. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec id="S9" sec-type="funding-information">
<title>Funding</title>
<p>This work was supported by grants from the National Natural Science Foundation of China (No. 82174360), and the Scientific and Technological Innovation Project of China Academy of Chinese Medical Sciences (CI2021A01702 and CI2021A01708).</p>
</sec>
<ack><p>The authors would like to thank China Academy of Chinese Medical Sciences Xiyuan Hospital for supporting that work.</p>
</ack>
<sec id="S10" 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="S11" 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>
<fn-group>
<title>Abbreviations</title>
<fn fn-type="abbr">
<p>APTT, activated partial thromboplastin time; AR, aspirin resistance; AS, aspirin sensitivity; AT-III, antithrombin III; CALR, calreticulin; CI, coagulation index; COX-1, cyclooxygenase-1; COX-2, cyclooxygenase-2; CRP, C-reactive protein; D-D, D-dimer; ET, essential thrombocythemia; Fbg, fibrinogen; FDP, fibrin degradation products; GPIba, glycoprotein 1b, alpha polypeptide; HGB, hemoglobin; INR, international normalized ratio; JAK2, janus kinase 2; K, clot kinetics; MA, maximum amplitude; MPL, myeloproliferative leukemia virus; MPN, myeloproliferative neoplasm; NGS, next-generation sequencing; NLR, neutrophil-lymphocyte ratio; PLR, platelet-lymphocyte ratio; PLT, platelet; PT, prothrombin time; PTA, prothrombin time activity; R, reaction time; TEG, thromboelastography; TT, thrombin time; TXA2, thromboxane A2; WBC, white blood cell; WHO, World Health Organization; N/A, not applicable.</p></fn>
</fn-group>
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