<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.3 20210610//EN"
  "https://jats.nlm.nih.gov/publishing/1.3/JATS-journalpublishing1-3.dtd">
<article xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="1.3" article-type="research-article">
  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">AJHA</journal-id>
      <journal-title-group>
        <journal-title>Asian Journal of Healthcare Analytics</journal-title>
      </journal-title-group>
      <issn pub-type="epub">2963-9905</issn>
      <publisher>
        <publisher-name>Formosa Publisher</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.55927/ajha.v4i1.14391</article-id>
      <title-group>
        <article-title>The Relationship between the Ratio of Neutrophil and Lymphocyte in Preeclampsia Patients</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <name>
            <surname>Ayuni</surname>
            <given-names>Intan Nabilla</given-names>
          </name>
          <aff>Fakultas Kedokteran, Universitas Syiah Kuala</aff>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Yeni</surname>
            <given-names>Cut Meurah</given-names>
          </name>
          <aff>Fakultas Kedokteran, Universitas Syiah Kuala</aff>
        </contrib>
        <contrib contrib-type="author" corresp="yes">
          <name>
            <surname>Husnah</surname>
          </name>
          <aff>Fakultas Kedokteran, Universitas Syiah Kuala</aff>
          <email>dr_husnah@usk.ac.id</email>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Sakdiah</surname>
          </name>
          <aff>Fakultas Kedokteran, Universitas Syiah Kuala</aff>
        </contrib>
      </contrib-group>
      <pub-date pub-type="epub">
        <day>30</day>
        <month>05</month>
        <year>2025</year>
      </pub-date>
      <history>
        <date date-type="received">
          <day>14</day>
          <month>04</month>
          <year>2025</year>
        </date>
        <date date-type="rev-recd">
          <day>28</day>
          <month>04</month>
          <year>2025</year>
        </date>
        <date date-type="accepted">
          <day>30</day>
          <month>05</month>
          <year>2025</year>
        </date>
      </history>
      <volume>4</volume>
      <issue>1</issue>
      <fpage>153</fpage>
      <lpage>166</lpage>
      <abstract>
        <p>Preeclampsia is a hypertensive disorder with elevated blood pressure and proteinuria after 20 weeks of gestation, often involving an exaggerated inflammatory response. This study examined the relationship between the neutrophil-to-lymphocyte ratio (RNL) and preeclampsia. A retrospective analytic study with a cross-sectional approach analyzed medical records of 106 inpatients at Zainoel Abidin Hospital Banda Aceh from January to December 2020. Most patients were aged 20–35 years (64.2%), college-educated (38.8%), housewives (68.9%), and multiparas (62%). RNL analysis showed 8.6% normal and 91.4% abnormal in severe preeclampsia cases. The Spearman correlation test showed p=0.367 (p&gt;0.05), indicating no significant relationship between RNL and preeclampsia. The mean RNL was 6.5267 in preeclampsia and 8.3106 in severe cases, both exceeding the normal cut-off of 4.8. There was no relationship between RNL and preeclampsia, but the mean RNL values were above normal.</p>
      </abstract>
      <kwd-group>
        <kwd>Neutrophils and Lymphocytes Ratio</kwd>
        <kwd>Preeclampsia</kwd>
        <kwd>Severe Preeclampsia</kwd>
      </kwd-group>
      <permissions>
        <license>
          <ali:license_ref xmlns:ali="http://www.niso.org/schemas/ali/1.0/">http://creativecommons.org/licenses/by/4.0/</ali:license_ref>
          <license-p>This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International License.</license-p>
        </license>
      </permissions>
    </article-meta>
  </front>
<body>
 <sec>
  <title>INTRODUCTION</title>
  <disp-quote>
    <p>Preeclampsia is a specific syndrome in pregnancy that can affect
    all organ systems. According to the American College of Obstetrics
    and Gynecology (ACOG), preeclampsia is defined by the presence of
    hypertension (BP &gt; 140/90 mmHg) and proteinuria (&gt;300 mg of
    protein in 24 hours of collected urine) at gestational age above 20
    weeks. (Keman, 2014) The latest classification of preeclampsia no
    longer divides it into mild and severe preeclampsia but instead
    categorizes it into preeclampsia with severe features and
    preeclampsia without severe features. This change reflects the
    potential for preeclampsia to worsen suddenly. Preeclampsia without
    severe features is referred to simply as preeclampsia, while
    preeclampsia with severe symptoms is referred as severe preeclampsia
    (PEB) (Hidayat et al., 2018).</p>
    <p>The World Health Organization (WHO) estimates that cases of
    preeclampsia in developing countries are seven times higher compared
    to developed countries.</p>
    <p>The prevalence of preeclampsia in developing countries ranges
    from 1.8% to 18%, while in developed countries, it is between 1.3%
    and 6%. According to the latest WHO report, preeclampsia accounts
    for 70,000 maternal deaths annually worldwide, along with 500,000
    infant deaths each year as a result of preeclampsia (Purwaningtyas
    &amp; Prameswari 2017). Hypertension in pregnant women in Indonesia
    in 2010 (21.5%), in 2011 (24.7%), in 2012 (26.9%), and in 2013
    (27.1%). The prevalence of hypertension in pregnant women in
    Indonesia increases every year, indicating an increased risk of
    preeclampsia. Lombo et al. (2017) factors contributing to the
    occurrence of preeclampsia include maternal characteristics such as
    age, parity, birth spacing, and educational background (Kusumati
    &amp; Wijayanti 2019). Preeclampsia can cause complications in the
    mother, namely eclampsia, intrauterine growth restriction (IUGR),
    HELLP syndrome, renal failure, coagulopathy (disseminated
    intravascular coagulation), and liver dysfunction (Faiqoh &amp;
    Hendrati, 2018).</p>
  </disp-quote>
</sec>












<sec>
  <title>LITERATURE REVIEW</title>
  <sec id="the-most-severe-complications-are-maternal-and-fetal-death">
    <title>The Most Severe Complications are Maternal and Fetal
    Death</title>
    <disp-quote>
      <p>The neutrophil-to-lymphocyte ratio (NLR) is a simple parameter
      for assessing a person's inflammatory status and has been proven
      accurate in predicting clinical outcomes in patients with heart
      disease, ischemic stroke, cancer, sepsis, and pathological
      infections (Wulandari, 2019). An elevated NLR is known to be
      associated with disease severity and may be considered an
      independent biomarker to indicate poor outcomes (Amanda, 2020).
      RNL can be calculated easily and can be obtained quickly through
      whole blood examination as part of routine laboratory work
      (Saputra et al., 2019). The NLR value is obtained by dividing the
      absolute neutrophil count by the absolute lymphocyte count (Lee et
      al., 2018). RNL does not require additional examinations or costs
      because the results are obtained directly from the hemogram. This
      makes the parameter cost-effective and applicable to all patients
      (Singgih et al., 2020). The study by Forget et al. aimed to
      determine the normal value of RNL used as a cut- off value in
      healthy subjects. RNL values are not influenced by age or
      gender.</p>
      <p>The cut-off value of RNL in a healthy population ranges from
      0.78-3.53 (Forget et al., 2017).</p>
      <p>The RNL value describes a nonspecific inflammatory mediator as
      the first line of defense and a protective component in
      inflammation (Singhal et al., 2019). The study by Abd-Alazim et
      al. stated that there was an increase in RNL values in
      preeclampsia patients compared to normal pregnant women and
      increased significantly in severe preeclampsia (Abd-Alazim et al.,
      2018). The Indonesian Association of Fetomaternal Medicine (HKFM)
      stated that the cutoff value for the occurrence of preeclampsia in
      pregnant women, with a sensitivity of 93% and a specificity of
      91%, is 4.8 (Himpunan Kedokteran Fetomaternal Indonesia, 2021). An
      increased NLR value in preeclampsia indicates systemic
      inflammation and endothelial dysfunction, which occurs through the
      interaction of endothelial adhesion molecules and surface
      receptors on neutrophils. Activated neutrophils will release
      granules that can mediate vascular damage. Leukotrienes will also
      be synthesized, and superoxide will be produced. Both of these
      will trigger blood vessel damage (Prasetyo et al., 2019).</p>
    </disp-quote>
  </sec>
</sec>













<sec>
  <title>METHODOLOGY</title>
  <disp-quote>
    <p>Type of retrospective observational analytic research with a
    cross sectional approach. he research was conducted in the medical
    records department using inpatient data from Zainoel Abidin Regional
    General Hospital in Banda Aceh. Data collection took place in
    November 2021. The population consisted of inpatients with
    preeclampsia at Zainoel Abidin Regional General Hospital in Banda
    Aceh. The study sample included all inpatients with preeclampsia at
    the hospital from January to December 2020 who met the inclusion
    criteria: pregnant women with gestational age over 20 weeks and
    complete laboratory results. Exclusion criteria were patients with a
    history of blood transfusion before being sampled, incomplete
    medical records, pregnancy with a history of hypertension, diabetes
    mellitus, kidney disease, pathological infectious diseases, and a
    history of gynecological malignancies.</p>
    <p>The sampling method used was non-probability sampling with a
    total sampling technique. The research data were secondary data
    obtained from medical records at RSUDZA. Data were collected in the
    form of general characteristics (age, education, occupation, parity)
    and the ratio of neutrophils and lymphocytes. Analysis was done
    univariate and bivariate.</p>
  </disp-quote>
</sec>










<sec>
  <title>RESEARCH RESULT AND DISCUSSION</title>
  <sec id="general-characteristics-of-respondents">
    <title>General Characteristics of Respondents</title>
<table-wrap>
  <label>Table 1.</label>
  <caption>
    <title>General Characteristics of Research Respondents</title>
  </caption>
  <table>
    <thead>
      <tr>
        <th>Characteristic</th>
        <th>Frequency (n = 106)</th>
        <th>Relative Frequency (%)</th>
      </tr>
    </thead>
    <tbody>
      <tr>
        <td colspan="3"><bold>Age (Years)</bold></td>
      </tr>
      <tr>
        <td>20–35 Years</td>
        <td>68</td>
        <td>64.2</td>
      </tr>
      <tr>
        <td>&gt;35 Years</td>
        <td>38</td>
        <td>35.8</td>
      </tr>
      <tr>
        <td colspan="3"><bold>Education</bold></td>
      </tr>
      <tr>
        <td>No Formal Education</td>
        <td>1</td>
        <td>0.9</td>
      </tr>
      <tr>
        <td>Elementary School</td>
        <td>9</td>
        <td>8.5</td>
      </tr>
      <tr>
        <td>Middle School</td>
        <td>17</td>
        <td>16.0</td>
      </tr>
      <tr>
        <td>High School</td>
        <td>38</td>
        <td>35.8</td>
      </tr>
      <tr>
        <td>Higher Education</td>
        <td>41</td>
        <td>38.7</td>
      </tr>
      <tr>
        <td colspan="3"><bold>Occupation</bold></td>
      </tr>
      <tr>
        <td>Housewife</td>
        <td>73</td>
        <td>68.9</td>
      </tr>
      <tr>
        <td>Farmer</td>
        <td>1</td>
        <td>0.9</td>
      </tr>
      <tr>
        <td>Entrepreneur</td>
        <td>11</td>
        <td>10.4</td>
      </tr>
      <tr>
        <td>Government Employees</td>
        <td>21</td>
        <td>19.8</td>
      </tr>
      <tr>
        <td colspan="3"><bold>Parity</bold></td>
      </tr>
      <tr>
        <td>Primiparous</td>
        <td>18</td>
        <td>17.0</td>
      </tr>
      <tr>
        <td>Multiparous</td>
        <td>42</td>
        <td>39.6</td>
      </tr>
      <tr>
        <td>Grand Multiparous</td>
        <td>46</td>
        <td>43.4</td>
      </tr>
    </tbody>
  </table>
</table-wrap>
  </sec>
  <sec id="characteristics-of-respondents-by-age">
    <title>Characteristics of Respondents by Age</title>
    <disp-quote>
      <p>Based on Table 1, the age range of 20–35 years is more
      dominant, with 68 subjects (64.2%). These results are in line with
      the study by Kadek et al. in 2015 at Sanglah General Hospital in
      Denpasar, which showed that the majority of pregnant women with
      preeclampsia were in the 20–35 year age range, accounting for 76
      out of 108 subjects (70.3%) (Budi Juliantari &amp; Sanjaya, 2017).
      Preeclampsia often occurs in women of productive age due to the
      high frequency of pregnancies and childbirth within this age
      range. The results of this study are not in line with the research
      of Sintia et al in 2017 at Dr. Moewardi Hospital in Surakarta,
      which stated that there were no significant differences related to
      the age characteristics of preeclampsia patients. Sintia et al.’s
      study also showed that the majority of preeclampsia cases were
      within the 20–35 year age range (Damayanti &amp; Silistyowati,
      2019). This is because age affects the increase and decline of
      bodily functions and human overall health status. Female
      reproductive organs are immature or underdeveloped at ages of
      &lt;20 years. The degenerative processes that occur with age lead
      to the hardening of blood vessel walls, causing the blood vessels
      to become narrowed in women at the age of &gt;35 years old
      (Setyawati et al., 2018)</p>
    </disp-quote>
  </sec>
  <sec id="characteristics-of-respondents-by-education">
    <title>Characteristics of Respondents by Education</title>
    <disp-quote>
      <p>Table 1. shows that the highest level of education among
      respondents is higher education, with 41 subjects (38.8%). This
      finding aligns with a study by Yudia et al. in 2015 at Dr.
      Mohammad Hoesin General Hospital in Palembang, which found that
      education level did not have a significant relationship with the
      incidence of preeclampsia (p-value &gt; 0.05). Education is
      related to a person's opportunity to absorb information about
      certain matters, such as information on prevention and risk
      factors for preeclampsia. However, such information does not
      necessarily have to come from formal education; higher education
      does not guarantee that someone will avoid preeclampsia (Gusti et
      al., 2016). The result of this study contrasts with a study by I
      Nyoman Rake in 2016 at Dr. T.C. Hillers General Hospital in
      Maumere, which found that the highest number of preeclampsia cases
      occurred among women with elementary school education, accounting
      for 51 individuals (45.5%). Education is often associated with
      knowledge about health, but women with lower educational levels
      who experience preeclampsia do not necessarily have low knowledge,
      as they may</p>
      <p>acquire information through counseling. Knowledge can also come
      from people around them or from any media, leading them to pay
      closer attention to their health by completing antenatal care
      (ANC) visits (Zam et al., 2021).</p>
    </disp-quote>
  </sec>
  <sec id="respondent-characteristics-by-occupation">
    <title>Respondent Characteristics by Occupation</title>
    <disp-quote>
      <p>Based on Table 1, the majority of respondents were housewives,
      accounting for 73 subjects (68.9%). This finding aligns with
      research by Giovanna et al. in 2015 at Prof. Dr. R. D. Kandou
      General Hospital, Manado, which showed that preeclampsia cases
      were dominated by mothers working as housewives. A study by Rien
      et al. in 2013 at the same hospital indicated that mild
      preeclampsia cases were dominated by housewives, with 67
      individuals (84.8%), while severe preeclampsia cases were also
      dominated by housewives, with 44 individuals (78.5%) (Hutabarat et
      al., 2016). Research by Yanita et al. in 2018 at Muhammadiyah
      Bantul Hospital found that preeclampsia cases were prevalent among
      housewives because women who do not work and have low incomes tend
      to have poor nutritional quality (Trisetiyaningsih &amp;
      Smaradika, 2019). Housewives are predominant in preeclampsia cases
      because this occupation is associated with heavy physical
      activities that can cause fatigue. Pregnancy also makes women tire
      more easily, increasing the risk of preeclampsia. This is
      supported by the theory that occupation is linked to physical
      activity, which influences muscle function and blood circulation.
      Changes in blood circulation and blood pressure occur due to the
      pressure from the growing uterus during pregnancy. The heart's
      workload increases with gestational age to meet the body's needs
      during pregnancy (Elsanti, 2020).</p>
    </disp-quote>
  </sec>
  <sec id="respondent-characteristics-by-parity">
    <title>Respondent Characteristics by Parity</title>
    <disp-quote>
      <p>Table 1. shows that the majority of respondents were
      multiparous, accounting for 46 subjects (43.3%). This finding is
      consistent with a study by Rien et al. in 2013 at Prof. Dr. R. D.
      Kandou General Hospital, Manado, which reported that the majority
      of the parity group was multiparous, with 49 individuals
      (62%).(24) A study by Dewi Hermawati in 2020 at a hospital in
      Banda Aceh found no significant relationship between parity and
      the incidence of preeclampsia (p- value &gt; 0.05), with 63
      multiparous individuals (71.6%) and 25 primiparous individuals
      (29.4%) (Hermawati, 2020). However, the results of this study
      differ from the findings of Dini et al. in 2019 at Dr. Abdoer
      Rahem General Hospital, where the majority of parity cases were
      primiparous, with 241 subjects (54.6%) (Kurniawati et al., 2019).
      According to theory, nulliparous women are at higher risk for
      developing preeclampsia, as preeclampsia often occurs in women who
      are exposed to chorionic villi for the first time.
      Immunologically, this can arise due to incomplete formation of
      blocking antibodies, specifically HLA-G, against placental
      antigens during a first pregnancy. This leads to impaired
      trophoblast implantation in the maternal decidual tissue.
      Consequently, endothelial cells in the placenta produce less
      prostacyclin, a vasodilator, while releasing more thromboxane,
      resulting in vasoconstriction (Kusumawati &amp; Wijayanti,
      2019).</p>
    </disp-quote>
  </sec>
  <sec id="distribution-of-neutrophil-and-lymphocyte-ratio-values">
    <title>Distribution of Neutrophil and Lymphocyte Ratio
    Values</title>
  </sec>
  <sec id="section">
    <title></title>
    <disp-quote>
      <p>RNL in preeclampsia patients can be seen in Table 2. below.</p>
    </disp-quote>
  </sec>
</sec>
<table-wrap>
    <label>Table 2.</label>
    <caption>
        <p>Distribution of Neutrophil and Lymphocyte Ratio Values and Preeclampsia Features</p>
    </caption>
    <table>
        <thead>
            <tr>
                <th rowspan="2"></th>
                <th colspan="1">Frequency (n = 106)</th>
                <th colspan="1">Relative Frequency (%)</th>
            </tr>
            <tr>
                <th/>
                <th/>
            </tr>
        </thead>
        <tbody>
            <tr>
                <td colspan="3"><b>RNL</b></td>
            </tr>
            <tr>
                <td>Normal</td>
                <td>35</td>
                <td>33.0</td>
            </tr>
            <tr>
                <td>Abnormal</td>
                <td>71</td>
                <td>67.0</td>
            </tr>
            <tr>
                <td colspan="3"><b>Features of Preeclampsia</b></td>
            </tr>
            <tr>
                <td>Preeclampsia</td>
                <td>6</td>
                <td>5.7</td>
            </tr>
            <tr>
                <td>Severe Preeclampsia</td>
                <td>100</td>
                <td>94.3</td>
            </tr>
        </tbody>
    </table>
</table-wrap>
  <disp-quote>
    <p>The results of table 2 shows that 6 subjects (5.7%) had
    preeclampsia, while 100 subjects (94.3%) had severe preeclampsia.
    This indicates that cases of severe preeclampsia are more prevalent
    than cases of preeclampsia. These results show that patients who
    experience severe preeclampsia are more than preeclampsia. These
    results are in line with the research of Hernalia et al in 2012 at
    RSUD Dr. Soetomo Surabaya which states that preeclampsia cases are
    dominated by severe preeclampsia. This can occur because many
    pregnant women do not realize they have preeclampsia and do not
    routinely check their health. Pregnant women tend to come to the
    doctor when they are already in severe preeclampsia or even have
    complications of preeclampsia, such as eclampsia (Putri et al.,
    2015). The results of the study found more cases of severe
    preeclampsia compared to preeclampsia because the researchers
    included only inpatient cases and excluded outpatient cases.</p>
    <p>The results showed that the ratio of neutrophils and lymphocytes
    with normal ratios was 35 subjects (33.0%) and abnormal ratio were
    71 subjects (67.0%). This indicates that the ratio of neutrophils
    and lymphocytes is more prevalent in the abnormal ratio. Increased
    neutrophil and lymphocyte ratios are characterized as a response to
    inflammatory disorders. The inflammatory process affects the number
    of leukocytes, neutrophils, and lymphocytes. Initially depicted as
    an increase in neutrophil values due to stress response, excessive
    response will induce lymphocyte apoptosis so that lymphocyte values
    tend to decrease when inflammatory disorders occur (Riandy et al.,
    2019). These results are in line with the results of a meta-analysis
    by Kang et al. in 2020 in China which stated that RNL has a higher
    value in preeclampsia patients, especially in cases of severe
    preeclampsia (Kang et al., 2020). A study conducted in India by
    Gogoi et al. in 2019 also showed that women with preeclampsia had
    higher NLR values, even during the early weeks of pregnancy (Gogoi
    et al., 2019). However, a different result was reported in a study
    by Yavuzan et al. in 2014 in Turkey, which indicated that NLR values
    did not significantly increase in severe preeclampsia cases
    (Yavuzcan et al., 2018).</p>
  </disp-quote>
  <sec id="relationship-between-neutrophil-and-lymphocyte-ratio-in-preeclampsia-patients">
    <title>Relationship between Neutrophil and Lymphocyte Ratio in
    Preeclampsia Patients</title>
  </sec>
 <table-wrap>
    <label>Table 3.</label>
    <caption>
        <p>Relationship between Neutrophil and Lymphocyte Ratio in Preeclampsia Patients</p>
    </caption>
    <table>
        <thead>
            <tr>
                <th rowspan="2">Neutrophil and Lymphocyte Ratio</th>
                <th colspan="2">Preeclampsia</th>
                <th colspan="2">Severe Preeclampsia</th>
                <th colspan="2">Total</th>
                <th rowspan="2">P Value</th>
            </tr>
            <tr>
                <th>(n)</th>
                <th>(%)</th>
                <th>(n)</th>
                <th>(%)</th>
                <th>(n)</th>
                <th>(%)</th>
            </tr>
        </thead>
        <tbody>
            <tr>
                <td>Normal</td>
                <td>3</td>
                <td>8.6</td>
                <td>32</td>
                <td>91.4</td>
                <td>35</td>
                <td>100</td>
                <td>0.367</td>
            </tr>
            <tr>
                <td>Abnormal</td>
                <td>3</td>
                <td>4.2</td>
                <td>68</td>
                <td>95.8</td>
                <td>71</td>
                <td>100</td>
                <td></td>
            </tr>
        </tbody>
    </table>
</table-wrap>
    <disp-quote>
      <p>Based on Table 3, the Spearman correlation test results showed
      a p-value of 0.367, indicating that there is no statistically
      significant relationship between the ratio of neutrophil and
      lymphocyte (NLR) in preeclampsia patients. The result of this
      study is consistent with the study by Sweed et al. in 2021 in
      Egypt, which also found no association between the
      neutrophil-to-lymphocyte ratio in preeclampsia patients (p-value =
      0.17) (3Sweed et al., 20214). However, the study by Panwar et al.
      in 2019 in India showed different results, demonstrating a
      significant relationship between the neutrophil-to-lymphocyte
      ratio and preeclampsia (p-value &lt; 0.001) (Panwar et al.,
      2019).</p>
    </disp-quote>
<table-wrap>
    <label>Table 4.</label>
    <caption>
        <p>Average Neutrophil and Lymphocyte Ratio Values in Preeclamptic Patients</p>
    </caption>
    <table>
        <thead>
            <tr>
                <th></th>
                <th>Mean</th>
                <th>n</th>
                <th>Std. Deviation</th>
                <th>P value</th>
            </tr>
        </thead>
        <tbody>
            <tr>
                <td>Preeclampsia</td>
                <td>6.5267</td>
                <td>6</td>
                <td>3.97556</td>
                <td></td>
            </tr>
            <tr>
                <td>Severe Preeclampsia</td>
                <td>8.3106</td>
                <td>100</td>
                <td>3.85500</td>
                <td>0.367</td>
            </tr>
        </tbody>
    </table>
</table-wrap>
    <disp-quote>
      <p>The results in Table 4. show that the average the ratio of
      neutrophils and lymphocytes in preeclampsia patients is 6.5267 and
      severe preeclampsia is 8.3106. These findings indicate that the
      NLR values exceed the normal cutoff value of 4.8. This suggests
      that NLR increases in preeclampsia patients, consistent with the
      theory that preeclampsia involves an excessive inflammatory
      response. The study results did not show a significant
      relationship between preeclampsia without severe features and
      severe preeclampsia. This finding aligns with the study by Mehmet
      Toptas et al. in 2016 in Turkey, which reported that NLR values
      were significantly higher in preeclampsia patients compared to
      women with normal pregnancies. However, NLR values did not show a
      significant difference between patients with preeclampsia and
      those with severe preeclampsia (Toptas et al., 2016).</p>
      <p>Preeclampsia is a multisystem organ disorder that leads to
      organ damage. The etiology of preeclampsia is not clearly
      understood, but it is hypothesized that the initial pathogenic
      process involves abnormal placentation, which triggers
      inflammation in the microvasculature. This microvascular
      inflammation results in the release of anti-angiogenic factors
      into the maternal circulation. While the activation of
      physiological inflammatory pathways occurs in normal</p>
      <p>pregnancies, excessive inflammatory activation is observed in
      preeclampsia. Neutrophil activation, inflammatory cytokine
      production, and vascular endothelial dysfunction occur in
      preeclampsia. Increased neutrophil activation results from a
      response to inflammatory disturbances, while lymphocytes tend to
      decrease due to lymphocyte apoptosis caused by excessive
      inflammatory responses (Toptas et al., 2016). Based on this study,
      the findings contradict the theoretical expectations regarding the
      NLR values in relation to the development and/or severity of
      preeclampsia. This study found no significant relationship, with a
      p-value of 0.367, due to the imbalance between research subjects
      experiencing preeclampsia and severe preeclampsia. This is
      supported by the study by Kholief et al. in 2019 in Egypt, which
      showed no significant relationship between severe preeclampsia and
      the control group (p-value = 0.169) (Kholief et al., 2019). The
      study by Oylumlu et al. in 2014 in Turkey indicated that NLR
      values were significantly higher in preeclampsia patients compared
      to the control group (p-value &lt; 0.001). However, the Oylumlu
      study found no significant relationship between NLR values in
      severe preeclampsia patients compared to those with preeclampsia
      (p-value &gt; 0.05). This indicates that NLR values cannot
      determine the severity of preeclampsia in patients but can be
      useful in identifying preeclampsia in high-risk pregnancies
      (Oylumlu et al., 2014).</p>
      <p>The results of this study differ from the research by
      Abd-Alazim et al. in 2018 in Egypt, which stated that NLR values
      were significantly higher in the severe preeclampsia group
      compared to the preeclampsia group, with a P- value of 0.042.
      Their findings showed that neutrophil levels in severe
      preeclampsia were higher than in preeclampsia, while lymphocyte
      levels were lower in severe preeclampsia compared to preeclampsia.
      According to receiver operating characteristic (ROC) analysis, the
      RNL value obtained as a comparison between preeclampsia and severe
      preeclampsia was 4.77. The RNL value obtained is a value that
      combines the predictive risk of two leukocyte subtypes, namely
      “neutrophils and lymphocytes” into a single risk factor. The study
      conducted by Abd-Alazim et al. concluded that the RNL value can be
      a marker of the inflammatory status of preeclampsia patients and
      is useful for determining the severity of preeclampsia (Abd-Alazim
      et al., 2018).</p>
      <p>The study by Kurtoglu et al. in 2015 in Turkey showed that NLR
      values were significant in the preeclampsia group compared to the
      control group, with a P-value of 0.023. However, NLR values did
      not show significant differences when comparing severity,
      proteinuria levels, subjective symptoms, and the onset of
      preeclampsia (Kurtoglu et al., 2015). The results of research by
      Serin et al. in 2016 in Turkey found that the RNL value was higher
      in the severe preeclampsia group compared to the preeclampsia
      group, namely p value = 0.032 and a positive correlation between
      the RNL value and proteinuria (Serin et al., 2016). The research
      by Widyastiti et al. in 2019 at dr. Kariadi General Hospital
      compared NLR values between severe preeclampsia and preeclampsia
      patients, revealing a significant difference with a P-value of
      0.000 (Widyastiti &amp; Setianingrum, 2019). The study by Gezer et
      al. in 2016 in Turkey, based on multivariate regression analysis,
      showed that NLR values increased in preeclampsia patients (Gezer
      et al., 2016).</p>
      <p>Leukocytes are an important component of the immune system, and
      play an important role in the pathophysiology of pregnancy-related
      disorders involving the decidua and placenta. Leukocytes
      infiltrate the systemic vascular network in women with
      preeclampsia, causing vascular inflammation. Women with
      preeclampsia will experience neutrophil activation when
      neutrophils circulate through the intervillous space circulation
      and will be exposed to oxidized lipids secreted by the placenta.
      Oxidized lipids are potent activators of neutrophils leading to
      the expression of COX-2 which regulates thromboxane release. Women
      with preeclampsia express significantly more COX-2 than healthy
      pregnant women. Another theory states that neutrophil activation
      that occurs in the placental circulation due to hypoxic conditions
      contributes to increased vascular resistance in women with
      preeclampsia. This is consistent with more adhesion and
      endothelial infiltration of neutrophils into the intima of the
      systemic vascular space while lymphocyte infiltration was found to
      be insignificant (Singhal et al., 2019).</p>
    </disp-quote>













<sec>
  <title>CONCLUSION</title>
  <disp-quote>
    <p>Based on research conducted in the Medical Records Installation
    Room at Zainoel Abidin Regional General Hospital in Banda Aceh, it
    can be concluded that there is no correlation between the ratio of
    neutrophils and lymphocytes in preeclampsia patients. However, there
    is an increase in the average NLR value in preeclampsia patients
    more than the cut-off value of the normal NLR.</p>
  </disp-quote>
</sec>









<sec>
  <title>RECOMMENDATION</title>
  <disp-quote>
    <p>It is recommended to routinely evaluate and monitor the NLR value
    in preeclampsia patients for early detection of abnormal increases,
    even though there is no direct correlation between the
    neutrophil-to-lymphocyte ratio.</p>
  </disp-quote>
</sec>









<sec>
  <title>FURTHER STUDY</title>
  <disp-quote>
    <p>Future research is recommended to explore the potential role of
    the neutrophil-to-lymphocyte ratio (NLR) as a predictive or
    prognostic biomarker in preeclampsia, involving a larger sample
    size, longitudinal study design, and consideration of confounding
    factors such as infection, inflammation, and comorbidities that may
    influence NLR values.</p>
      </disp-quote>
  </sec>





<sec>
      <title>REFERENCES</title>
      <ref-list>
<ref id="ref1">
  <element-citation publication-type="journal">
    <person-group person-group-type="author">
      <name><surname>Directorate of Promotion and Community Empowerment</surname><given-names/></name>
    </person-group>
    <article-title>Strategi Komunikasi Perubahan Perilaku</article-title>
    <source></source>
    <year>2018</year>
    <comment>[Report]</comment>
  </element-citation>
</ref>
<ref id="ref2">
  <element-citation publication-type="journal">
    <person-group person-group-type="author">
      <name><surname>East Java Health Service</surname><given-names/></name>
    </person-group>
    <article-title>Profil Kesehatan Provinsi Jawa Timur 2022</article-title>
    <source>Dinas Kesehatan Provinsi Jawa Timur</source>
    <year>2023</year>
    <comment>[Report]</comment>
  </element-citation>
</ref>
<ref id="ref3">
  <element-citation publication-type="journal">
    <person-group person-group-type="author">
      <name><surname>Fauzia Laila</surname><given-names>E.</given-names></name>
    </person-group>
    <article-title>Pengaruh Dukungan Suami, Motivasi Dan Self Eficacy Terhadap Kepatuhan Dalam Pemeriksaan AnC di Kelurahan Nangeleng</article-title>
    <source>Jurnal Health Society</source>
    <year>2022</year>
    <volume>11</volume>
    <issue>1</issue>
    <pub-id pub-id-type="doi">10.62094/jhs.v11i1.49</pub-id>
    <comment>[Journal]</comment>
  </element-citation>
</ref>
<ref id="ref4">
  <element-citation publication-type="journal">
    <person-group person-group-type="author">
      <name><surname>Harsono</surname><given-names>R.A.</given-names></name>
      <name><surname>Prambudi</surname><given-names>S.S.I.</given-names></name>
    </person-group>
    <article-title>Co-Production: Pendayagunaan Posyandu dalam Program Integrasi Pelayanan Kesehatan Primer di Tingkat Desa</article-title>
    <source>Jurnal Analis Kebijakan</source>
    <year>2023</year>
    <volume>7</volume>
    <issue>1</issue>
    <fpage>113</fpage>
    <lpage>121</lpage>
    <comment>[Journal]</comment>
  </element-citation>
</ref>

<ref id="ref5">
  <element-citation publication-type="journal">
    <person-group person-group-type="author">
      <name><surname>Liesmayani</surname><given-names>E.E.</given-names></name>
      <name><surname>Putri</surname><given-names>N.T.</given-names></name>
      <name><surname>Semiarty</surname><given-names>R.</given-names></name>
      <name><surname>Basyir</surname><given-names>V.</given-names></name>
    </person-group>
    <article-title>Factors Influencing Pregnant Women’s Compliance with Standard Pregnancy Examinations</article-title>
    <source>Indonesian Journal of Global Health Research</source>
    <year>2025</year>
    <volume>7</volume>
    <issue>4</issue>
    <fpage>255</fpage>
    <lpage>262</lpage>
    <comment>[Journal]</comment>
  </element-citation>
</ref>

<ref id="ref6">
  <element-citation publication-type="report">
    <person-group person-group-type="author">
      <name><surname>Ministry of Health of the Republic of Indonesia</surname><given-names/></name>
    </person-group>
    <article-title>Buku Panduan Keterampilan Dasar Kader Bidang Kesehatan</article-title>
    <source>Kementerian Kesehatan RI</source>
    <year>2023</year>
    <comment>[Report]</comment>
  </element-citation>
</ref>

<ref id="ref7">
  <element-citation publication-type="report">
    <person-group person-group-type="author">
      <name><surname>Ministry of Health of the Republic of Indonesia</surname><given-names/></name>
    </person-group>
    <article-title>Keputusan Menteri Kesehatan Republik Indonesia Nomor HK.01.07/Menkes/2015/2023 tentang Petunjuk Teknis Integrasi Pelayanan Kesehatan Primer</article-title>
    <source>Kementerian Kesehatan Republik Indonesia</source>
    <year>2023</year>
    <comment>[Official Document]</comment>
  </element-citation>
</ref>

<ref id="ref8">
  <element-citation publication-type="report">
    <person-group person-group-type="author">
      <name><surname>Ministry of Health of the Republic of Indonesia</surname><given-names/></name>
    </person-group>
    <article-title>Panduan Pengelolaan Posyandu Bidang Kesehatan</article-title>
    <source>Kementerian Kesehatan Republik Indonesia</source>
    <year>2023</year>
    <comment>[Report]</comment>
  </element-citation>
</ref>

<ref id="ref9">
  <element-citation publication-type="journal">
    <person-group person-group-type="author">
      <name><surname>Nurhidayah</surname><given-names>I.</given-names></name>
      <name><surname>Hidayati</surname><given-names>N.O.</given-names></name>
      <name><surname>Nuraeni</surname><given-names>A.</given-names></name>
    </person-group>
    <article-title>Revitalisasi posyandu melalui pemberdayaan kader kesehatan</article-title>
    <source>Media Karya Kesehatan</source>
    <year>2019</year>
    <volume>2</volume>
    <issue>2</issue>
    <fpage>145</fpage>
    <lpage>157</lpage>
    <comment>[Journal]</comment>
  </element-citation>
</ref>

<ref id="ref10">
  <element-citation publication-type="journal">
    <person-group person-group-type="author">
      <name><surname>Purwanti</surname><given-names>T.C.</given-names></name>
      <name><surname>Demartoto</surname><given-names>A.</given-names></name>
      <name><surname>Murti</surname><given-names>B.</given-names></name>
    </person-group>
    <article-title>Multilevel Analysis of the Implementation of the Health Belief Model on Antenatal Visit</article-title>
    <source>JHPB</source>
    <year>2024</year>
    <volume>9</volume>
    <issue>3</issue>
    <comment>[Journal]</comment>
  </element-citation>
</ref>

<ref id="ref11">
  <element-citation publication-type="journal">
    <person-group person-group-type="author">
      <name><surname>Rohmah</surname><given-names>F.N.</given-names></name>
      <name><surname>Arifah</surname><given-names>S.</given-names></name>
    </person-group>
    <article-title>Optimalisasi peran kader kesehatan dalam deteksi dini stunting</article-title>
    <source>BEMAS: Jurnal Bermasyarakat</source>
    <year>2021</year>
    <volume>1</volume>
    <issue>2</issue>
    <fpage>95</fpage>
    <lpage>102</lpage>
    <comment>[Journal]</comment>
  </element-citation>
</ref>

<ref id="ref12">
  <element-citation publication-type="journal">
    <person-group person-group-type="author">
      <name><surname>Sabin</surname><given-names>L.</given-names></name>
      <etal/>
    </person-group>
    <article-title>Factors Influencing the Implementation of Integrated Screening for HIV, Syphilis, and Hepatitis B for Pregnant Women in Nepal</article-title>
    <source>PLOS Global Public Health</source>
    <year>2024</year>
    <pub-id pub-id-type="doi">10.5522/04/25211312.v1</pub-id>
    <comment>[Journal]</comment>
  </element-citation>
</ref>

<ref id="ref13">
  <element-citation publication-type="journal">
    <person-group person-group-type="author">
      <name><surname>Sinambela</surname><given-names>M.</given-names></name>
      <name><surname>Solina</surname><given-names>E.</given-names></name>
    </person-group>
    <article-title>ANALISIS FAKTOR - FAKTOR YANG MEMPENGARUHI IBU HAMIL TERHADAP PEMERIKSAAN ANTENATAL CARE (ANC)</article-title>
    <source>JURNAL KEBIDANAN KESTRA (JKK)</source>
    <year>2021</year>
    <volume>3</volume>
    <issue>2</issue>
    <fpage>128</fpage>
    <lpage>135</lpage>
    <pub-id pub-id-type="doi">10.35451/jkk.v3i2.604</pub-id>
    <comment>[Journal]</comment>
  </element-citation>
</ref>

<ref id="ref14">
  <element-citation publication-type="book">
    <person-group person-group-type="author">
      <name><surname>Susilowati</surname><given-names>D.</given-names></name>
    </person-group>
    <article-title>Promosi Kesehatan</article-title>
    <source>Pusdik SDM Kesehatan</source>
    <year>2016</year>
    <comment>[Book]</comment>
  </element-citation>
</ref>

<ref id="ref15">
  <element-citation publication-type="journal">
    <person-group person-group-type="author">
      <name><surname>Tassi</surname><given-names>W.</given-names></name>
      <name><surname>Sinaga</surname><given-names>M.</given-names></name>
      <name><surname>Riwu</surname><given-names>R.</given-names></name>
    </person-group>
    <article-title>Analisis Faktor-faktor yang Mempengaruhi Perilaku Ibu Hamil dalam Pemanfaatan Pelayanan Antenatal Care (K4)</article-title>
    <source>Media Kesehatan Masyarakat</source>
    <year>2021</year>
    <volume>3</volume>
    <issue>2</issue>
    <fpage>175</fpage>
    <lpage>185</lpage>
    <pub-id pub-id-type="doi">10.35508/mkm.v3i2.3251</pub-id>
    <comment>[Journal]</comment>
  </element-citation>
</ref>

<ref id="ref16">
  <element-citation publication-type="journal">
    <person-group person-group-type="author">
      <name><surname>Trigunarso</surname><given-names>S.I.</given-names></name>
      <etal/>
    </person-group>
    <article-title>Penguatan Kader Menuju Implementasi Pengelolaan Posyandu Konsep Integrasi Layanan Primer (Ilp)</article-title>
    <source>Community Development Journal</source>
    <year>2024</year>
    <volume>5</volume>
    <issue>6</issue>
    <fpage>10770</fpage>
    <lpage>10777</lpage>
    <pub-id pub-id-type="doi">10.31004/cdj.v5i6.36555</pub-id>
    <comment>[Journal]</comment>
  </element-citation>
</ref>

<ref id="ref17">
  <element-citation publication-type="journal">
    <person-group person-group-type="author">
      <name><surname>Welly</surname><given-names>W.</given-names></name>
      <name><surname>Rahmi</surname><given-names>H.</given-names></name>
    </person-group>
    <article-title>Self Efficacy Dengan Kualitas Hidup Pasien Gagal Ginjal Kronik Yang Menjalani Hemodialisa</article-title>
    <source>Jurnal Keperawatan Abdurrab</source>
    <year>2021</year>
    <volume>5</volume>
    <issue>1</issue>
    <fpage>38</fpage>
    <lpage>44</lpage>
    <pub-id pub-id-type="doi">10.36341/jka.v5i1.1791</pub-id>
    <comment>[Journal]</comment>
  </element-citation>
</ref>

<ref id="ref18">
  <element-citation publication-type="journal">
    <person-group person-group-type="author">
      <name><surname>Yoto</surname><given-names>M.</given-names></name>
      <etal/>
    </person-group>
    <article-title>Implementasi Posyandu pada Era Transformasi Layanan Primer di Kabupaten Kediri</article-title>
    <source>Journal of Mandalika Literature</source>
    <year>2024</year>
    <volume>6</volume>
    <issue>1</issue>
    <fpage>279</fpage>
    <lpage>284</lpage>
    <pub-id pub-id-type="doi">10.36312/jml.v6i1.3975</pub-id>
    <comment>[Journal]</comment>
  </element-citation>
</ref>

<ref id="ref19">
  <element-citation publication-type="web">
    <person-group person-group-type="author">
      <name><surname>Yuliandri</surname><given-names>I.</given-names></name>
    </person-group>
    <article-title>Integrasi Layanan Primer Melalui Posyandu</article-title>
    <source>https://ayosehat.kemkes.go.id/integrasi-layanan-primer-melalui-posyandu</source>
    <year>2023</year>
    <comment>[Web]</comment>
  </element-citation>
</ref>

</ref-list>
</sec>
</body>
</article>
