<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "http://dtd.nlm.nih.gov/publishing/3.0/journalpublishing3.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="3.0" xml:lang="en" article-type="research article">
 <front>
  <journal-meta>
   <journal-id journal-id-type="publisher-id">
    ojepi
   </journal-id>
   <journal-title-group>
    <journal-title>
     Open Journal of Epidemiology
    </journal-title>
   </journal-title-group>
   <issn pub-type="epub">
    2165-7459
   </issn>
   <issn publication-format="print">
    2165-7467
   </issn>
   <publisher>
    <publisher-name>
     Scientific Research Publishing
    </publisher-name>
   </publisher>
  </journal-meta>
  <article-meta>
   <article-id pub-id-type="doi">
    10.4236/ojepi.2025.151007
   </article-id>
   <article-id pub-id-type="publisher-id">
    ojepi-140441
   </article-id>
   <article-categories>
    <subj-group subj-group-type="heading">
     <subject>
      Articles
     </subject>
    </subj-group>
    <subj-group subj-group-type="Discipline-v2">
     <subject>
      Medicine 
     </subject>
     <subject>
       Healthcare
     </subject>
    </subj-group>
   </article-categories>
   <title-group>
    Associations between Diabetes Self-Management and Microvascular Complications among Patients Living in Rural Areas, in Kenya
   </title-group>
   <contrib-group>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Rachael
      </surname>
      <given-names>
       Ireri
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff1"> 
      <sup>1</sup>
     </xref> 
     <xref ref-type="aff" rid="aff2"> 
      <sup>2</sup>
     </xref>
    </contrib>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Gideon
      </surname>
      <given-names>
       Kikuvi
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff1"> 
      <sup>1</sup>
     </xref>
    </contrib>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Susan
      </surname>
      <given-names>
       Mambo
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff1"> 
      <sup>1</sup>
     </xref>
    </contrib>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Betsy C. Rono
      </surname>
      <given-names>
       Cheriro
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff1"> 
      <sup>1</sup>
     </xref>
    </contrib>
   </contrib-group> 
   <aff id="aff1">
    <addr-line>
     aSchool of Public Health, Jomo Kenyatta University of Agriculture and Technology, Juja, Central Kenya, Kenya
    </addr-line> 
   </aff> 
   <aff id="aff2">
    <addr-line>
     aDepartment of Clinical Medicine, Kenya Medical Training College, Nairobi, Kenya
    </addr-line> 
   </aff> 
   <pub-date pub-type="epub">
    <day>
     31
    </day> 
    <month>
     12
    </month>
    <year>
     2024
    </year>
   </pub-date> 
   <volume>
    15
   </volume> 
   <issue>
    01
   </issue>
   <fpage>
    88
   </fpage>
   <lpage>
    101
   </lpage>
   <history>
    <date date-type="received">
     <day>
      11,
     </day>
     <month>
      October
     </month>
     <year>
      2024
     </year>
    </date>
    <date date-type="published">
     <day>
      5,
     </day>
     <month>
      October
     </month>
     <year>
      2024
     </year> 
    </date> 
    <date date-type="accepted">
     <day>
      5,
     </day>
     <month>
      February
     </month>
     <year>
      2025
     </year> 
    </date>
   </history>
   <permissions>
    <copyright-statement>
     © Copyright 2014 by authors and Scientific Research Publishing Inc. 
    </copyright-statement>
    <copyright-year>
     2014
    </copyright-year>
    <license>
     <license-p>
      This work is licensed under the Creative Commons Attribution International License (CC BY). http://creativecommons.org/licenses/by/4.0/
     </license-p>
    </license>
   </permissions>
   <abstract>
    Diabetes is a major public health concern worldwide. Low and middle-income countries are the most affected. Diabetes self-management can significantly reduce the burden of diabetes complications and mortality. This cross-sectional study was conducted at the outpatient department of a county referral hospital in Kenya, from 1st August 2022 to 30th October 2022. Patients with known type II diabetes of age ≥ 20 years visiting the hospital for routine follow-up visits were included. A 7-tem Summary of Diabetes Self-care Activities (SDSAC) Questionnaire was used to assess Diabetes self-care activities. For data entry and statistical analysis, SPSS for Windows version 27.0 was used. There were 96 (39.2%) males and 149 (60.8%) females. Most of the participants were more than 61 years, 148 (60.4%). Significant association was found between the sum scale scores of dietary activities, blood glucose testing, physical activity, foot care, and neuropathy at 95% CI and (p &lt; 0.001). Scores on the Blood glucose testing and foot care activities subscale were significantly associated with Retinopathy (p &lt; 0.001). Additionally, significant associations were found between the presence of nephropathy and dietary activities, foot care, and physical activity subscale (p ≤ 0.001). 
    <b>Conclusio</b>
    <b>ns:</b> Diabetes self-management activities have an impact on microvascular complications in patients with diabetes.
   </abstract>
   <kwd-group> 
    <kwd>
     Self-Management Activities
    </kwd> 
    <kwd>
      Diabetes
    </kwd> 
    <kwd>
      Microvascular Complications
    </kwd> 
    <kwd>
      Summary of Diabetes Self-Care Activities
    </kwd>
   </kwd-group>
  </article-meta>
 </front>
 <body>
  <sec id="s1">
   <title>1. Introduction</title>
   <p>Diabetes poses a significant public health challenge worldwide, with its prevalence reaching epidemic levels <xref ref-type="bibr" rid="scirp.140441-1">
     [1]
    </xref>. Despite global efforts, morbidity and mortality rates associated with diabetes remain alarmingly high. Particularly, low and middle-income countries (LMICs) bear the brunt of this burden. In these regions, diabetes and its complications impose a substantial economic strain, with projected costs only expected to escalate further <xref ref-type="bibr" rid="scirp.140441-2">
     [2]
    </xref>. Among the many complications linked to diabetes, microvascular issues involving the kidneys, retina, and peripheral nerves stand out as significant contributors to both mortality and disability among patients <xref ref-type="bibr" rid="scirp.140441-3">
     [3]
    </xref>. This not only adversely impacts their quality of life but also adds to the burden of care. However, it is widely acknowledged that effective self-management strategies for diabetes can play a crucial role in mitigating complications and reducing mortality rates among affected individuals <xref ref-type="bibr" rid="scirp.140441-4">
     [4]
    </xref>.</p>
   <p>Contrary to previous assumptions that predominantly linked diabetes prevalence to urban areas, rural communities have also witnessed a surge in cases <xref ref-type="bibr" rid="scirp.140441-3">
     [3]
    </xref>. This trend places a considerable burden on healthcare workers stationed at primary health centers and dispensaries, given the scarcity of private or tertiary-level hospitals catering to the healthcare needs of diabetic individuals <xref ref-type="bibr" rid="scirp.140441-5">
     [5]
    </xref>. Intensifying this challenge is various obstacles encountered by these rural communities. These include limited access to diabetes education and clinical services, inadequate smart cellphone coverage and internet accessibility, constrained transportation options, long distances to travel for medical care, and high levels of poverty <xref ref-type="bibr" rid="scirp.140441-6">
     [6]
    </xref>.</p>
   <p>The requirements of individuals with diabetes extend beyond maintaining optimal blood sugar levels to also include the prevention of complications and disabilities <xref ref-type="bibr" rid="scirp.140441-7">
     [7]
    </xref>. Healthcare providers face a significant challenge in meeting the continued needs and expectations of diabetic patients <xref ref-type="bibr" rid="scirp.140441-8">
     [8]
    </xref>. Regular monitoring and care from a multidisciplinary team are essential for preventing long-term complications associated with diabetes <xref ref-type="bibr" rid="scirp.140441-9">
     [9]
    </xref> <xref ref-type="bibr" rid="scirp.140441-10">
     [10]
    </xref>. However, this poses challenges due to the concentration of over 80% of consultants in urban areas and tertiary hospitals in Kenya, resulting in suboptimal management of diabetes and increased rates of diabetes-related complications <xref ref-type="bibr" rid="scirp.140441-11">
     [11]
    </xref>.</p>
   <sec id="s1_1">
    <title>Diabetes Self-Management Activities</title>
    <p>Self-care in diabetes involves the process of acquiring knowledge and awareness to effectively manage the complexities of diabetes within a social context <xref ref-type="bibr" rid="scirp.140441-12">
      [12]
     </xref>. The duty for daily diabetes care primarily falls on patients and/or their families. Seven key self-care behaviors have been identified in individuals with diabetes, which are predictive of outcomes. These behaviors encompass maintaining a healthy diet, engaging in regular physical activity, monitoring blood sugar levels, adhering to medication regimens, possessing effective problem-solving abilities, employing healthy coping mechanisms, and adopting risk-reduction practices <xref ref-type="bibr" rid="scirp.140441-13">
      [13]
     </xref>-<xref ref-type="bibr" rid="scirp.140441-16">
      [16]
     </xref>. These self-care measures serve as valuable guidelines for healthcare professionals and educators involved in patient care, as well as for researchers evaluating novel approaches to diabetes management <xref ref-type="bibr" rid="scirp.140441-17">
      [17]
     </xref>. Applying self-reporting methods is a practical and cost-effective strategy for assessing self-management abilities <xref ref-type="bibr" rid="scirp.140441-18">
      [18]
     </xref>.</p>
    <p>Diabetes self-management encompasses a range of behaviors adopted by individuals with diabetes to effectively regulate the condition independently. These seven behaviors exhibit a positive association with achieving optimal glycemic control, abating complications, and enhancing overall quality of life <xref ref-type="bibr" rid="scirp.140441-9">
      [9]
     </xref> <xref ref-type="bibr" rid="scirp.140441-19">
      [19]
     </xref> <xref ref-type="bibr" rid="scirp.140441-20">
      [20]
     </xref>. Additionally, it is noted that self-care extends beyond only executing these activities but also emphasizing the interrelation between them. Successful diabetes self-care entails substantial lifestyle adjustments by the patient, reinforced by the supportive involvement of healthcare professionals. This collaborative approach contributes to boosting self-assurance and enables successful behavioral modifications <xref ref-type="bibr" rid="scirp.140441-21">
      [21]
     </xref>-<xref ref-type="bibr" rid="scirp.140441-24">
      [24]
     </xref>.</p>
    <p>Diabetes education holds significant importance, yet its true value lies in its translation into actionable steps or self-care practices for optimal patient benefit. Both the American Association of Clinical Endocrinologists and the World Health Organization underline the necessity for patients to actively engage and acquire knowledge to manage their own health <xref ref-type="bibr" rid="scirp.140441-10">
      [10]
     </xref> <xref ref-type="bibr" rid="scirp.140441-25">
      [25]
     </xref>. It is crucial to prioritize understanding the condition and the implication of medication, dietary regimens, foot and eye care, as well as the enduring impact of lifestyle modifications, regular physical activity, and self-monitoring of blood glucose levels <xref ref-type="bibr" rid="scirp.140441-26">
      [26]
     </xref>.</p>
    <p>Due to the high occurrence of diabetes mellitus (DM) and its associated complications in Nyeri County, there has been a limited number of studies investigating the self-management of diabetes within its population. Therefore, this study aimed to assess the Diabetes self-management practices of diabetes patients residing in rural areas of Nyeri County, Kenya.</p>
    <sec id="s1">
     <title>2. Materials and Methods</title>
    </sec>
    <sec id="s2_2">
     <title>2.1. Study Site</title>
     <p>The study was carried out in Nyeri County referral hospital, located in central regional Kenya. The County lies between Mount Kenya and the Aberdare ranges with Agriculture as the main economic activity. The majority of the people living in Nyeri County are predominantly farmers growing tea and coffee as cash crops alongside food crops such as maize, beans, assorted vegetables, and sweet potatoes. Other communities living in the county are mostly engaged in their own businesses or employed by the government. Nyeri County is home to 845,863 people (male 49% and female 51%).</p>
    </sec>
    <sec id="s2_3">
     <title>2.2. Study Design</title>
     <p>A facility-based, cross-sectional study was conducted at the diabetes clinic and Diabetes outpatient clinic (DOPC). The study duration was from 8th August 2022 till 30th October 2022.</p>
    </sec>
    <sec id="s2_4">
     <title>2.3. Sample Size</title>
     <p>245 participants were recruited for the study.</p>
    </sec>
    <sec id="s2_5">
     <title>2.4. Participant Selection</title>
     <p>Participants were recruited using a purposive sampling method. The procedure involved asking about the area of residence among the patients seeking diabetes care and selecting eligible individuals who met the inclusion criteria for participation in the interview. The inclusion criteria were: individuals must be diagnosed with type II diabetes and reside in a rural area within Nyeri County. Other inclusion criteria the participant must be 20 years and above and registered for follow-up in a hospital within Nyeri County. Patients being seen in the emergency or in-patient department, and patients who did not have at least one available record of HbA1c from the last six months were excluded. All patients were included after attaining informed consent. The majority of the participants were under treatment, except two found to have discontinued treatment and medications during the time of the interview.</p>
    </sec>
    <sec id="s2_6">
     <title>2.5. Data Collection</title>
     <p>Data was collected from the participants using a structured paper-based questionnaire improved from the Summary of Diabetes Self-Care Activities Measure. It included biodata information, Duration of DM and treatment, and HbA1c record from the last six months.</p>
     <p>In order to assess their status of self-care, the Summary of Diabetes Self-care Activities (SDSCA) Questionnaire was used. The seven items of SDSCA are used to assess self-care activities. They are divided into 7 subscales: blood glucose testing subscale (item 7, 8, 3A), Diet subscale (item 1, 2, 3, 4, 1A, 5A), Physical exercise subscale (item 5, 6, 2A), smoking subscale (item 11, 12A, 13A, 14A), foot care subscale (item 9, 10, 9A, 10A, 11A), medications subscale (item 6A, 7A, 8A) and self-care recommendations subscale (item 1A, 2A, 3A, 4A). The questionnaire asks patients about their diabetes self-care activities during the past 7 days. If they were sick during the past 7 days, we went back to the last 7 days that they were not sick.</p>
     <p>Scoring instructions were. Step 1: For items 1 - 10, use the number of days per week on a scale of 0 - 7. Step 2: Scoring Scales; general Diet = Mean number of days for items 1 and 2 and Specific Diet = Mean number of days for items 3, and 4 where the scale was (0 = 7, 1 = 6, 2 = 5, 3 = 4, 4 = 3, 5 = 2, 6 = 1, 7 = 0); exercise = Mean number of days for items 5 and 6; Blood-Glucose Testing = Mean number of days for items 7 and 8. Foot-Care = Mean number of days for items 9 and 10; Smoking Status = Item 11 (0 = nonsmoker, 1 = smoker), and number of cigarettes smoked per day.</p>
     <p>Scoring for Additional Items such as; Recommended regimen = Items 1A - 4A, and items 12A - 14A, no scoring required; Diet = Use total number of days for item 5A; Medications = Use item 6A - OR - 7A AND 8A, use total number of days for item 6A, use mean number of days if both 7A and 8A are applicable. Lastly; Foot-Care = Mean number of days for items 9A - 11A, after reversing 10A and including items 9 and 10.</p>
     <p>For data entry and statistical analysis, SPSS for Windows version 27 was utilized. Patient characteristics were presented as frequency and percentages and compared using Chi square test. For SDSCA overall and its subscales mean and standard deviation (SD) were calculated and for comparison independent sample t-test was applied. The p value ≤ 0.05 was taken as significant.</p>
    </sec>
    <sec id="s2_7">
     <title>2.6. Quality Control</title>
     <p>Before commencing data collection, we conducted a pre-test of the questionnaire for consistency and suitability at a non-participating institution, namely Murang’a County Referral Hospital. The reliability of the SDSCA questionnaire was assessed using Cronbach’s alpha test, yielding an overall reliability coefficient of 0.746. The questionnaire was initially prepared in English, translated into the Kikuyu version, and subsequently translated back into English to ensure accuracy. Data collection involved the participation of four nurses and four clinical officers who were trained a month prior to the study’s commencement. Furthermore, all research assistants underwent a pre-testing session before the actual study. Throughout the data collection process, debriefing meetings were held at the end of each day to review data and identify any potential omissions or errors.</p>
    </sec>
    <sec id="s2_8">
     <title>2.7. Data Analysis</title>
     <p>The data was entered into Microsoft Excel and subsequent analysis using IBM SPSS Statistics version 22. The reliability of the data was assessed through Cronbach’s alpha test, while model fitness was evaluated using the Hosmer and Lemeshow test. Descriptive statistics were computed to provide a summary of most variables. Bivariate analysis was conducted to explore the potential association between diabetes self-management practices and the presence of microvascular complications. To ensure the stability of estimates in the subsequent model, only variables with a p-value less than 0.2 in bivariate analysis were included in the subsequent model analysis. Multiple logistic regression analysis was then employed to describe the association between diabetes self-management and microvascular complications. A significance level of p &lt; 0.05 was used for all statistically significant tests.</p>
    </sec>
    <sec id="s2_9">
     <title>2.8. Ethics Statement</title>
     <p>Both written and verbal informed consent for participation was also obtained from all the participants. For written consent, all participants signed the consent form in the questionnaire. Verbal consent was witnessed by the nurse or clinical officer in-charge of the clinic. The study was approved by the Ethical Review Committee of Jomo Kenyatta University of Agriculture and Technology (JKU/2/4/896B), and the National Commission for Science, Technology and Innovation (NACOSTI/P/22/18990) and Nyeri county department of health (CGN/HEALTH/HRM/6/VOL.II).</p>
    </sec>
    <sec id="s2_10">
     <title>2.9. Study Limitations</title>
     <p>This study was conducted within a group displaying particular characteristics. It is uncertain whether other groups in different rural areas possess similar traits. Consequently, caution should be exercised when generalizing the findings. However, it does offer insights into the degree of association between diabetes self-management and MVCs, which can guide the development of interventions.</p>
    </sec>
   </sec>
   <sec id="s3">
    <title>3. Results</title>
    <sec id="s3_1">
     <title>3.1. Sociodemographic Characteristics of Study Participants</title>
     <p>A total of two hundred and forty-five (245) individuals diagnosed with Diabetes were involved in the study. Of these, 96 (39.2%) were male and 149 (60.8%) were female. The majority of participants were aged over sixty-one years 148 (60.4%) and married 168 (68.6%). Most of the participants occupation was farming 175 (71.4%) (<xref ref-type="table" rid="table1">
       Table 1
      </xref>).</p>
     <table-wrap id="table1">
      <label>
       <xref ref-type="table" rid="table1">
        Table 1
       </xref></label>
      <caption>
       <title>
        <xref ref-type="bibr" rid="scirp.140441-"></xref>Table 1. Sociodemographic characteristics of study participants, Nyeri Rural 2022.</title>
      </caption>
      <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
       <tr> 
        <td class="custom-bottom-td acenter" width="50.01%"><p style="text-align:center">Social demographic Variables</p></td> 
        <td class="acenter" width="49.99%"><p style="text-align:center">Frequency (%)</p></td> 
       </tr> 
       <tr> 
        <td class="custom-bottom-td custom-top-td acenter" width="100.00%" colspan="2"><p style="text-align:center">Sex</p></td> 
       </tr> 
       <tr> 
        <td class="custom-top-td acenter" width="50.01%"><p style="text-align:center">Male</p></td> 
        <td class="custom-top-td acenter" width="49.99%"><p style="text-align:center">96 (39.2)</p></td> 
       </tr> 
       <tr> 
        <td class="custom-bottom-td acenter" width="50.01%"><p style="text-align:center">Female</p></td> 
        <td class="acenter" width="49.99%"><p style="text-align:center">149 (60.8)</p></td> 
       </tr> 
       <tr> 
        <td class="custom-bottom-td custom-top-td acenter" width="100.00%" colspan="2"><p style="text-align:center">Age group</p></td> 
       </tr> 
       <tr> 
        <td class="custom-top-td acenter" width="50.01%"><p style="text-align:center">20 - 35</p></td> 
        <td class="custom-top-td acenter" width="49.99%"><p style="text-align:center">12 (4.9)</p></td> 
       </tr> 
       <tr> 
        <td class="acenter" width="50.01%"><p style="text-align:center">36 - 45</p></td> 
        <td class="acenter" width="49.99%"><p style="text-align:center">21 (8.6)</p></td> 
       </tr> 
       <tr> 
        <td class="acenter" width="50.01%"><p style="text-align:center">46 - 60</p></td> 
        <td class="acenter" width="49.99%"><p style="text-align:center">64 (26.1)</p></td> 
       </tr> 
       <tr> 
        <td class="custom-bottom-td acenter" width="50.01%"><p style="text-align:center">61 and above</p></td> 
        <td class="custom-bottom-td acenter" width="49.99%"><p style="text-align:center">148 (60.4)</p></td> 
       </tr> 
       <tr> 
        <td class="custom-bottom-td custom-top-td acenter" width="100.00%" colspan="2"><p style="text-align:center">Marital status</p></td> 
       </tr> 
       <tr> 
        <td class="custom-top-td acenter" width="50.01%"><p style="text-align:center">Married</p></td> 
        <td class="custom-top-td acenter" width="49.99%"><p style="text-align:center">168 (68.6)</p></td> 
       </tr> 
       <tr> 
        <td class="acenter" width="50.01%"><p style="text-align:center">single</p></td> 
        <td class="acenter" width="49.99%"><p style="text-align:center">23 (9.4)</p></td> 
       </tr> 
       <tr> 
        <td class="acenter" width="50.01%"><p style="text-align:center">Divorced/separated</p></td> 
        <td class="acenter" width="49.99%"><p style="text-align:center">8 (3.8)</p></td> 
       </tr> 
       <tr> 
        <td class="custom-bottom-td acenter" width="50.01%"><p style="text-align:center">Widowed</p></td> 
        <td class="acenter" width="49.99%"><p style="text-align:center">46 (18.8)</p></td> 
       </tr> 
       <tr> 
        <td class="custom-bottom-td custom-top-td acenter" width="100.00%" colspan="2"><p style="text-align:center">Level of education</p></td> 
       </tr> 
       <tr> 
        <td class="custom-top-td acenter" width="50.01%"><p style="text-align:center">Primary</p></td> 
        <td class="custom-top-td acenter" width="49.99%"><p style="text-align:center">140 (57.1)</p></td> 
       </tr> 
       <tr> 
        <td class="acenter" width="50.01%"><p style="text-align:center">Secondary</p></td> 
        <td class="acenter" width="49.99%"><p style="text-align:center">64 (26.1)</p></td> 
       </tr> 
       <tr> 
        <td class="acenter" width="50.01%"><p style="text-align:center">Tertiary</p></td> 
        <td class="acenter" width="49.99%"><p style="text-align:center">13 (5.3)</p></td> 
       </tr> 
       <tr> 
        <td class="custom-bottom-td acenter" width="50.01%"><p style="text-align:center">No schooling</p></td> 
        <td class="custom-bottom-td acenter" width="49.99%"><p style="text-align:center">28 (11.4)</p></td> 
       </tr> 
       <tr> 
        <td class="custom-bottom-td custom-top-td acenter" width="100.00%" colspan="2"><p style="text-align:center">Occupation</p></td> 
       </tr> 
       <tr> 
        <td class="custom-top-td acenter" width="50.01%"><p style="text-align:center">Office job</p></td> 
        <td class="custom-top-td acenter" width="49.99%"><p style="text-align:center">9 (3.7)</p></td> 
       </tr> 
       <tr> 
        <td class="acenter" width="50.01%"><p style="text-align:center">Out door</p></td> 
        <td class="acenter" width="49.99%"><p style="text-align:center">30 (12.2)</p></td> 
       </tr> 
       <tr> 
        <td class="acenter" width="50.01%"><p style="text-align:center">Farmer</p></td> 
        <td class="acenter" width="49.99%"><p style="text-align:center">175 (71.4)</p></td> 
       </tr> 
       <tr> 
        <td class="acenter" width="50.01%"><p style="text-align:center">Stay at home</p></td> 
        <td class="acenter" width="49.99%"><p style="text-align:center">31 (12.7)</p></td> 
       </tr> 
      </table>
     </table-wrap>
    </sec>
    <sec id="s3_2">
     <title>3.2. Heath Status Characteristics of Study Participants</title>
     <p>The study result revealed that most 180 (73.5%) respondents had no family history of diabetes. Most 232 (94.7%) of the respondents were non-smokers. More than two-thirds of the respondents (69%) have experienced diseases more significant than five years of duration. Of the total respondents more than half, 144 (58.8%) had poor glycemic control (<xref ref-type="table" rid="table2">
       Table 2
      </xref>).</p>
     <table-wrap id="table2">
      <label>
       <xref ref-type="table" rid="table2">
        Table 2
       </xref></label>
      <caption>
       <title>
        <xref ref-type="bibr" rid="scirp.140441-"></xref>Table 2. Health status characteristics of study participants, Nyeri Rural 2022.</title>
      </caption>
      <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
       <tr> 
        <td class="custom-bottom-td acenter" width="50.01%"><p style="text-align:center">Variables</p></td> 
        <td class="custom-bottom-td acenter" width="49.99%"><p style="text-align:center">Frequency (%)</p></td> 
       </tr> 
       <tr> 
        <td class="custom-bottom-td custom-top-td acenter" width="100.00%" colspan="2"><p style="text-align:center">Family history of diabetes</p></td> 
       </tr> 
       <tr> 
        <td class="custom-top-td acenter" width="50.01%"><p style="text-align:center">Yes</p></td> 
        <td class="custom-top-td acenter" width="49.99%"><p style="text-align:center">65 (26.5)</p></td> 
       </tr> 
       <tr> 
        <td class="custom-bottom-td acenter" width="50.01%"><p style="text-align:center">No</p></td> 
        <td class="acenter" width="49.99%"><p style="text-align:center">180 (73.5)</p></td> 
       </tr> 
       <tr> 
        <td class="custom-bottom-td custom-top-td acenter" width="100.00%" colspan="2"><p style="text-align:center">Cigarette smoking</p></td> 
       </tr> 
       <tr> 
        <td class="custom-top-td acenter" width="50.01%"><p style="text-align:center">Yes</p></td> 
        <td class="custom-top-td acenter" width="49.99%"><p style="text-align:center">13 (5.3)</p></td> 
       </tr> 
       <tr> 
        <td class="custom-bottom-td acenter" width="50.01%"><p style="text-align:center">No</p></td> 
        <td class="custom-bottom-td acenter" width="49.99%"><p style="text-align:center">232 (94.7)</p></td> 
       </tr> 
       <tr> 
        <td class="custom-bottom-td custom-top-td acenter" width="100.00%" colspan="2"><p style="text-align:center">Duration of diabetes</p></td> 
       </tr> 
       <tr> 
        <td class="custom-top-td acenter" width="50.01%"><p style="text-align:center">Less than 5 years</p></td> 
        <td class="custom-top-td acenter" width="49.99%"><p style="text-align:center">76 (31.0)</p></td> 
       </tr> 
       <tr> 
        <td class="acenter" width="50.01%"><p style="text-align:center">5 - 10 years</p></td> 
        <td class="acenter" width="49.99%"><p style="text-align:center">89 (36.3)</p></td> 
       </tr> 
       <tr> 
        <td class="custom-bottom-td acenter" width="50.01%"><p style="text-align:center">More than 10 years</p></td> 
        <td class="custom-bottom-td acenter" width="49.99%"><p style="text-align:center">80 (32.7)</p></td> 
       </tr> 
       <tr> 
        <td class="custom-bottom-td custom-top-td acenter" width="100.00%" colspan="2"><p style="text-align:center">Diabetes treatment regimen</p></td> 
       </tr> 
       <tr> 
        <td class="custom-top-td acenter" width="50.01%"><p style="text-align:center">Oral Hypoglycemics</p></td> 
        <td class="custom-top-td acenter" width="49.99%"><p style="text-align:center">165 (67.3)</p></td> 
       </tr> 
       <tr> 
        <td class="acenter" width="50.01%"><p style="text-align:center">Insulin</p></td> 
        <td class="acenter" width="49.99%"><p style="text-align:center">24 (9.8)</p></td> 
       </tr> 
       <tr> 
        <td class="custom-bottom-td acenter" width="50.01%"><p style="text-align:center">Insulin plus oral hypoglycemics</p></td> 
        <td class="custom-bottom-td acenter" width="49.99%"><p style="text-align:center">56 (22.9)</p></td> 
       </tr> 
       <tr> 
        <td class="custom-bottom-td custom-top-td acenter" width="100.00%" colspan="2"><p style="text-align:center">HbIaC Levels</p></td> 
       </tr> 
       <tr> 
        <td class="custom-top-td acenter" width="50.01%"><p style="text-align:center">Good Control</p></td> 
        <td class="custom-top-td acenter" width="49.99%"><p style="text-align:center">101 (41.2)</p></td> 
       </tr> 
       <tr> 
        <td class="acenter" width="50.01%"><p style="text-align:center">Poor control</p></td> 
        <td class="acenter" width="49.99%"><p style="text-align:center">144 (58.8)</p></td> 
       </tr> 
      </table>
     </table-wrap>
    </sec>
    <sec id="s3_3">
     <title>3.3. Factors Associated with Diabetes Microvascular Complications</title>
     <p>The prevalence of Diabetes microvascular complications among the participants was found to be 56.78%, 25.3%, and 14.7% for neuropathy, retinopathy, and nephropathy, respectively. Univariate and bivariate analysis revealed a significant association between age and level of education with all three microvascular complications. Additionally, marital status showed an association with nephropathy and neuropathy, while Hb1Ac levels were associated with nephropathy (<xref ref-type="table" rid="table3">
       Table 3
      </xref>).</p>
    </sec>
    <sec id="s3_4">
     <title>3.4. Associations between Summary of Diabetes Self-Care Activities and the Diabetes Microvascular Complications</title>
     <p>As indicated in <xref ref-type="table" rid="table2">
       Table 2
      </xref>, multiple regression analysis indicated a significant association between the sum scale scores of dietary activities, blood glucose testing, physical activity, foot care, and neuropathy at a 95% CI, with a p-value (p &lt; 0.001). Furthermore, scores on the subscales for blood glucose testing and foot care activities were significantly correlated with retinopathy (p &lt; 0.001). Additionally, significant correlations were identified between the presence of nephropathy and the subscales for dietary activities, foot care, and physical activity (p &lt; 0.001), as detailed in (<xref ref-type="table" rid="table4">
       Table 4
      </xref>).</p>
     <table-wrap id="table3">
      <label>
       <xref ref-type="table" rid="table3">
        Table 3
       </xref></label>
      <caption>
       <title>
        <xref ref-type="bibr" rid="scirp.140441-"></xref>Table 3. Factors associated with Diabetes Microvascular complications, Nyeri Rural 2022.</title>
      </caption>
      <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
       <tr> 
        <td class="custom-bottom-td acenter" width="21.78%"><p style="text-align:center">Characteristic variable</p></td> 
        <td class="custom-bottom-td acenter" width="14.80%"><p style="text-align:center">Total (n = 245)</p></td> 
        <td class="custom-bottom-td acenter" width="13.95%"><p style="text-align:center">Neuropathy</p></td> 
        <td class="custom-bottom-td acenter" width="8.05%"><p style="text-align:center">p-value</p></td> 
        <td class="custom-bottom-td acenter" width="14.34%"><p style="text-align:center">Retinopathy</p></td> 
        <td class="custom-bottom-td acenter" width="8.08%"><p style="text-align:center">p-value</p></td> 
        <td class="custom-bottom-td acenter" width="15.18%"><p style="text-align:center">Nephropathy</p></td> 
        <td class="acenter" width="8.13%"><p style="text-align:center">p-value</p></td> 
       </tr> 
       <tr> 
        <td class="custom-bottom-td custom-top-td acenter" width="100.00%" colspan="8"><p style="text-align:center">Age</p></td> 
       </tr> 
       <tr> 
        <td class="custom-top-td acenter" width="21.78%"><p style="text-align:center">20 - 35</p></td> 
        <td class="custom-top-td acenter" width="10.49%"><p style="text-align:center">12</p></td> 
        <td class="custom-top-td acenter" width="13.95%"><p style="text-align:center">1 (0.7)</p></td> 
        <td rowspan="4" class="custom-top-td acenter" width="8.05%"><p style="text-align:center">0.001</p></td> 
        <td class="custom-top-td acenter" width="14.34%"><p style="text-align:center">0 (0%)</p></td> 
        <td rowspan="4" class="custom-top-td acenter" width="8.08%"><p style="text-align:center">0.009</p></td> 
        <td class="custom-top-td acenter" width="15.18%"><p style="text-align:center">2 (5.6%)</p></td> 
        <td rowspan="4" class="custom-top-td acenter" width="8.13%"><p style="text-align:center">0.02</p></td> 
       </tr> 
       <tr> 
        <td class="acenter" width="21.78%"><p style="text-align:center">36 - 45</p></td> 
        <td class="acenter" width="10.49%"><p style="text-align:center">21</p></td> 
        <td class="acenter" width="13.95%"><p style="text-align:center">7 (5.0%)</p></td> 
        <td class="acenter" width="14.34%"><p style="text-align:center">3 (4.8%)</p></td> 
        <td class="acenter" width="15.18%"><p style="text-align:center">1 (2.8%)</p></td> 
       </tr> 
       <tr> 
        <td class="acenter" width="21.78%"><p style="text-align:center">46 - 60</p></td> 
        <td class="acenter" width="10.49%"><p style="text-align:center">64</p></td> 
        <td class="acenter" width="13.95%"><p style="text-align:center">27 (19.4)</p></td> 
        <td class="acenter" width="14.34%"><p style="text-align:center">11 (17.7%)</p></td> 
        <td class="acenter" width="15.18%"><p style="text-align:center">3 (8.3%)</p></td> 
       </tr> 
       <tr> 
        <td class="custom-bottom-td acenter" width="21.78%"><p style="text-align:center">61 and above</p></td> 
        <td class="custom-bottom-td acenter" width="10.49%"><p style="text-align:center">148</p></td> 
        <td class="custom-bottom-td acenter" width="13.95%"><p style="text-align:center">104 (74.8)</p></td> 
        <td class="custom-bottom-td acenter" width="14.34%"><p style="text-align:center">48 (77.4%)</p></td> 
        <td class="custom-bottom-td acenter" width="15.18%"><p style="text-align:center">30 (83.3%)</p></td> 
       </tr> 
       <tr> 
        <td class="custom-bottom-td custom-top-td acenter" width="100.00%" colspan="8"><p style="text-align:center">Marital status</p></td> 
       </tr> 
       <tr> 
        <td class="custom-top-td acenter" width="21.78%"><p style="text-align:center">Single</p></td> 
        <td class="custom-top-td acenter" width="10.49%"><p style="text-align:center">23</p></td> 
        <td class="custom-top-td acenter" width="13.95%"><p style="text-align:center">7 (5.0%)</p></td> 
        <td rowspan="4" class="custom-top-td acenter" width="8.05%"><p style="text-align:center">0.003</p></td> 
        <td class="custom-top-td acenter" width="14.34%"><p style="text-align:center">3 (4.8%)</p></td> 
        <td rowspan="4" class="custom-top-td acenter" width="8.08%"><p style="text-align:center">0.08</p></td> 
        <td class="custom-top-td acenter" width="15.18%"><p style="text-align:center">2 (5.6%)</p></td> 
        <td rowspan="4" class="custom-top-td acenter" width="8.13%"><p style="text-align:center">0.007</p></td> 
       </tr> 
       <tr> 
        <td class="acenter" width="21.78%"><p style="text-align:center">Married</p></td> 
        <td class="acenter" width="10.49%"><p style="text-align:center">168</p></td> 
        <td class="acenter" width="13.95%"><p style="text-align:center">93 (66.9%)</p></td> 
        <td class="acenter" width="14.34%"><p style="text-align:center">39 (62.9%)</p></td> 
        <td class="acenter" width="15.18%"><p style="text-align:center">20 (55.6%)</p></td> 
       </tr> 
       <tr> 
        <td class="acenter" width="21.78%"><p style="text-align:center">Divorced/Separated</p></td> 
        <td class="acenter" width="10.49%"><p style="text-align:center">8</p></td> 
        <td class="acenter" width="13.95%"><p style="text-align:center">4 (2.9%)</p></td> 
        <td class="acenter" width="14.34%"><p style="text-align:center">2 (3.2%)</p></td> 
        <td class="acenter" width="15.18%"><p style="text-align:center">0 (0%)</p></td> 
       </tr> 
       <tr> 
        <td class="custom-bottom-td acenter" width="21.78%"><p style="text-align:center">Widowed</p></td> 
        <td class="custom-bottom-td acenter" width="10.49%"><p style="text-align:center">46</p></td> 
        <td class="custom-bottom-td acenter" width="13.95%"><p style="text-align:center">35 (25.2%)</p></td> 
        <td class="custom-bottom-td acenter" width="14.34%"><p style="text-align:center">18 (29.0%)</p></td> 
        <td class="custom-bottom-td acenter" width="15.18%"><p style="text-align:center">14 (38.9%)</p></td> 
       </tr> 
       <tr> 
        <td class="custom-bottom-td custom-top-td acenter" width="100.00%" colspan="8"><p style="text-align:center">Level of Education</p></td> 
       </tr> 
       <tr> 
        <td class="custom-top-td acenter" width="21.78%"><p style="text-align:center">Primary</p></td> 
        <td class="custom-top-td acenter" width="10.49%"><p style="text-align:center">140</p></td> 
        <td class="custom-top-td acenter" width="13.95%"><p style="text-align:center">83 (59.7%)</p></td> 
        <td rowspan="4" class="custom-top-td acenter" width="8.05%"><p style="text-align:center">0.003</p></td> 
        <td class="custom-top-td acenter" width="14.34%"><p style="text-align:center">39 (62.9%)</p></td> 
        <td rowspan="4" class="custom-top-td acenter" width="8.08%"><p style="text-align:center">0.003</p></td> 
        <td class="custom-top-td acenter" width="15.18%"><p style="text-align:center">19 (52.8%)</p></td> 
        <td rowspan="4" class="custom-top-td acenter" width="8.13%"><p style="text-align:center">0.008</p></td> 
       </tr> 
       <tr> 
        <td class="acenter" width="21.78%"><p style="text-align:center">Secondary</p></td> 
        <td class="acenter" width="10.49%"><p style="text-align:center">64</p></td> 
        <td class="acenter" width="13.95%"><p style="text-align:center">28 (20.1%)</p></td> 
        <td class="acenter" width="14.34%"><p style="text-align:center">7 (11.3%)</p></td> 
        <td class="acenter" width="15.18%"><p style="text-align:center">6 (16.7%)</p></td> 
       </tr> 
       <tr> 
        <td class="acenter" width="21.78%"><p style="text-align:center">Tertiary</p></td> 
        <td class="acenter" width="10.49%"><p style="text-align:center">13</p></td> 
        <td class="acenter" width="13.95%"><p style="text-align:center">5 (3.6%)</p></td> 
        <td class="acenter" width="14.34%"><p style="text-align:center">3 (4.8%)</p></td> 
        <td class="acenter" width="15.18%"><p style="text-align:center">1 (2.8%)</p></td> 
       </tr> 
       <tr> 
        <td class="custom-bottom-td acenter" width="21.78%"><p style="text-align:center">No schooling</p></td> 
        <td class="custom-bottom-td acenter" width="10.49%"><p style="text-align:center">28</p></td> 
        <td class="custom-bottom-td acenter" width="13.95%"><p style="text-align:center">23 (16.1%)</p></td> 
        <td class="custom-bottom-td acenter" width="14.34%"><p style="text-align:center">13 (21.0%)</p></td> 
        <td class="custom-bottom-td acenter" width="15.18%"><p style="text-align:center">10 (27.8%)</p></td> 
       </tr> 
       <tr> 
        <td class="custom-bottom-td custom-top-td acenter" width="100.00%" colspan="8"><p style="text-align:center">Occupation</p></td> 
       </tr> 
       <tr> 
        <td class="custom-top-td acenter" width="21.78%"><p style="text-align:center">Office job</p></td> 
        <td class="custom-top-td acenter" width="10.49%"><p style="text-align:center">9</p></td> 
        <td class="custom-top-td acenter" width="13.95%"><p style="text-align:center">3 (2.2%)</p></td> 
        <td rowspan="4" class="custom-top-td acenter" width="8.05%"><p style="text-align:center">0.17</p></td> 
        <td class="custom-top-td acenter" width="14.34%"><p style="text-align:center">3 (4.8%)</p></td> 
        <td rowspan="4" class="custom-top-td acenter" width="8.08%"><p style="text-align:center">0.13</p></td> 
        <td class="custom-top-td acenter" width="15.18%"><p style="text-align:center">0 (0%)</p></td> 
        <td rowspan="4" class="custom-top-td acenter" width="8.13%"><p style="text-align:center">0.06</p></td> 
       </tr> 
       <tr> 
        <td class="acenter" width="21.78%"><p style="text-align:center">Outdoor job</p></td> 
        <td class="acenter" width="10.49%"><p style="text-align:center">30</p></td> 
        <td class="acenter" width="13.95%"><p style="text-align:center">13 (19.4%)</p></td> 
        <td class="acenter" width="14.34%"><p style="text-align:center">4 (6.5%)</p></td> 
        <td class="acenter" width="15.18%"><p style="text-align:center">5 (13.9%)</p></td> 
       </tr> 
       <tr> 
        <td class="acenter" width="21.78%"><p style="text-align:center">Farmer</p></td> 
        <td class="acenter" width="10.49%"><p style="text-align:center">175</p></td> 
        <td class="acenter" width="13.95%"><p style="text-align:center">104 (74.8%)</p></td> 
        <td class="acenter" width="14.34%"><p style="text-align:center">43 (69.4%)</p></td> 
        <td class="acenter" width="15.18%"><p style="text-align:center">22 (61.1%)</p></td> 
       </tr> 
       <tr> 
        <td class="custom-bottom-td acenter" width="21.78%"><p style="text-align:center">Stay at home</p></td> 
        <td class="custom-bottom-td acenter" width="10.49%"><p style="text-align:center">31</p></td> 
        <td class="custom-bottom-td acenter" width="13.95%"><p style="text-align:center">19 (13.7%)</p></td> 
        <td class="custom-bottom-td acenter" width="14.34%"><p style="text-align:center">12 (19.4%)</p></td> 
        <td class="custom-bottom-td acenter" width="15.18%"><p style="text-align:center">9 (25.0%)</p></td> 
       </tr> 
       <tr> 
        <td class="custom-bottom-td custom-top-td acenter" width="100.00%" colspan="8"><p style="text-align:center">Duration of diabetes</p></td> 
       </tr> 
       <tr> 
        <td class="custom-top-td acenter" width="21.78%"><p style="text-align:center">Below 5 years</p></td> 
        <td class="custom-top-td acenter" width="10.49%"><p style="text-align:center">76</p></td> 
        <td class="custom-top-td acenter" width="13.95%"><p style="text-align:center">35 (25.2%)</p></td> 
        <td rowspan="3" class="custom-top-td acenter" width="8.05%"><p style="text-align:center">0.05</p></td> 
        <td class="custom-top-td acenter" width="14.34%"><p style="text-align:center">19 (30.6%)</p></td> 
        <td rowspan="3" class="custom-top-td acenter" width="8.08%"><p style="text-align:center">0.26</p></td> 
        <td class="custom-top-td acenter" width="15.18%"><p style="text-align:center">8 (22.2%)</p></td> 
        <td rowspan="3" class="custom-top-td acenter" width="8.13%"><p style="text-align:center">0.44</p></td> 
       </tr> 
       <tr> 
        <td class="acenter" width="21.78%"><p style="text-align:center">5 - 10 years</p></td> 
        <td class="acenter" width="10.49%"><p style="text-align:center">89</p></td> 
        <td class="acenter" width="13.95%"><p style="text-align:center">52 (37.4%)</p></td> 
        <td class="acenter" width="14.34%"><p style="text-align:center">18 (29.1%)</p></td> 
        <td class="acenter" width="15.18%"><p style="text-align:center">14 (38.9%)</p></td> 
       </tr> 
       <tr> 
        <td class="custom-bottom-td acenter" width="21.78%"><p style="text-align:center">More than 10 years</p></td> 
        <td class="custom-bottom-td acenter" width="10.49%"><p style="text-align:center">80</p></td> 
        <td class="custom-bottom-td acenter" width="13.95%"><p style="text-align:center">52 (37.4%)</p></td> 
        <td class="custom-bottom-td acenter" width="14.34%"><p style="text-align:center">25 (40.3%)</p></td> 
        <td class="custom-bottom-td acenter" width="15.18%"><p style="text-align:center">14 (38.9%)</p></td> 
       </tr> 
       <tr> 
        <td class="custom-bottom-td custom-top-td acenter" width="100.00%" colspan="8"><p style="text-align:center">Diabetes treatment regimen</p></td> 
       </tr> 
       <tr> 
        <td class="custom-top-td acenter" width="27.22%"><p style="text-align:center">Oral Hypoglycemics</p></td> 
        <td class="custom-top-td acenter" width="10.49%"><p style="text-align:center">165</p></td> 
        <td class="custom-top-td acenter" width="13.95%"><p style="text-align:center">96 (69.1%)</p></td> 
        <td rowspan="3" class="custom-top-td acenter" width="8.05%"><p style="text-align:center">0.73</p></td> 
        <td class="custom-top-td acenter" width="14.34%"><p style="text-align:center">41 (66.1%)</p></td> 
        <td rowspan="3" class="custom-top-td acenter" width="8.08%"><p style="text-align:center">0.90</p></td> 
        <td class="custom-top-td acenter" width="15.18%"><p style="text-align:center">21 (58.3%)</p></td> 
        <td rowspan="3" class="custom-top-td acenter" width="8.13%"><p style="text-align:center">0.27</p></td> 
       </tr> 
       <tr> 
        <td class="acenter" width="27.22%"><p style="text-align:center">Insulin</p></td> 
        <td class="acenter" width="10.49%"><p style="text-align:center">24</p></td> 
        <td class="acenter" width="13.95%"><p style="text-align:center">12 (8.6%)</p></td> 
        <td class="acenter" width="14.34%"><p style="text-align:center">7 (11.3%)</p></td> 
        <td class="acenter" width="15.18%"><p style="text-align:center">6 (16.7%)</p></td> 
       </tr> 
       <tr> 
        <td class="acenter" width="27.22%"><p style="text-align:center">Insulin plus oral hypoglycemics</p></td> 
        <td class="acenter" width="10.49%"><p style="text-align:center">56</p></td> 
        <td class="acenter" width="13.95%"><p style="text-align:center">31 (22.3%)</p></td> 
        <td class="acenter" width="14.34%"><p style="text-align:center">14 (22.6%)</p></td> 
        <td class="acenter" width="15.18%"><p style="text-align:center">9 (25.0%)</p></td> 
       </tr> 
       <tr> 
        <td class="custom-bottom-td custom-top-td acenter" width="27.22%" colspan="8"><p style="text-align:center">Hb1aC level</p></td> 
       </tr> 
       <tr> 
        <td class="custom-top-td acenter" width="27.22%"><p style="text-align:center">Good control</p></td> 
        <td class="custom-top-td acenter" width="10.49%"><p style="text-align:center">101</p></td> 
        <td class="custom-top-td acenter" width="13.95%"><p style="text-align:center">56 (40.3%)</p></td> 
        <td rowspan="2" class="custom-top-td acenter" width="8.05%"><p style="text-align:center">0.73</p></td> 
        <td class="custom-top-td acenter" width="14.34%"><p style="text-align:center">21 (33.9%)</p></td> 
        <td rowspan="2" class="custom-top-td acenter" width="8.08%"><p style="text-align:center">0.17</p></td> 
        <td class="custom-top-td acenter" width="15.18%"><p style="text-align:center">8 (22.2%)</p></td> 
        <td rowspan="2" class="custom-top-td acenter" width="8.13%"><p style="text-align:center">0.01</p></td> 
       </tr> 
       <tr> 
        <td class="acenter" width="27.22%"><p style="text-align:center">Poor Control</p></td> 
        <td class="acenter" width="10.49%"><p style="text-align:center">144</p></td> 
        <td class="acenter" width="13.95%"><p style="text-align:center">83 (59.7%)</p></td> 
        <td class="acenter" width="14.34%"><p style="text-align:center">41 (66.1%)</p></td> 
        <td class="acenter" width="15.18%"><p style="text-align:center">28 (77.8%)</p></td> 
       </tr> 
      </table>
     </table-wrap>
     <p>Values are presented as number (%) and P value for associations.</p>
     <table-wrap id="table4">
      <label>
       <xref ref-type="table" rid="table4">
        Table 4
       </xref></label>
      <caption>
       <title>
        <xref ref-type="bibr" rid="scirp.140441-"></xref>Table 4. Associations between summary of diabetes self-care activities and the microvascular complications of diabetes, nyeri rural 2022.</title>
      </caption>
      <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
       <tr> 
        <td class="custom-bottom-td acenter" width="18.64%"><p style="text-align:center">SDSAC Variable</p></td> 
        <td class="custom-bottom-td acenter" width="13.32%"><p style="text-align:center">Total (n = 245) mean and SD</p></td> 
        <td class="custom-bottom-td acenter" width="16.27%"><p style="text-align:center">Neuropathy</p><p style="text-align:center">OR (95% CI)</p></td> 
        <td class="custom-bottom-td acenter" width="7.40%"><p style="text-align:center">p-value</p></td> 
        <td class="custom-bottom-td acenter" width="15.38%"><p style="text-align:center">Retinopathy</p><p style="text-align:center">OR (95% CI)</p></td> 
        <td class="custom-bottom-td acenter" width="6.80%"><p style="text-align:center">p-value</p></td> 
        <td class="custom-bottom-td acenter" width="15.39%"><p style="text-align:center">Nephropathy</p><p style="text-align:center">OR (95% CI)</p></td> 
        <td class="custom-bottom-td acenter" width="6.79%"><p style="text-align:center">p-value</p></td> 
       </tr> 
       <tr> 
        <td class="custom-top-td acenter" width="18.64%"><p style="text-align:center">Dietary Practice</p></td> 
        <td class="custom-top-td acenter" width="13.32%"><p style="text-align:center">4.44 ± 1.51</p></td> 
        <td class="custom-top-td acenter" width="16.27%"><p style="text-align:center">0.07 (0.03 - 0.11)</p></td> 
        <td class="custom-top-td acenter" width="7.40%"><p style="text-align:center">&lt;0.001*</p></td> 
        <td class="custom-top-td acenter" width="15.38%"><p style="text-align:center">0.04 (−0.001 - 0.07)</p></td> 
        <td class="custom-top-td acenter" width="6.80%"><p style="text-align:center">0.06</p></td> 
        <td class="custom-top-td acenter" width="15.39%"><p style="text-align:center">0.06 (0.03 - 0.08)</p></td> 
        <td class="custom-top-td acenter" width="6.79%"><p style="text-align:center">&lt;0.001*</p></td> 
       </tr> 
       <tr> 
        <td class="acenter" width="18.64%"><p style="text-align:center">Blood glucose monitoring</p></td> 
        <td class="acenter" width="13.32%"><p style="text-align:center">1.52 ± 2.15</p></td> 
        <td class="acenter" width="16.27%"><p style="text-align:center">0.06 (0.03 - 0.09)</p></td> 
        <td class="acenter" width="7.40%"><p style="text-align:center">&lt;0.001*</p></td> 
        <td class="acenter" width="15.38%"><p style="text-align:center">0.03 (0.02 - 0.07)</p></td> 
        <td class="acenter" width="6.80%"><p style="text-align:center">&lt;0.001*</p></td> 
        <td class="acenter" width="17.16%"><p style="text-align:center">−0.003 (−0.02 - 0.02)</p></td> 
        <td class="acenter" width="6.79%"><p style="text-align:center">0.76</p></td> 
       </tr> 
       <tr> 
        <td class="acenter" width="18.64%"><p style="text-align:center">Physical Activity</p></td> 
        <td class="acenter" width="13.32%"><p style="text-align:center">2.39 ± 1.86</p></td> 
        <td class="acenter" width="16.27%"><p style="text-align:center">0.06 (0.03 - 0.09)</p></td> 
        <td class="acenter" width="7.40%"><p style="text-align:center">&lt;0.001*</p></td> 
        <td class="acenter" width="15.38%"><p style="text-align:center">0.03 (0.003 - 0.06)</p></td> 
        <td class="acenter" width="6.80%"><p style="text-align:center">0.08</p></td> 
        <td class="acenter" width="17.16%"><p style="text-align:center">0.05 (0.03 - 0.08)</p></td> 
        <td class="acenter" width="6.79%"><p style="text-align:center">&lt;0.001*</p></td> 
       </tr> 
       <tr> 
        <td class="acenter" width="18.64%"><p style="text-align:center">Foot care</p></td> 
        <td class="acenter" width="13.32%"><p style="text-align:center">4.99 ± 1.63</p></td> 
        <td class="acenter" width="16.27%"><p style="text-align:center">0.08 (0.02 - 0.09)</p></td> 
        <td class="acenter" width="7.40%"><p style="text-align:center">&lt;0.001*</p></td> 
        <td class="acenter" width="15.38%"><p style="text-align:center">0.06 (0.02 - 0.09)</p></td> 
        <td class="acenter" width="6.80%"><p style="text-align:center">&lt;0.001*</p></td> 
        <td class="acenter" width="17.16%"><p style="text-align:center">0.06 (0.03 - 0.08)</p></td> 
        <td class="acenter" width="6.79%"><p style="text-align:center">&lt;0.001*</p></td> 
       </tr> 
       <tr> 
        <td class="acenter" width="18.64%"><p style="text-align:center">DM Medication Adherence</p></td> 
        <td class="acenter" width="13.32%"><p style="text-align:center">7.28 ± 1.55</p></td> 
        <td class="acenter" width="16.27%"><p style="text-align:center">−0.02 (−0.07 - 0.02)</p></td> 
        <td class="acenter" width="7.40%"><p style="text-align:center">0.29</p></td> 
        <td class="acenter" width="15.38%"><p style="text-align:center">0.01 (−0.03 - 0.05)</p></td> 
        <td class="acenter" width="6.80%"><p style="text-align:center">0.55</p></td> 
        <td class="acenter" width="17.16%"><p style="text-align:center">0.007 (0.02 - 0.04</p></td> 
        <td class="acenter" width="6.79%"><p style="text-align:center">0.62</p></td> 
       </tr> 
      </table>
     </table-wrap>
     <p>SD, standard deviation; OR, odds ratio; CI, confidence interval. *p &lt; 0.05.</p>
    </sec>
   </sec>
   <sec id="s4">
    <title>4. Discussion</title>
    <p>This study aimed to assess the association between diabetes self-care practices and the occurrence of microvascular complications in diabetic patients residing in rural areas. Among the study participants, the prevalence rates of diabetes microvascular complications were found to be 56.78% for neuropathy, 25.3% for retinopathy, and 14.7% for nephropathy. These figures are remarkably higher compared to findings from other studies <xref ref-type="bibr" rid="scirp.140441-27">
      [27]
     </xref> <xref ref-type="bibr" rid="scirp.140441-28">
      [28]
     </xref>. It is worth noting that our study primarily focused on individuals residing in rural areas, in contrast to previous studies. This difference in results may be attributed to the unique challenges and disparities in diabetes care experienced by rural populations <xref ref-type="bibr" rid="scirp.140441-29">
      [29]
     </xref>.</p>
    <p>In this study, participants were stratified based on various demographic factors. Results showed that individuals aged sixty-one years or older had a higher prevalence of Neuropathy and Retinopathy compared to their younger counterparts (p &lt; 0.05). This observation aligns with prior research suggesting that advancing age is a significant risk factor for prediabetes and diabetes <xref ref-type="bibr" rid="scirp.140441-29">
      [29]
     </xref>. Moreover, microvascular complications are more prevalent among diabetic populations, with the risk of such events often correlated with the duration of diabetes <xref ref-type="bibr" rid="scirp.140441-30">
      [30]
     </xref>.</p>
    <p>The educational level was related to all the MVCs. This study agrees with previous studies indicating that educational achievement affects awareness of diabetes self-care, adherence to medication, and an individual's health-seeking behavior <xref ref-type="bibr" rid="scirp.140441-31">
      [31]
     </xref>. Other studies have noted that individuals with lower levels of education are at a higher risk of developing complications related to diabetes <xref ref-type="bibr" rid="scirp.140441-32">
      [32]
     </xref>.</p>
    <p>The current research revealed a remarkable association between dietary habits, physical activity, and the occurrence of neuropathy and nephropathy complications. This linkage can be explained by the consistent adoption of a healthy dietary regimen, which has been linked to a decreased likelihood of microvascular complications among diabetic patients. Additionally, we examined the distribution of carbohydrate intake and consumption of fats. Previous studies have indicated that diets rich in carbohydrates and monounsaturated fats contribute to enhanced insulin sensitivity <xref ref-type="bibr" rid="scirp.140441-33">
      [33]
     </xref>-<xref ref-type="bibr" rid="scirp.140441-35">
      [35]
     </xref>. These findings provide a foundation for dietary guidelines designed to mitigate the risk of diabetic microvascular complications.</p>
    <p>Engaging in various forms of physical activity, including walking, gardening, leisure activities, exercise, and occupational movements, has been shown to improve insulin sensitivity. Moreover, it contributes to improvements in lipid profile, BMI, and blood pressure. These findings align with previous findings indicating that physical activity promotes better glycemic control and overall disease management <xref ref-type="bibr" rid="scirp.140441-36">
      [36]
     </xref>-<xref ref-type="bibr" rid="scirp.140441-38">
      [38]
     </xref>.</p>
    <p>Foot care practices were found to have a significant association with all three microvascular complications. Previous research has also indicated that individuals with peripheral neuropathy are at higher risk of developing diabetic retinopathy (DR), macroalbuminuria, and macrovascular complications <xref ref-type="bibr" rid="scirp.140441-39">
      [39]
     </xref>-<xref ref-type="bibr" rid="scirp.140441-41">
      [41]
     </xref>. These findings suggest that neuropathy, nephropathy, and retinopathy are indicative of a broader diabetic microangiopathic process, the progression of which may be affected by factors beyond diabetes duration and metabolic control. Therefore, interventions aimed at preventing one microvascular complication may have a direct impact on preventing similar complications <xref ref-type="bibr" rid="scirp.140441-42">
      [42]
     </xref> <xref ref-type="bibr" rid="scirp.140441-43">
      [43]
     </xref>.</p>
    <p>The results indicate a correlation between blood glucose testing and neuropathy and retinopathy in this study align with preceding research. Blood glucose monitoring plays a critical role in the management of individuals with diabetes <xref ref-type="bibr" rid="scirp.140441-44">
      [44]
     </xref>. It helps to recognize patterns in the fluctuation of blood glucose levels that occur in response to diet, exercise, medications, and pathological processes <xref ref-type="bibr" rid="scirp.140441-45">
      [45]
     </xref> <xref ref-type="bibr" rid="scirp.140441-46">
      [46]
     </xref>. It supports improvement of patient outcomes because critical decisions can be made in time.</p>
   </sec>
   <sec id="s5">
    <title>5. Conclusion</title>
    <p>The present research demonstrates a direct association between diabetes-related self-care behaviors and the occurrence of diabetes microvascular complications (MVCs). Specifically, activities such as foot care, dietary habits, physical exercise, and blood glucose monitoring, as well as demographic factors like age, marital status, Hb1Ac levels, and educational attainment, were found to be significantly linked to MVCs among diabetic patients. These findings highlight the importance of promoting diabetes self-care education as a vital strategy for enhancing self-management practices and ultimately improving patient outcomes in diabetes management.</p>
   </sec>
   <sec id="s6">
    <title>Acknowledgements</title>
    <p>A preprint has previously been published <xref ref-type="bibr" rid="scirp.140441-47">
      [47]
     </xref>.</p>
    <p>We extend our heartfelt appreciation to the staff at the Diabetic Clinic and the authorities of Nyeri County Referral Hospital for their invaluable support throughout the duration of the study.</p>
   </sec>
   <sec id="s7">
    <title>Financial Obligation</title>
    <p>No funding was obtained for this research.</p>
   </sec>
   <sec id="s8">
    <title>Authors’ Contributions</title>
    <p>Rachael Ireri contributed to the conception of the research idea, design data analysis and interpretation, paper drafting and revision. Gideon Kikuvi contributed to the conception of the research idea, design and revision of the final draft. Susan Mambo contributed to the conception of the research idea, design, and revision of final draft. Besty Cheriro contributed to the conception of the research idea, design, and revision of final draft. All authors approved the final manuscript before publication and agreed to be accountable for all aspects of the work.</p>
   </sec>
  </sec>
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