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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Nutr.</journal-id>
<journal-title>Frontiers in Nutrition</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Nutr.</abbrev-journal-title>
<issn pub-type="epub">2296-861X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fnut.2024.1474445</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Nutrition</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Assessment of adherence to dietary recommendations and associated factors among type 2 diabetic patients in selected hospitals in Addis Ababa, Ethiopia</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Atinafu</surname> <given-names>Wabi Temesgen</given-names></name>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2507690/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/software/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Tilahun</surname> <given-names>Kefyalew Naniye</given-names></name>
<uri xlink:href="https://loop.frontiersin.org/people/2597839/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
</contrib-group>
<aff><institution>Department of Public Health, College of Medicine and Health Science, Ambo University</institution>, <addr-line>Ambo</addr-line>, <country>Ethiopia</country></aff>
<author-notes>
<fn id="fn0001" fn-type="edited-by"><p>Edited by: Mariacristina Siotto, IRCCS Don Carlo Gnocchi Firenze, Italy</p></fn>
<fn id="fn0002" fn-type="edited-by"><p>Reviewed by: Budimka Novakovic, University of Novi Sad, Serbia</p>
<p>Lalka Rangelova, National Center of Public Health and Analyses (NCPHA), Bulgaria</p></fn>
<corresp id="c001">&#x002A;Correspondence: Wabi Temesgen Atinafu, <email>wabitemesgen2012@gmail.com</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>10</day>
<month>02</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>11</volume>
<elocation-id>1474445</elocation-id>
<history>
<date date-type="received">
<day>01</day>
<month>08</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>09</day>
<month>12</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Atinafu and Tilahun.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Atinafu and Tilahun</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec id="sec1">
<title>Background</title>
<p>In Ethiopia, diabetes and its complications are significant causes of morbidity and mortality, with huge economic implications. Despite the high dietary non-adherence that has been reported in limited studies in Ethiopia. Moreover, there is a gap from the perspective of patients in the area of this topic.</p>
</sec>
<sec id="sec2">
<title>Objectives</title>
<p>This study aimed to assess adherence to dietary recommendations and associated factors among type 2 diabetic patients in Addis Ababa Selected Hospitals, Addis Ababa, Ethiopia, 2024.</p>
</sec>
<sec id="sec3">
<title>Methods and materials</title>
<p>An institution-based cross-sectional study was conducted in a 420 sampled population among four hospitals found in Addis Ababa, Ethiopia, from 24 June to 15 July 2024. Systematic random sampling was used to recruit individual study participants. The collected data were exported into SPSS version 25 software for analysis. A descriptive summary, including frequencies, percentages, and graphs, was used to present the study results. Binary logistic regression was used for statistical analysis. Finally, the results of bivariate and multivariable logistic regression analyses were presented using odds ratios with 95% confidence intervals. In the final model, a <italic>p</italic>-value of &#x003C;0.05 was taken as statistically significant.</p>
</sec>
<sec id="sec4">
<title>Results</title>
<p>A total of 406 participants were included, with a response rate of 96.7%. The study participants had an average age of 48 (&#x00B1; 11.4&#x202F;years), and the overall adherence to dietary recommendations in this study was 62.8% among type 2 diabetic patients. Years of diagnosis of DM, having a family history of DM, having comorbidities, and having received diabetic nutrition education were significantly associated with adhering to diabetic dietary recommendations among type 2 diabetic patients.</p>
</sec>
<sec id="sec5">
<title>Conclusion and recommendation</title>
<p>The study found that overall adherence to dietary recommendations among type 2 diabetic patients was relatively high at 62.8%, suggesting the need to develop and implement tailored dietary education and counseling programs for this patient population.</p>
</sec>
</abstract>
<kwd-group>
<kwd>adherence</kwd>
<kwd>diabetes mellitus</kwd>
<kwd>dietary recommendations</kwd>
<kwd>Addis Ababa</kwd>
<kwd>Ethiopia</kwd>
</kwd-group>
<counts>
<fig-count count="0"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="32"/>
<page-count count="7"/>
<word-count count="5061"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Clinical Nutrition</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec6">
<title>Introduction</title>
<p>Diabetes is a chronic metabolic disorder defined by elevated blood glucose (or blood sugar) levels that leads to catastrophic damage to the heart, blood vessels, eyes, kidneys, and nerves over time, according to the World Health Organization (<xref ref-type="bibr" rid="ref1">1</xref>). Diabetes affects approximately 422 million people globally, the majority of whom live in low- and middle-income countries, and diabetes is directly responsible for 1.6 million fatalities per year. Over the last few decades, both the number of cases and the prevalence of diabetes have significantly increased (<xref ref-type="bibr" rid="ref1">1</xref>). By 2025, a global agreement has been reached to halt the rise in diabetes and obesity (<xref ref-type="bibr" rid="ref2">2</xref>, <xref ref-type="bibr" rid="ref3">3</xref>).</p>
<p>The significant increase in overweight, obesity, and physical inactivity rates may be partly responsible for this global epidemic (<xref ref-type="bibr" rid="ref2">2</xref>). The most prevalent type of diabetes, type 2 diabetes (accounting for 90% of cases), affects adults and occurs when the body becomes resistant to insulin or does not produce enough of it (<xref ref-type="bibr" rid="ref4">4</xref>).</p>
<p>Ethiopia is one of the top five countries in sub-Saharan Africa with the highest number of individuals affected by diabetes (<xref ref-type="bibr" rid="ref5">5</xref>&#x2013;<xref ref-type="bibr" rid="ref7">7</xref>). Diabetes and its complications are the leading causes of illness and mortality in Ethiopia, with severe economic effects (<xref ref-type="bibr" rid="ref6">6</xref>). The prevalence of diabetes is rapidly growing in Ethiopia. According to reports, the prevalence of diabetes in Ethiopia ranged from 2 to 6.5%, with the lowest 2% in rural areas (<xref ref-type="bibr" rid="ref5">5</xref>). Oral hypoglycemia and insulin were the most common treatments (<xref ref-type="bibr" rid="ref8">8</xref>). Retinopathy (2.7&#x2013;25%), nerve damage (4.8&#x2013;35.0%), depression (13&#x2013;61.0%), kidney illness (18.2&#x2013;23.8%), hypertension (23&#x2013;54.82%), anemia (19%), and related costs were the most commonly reported diabetes-related problems in the country (<xref ref-type="bibr" rid="ref5">5</xref>, <xref ref-type="bibr" rid="ref6">6</xref>, <xref ref-type="bibr" rid="ref8">8</xref>).</p>
<p>Dietary practice refers to patients&#x2019; food preferences based on diabetes education, emphasizing the consumption of foods containing less fat, more fiber, and less sodium (<xref ref-type="bibr" rid="ref9">9</xref>). Daily carbohydrate, protein, and fiber intake should be 45&#x2013;50%, 10&#x2013;20%, and 12% of total calories, with a minimum of 0.5&#x202F;g of fat per meal (<xref ref-type="bibr" rid="ref10">10</xref>). Nutrition is crucial for diabetes management and prevention.</p>
<p>The risk of T2DM is connected to both malnutrition and overnutrition (<xref ref-type="bibr" rid="ref11">11</xref>). Balanced food intake with endogenous and/or exogenous insulin levels is the most important for diabetes treatment in improving glycemic control (<xref ref-type="bibr" rid="ref12">12</xref>). However, for many DM patients, deciding what to eat and adhering to the meal plan are the most difficult aspects of the treatment strategy. There is no one-size-fits-all eating pattern for those with diabetes (<xref ref-type="bibr" rid="ref13">13</xref>).</p>
<p>According to a study conducted at Gondar Comprehensive Specialized Hospital in Ethiopia, 48.3% of participants had poor adherence to dietary recommendations. and a study conducted in northern Ethiopia found that 74.3% of participants also had poor adherence to dietary recommendations. In Gondar Comprehensive Specialized Hospital and study conducted in general Ethiopian hospitals, respectively (<xref ref-type="bibr" rid="ref14">14</xref>, <xref ref-type="bibr" rid="ref15">15</xref>). Another study conducted in Ethiopian teaching hospitals showed that the overall adherence to dietary recommendations was 44.3% among diabetic patients who participated in the study (<xref ref-type="bibr" rid="ref16">16</xref>). Furthermore, study findings in Jimma, Ethiopia, have shown that the level of diabetic self-care practice was insufficient among the study participants (<xref ref-type="bibr" rid="ref17">17</xref>).</p>
<p>In developed countries, dietary compliance among people with type 2 diabetes has improved. In affluent countries, dietary adherence among type 2 diabetes patients has improved and is currently considered satisfactory. However, in underdeveloped nations, dietary adherence among type 2 diabetes patients is given minimal attention and is not regarded as a major national priority. Diabetes has improved and is now relatively satisfactory.</p>
<p>In developing countries, there is minimal focus on dietary adherence for patients with type 2 diabetes, and it is not given priority at the national level. Due to the importance of involving patients in chronic disease management, this study aims to show the level of adherence to dietary recommendations and identify associated factors among type 2 DM patients in selected hospitals in Addis Ababa, Ethiopia, in 2024.</p>
</sec>
<sec sec-type="materials|methods" id="sec7">
<title>Materials and methods</title>
<sec id="sec8">
<title>Study design and period</title>
<p>An institutional cross-sectional study was conducted from 24 June to 15 July 2024 among type 2 DM patients in selected hospitals in Addis Ababa, Ethiopia, in 2024.</p>
</sec>
<sec id="sec9">
<title>Study participants and sample size determination</title>
<p>The population for this study consisted of all adult type 2 diabetic patients visiting non-communicable disease clinics in selected hospitals in Addis Ababa, Ethiopia. Patients who attended these hospitals during the study period were considered the study population. All type 2 diabetes patients who had at least one follow-up visit at the selected hospitals after diagnosis before the data collection period were included in the study, and newly diagnosed type 2 diabetes of less than 1&#x202F;month, pregnant and lactating women, and those requiring constant medical support and monitoring were excluded from this study.</p>
<p>The sample size was obtained using a single population proportion formula: <inline-formula><mml:math id="M1"><mml:mi>n</mml:mi><mml:mo>=</mml:mo><mml:mfrac><mml:mrow><mml:msup><mml:msub><mml:mi mathvariant="normal">z</mml:mi><mml:mrow><mml:mi>&#x03B1;</mml:mi><mml:mo stretchy="true">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mn>2</mml:mn></mml:msup><mml:mspace width="thickmathspace"/><mml:mi mathvariant="normal">P</mml:mi><mml:mfenced open="(" close=")"><mml:mrow><mml:mn>1</mml:mn><mml:mo>&#x2212;</mml:mo><mml:mi mathvariant="normal">P</mml:mi></mml:mrow></mml:mfenced></mml:mrow><mml:msup><mml:mi mathvariant="normal">D</mml:mi><mml:mn>2.</mml:mn></mml:msup></mml:mfrac></mml:math></inline-formula></p>
<p>where <italic>n</italic>&#x202F;=&#x202F;sample size, <inline-formula><mml:math id="M2"><mml:msub><mml:mi mathvariant="normal">z</mml:mi><mml:mrow><mml:mi>&#x03B1;</mml:mi><mml:mo stretchy="true">/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msub></mml:math></inline-formula>&#x202F;= level of confidence 95%, or reliability coefficient&#x202F;=&#x202F;1.96, P&#x202F;=&#x202F;proportion of the population&#x202F;=&#x202F;53.7%, poor dietary practice among type 2 diabetes mellitus patients in Nigist Eleni Mohammed Memorial Teaching Hospital (<xref ref-type="bibr" rid="ref18">18</xref>), and D&#x202F;=&#x202F;margin of error (0.05). Thus, the final sample size for this study was 420 type 2 diabetes patients.</p>
</sec>
<sec id="sec10">
<title>Sampling procedures</title>
<p>The study was conducted in 4 randomly selected hospitals out of 13 government hospitals in Addis Ababa, Ethiopia. A systematic random sampling technique was used to select the study participants. The study participants were chosen from the selected hospitals in Addis Ababa, Ethiopia. The total number of type 2 DM patients who visited the selected hospitals during the data collection period was calculated based on the hospitals&#x2019; previous monthly reports. The calculated sample size was then distributed proportionally across each hospital according to the number of type 2 DM patients at each location. The first respondent was selected randomly.</p>
</sec>
<sec id="sec11">
<title>Data collection tools and procedure</title>
<p>Data were collected using a pretested structured questionnaire administered via face-to-face interview. The questionnaire was adapted from various previously published studies (<xref ref-type="bibr" rid="ref14">14</xref>, <xref ref-type="bibr" rid="ref16">16</xref>, <xref ref-type="bibr" rid="ref18">18</xref>, <xref ref-type="bibr" rid="ref19">19</xref>). The questions were initially prepared in English, then translated into Amharic, and then back-translated to English by language experts to ensure consistency. Four data collectors (BSC nurses) who had prior experience in data collection collected the data, and one experienced public health professional was assigned as supervisor. One-day training was given to the data collectors and supervisors for the data collection process. The list of selected participants to be interviewed was located in the follow-up waiting rooms of the hospitals. The completeness, consistency, and accuracy of the collected data were examined every day.</p>
<p>Adherence to dietary recommendations, the dependent variable in this study, was defined as adherent when the participant&#x2019;s score on the item used to measure the dietary adherence assessment scale was equal to or above the mean score and non-adherent when the score was below the mean scale (<xref ref-type="bibr" rid="ref16">16</xref>).</p>
</sec>
<sec id="sec12">
<title>Data quality control</title>
<p>To ensure data quality, supervisors and data collectors were given one-day training on the purpose of the study, data collection tools, and procedures. The questionnaire was translated from English to Amharic, and to check for the original meaning, the Amharic version was re-translated to English. The questionnaire was pre 5% of the calculated sample size out of the study area before 2&#x202F;weeks of the main data collection. The collected data were checked by reviewing all the questionnaires to ensure completeness and consistency of the information collected.</p>
</sec>
<sec id="sec13">
<title>Data processing and analysis</title>
<p>The collected data were visually checked by the investigator, and then the data were coded and entered into Epi Data version 3.1 software before being exported into SPSS version 25 software for further analysis. Data cleaning was conducted before the analysis. Mean and standard deviation were calculated for continuous variables. A descriptive summary using frequencies, percentages, and graphs was used to present the study results. Then, logistic regression analysis was applied to assess the association between the dependent and explanatory variables. The degree of association was interpreted using odds ratios with 95% confidence intervals, and <italic>p</italic>-values less than 0.05 were considered statistically significant. Bivariate and multivariate analyses were used to identify characteristics that influence the recommended dietary adherence. The variance inflation factor (VIF) was used to test the multicollinearity assumption, and the results ranged from 1 to 10, suggesting no collinearity. Cross-tabulation was used for each independent variable to better understand cell information and to correct for extreme cell values in the logistic regression analysis. The model&#x2019;s fitness was evaluated using the Hosmer&#x2013;Lemeshow goodness-of-fit test, which yielded a <italic>p</italic>-value of 0.76, suggesting that the model was well-fitted.</p>
</sec>
</sec>
<sec sec-type="results" id="sec14">
<title>Results</title>
<sec id="sec15">
<title>Socio-demographic characteristics of respondents</title>
<p>The study planned to include 420 participants, and 406 patients volunteered to participate, resulting in a response rate of 96.7%. Approximately half of the study participants were men (220, 54.2%), while the other half were women (186, 45.8%). The study participants had an average age of 48 (&#x00B1; 11.4&#x202F;years), with the majority, 168 participants (41.4%), being above &#x003E;60&#x202F;years old. The educational status of participants revealed that 38.9% of the study participants had attended college or higher education (<xref ref-type="table" rid="tab1">Table 1</xref>).</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption><p>Socio-demographic characteristics of study participants among type 2 diabetic patients in selected hospitals, in Addis Ababa, Ethiopia, 2024.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Variables</th>
<th align="left" valign="top">Categories</th>
<th align="center" valign="top">Frequency</th>
<th align="center" valign="top">Percent</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Age in years</td>
<td align="left" valign="top">&#x003C;20<break/>20&#x2013;40<break/>41&#x2013;60<break/>&#x003E;60</td>
<td align="center" valign="top">38<break/>77<break/>123<break/>168</td>
<td align="center" valign="top">9.3%<break/>19%<break/>30.3%<break/>41.4%</td>
</tr>
<tr>
<td align="left" valign="top">Sex</td>
<td align="left" valign="top">Male<break/>Female</td>
<td align="center" valign="top">220<break/>186</td>
<td align="center" valign="top">54.2%<break/>45.8%</td>
</tr>
<tr>
<td align="left" valign="top">Marital status</td>
<td align="left" valign="top">Single<break/>Married<break/>Divorced<break/>Widowed</td>
<td align="center" valign="top">17<break/>329<break/>34<break/>26</td>
<td align="center" valign="top">4.4%<break/>81%<break/>8.2%<break/>6.4%</td>
</tr>
<tr>
<td align="left" valign="top">Religion</td>
<td align="left" valign="top">Orthodox<break/>Protestant<break/>Muslim<break/>Others<xref ref-type="table-fn" rid="tfn1"><sup>1</sup></xref></td>
<td align="center" valign="top">164<break/>142<break/>71<break/>29</td>
<td align="center" valign="top">40.4%<break/>35%<break/>17.5%<break/>7.1%</td>
</tr>
<tr>
<td align="left" valign="top">Occupation</td>
<td align="left" valign="top">Government employee<break/>Private employee<break/>Merchant<break/>Others</td>
<td align="center" valign="top">112<break/>117<break/>108<break/>69</td>
<td align="center" valign="top">27.6%<break/>28.8%<break/>26.6%<break/>17%</td>
</tr>
<tr>
<td align="left" valign="top">Educational status</td>
<td align="left" valign="top">No formal learning<break/>Primary school<break/>Secondary school<break/>College and above</td>
<td align="center" valign="top">46<break/>85<break/>117<break/>158</td>
<td align="center" valign="top">11.4%<break/>20.9%<break/>28.8%<break/>38.9%</td>
</tr>
<tr>
<td align="left" valign="top">Household monthly income</td>
<td align="left" valign="top">&#x003C;4,000<break/>4,000&#x2013;8,000<break/>&#x003E;8,000</td>
<td align="center" valign="top">115<break/>204<break/>87</td>
<td align="center" valign="top">28.3%<break/>50.2%<break/>21.5%</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="tfn1"><label>1</label><p>Others, Catholic Judith, Waqefata, Adventist.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec16">
<title>Health-related characteristics of respondents</title>
<p><xref ref-type="table" rid="tab2">Table 2</xref> illustrates the distribution of health-related characteristics of the study participants. The participants who had the condition for greater than 5&#x202F;years were 219 (53.9%), and 187 of the participants were less than or equal to 5&#x202F;years ago after they were diagnosed with the disease. The majority of individuals, (349, 86%) were on oral hypoglycemic medication, with 57 (14%) using both oral medication and insulin. Among the study participants, 182 (44.8%) had comorbidities, and the majority, (310, 76.4%), had no family history of diabetes. Among the study participants, 254 (62.5%) patients had a BMI between 18.5 and 24.5&#x202F;kg/m2, 26 (6.3%) patients had a BMI less than 18.5&#x202F;kg/m2, and 66 (16.3%) of the study participants had a BMI between 24.5 and 29.5&#x202F;kg/m2 (<xref ref-type="table" rid="tab2">Table 2</xref>).</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption><p>Health-related characteristics of the study participants among type 2 diabetic patients in selected hospitals, Addis Ababa, Ethiopia, 2024.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Variables</th>
<th align="left" valign="top">Categories</th>
<th align="center" valign="top">Frequency</th>
<th align="center" valign="top">Percent</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Years of diagnosis for Diabetes</td>
<td align="left" valign="top">&#x2264;5<break/>&#x003E;5</td>
<td align="center" valign="top">187<break/>219</td>
<td align="center" valign="top">46.1%<break/>53.9%</td>
</tr>
<tr>
<td align="left" valign="top">Comorbid conditions</td>
<td align="left" valign="top">Yes<break/>No</td>
<td align="center" valign="top">182<break/>224</td>
<td align="center" valign="top">44.8%<break/>55.2%</td>
</tr>
<tr>
<td align="left" valign="top">Family history of DM</td>
<td align="left" valign="top">Yes<break/>No</td>
<td align="center" valign="top">96<break/>310</td>
<td align="center" valign="top">23.6%<break/>76.4%</td>
</tr>
<tr>
<td align="left" valign="top">Encountered any of the complications of DM</td>
<td align="left" valign="top">Yes<break/>No</td>
<td align="center" valign="top">128<break/>278</td>
<td align="center" valign="top">31.5%<break/>68.5%</td>
</tr>
<tr>
<td align="left" valign="top">Complications of DM encountered</td>
<td align="left" valign="top">Diabetic foot ulcer<break/>Renal diseases<break/>Eye condition<break/>Diabetic neuropathy<break/>Amputation</td>
<td align="center" valign="top">23<break/>16<break/>33<break/>44<break/>12</td>
<td align="center" valign="top">18%<break/>12.5%<break/>25.8%<break/>34.4%<break/>9.3%</td>
</tr>
<tr>
<td align="left" valign="top">Treatment medication for DM</td>
<td align="left" valign="top">Oral hypoglycemic drugs<break/>Both oral hypoglycemic drugs and insulin</td>
<td align="center" valign="top">349<break/>57</td>
<td align="center" valign="top">86%<break/>14%</td>
</tr>
<tr>
<td align="left" valign="top">Diabetes nutritional education</td>
<td align="left" valign="top">Yes<break/>No</td>
<td align="center" valign="top">316<break/>90</td>
<td align="center" valign="top">77.8%<break/>22.2%</td>
</tr>
<tr>
<td align="left" valign="top">BMI kg/m<sup>2</sup>.</td>
<td align="left" valign="top">&#x003C;18.5&#x202F;kg/m2.<break/>18.5&#x2013;24.5&#x202F;kg/m2.<break/>24.5&#x2013;29.5&#x202F;kg/m2.<break/>&#x003E;30&#x202F;kg/m2.</td>
<td align="center" valign="top">26<break/>254<break/>66<break/>60</td>
<td align="center" valign="top">6.4%<break/>62.5%<break/>16.3%<break/>14.8%</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec17">
<title>Behavioral-related factors</title>
<p>The majority of study participants had never consumed drinks containing alcohol (198, 48.7%). Additionally, approximately 347 participants (85.5%) were not currently smoking cigarettes, and 162 participants (39.9%) engaged in physical exercise at least once per week, as much as they were able (<xref ref-type="table" rid="tab3">Table 3</xref>).</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption><p>Behavioral-related characteristics of the study participants among type 2 diabetic patients in selected hospitals, Addis Ababa, Ethiopia, 2024.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Variables</th>
<th align="left" valign="top">Categories</th>
<th align="center" valign="top">Frequency</th>
<th align="center" valign="top">Percent</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Frequency of drink containing alcohol</td>
<td align="left" valign="top">Never<break/>&#x003C;2 per day<break/>2&#x2013;4 per day<break/>&#x003E;4 per day</td>
<td align="center" valign="top">198<break/>68<break/>59<break/>81</td>
<td align="center" valign="top">48.7%<break/>16.8%<break/>14.5%<break/>20%</td>
</tr>
<tr>
<td align="left" valign="top">Currently smoke cigarette</td>
<td align="left" valign="top">Yes<break/>No</td>
<td align="center" valign="top">59<break/>347</td>
<td align="center" valign="top">14.5%<break/>85.5%</td>
</tr>
<tr>
<td align="left" valign="top">Doing physical exercise</td>
<td align="left" valign="top">Yes<break/>No</td>
<td align="center" valign="top">162<break/>244</td>
<td align="center" valign="top">39.9%<break/>60.1%</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec18">
<title>Adherence to dietary recommendation among type 2 diabetic patients in selected hospitals, Addis Ababa, Ethiopia, 2024</title>
<p>The overall adherence to dietary recommendations according to our research findings is 255 (62.8%) (95% CI, 54.3, 67.4) among diabetic patients who participated in the study, and 129 participants (31.8%) were not adherent to the dietary recommendation.</p>
</sec>
<sec id="sec19">
<title>Factors associated with adherence to the recommended dietary regime among type 2 diabetic patients in selected hospitals, Addis Ababa, Ethiopia, 2024</title>
<p>The following independent variables were candidates for the final model in the bivariate logistic regression analysis: family history of DM, presence of comorbidities, duration of diagnosis, physical activities, educational status, and diabetic nutritional education. In the multivariable logistic regression analysis, family history of DM, presence of comorbidities, duration of diagnosis, and receiving diabetic nutritional education were significantly associated with adherence to dietary recommendations among type 2 diabetic patients.</p>
<p>Our study shows that patients who had a family history of DM were 1.58 times more likely to adhere to dietary recommendations as compared to those patients who had no family history of DM [AOR 1.58&#x202F;=&#x202F;95%CI (1.06&#x2013;2.10)]. The odds of adhering to dietary recommendations among type 2 diabetic patients were 1.08 times greater in patients who had comorbidities compared to those who had no history of comorbidity conditions [AOR&#x202F;=&#x202F;1.08, 95%CI (1.02&#x2013;1.14)].</p>
<p>Our study findings show that patients who were diagnosed with type 2 diabetic cases before 5&#x202F;years were 1.46 times more likely to adhere to dietary recommendations as compared to those patients who were diagnosed with type 2 diabetic cases less than 5&#x202F;years [AOR&#x202F;=&#x202F;1.46, 95%CI (1.02&#x2013;1.90)]. Additionally, patients who received diabetic nutrition education were 1.14 times more likely to adhere to the recommended dietary guidelines than those who did not receive nutritional education [AOR&#x202F;=&#x202F;1.14, 95%CI (1.04&#x2013;95)] (<xref ref-type="table" rid="tab4">Table 4</xref>).</p>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption><p>Bivariate and multiple logistic regression analyses of factors associated with adherence to the recommended dietary regime among type 2 diabetic patients in selected hospitals, Addis Ababa, Ethiopia, 2024.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Variables</th>
<th align="left" valign="top" rowspan="2">Categories</th>
<th align="center" valign="top" colspan="2">Adherence</th>
<th align="center" valign="top" rowspan="2">COR (95% CI)</th>
<th align="center" valign="top" rowspan="2">AOR (95% CI)</th>
<th align="center" valign="top" rowspan="2"><italic>p</italic>-value</th>
</tr>
<tr>
<th align="center" valign="top">Yes</th>
<th align="center" valign="top">No</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" rowspan="2">Family history of DM</td>
<td align="left" valign="top">No</td>
<td align="center" valign="top">203</td>
<td align="center" valign="top">107</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Yes</td>
<td align="center" valign="top">52</td>
<td align="center" valign="top">44</td>
<td align="center" valign="top">1.61(1.07&#x2013;2.15)</td>
<td align="center" valign="top">1.58(1.06&#x2013;2.10)</td>
<td align="center" valign="top">0.001&#x002A;</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Presences of comorbidities</td>
<td align="left" valign="top">No</td>
<td align="center" valign="top">143</td>
<td align="center" valign="top">81</td>
<td align="center" valign="top">1</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Yes</td>
<td align="center" valign="top">112</td>
<td align="center" valign="top">70</td>
<td align="center" valign="top">1.10(1.02&#x2013;1.18)</td>
<td align="center" valign="top">1.08(1.02&#x2013;1.14)</td>
<td align="center" valign="top">0.004&#x002A;</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Duration of the diagnosis</td>
<td align="left" valign="top">&#x003C;=5</td>
<td align="center" valign="top">126</td>
<td align="center" valign="top">61</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">&#x003E;5</td>
<td align="center" valign="top">129</td>
<td align="center" valign="top">90</td>
<td align="center" valign="top">1.44(1.08&#x2013;1.80)</td>
<td align="center" valign="top">1.46(1.02&#x2013;1.90)</td>
<td align="center" valign="top">0.001&#x002A;</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Physical activities</td>
<td align="left" valign="top">Yes</td>
<td align="center" valign="top">118</td>
<td align="center" valign="top">44</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">No</td>
<td align="center" valign="top">137</td>
<td align="center" valign="top">107</td>
<td align="center" valign="top">2.09(1.23&#x2013;2.95)</td>
<td align="center" valign="top">2.07(0.87&#x2013;3.27)</td>
<td align="center" valign="top">1.24</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="4">Educational status</td>
<td align="left" valign="top">No formal education</td>
<td align="center" valign="top">24</td>
<td align="center" valign="top">22</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Primary school</td>
<td align="center" valign="top">48</td>
<td align="center" valign="top">37</td>
<td align="center" valign="top">0.84(0.22&#x2013;1.46)</td>
<td align="center" valign="top">0.84(0.22&#x2013;1.46)</td>
<td align="center" valign="top">0.87</td>
</tr>
<tr>
<td align="left" valign="top">Secondary school</td>
<td align="center" valign="top">77</td>
<td align="center" valign="top">40</td>
<td align="center" valign="top">0.67(0.46&#x2013;1.06)</td>
<td align="center" valign="top">0.64(0.25&#x2013;1.03)</td>
<td align="center" valign="top">0.79</td>
</tr>
<tr>
<td align="left" valign="top">College and above</td>
<td align="center" valign="top">106</td>
<td align="center" valign="top">52</td>
<td align="center" valign="top">0.94(0.91&#x2013;0.97)</td>
<td align="center" valign="top">0.92(0.78&#x2013;1.06)</td>
<td align="center" valign="top">0.91</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Diabetic nutritional education</td>
<td align="left" valign="top">No</td>
<td align="center" valign="top">59</td>
<td align="center" valign="top">31</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Yes</td>
<td align="center" valign="top">196</td>
<td align="center" valign="top">120</td>
<td align="center" valign="top">1.17(1.03&#x2013;1.97)</td>
<td align="center" valign="top">1.14(1.04&#x2013;95)</td>
<td align="center" valign="top">0.003&#x002A;</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>&#x002A;Statistically significant.</p>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec sec-type="discussion" id="sec20">
<title>Discussion</title>
<p>The purpose of this hospital-based cross-sectional study was to measure the proportion of adherence to dietary recommendations and associated factors among type 2 diabetic patients in selected hospitals, in Addis Ababa, Ethiopia, in 2024. The findings indicate that the overall adherence to the dietary recommendation in this study was 255 (62.8%) (95% CI, 54.3, 67.4) among type 2 diabetic patients who participated in the study, and 129 participants (31.8%) were not adherent to the dietary recommendation. Adherence to the appropriate diet for diabetes patients is particularly crucial to achieving optimal metabolic management, as non-adherence is related to increased glucose and cholesterol levels, which eventually lead to serious problems (<xref ref-type="bibr" rid="ref20">20</xref>). Diabetes and its complications are widely recognized as a major global burden, presenting considerable challenges to patients, healthcare systems, and national economies (<xref ref-type="bibr" rid="ref21">21</xref>).</p>
<p>According to our results, a total of 62.8% of participants adhered to dietary recommendations. This finding is comparable to studies conducted in Southern Ethiopia (64%) (<xref ref-type="bibr" rid="ref22">22</xref>), Ghana (65.1%) (<xref ref-type="bibr" rid="ref23">23</xref>), Kuwait (63.5%) (<xref ref-type="bibr" rid="ref24">24</xref>), and Saudi Arabia (67.2%) (<xref ref-type="bibr" rid="ref25">25</xref>). The populations in these regions may share similar dietary patterns, food preferences, and socioeconomic backgrounds that influence their ability to adhere to recommended dietary guidelines. However, this proportion is higher than that found in studies conducted in Dire Adwa (37.5%) (<xref ref-type="bibr" rid="ref26">26</xref>), Debre Tabor (25.7%) (<xref ref-type="bibr" rid="ref27">27</xref>), and Bahir Dar (53.2%) (<xref ref-type="bibr" rid="ref28">28</xref>). This disparity could be attributed to differences in the study demographic, sample size, and adherence measuring technique, as well as the difficulty of defying social expectations or demands to eat with friends and family or the necessity of eating out.</p>
<p>This result is lower than the findings of studies conducted in Surat City (76.2%) (<xref ref-type="bibr" rid="ref29">29</xref>) and Delhi, India (84.6%) (<xref ref-type="bibr" rid="ref30">30</xref>). The disparity could be explained by the variation in the study settings, differences in socioeconomic status, and availability of different types of foods in the two countries.</p>
<p>These patients who were diagnosed with type 2 diabetic cases before 5&#x202F;years were 1.46 times more likely to adhere to dietary recommendations as compared to those patients who were diagnosed with type 2 diabetic cases less than 5&#x202F;years. This finding is in line with studies conducted in Debre Berhan (<xref ref-type="bibr" rid="ref16">16</xref>), Addis Ababa (<xref ref-type="bibr" rid="ref9">9</xref>), Gondar (<xref ref-type="bibr" rid="ref31">31</xref>), Bahir Dar (<xref ref-type="bibr" rid="ref28">28</xref>), and Nigeria (<xref ref-type="bibr" rid="ref32">32</xref>). A possible explanation is that patients with diabetes for a longer period of time have more frequent contact with health professionals and are more likely to receive repetitive instructions on adhering to dietary recommendations. This increased exposure may help them become more aware of the acute and chronic complications of uncontrolled blood glucose, ultimately leading to the adoption of healthier behaviors.</p>
<p>Our findings demonstrate that patients with a family history of diabetes were 1.58 times more likely to follow dietary recommendations than those who did not have a family history. This finding is similar to studies conducted in Gondar (<xref ref-type="bibr" rid="ref31">31</xref>), Eastern Ethiopia (<xref ref-type="bibr" rid="ref26">26</xref>), and Southwest Ethiopia (<xref ref-type="bibr" rid="ref22">22</xref>). This might be because having a family member with diabetes could be a good source of information about the disease process and how to control blood glucose.</p>
<p>The odds of adhering to dietary recommendations among type 2 diabetic patients were 1.08 times greater in patients who had comorbidities compared to those who had no history of comorbidity conditions. This finding is in line with studies conducted in Debre Tabor (<xref ref-type="bibr" rid="ref27">27</xref>) and Gondar (<xref ref-type="bibr" rid="ref31">31</xref>). Patients with comorbidity may be on complex medication regimens and dietary advice. As a result, providing comprehensive information on the benefits of dietary adherence, particularly for diabetic patients with comorbidities, is a crucial strategy to improve overall health outcomes.</p>
<p>Patients who received diabetic nutrition education were 1.14 times more likely to adhere to the suggested diet for their conditions than patients who did not receive nutritional education.</p>
<p>This finding aligns with studies conducted in Addis Ababa (<xref ref-type="bibr" rid="ref9">9</xref>) and Debre Berhan (<xref ref-type="bibr" rid="ref16">16</xref>). This may be due to the fact that those who received nutrition education are more likely to follow the advice of clinicians and have a better understanding of the food-disease association, food guides, and dietary prescriptions than those who did not receive nutrition education. In addition, patients who have received nutrition education may perceive a greater level of seriousness of not adhering to the recommended dietary regimen.</p>
<sec id="sec21">
<title>Limitations of the study</title>
<p>This study has limitations that must be considered while interpreting the results. This study may not show temporal relationships of potential risk factors with dietary recommendation adherence due to the cross-sectional nature of the design used. Using self-reported dietary recommendation adherence as a measure of the level of practice may introduce social desirability bias. The dietary recommendation adherence scale has not been validated before, and it is likely that our estimates may underestimate or overestimate the outcome. Moreover, readers and researchers should be aware that the findings of the present study may not represent the population of the entire country as a source of food and other factors may vary across different geographical areas.</p>
</sec>
</sec>
<sec sec-type="conclusions" id="sec22">
<title>Conclusion</title>
<p>According to our findings, the overall adherence to dietary recommendations in this study was 62.8% among type 2 diabetic patients who participated in the study, which is relatively high. Years of diagnosis of DM, having a family history of DM, having comorbidities, and having received diabetic nutrition education were significantly associated with adhering to diabetic dietary recommendations among type 2 diabetic patients who had follow-ups at selected public hospitals in Addis Ababa, Ethiopia. Healthcare providers can develop effective strategies to improve dietary adherence, such as following dietary plans, providing dietary education, and tailoring dietary interventions to patients&#x2019; preferences. Additionally, tailored dietary education and counseling programs should be developed and implemented specifically for type 2 diabetic patients with comorbidities, and diabetic nutrition education should be established as a standard component of comprehensive care plans for type 2 diabetes management.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec23">
<title>Data availability statement</title>
<p>The datasets presented in this article are not readily available because some of the datasets contain sensitive information that cannot be shared publicly due to participant confidentiality and data protection regulations. Requests to access the datasets should be directed to the corresponding author.</p>
</sec>
<sec sec-type="ethics-statement" id="sec24">
<title>Ethics statement</title>
<p>The study protocol was reviewed and approved by the Institutional Review Board (IRB) of Ambo University. Written informed consent was obtained from all study participants before their participation. Additionally, consent was secured from each selected hospital. Confidentiality was maintained by anonymizing the data collected from both the hospitals and the study participants. This study was conducted in accordance with the Declaration of Helsinki.</p>
</sec>
<sec sec-type="author-contributions" id="sec25">
<title>Author contributions</title>
<p>WA: Conceptualization, Formal analysis, Investigation, Methodology, Software, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. KT: Methodology, Visualization, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec sec-type="funding-information" id="sec26">
<title>Funding</title>
<p>The author(s) declare that no financial support was received for the research, authorship, and/or publication of this article.</p>
</sec>
<sec sec-type="COI-statement" id="sec27">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="sec28">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<fn-group>
<title>Abbreviations</title>
<fn fn-type="abbr"><p>AOR, Adjusted odds ratio; CI, confidence interval; COR, crude odds ratio; DK, diabetic ketoacidosis; DM, diabetes mellitus; FMOH, Federal Ministry of Health; SSA, sub-Saharan Africa; T2DM, type 2 diabetes mellitus; WHO, World Health Organization.</p></fn>
</fn-group>
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