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<article xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML" article-type="research-article" xml:lang="en">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">PHCFM</journal-id>
<journal-title-group>
<journal-title>African Journal of Primary Health Care &#x0026; Family Medicine</journal-title>
</journal-title-group>
<issn pub-type="ppub">2071-2928</issn>
<issn pub-type="epub">2071-2936</issn>
<publisher>
<publisher-name>AOSIS</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">PHCFM-16-4342</article-id>
<article-id pub-id-type="doi">10.4102/phcfm.v16i1.4342</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Co-occurrence of non-communicable disease risk factors among adolescents in Jos, Nigeria</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-4221-3904</contrib-id>
<name>
<surname>Sodipo</surname>
<given-names>Olutomi Y.</given-names>
</name>
<xref ref-type="aff" rid="AF0001">1</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-2764-7002</contrib-id>
<name>
<surname>Afolaranmi</surname>
<given-names>Tolulope O.</given-names>
</name>
<xref ref-type="aff" rid="AF0001">1</xref>
<xref ref-type="aff" rid="AF0002">2</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-0024-2803</contrib-id>
<name>
<surname>Agbo</surname>
<given-names>Hadiza A.</given-names>
</name>
<xref ref-type="aff" rid="AF0001">1</xref>
<xref ref-type="aff" rid="AF0002">2</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-4288-9587</contrib-id>
<name>
<surname>Envuladu</surname>
<given-names>Esther A.</given-names>
</name>
<xref ref-type="aff" rid="AF0001">1</xref>
<xref ref-type="aff" rid="AF0002">2</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-8002-443X</contrib-id>
<name>
<surname>Lar</surname>
<given-names>Luret A.</given-names>
</name>
<xref ref-type="aff" rid="AF0002">2</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-7279-1839</contrib-id>
<name>
<surname>Udofia</surname>
<given-names>Emilia A.</given-names>
</name>
<xref ref-type="aff" rid="AF0003">3</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-1856-7753</contrib-id>
<name>
<surname>Zoakah</surname>
<given-names>Ayuba I.</given-names>
</name>
<xref ref-type="aff" rid="AF0001">1</xref>
<xref ref-type="aff" rid="AF0002">2</xref>
</contrib>
<aff id="AF0001"><label>1</label>Department of Community Medicine, Jos University Teaching Hospital, Jos, Nigeria</aff>
<aff id="AF0002"><label>2</label>Department of Community Medicine, Faculty of Medical Sciences, University of Jos, Jos, Nigeria</aff>
<aff id="AF0003"><label>3</label>Department of Community Health, School of Public Health, University of Ghana, Legon, Ghana</aff>
</contrib-group>
<author-notes>
<corresp id="cor1"><bold>Corresponding author:</bold> Olutomi Sodipo, <email xlink:href="olutomisodipo@gmail.com">olutomisodipo@gmail.com</email></corresp>
</author-notes>
<pub-date pub-type="epub"><day>15</day><month>02</month><year>2024</year></pub-date>
<pub-date pub-type="collection"><year>2024</year></pub-date>
<volume>16</volume>
<issue>1</issue>
<elocation-id>4342</elocation-id>
<history>
<date date-type="received"><day>03</day><month>10</month><year>2023</year></date>
<date date-type="accepted"><day>07</day><month>12</month><year>2023</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2024. The Authors</copyright-statement>
<copyright-year>2024</copyright-year>
<license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/">
<license-p>Licensee: AOSIS. This work is licensed under the Creative Commons Attribution License.</license-p>
</license>
</permissions>
<abstract>
<sec id="st1">
<title>Background</title>
<p>The co-occurrence and clustering of risk factors for non-communicable disease (NCD) is a global public health concern.</p>
</sec>
<sec id="st2">
<title>Aim</title>
<p>This study aimed to assess the co-occurrence and clustering of risk factors for NCDs among in-school and out-of-school adolescents in Jos North Local Government Area, Plateau State, Nigeria.</p>
</sec>
<sec id="st3">
<title>Setting</title>
<p>Secondary schools and markets in Jos North Local Government Area.</p>
</sec>
<sec id="st4">
<title>Methods</title>
<p>A comparative cross-sectional study was conducted among 377 in-school and 377 out-of-school adolescents, aged 10&#x2013;19 years of age. An interviewer-administered questionnaire was used to collect information on behavioural and physical risk factors for NCDs. Chi-square and Mann&#x2013;Whitney U tests were used for comparisons at a 5&#x0025; level of significance. Statistical analysis was carried out using Statistical Product and Service Solutions (SPSS) version 23.0.</p>
</sec>
<sec id="st5">
<title>Results</title>
<p>Of the 754 sampled adolescents, 386 (51.2&#x0025;) were females and 368 (48.8&#x0025;) were males. Adolescents aged 10&#x2013;14 years made up 37.8&#x0025; of the participants, 15 to 17 years of age accounted for 46.9&#x0025; and 18&#x2013;19 years 15.3&#x0025;. Risk factors with the highest prevalence were a sedentary lifestyle (94.2&#x0025;) and an unhealthy diet (92.4&#x0025;). Majority (97.2&#x0025;) had two or more risk factors while 1.9&#x0025; of adolescents had no risk factor. More in-school adolescents (24.1&#x0025;) had two risk factors compared to 14.1&#x0025; of out-of-school adolescents (<italic>p</italic> &#x003C; 0.001); 14.1&#x0025; of out-of-school adolescents had five or more risk factors compared to 2.9&#x0025; of those in school (<italic>p</italic> &#x003C; 0.001).</p>
</sec>
<sec id="st6">
<title>Conclusion</title>
<p>Co-occurrence and clustering of behavioural and physical risk factors was found among both in-school and out-of-school adolescents.</p>
</sec>
<sec id="st7">
<title>Contribution</title>
<p>This study highlighted the burden of risk factors for NCDs among both in-school and out-of-school adolescents in the North-Central part of Nigeria. This is especially useful in developing targeted interventions to tackle these risk factors.</p>
</sec>
</abstract>
<kwd-group>
<kwd>non-communicable diseases</kwd>
<kwd>risk factors</kwd>
<kwd>adolescents</kwd>
<kwd>co-occurrence</kwd>
<kwd>Nigeria</kwd>
</kwd-group>
<funding-group>
<funding-statement><bold>Funding information</bold> This research received no specific grant from any funding agency in the public, commercial or not-for-profit sectors.</funding-statement>
</funding-group>
</article-meta>
</front>
<body>
<sec id="s0001">
<title>Introduction</title>
<p>Non-communicable diseases (NCDs) are responsible for 74&#x0025; of all deaths globally and over 75&#x0025; of all NCD deaths occur in low- and middle-income countries.<sup><xref ref-type="bibr" rid="CIT0001">1</xref></sup> Majority of NCDs share several behavioural risk factors that occur together in a single individual and interact to increase the risk of NCDs and their associated complications.<sup><xref ref-type="bibr" rid="CIT0002">2</xref></sup> Tobacco use, alcohol consumption, overweight and/or obesity and mental health problems have been identified as major health risks for adolescents globally.<sup><xref ref-type="bibr" rid="CIT0003">3</xref></sup> The co-occurrence or clustering of risk factors has also been identified in adolescents across the globe.<sup><xref ref-type="bibr" rid="CIT0004">4</xref>,<xref ref-type="bibr" rid="CIT0005">5</xref></sup> The World Health Organization (WHO) defines adolescents as individuals in the 10 to 19-year age group.<sup><xref ref-type="bibr" rid="CIT0006">6</xref></sup> Adolescence has been described as the period in life when an individual is no longer a child, but not yet an adult.<sup><xref ref-type="bibr" rid="CIT0007">7</xref></sup> The period of adolescence is a critical time to identify such risk factors and intervene appropriately towards improved health outcomes in adulthood.<sup><xref ref-type="bibr" rid="CIT0003">3</xref>,<xref ref-type="bibr" rid="CIT0008">8</xref>,<xref ref-type="bibr" rid="CIT0009">9</xref></sup> Improved health outcomes would emanate from the prevention and control of NCDs, which is critical towards the attainment of the Sustainable Development Goals (SDGs).<sup><xref ref-type="bibr" rid="CIT0010">10</xref></sup> For this to happen, there has to be concrete evidence to base interventions on. Clustering of NCD risk factors among adolescents globally as well as in some countries, including some parts of Nigeria has been documented.<sup><xref ref-type="bibr" rid="CIT0004">4</xref>,<xref ref-type="bibr" rid="CIT0005">5</xref></sup> In addition, several studies have focussed on behavioural risk factors either in isolation or in clusters, leaving out physical risk factors.<sup><xref ref-type="bibr" rid="CIT0011">11</xref>,<xref ref-type="bibr" rid="CIT0012">12</xref>,<xref ref-type="bibr" rid="CIT0013">13</xref>,<xref ref-type="bibr" rid="CIT0014">14</xref>,<xref ref-type="bibr" rid="CIT0015">15</xref></sup> Hence this study aims to identify the burden of co-occurrence and clustering of behavioural and physical risk factors for NCDs among in- and out-of-school adolescents in Plateau State. Findings from this study will adequately inform public health strategies and interventions.</p>
</sec>
<sec id="s0002">
<title>Research methods and design</title>
<p>Research methods, design and data analysis have been previously published.<sup><xref ref-type="bibr" rid="CIT0016">16</xref></sup></p>
<sec id="s20003">
<title>Study design</title>
<p>This comparative cross-sectional study was conducted between August 2020 and November 2020 among in-school and out-of-school adolescents.<sup><xref ref-type="bibr" rid="CIT0016">16</xref></sup></p>
</sec>
<sec id="s20004">
<title>Setting</title>
<p>Jos North Local Government Area (LGA) in Plateau State has 22 registered government schools (1 boarding school and 21 day schools) and 51 registered private secondary schools.<sup><xref ref-type="bibr" rid="CIT0016">16</xref></sup> There are eight registered markets in the LGA.<sup><xref ref-type="bibr" rid="CIT0016">16</xref></sup></p>
</sec>
<sec id="s20005">
<title>Study population and sample size</title>
<p>This comprised all in-school and out-of-school adolescents aged 10 to 19 years. Adolescents who attended co-educational day secondary schools were considered eligible. All adolescents who had dropped out of school without completing their senior secondary school, those who never attended school or those who participated in non-formal school programmes were considered eligible. These out-of-school adolescents had to be found in the marketplace during regular school hours.</p>
<p>The minimum sample size for each group was 377, calculated using the formula for a comparative study of two independent samples.
<disp-formula id="FD1"><alternatives><mml:math display="block" id="M1"><mml:mrow><mml:mi>n</mml:mi><mml:mo>=</mml:mo><mml:mfrac><mml:mrow><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>Z</mml:mi><mml:mi>&#x03B1;</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>Z</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo>&#x2212;</mml:mo><mml:mi>&#x03B2;</mml:mi></mml:mrow></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:msub><mml:mi>p</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>p</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo stretchy="false">)</mml:mo><mml:mo>+</mml:mo><mml:msub><mml:mi>p</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>p</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mrow><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>p</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>p</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:mfrac></mml:mrow></mml:math><graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="PHCFM-16-4342-e001.tif"/></alternatives><label>[Eqn 1]</label></disp-formula></p>
<p>A 95&#x0025; confidence level was used for the study, and a <italic>p</italic> &#x2264; 0.05 was considered statistically significant. The proportion of 8.3&#x0025; (<italic>p</italic><sub>1</sub>) and 3.3&#x0025; (<italic>p</italic><sub>2</sub>) of in-school and out-of-school adolescents who smoked were obtained from previous studies.<sup><xref ref-type="bibr" rid="CIT0016">16</xref></sup></p>
</sec>
<sec id="s20006">
<title>Sampling technique</title>
<sec id="s30007">
<title>In-school adolescents</title>
<p>A two-stage sampling technique was used to select respondents from government co-educational day secondary schools. In stage one, three government co-educational day schools were selected using a simple random sampling technique by balloting from the list of the 21 registered government co-educational day secondary schools obtained from the Plateau State Ministry of Education, which served as the sampling frame. In stage two, the number of students selected from each of the three schools and the six arms in each school was done by proportionate allocation. Students were selected by simple random sampling by balloting (without replacement) using a class list containing students&#x2019; names across the various classes, which served as the sampling frame. If a sampled student did not meet the inclusion criteria, declined consent or assent, the individual personal identifier number was kept aside and another number was picked from those left by simple random sampling. This procedure was carried out in all three schools till the minimum sample size was met.<sup><xref ref-type="bibr" rid="CIT0016">16</xref></sup></p>
</sec>
<sec id="s30008">
<title>Out-of-school adolescents</title>
<p>A multi-stage sampling technique was used to select respondents. In stage one, three markets were selected from the eight registered markets using a simple random sampling technique by balloting. Next, the number of registered shops to be chosen was done by proportionate allocation. Based on the assumption that at least one adolescent would be found per shop, a sampling interval for each market was calculated by dividing the total number of registered shops by the selected number of registered shops in stage three. The first shop established was obtained using simple random sampling by balloting among the shops within the sampling interval. One eligible out-of-school adolescent was selected per shop, and the questionnaire was administered. If there was more than one eligible adolescent in a shop, a simple random sampling technique by balloting was carried out to choose only one eligible adolescent. The following contiguous shop was visited if no eligible adolescent was found in a selected shop or the respondent did not consent to participate in the study. This was done until the minimum sample size was met. Research assistants were trained on obtaining informed consent or assent, good ethical conduct, content and method of questionnaire administration.<sup><xref ref-type="bibr" rid="CIT0016">16</xref></sup></p>
</sec>
</sec>
<sec id="s20009">
<title>Data collection</title>
<p>Information on behavioural and risk factors for NCDs was collected using a pre-tested interviewer-administered questionnaire adapted from the Global School-Based Health Surveys and Global Youth Tobacco Survey questionnaires.<sup><xref ref-type="bibr" rid="CIT0016">16</xref></sup></p>
</sec>
<sec id="s20010">
<title>Measurement of variables</title>
<p>The independent variables were socio-demographic characteristics, while the dependent variables were the presence or absence of behavioural risk factors for NCDs computed as a composite variable and the presence or absence of physical risk factors for NCDs computed as a composite variable. A score of &#x2018;1&#x2019; was assigned to each behavioural risk factor present, that is, current smoking, current alcohol consumption, inadequate servings of fruit and vegetables, physical inactivity and sedentary lifestyle and &#x2018;0&#x2019; for any of the behavioural risk factors absent. Individual scores were summed up, and a total score of 1 to 5 was assigned &#x2018;Present&#x2019; for the presence of behavioural risk factors, and a total score of 0 was assigned &#x2018;Absent&#x2019; for the absence of behavioural risk factors.</p>
<p>For physical risk factors, a score of 1 or 0 each was assigned for the presence or absence of overweight or obesity and hypertension. A total score of 1 or 2 was assigned as &#x2018;Present&#x2019; for physical risk factors, and 0 was assigned as &#x2018;Absent&#x2019; for the absence of any physical risk factor.<sup><xref ref-type="bibr" rid="CIT0016">16</xref></sup> The blood pressure (BP) of each adolescent was measured after at least 5 min of rest in a sitting position using a digital sphygmomanometer with an appropriately sized cuff, that is, a cuff with an inflatable bladder width that was at least 40&#x0025; of the arm circumference at a point midway between the olecranon and the acromion. Two readings (in mmHg) were taken 1 min&#x2013;2 min apart and the average calculated.<sup><xref ref-type="bibr" rid="CIT0017">17</xref></sup> Weight was measured with a portable bathroom weighing scale (spring scale). The weighing scales were standardised by ensuring that they were calibrated to the zero mark before each use.</p>
<p>The weighing scale was placed on a flat surface. Adolescents were asked to remove their slippers, shoes and heavy clothing such as cardigans and belts (if any) and stand straight on the scale for measurements.<sup><xref ref-type="bibr" rid="CIT0018">18</xref>,<xref ref-type="bibr" rid="CIT0019">19</xref></sup> Paired measurements were taken by two research assistants using the same weighing scale, and the average weight obtained was recorded to the nearest kilogram (kg). Height was measured with a portable and non-stretchable measuring tape. Adolescents were asked to remove their shoes and head gear, if any, and stand straight against a wall, with their heels touching the wall and face the research assistant, looking straight ahead. Paired measurements were taken by two research assistants using the same measuring tape and the average height obtained was recorded to the nearest 0.1 m.<sup><xref ref-type="bibr" rid="CIT0018">18</xref>,<xref ref-type="bibr" rid="CIT0019">19</xref></sup></p>
</sec>
<sec id="s20011">
<title>Operational definitions</title>
<sec id="s30012">
<title>Tobacco use</title>
<p>Smoking any number of cigarettes in the last 30 days was considered current smoking; one who had not smoked at all was considered non-smoking.<sup><xref ref-type="bibr" rid="CIT0016">16</xref></sup></p>
</sec>
<sec id="s30013">
<title>Alcohol consumption</title>
<p>Consumption of any form of alcoholic drink in the last 30 days was considered as current alcohol consumption; one who had not consumed any alcoholic drink at all was considered as non-alcohol consumption. A drink was defined as a bottle, one glass of wine or a shot of any spirits, for example, gin or red wine.<sup><xref ref-type="bibr" rid="CIT0016">16</xref></sup></p>
</sec>
<sec id="s30014">
<title>Physical inactivity</title>
<p>Physical inactivity was defined as engaging less than 5 days a week with at least 60 min of moderate to vigorous physical activity daily.<sup><xref ref-type="bibr" rid="CIT0016">16</xref></sup> Examples include stretch exercises, sit ups, weight lifting, walking or riding a bicycle.<sup><xref ref-type="bibr" rid="CIT0020">20</xref>,<xref ref-type="bibr" rid="CIT0021">21</xref></sup></p>
</sec>
<sec id="s30015">
<title>Unhealthy diet</title>
<p>Unhealthy diet was defined as consuming less than five servings of fruit and vegetables daily. One serving of fruit was one medium-sized apple, banana or orange, and one cup of freshly squeezed fruit juice; for chopped fruit, one serving was equal to one 250 mL cup. One serving of vegetables was one cup (250 mL) of green leafy vegetables or vegetable salad.<sup><xref ref-type="bibr" rid="CIT0016">16</xref></sup></p>
</sec>
<sec id="s30016">
<title>Sedentary behaviour</title>
<p>Sedentary behaviour was assessed by total screen time (sum of daily television, computer and video game time) on weekdays and the weekend. Adolescents with more than 2 h per day in front of the screen were considered to have this risky behaviour.<sup><xref ref-type="bibr" rid="CIT0016">16</xref></sup></p>
</sec>
<sec id="s30017">
<title>Overweight</title>
<p>Body mass index (BMI) for age 85th to &#x003C; 95th percentile (using the BMI for age percentile chart for girls and boys).<sup><xref ref-type="bibr" rid="CIT0016">16</xref></sup></p>
</sec>
<sec id="s30018">
<title>Obesity</title>
<p>Body mass index for age &#x2265; 95th percentile (using the BMI for age percentile chart for girls and boys).<sup><xref ref-type="bibr" rid="CIT0016">16</xref></sup></p>
</sec>
<sec id="s30019">
<title>Blood pressure</title>
<p>For adolescents aged &#x003C; 13 years of age, BP percentiles based on gender, age and height were determined using the BP levels for age and height for boys and girls. The definitions of BP categories and stages were from the updated BP guideline by the American Academy of Paediatrics and American College of Cardiology.<sup><xref ref-type="bibr" rid="CIT0022">22</xref></sup></p>
</sec>
</sec>
<sec id="s20020">
<title>Data analysis</title>
<p>Data analysis was done using the IBM SPSS Statistics for Windows, version 23 (IBM Corp., Armonk, N.Y., USA). A <italic>p</italic>-value &#x2264; 0.05 was considered statistically significant for all statistical tests. Adolescents were grouped based on the WHO classification: early (10&#x2013;14 years), middle (15&#x2013;17 years) and late (18&#x2013;19 years).<sup><xref ref-type="bibr" rid="CIT0016">16</xref></sup> Frequencies and percentages were used to assess the proportion of risk factors for NCDs. Chi-square and Mann&#x2013;Whitney U tests were used to compare risk factors for NCDs among in-school and out-of-school adolescents.<sup><xref ref-type="bibr" rid="CIT0016">16</xref></sup></p>
</sec>
<sec id="s20021">
<title>Ethical considerations</title>
<p>Ethical clearance to conduct this study was obtained from the Jos University Teaching Hospital Institutional Research Ethical Committee (No. JUTH/DCS/IREC/127/XXXI/2238). Ethical clearance and approval for the study obtained from the health research and ethics committee and State Ministry of Education have been previously published.<sup><xref ref-type="bibr" rid="CIT0016">16</xref></sup></p>
</sec>
</sec>
<sec id="s0022">
<title>Results</title>
<p>Socio-demographics of in-school and out-of-school adolescents has been previously published.<sup><xref ref-type="bibr" rid="CIT0016">16</xref></sup></p>
<p>The NCD risk factors with the highest overall prevalence were a sedentary lifestyle (94.2&#x0025;) and an unhealthy diet (92.4&#x0025;). The lowest overall prevalence of NCD risk factors was smoking (7.6&#x0025;), but out-of-school adolescents had a higher prevalence (11.4&#x0025;) than in-school adolescents (3.7&#x0025;). Alcohol consumption and excess weight (overweight and obesity) had a similar overall prevalence, with 12.7&#x0025; and 12.6&#x0025;, respectively. It was identified that 52.8&#x0025; of out-of-school adolescents were hypertensive compared to 20.4&#x0025; of their in-school counterparts (<xref ref-type="fig" rid="F0001">Figure 1</xref>).</p>
<fig id="F0001">
<label>FIGURE 1</label>
<caption><p>Prevalence of non-communicable disease risk factors among adolescents.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="PHCFM-16-4342-g001.tif"/>
</fig>
<p>Only 14 (1.9&#x0025;) adolescents had no risk factor for NCDs while the majority (97.2&#x0025;) had two or more risk factors. Over a quarter (47.1&#x0025;) of all the adolescents had three risk factors. A higher proportion of in-school adolescents (91, 24.1&#x0025;) had the presence of two risk factors compared to 53 (14.1&#x0025;) of out-of-school adolescents, and this was statistically significant (<italic>p</italic> &#x003C; 0.001). A higher proportion of out-of-school adolescents (53, 14.1&#x0025;) had the presence of five or more risk factors compared to 11 (2.9&#x0025;) of in-school adolescents, and this was statistically significant (<italic>p</italic> &#x003C; 0.001) (<xref ref-type="table" rid="T0001">Table 1</xref>).</p>
<table-wrap id="T0001">
<label>TABLE 1</label>
<caption><p>Co-occurrence and/or clustering of risk factors for non-communicable diseases among in-school and out-of-school adolescents.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left" rowspan="2">Number of risk factors</th>
<th valign="top" align="center" colspan="2">In-school (<italic>n</italic> = 377)<hr/></th>
<th valign="top" align="center" colspan="2">Out-of-school (<italic>n</italic> = 377)<hr/></th>
<th valign="top" align="center" colspan="2">Total (<italic>n</italic> = 754)<hr/></th>
<th valign="top" align="center" rowspan="2"><italic>&#x03C7;</italic><sup>2</sup></th>
<th valign="top" align="center" rowspan="2"><italic>p</italic></th>
</tr>
<tr>
<th valign="top" align="center">Freq.</th>
<th valign="top" align="center">&#x0025;</th>
<th valign="top" align="center">Freq.</th>
<th valign="top" align="center">&#x0025;</th>
<th valign="top" align="center">Freq.</th>
<th valign="top" align="center">&#x0025;</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">No risk factor</td>
<td align="center">10</td>
<td align="center">2.7</td>
<td align="center">4</td>
<td align="center">1.1</td>
<td align="center">14</td>
<td align="center">1.9</td>
<td align="center">2.617</td>
<td align="center">0.106</td>
</tr>
<tr>
<td align="left">One risk factor</td>
<td align="center">3</td>
<td align="center">0.8</td>
<td align="center">4</td>
<td align="center">1.1</td>
<td align="center">7</td>
<td align="center">0.9</td>
<td align="center">0.144</td>
<td align="center">0.704</td>
</tr>
<tr>
<td align="left">Combined risk factors</td>
<td align="center">364</td>
<td align="center">96.6</td>
<td align="center">369</td>
<td align="center">97.88</td>
<td align="center">733</td>
<td align="center">97.2</td>
<td align="center">1.223</td>
<td align="center">0.269</td>
</tr>
<tr>
<td align="left">Two risk factors</td>
<td align="center">91</td>
<td align="center">24.1</td>
<td align="center">53</td>
<td align="center">14.1</td>
<td align="center">144</td>
<td align="center">19.1</td>
<td align="center">12.379</td>
<td align="center"><bold>&#x003C; 0.001<xref ref-type="table-fn" rid="TFN0001">*</xref></bold></td>
</tr>
<tr>
<td align="left">Three risk factors</td>
<td align="center">180</td>
<td align="center">47.7</td>
<td align="center">175</td>
<td align="center">46.4</td>
<td align="center">355</td>
<td align="center">47.1</td>
<td align="center">0.133</td>
<td align="center">0.715</td>
</tr>
<tr>
<td align="left">Four risk factors</td>
<td align="center">82</td>
<td align="center">21.8</td>
<td align="center">88</td>
<td align="center">23.2</td>
<td align="center">170</td>
<td align="center">22.5</td>
<td align="center">0.273</td>
<td align="center">0.601</td>
</tr>
<tr>
<td align="left">Five or more risk factors</td>
<td align="center">11</td>
<td align="center">2.9</td>
<td align="center">53</td>
<td align="center">14.1</td>
<td align="center">64</td>
<td align="center">8.5</td>
<td align="center">30.079</td>
<td align="center"><bold>&#x003C; 0.001<xref ref-type="table-fn" rid="TFN0001">*</xref></bold></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="TFN0001"><label>*</label><p>, statistically significant at <italic>p</italic> &#x2264; 0.05.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>None of the associations between the presence or absence of risk factors for NCDs and socio-demographic variables was statistically significantly different. However, among in-school adolescents, more 18 to 19-year-olds (98.1&#x0025;), more males (98.0&#x0025;) and more adolescents who lived with their guardians (97.5&#x0025;) had two or more behavioural risk factors for NCDs (<xref ref-type="table" rid="T0002">Table 2</xref>).</p>
<table-wrap id="T0002">
<label>TABLE 2</label>
<caption><p>Socio-demographic factors associated with risk factors for non-communicable diseases among in-school adolescents.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left" rowspan="2">Variables</th>
<th valign="top" align="center" colspan="2">No risk factor (<italic>n</italic> = 10)<hr/></th>
<th valign="top" align="center" colspan="2">1 risk factor (<italic>n</italic> = 3)<hr/></th>
<th valign="top" align="center" colspan="2">Combined risk factors (<italic>n</italic> = 364)<hr/></th>
<th valign="top" align="center" rowspan="2"><italic>&#x03C7;</italic><sup>2</sup></th>
<th valign="top" align="center" rowspan="2"><italic>p</italic></th>
</tr>
<tr>
<th valign="top" align="center">Freq.</th>
<th valign="top" align="center">&#x0025;</th>
<th valign="top" align="center">Freq.</th>
<th valign="top" align="center">&#x0025;</th>
<th valign="top" align="center">Freq.</th>
<th valign="top" align="center">&#x0025;</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" colspan="9"><bold>Age group (years)</bold></td>
</tr>
<tr>
<td align="left">10&#x2013;14</td>
<td align="center">3</td>
<td align="center">2.2</td>
<td align="center">1</td>
<td align="center">0.7</td>
<td align="center">133</td>
<td align="center">97.1</td>
<td align="center">3.301<xref ref-type="table-fn" rid="TFN0002">&#x2020;</xref></td>
<td align="center">0.464</td>
</tr>
<tr>
<td align="left">15&#x2013;17</td>
<td align="center">7</td>
<td align="center">3.7</td>
<td align="center">1</td>
<td align="center">0.5</td>
<td align="center">180</td>
<td align="center">95.7</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">18&#x2013;19</td>
<td align="center">0</td>
<td align="center">0.0</td>
<td align="center">1</td>
<td align="center">1.9</td>
<td align="center">51</td>
<td align="center">98.1</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left" colspan="9"><bold>Sex</bold></td>
</tr>
<tr>
<td align="left">Female</td>
<td align="center">3</td>
<td align="center">1.5</td>
<td align="center">1</td>
<td align="center">0.5</td>
<td align="center">166</td>
<td align="center">94.9</td>
<td align="center">2.834<xref ref-type="table-fn" rid="TFN0002">&#x2020;</xref></td>
<td align="center">0.293</td>
</tr>
<tr>
<td align="left">Male</td>
<td align="center">7</td>
<td align="center">4.0</td>
<td align="center">2</td>
<td align="center">1.1</td>
<td align="center">198</td>
<td align="center">98.0</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left" colspan="9"><bold>Religion</bold></td>
</tr>
<tr>
<td align="left">Christianity</td>
<td align="center">10</td>
<td align="center">2.7</td>
<td align="center">3</td>
<td align="center">0.8</td>
<td align="center">353</td>
<td align="center">96.4</td>
<td align="center">0.869<xref ref-type="table-fn" rid="TFN0002">&#x2020;</xref></td>
<td align="center">1.000</td>
</tr>
<tr>
<td align="left">Islam</td>
<td align="center">0</td>
<td align="center">0.0</td>
<td align="center">0</td>
<td align="center">0.0</td>
<td align="center">11</td>
<td align="center">100.0</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left" colspan="9"><bold>Tribe</bold></td>
</tr>
<tr>
<td align="left">Plateau indigenous</td>
<td align="center">7</td>
<td align="center">2.5</td>
<td align="center">2</td>
<td align="center">0.7</td>
<td align="center">267</td>
<td align="center">96.7</td>
<td align="center">0.559<xref ref-type="table-fn" rid="TFN0002">&#x2020;</xref></td>
<td align="center">0.884</td>
</tr>
<tr>
<td align="left">Non-plateau Indigenous</td>
<td align="center">3</td>
<td align="center">3.0</td>
<td align="center">1</td>
<td align="center">1.0</td>
<td align="center">97</td>
<td align="center">96.0</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left" colspan="9"><bold>Lives with</bold></td>
</tr>
<tr>
<td align="left">Parents</td>
<td align="center">9</td>
<td align="center">3.0</td>
<td align="center">2</td>
<td align="center">0.7</td>
<td align="center">286</td>
<td align="center">96.3</td>
<td align="center">1.163<xref ref-type="table-fn" rid="TFN0002">&#x2020;</xref></td>
<td align="center">0.504</td>
</tr>
<tr>
<td align="left">Guardians</td>
<td align="center">1</td>
<td align="center">1.3</td>
<td align="center">1</td>
<td align="center">1.3</td>
<td align="center">78</td>
<td align="center">97.5</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Alone</td>
<td align="center">0</td>
<td align="center">0.0</td>
<td align="center">0</td>
<td align="center">0.0</td>
<td align="center">0</td>
<td align="center">0.0</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left" colspan="9"><bold>Mother&#x2019;s highest education</bold></td>
</tr>
<tr>
<td align="left">No formal education</td>
<td align="center">3</td>
<td align="center">3.4</td>
<td align="center">0</td>
<td align="center">0.0</td>
<td align="center">85</td>
<td align="center">96.6</td>
<td align="center">4.726<xref ref-type="table-fn" rid="TFN0002">&#x2020;</xref></td>
<td align="center">0.527</td>
</tr>
<tr>
<td align="left">Primary</td>
<td align="center">2</td>
<td align="center">3.8</td>
<td align="center">1</td>
<td align="center">1.9</td>
<td align="center">50</td>
<td align="center">94.3</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Secondary</td>
<td align="center">2</td>
<td align="center">1.3</td>
<td align="center">2</td>
<td align="center">1.3</td>
<td align="center">147</td>
<td align="center">97.4</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Tertiary</td>
<td align="center">3</td>
<td align="center">3.5</td>
<td align="center">0</td>
<td align="center">0.0</td>
<td align="center">82</td>
<td align="center">96.5</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left" colspan="9"><bold>Father&#x2019;s highest education</bold></td>
</tr>
<tr>
<td align="left">No formal education</td>
<td align="center">2</td>
<td align="center">2.4</td>
<td align="center">0</td>
<td align="center">0.0</td>
<td align="center">81</td>
<td align="center">97.6</td>
<td align="center">1.971<xref ref-type="table-fn" rid="TFN0002">&#x2020;</xref></td>
<td align="center">0.976</td>
</tr>
<tr>
<td align="left">Primary</td>
<td align="center">1</td>
<td align="center">2.2</td>
<td align="center">0</td>
<td align="center">0.0</td>
<td align="center">44</td>
<td align="center">97.8</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Secondary</td>
<td align="center">3</td>
<td align="center">2.2</td>
<td align="center">2</td>
<td align="center">1.5</td>
<td align="center">129</td>
<td align="center">96.3</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Tertiary</td>
<td align="center">4</td>
<td align="center">3.5</td>
<td align="center">1</td>
<td align="center">0.9</td>
<td align="center">110</td>
<td align="center">95.7</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left" colspan="9"><bold>Mother&#x2019;s occupation</bold></td>
</tr>
<tr>
<td align="left">Artisan</td>
<td align="center">0</td>
<td align="center">0.0</td>
<td align="center">0</td>
<td align="center">0.0</td>
<td align="center">49</td>
<td align="center">100.0</td>
<td align="center">4.805<xref ref-type="table-fn" rid="TFN0002">&#x2020;</xref></td>
<td align="center">0.488</td>
</tr>
<tr>
<td align="left">Business</td>
<td align="center">4</td>
<td align="center">2.3</td>
<td align="center">3</td>
<td align="center">1.7</td>
<td align="center">168</td>
<td align="center">96.0</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Civil servant</td>
<td align="center">1</td>
<td align="center">1.9</td>
<td align="center">0</td>
<td align="center">0.0</td>
<td align="center">53</td>
<td align="center">98.1</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Unemployed</td>
<td align="center">5</td>
<td align="center">5.1</td>
<td align="center">0</td>
<td align="center">0.0</td>
<td align="center">94</td>
<td align="center">94.9</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left" colspan="9"><bold>Father&#x2019;s occupation</bold></td>
</tr>
<tr>
<td align="left">Artisan</td>
<td align="center">2</td>
<td align="center">2.1</td>
<td align="center">0</td>
<td align="center">0.0</td>
<td align="center">92</td>
<td align="center">97.9</td>
<td align="center">4.356<xref ref-type="table-fn" rid="TFN0002">&#x2020;</xref></td>
<td align="center">0.598</td>
</tr>
<tr>
<td align="left">Business</td>
<td align="center">3</td>
<td align="center">2.4</td>
<td align="center">3</td>
<td align="center">2.4</td>
<td align="center">120</td>
<td align="center">95.2</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Civil servant</td>
<td align="center">4</td>
<td align="center">3.8</td>
<td align="center">0</td>
<td align="center">0.0</td>
<td align="center">100</td>
<td align="center">0.0</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Unemployed</td>
<td align="center">1</td>
<td align="center">1.9</td>
<td align="center">0</td>
<td align="center">0.0</td>
<td align="center">52</td>
<td align="center">98.1</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="TFN0002"><label>&#x2020;</label><p>, Fisher&#x2019;s exact test.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>None of the associations between the presence or absence of risk factors for NCDs and socio-demographic variables was statistically significantly different. Among out-of-school adolescents, all 18 to 19-year-olds (100&#x0025;), and more adolescents who lived with their guardians (98.9&#x0025;) had two or more physical risk factors for NCDs. An equal proportion of males and females had two or more physical risk factors (<xref ref-type="table" rid="T0003">Table 3</xref>).</p>
<table-wrap id="T0003">
<label>TABLE 3</label>
<caption><p>Socio-demographic factors associated with risk factors for non-communicable diseases among out-of-school adolescents.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left" rowspan="2">Variables</th>
<th valign="top" align="center" colspan="2">No risk factor (<italic>n</italic> = 4)<hr/></th>
<th valign="top" align="center" colspan="2">1 risk factor (<italic>n</italic> = 4)<hr/></th>
<th valign="top" align="center" colspan="2">Combined risk factors (<italic>n</italic> = 369)<hr/></th>
<th valign="top" align="center" rowspan="2"><italic>&#x03C7;</italic><sup>2</sup></th>
<th valign="top" align="center" rowspan="2"><italic>p</italic></th>
</tr>
<tr>
<th valign="top" align="center">Freq.</th>
<th valign="top" align="center">&#x0025;</th>
<th valign="top" align="center">Freq.</th>
<th valign="top" align="center">&#x0025;</th>
<th valign="top" align="center">Freq.</th>
<th valign="top" align="center">&#x0025;</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" colspan="9"><bold>Age group (years)</bold></td>
</tr>
<tr>
<td align="left">10&#x2013;14</td>
<td align="center">2</td>
<td align="center">1.4</td>
<td align="center">1</td>
<td align="center">0.7</td>
<td align="center">145</td>
<td align="center">98.0</td>
<td align="center">1.704<xref ref-type="table-fn" rid="TFN0003">&#x2020;</xref></td>
<td align="center">0.863</td>
</tr>
<tr>
<td align="left">15&#x2013;17</td>
<td align="center">2</td>
<td align="center">1.2</td>
<td align="center">3</td>
<td align="center">1.8</td>
<td align="center">161</td>
<td align="center">97.0</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">18&#x2013;19</td>
<td align="center">0</td>
<td align="center">0.0</td>
<td align="center">0</td>
<td align="center">0.0</td>
<td align="center">63</td>
<td align="center">100.0</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left" colspan="9"><bold>Sex</bold></td>
</tr>
<tr>
<td align="left">Female</td>
<td align="center">2</td>
<td align="center">1.1</td>
<td align="center">1</td>
<td align="center">0.5</td>
<td align="center">181</td>
<td align="center">98.4</td>
<td align="center">0.978<xref ref-type="table-fn" rid="TFN0003">&#x2020;</xref></td>
<td align="center">0.858</td>
</tr>
<tr>
<td align="left">Male</td>
<td align="center">2</td>
<td align="center">1.0</td>
<td align="center">3</td>
<td align="center">1.6</td>
<td align="center">181</td>
<td align="center">98.4</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left" colspan="9"><bold>Religion</bold></td>
</tr>
<tr>
<td align="left">Christianity</td>
<td align="center">3</td>
<td align="center">0.9</td>
<td align="center">4</td>
<td align="center">1.2</td>
<td align="center">332</td>
<td align="center">97.9</td>
<td align="center">1.654<xref ref-type="table-fn" rid="TFN0003">&#x2020;</xref></td>
<td align="center">0.576</td>
</tr>
<tr>
<td align="left">Islam</td>
<td align="center">1</td>
<td align="center">2.6</td>
<td align="center">0</td>
<td align="center">0.0</td>
<td align="center">37</td>
<td align="center">97.4</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left" colspan="9"><bold>Tribe</bold></td>
</tr>
<tr>
<td align="left">Plateau indigenous</td>
<td align="center">3</td>
<td align="center">0.8</td>
<td align="center">4</td>
<td align="center">1.1</td>
<td align="center">351</td>
<td align="center">98.0</td>
<td align="center">3.548<xref ref-type="table-fn" rid="TFN0003">&#x2020;</xref></td>
<td align="center">0.341</td>
</tr>
<tr>
<td align="left">Non-plateau indigenous</td>
<td align="center">1</td>
<td align="center">5.3</td>
<td align="center">0</td>
<td align="center">0.0</td>
<td align="center">18</td>
<td align="center">94.7</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left" colspan="9"><bold>Lives with</bold></td>
</tr>
<tr>
<td align="left">Parents</td>
<td align="center">3</td>
<td align="center">1.6</td>
<td align="center">3</td>
<td align="center">1.6</td>
<td align="center">186</td>
<td align="center">96.9</td>
<td align="center">2.775<xref ref-type="table-fn" rid="TFN0003">&#x2020;</xref></td>
<td align="center">0.594</td>
</tr>
<tr>
<td align="left">Guardians</td>
<td align="center">1</td>
<td align="center">0.6</td>
<td align="center">1</td>
<td align="center">0.6</td>
<td align="center">172</td>
<td align="center">98.9</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Alone</td>
<td align="center">0</td>
<td align="center">0.0</td>
<td align="center">0</td>
<td align="center">0.0</td>
<td align="center">0</td>
<td align="center">0.0</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left" colspan="9"><bold>Mother&#x2019;s highest education</bold></td>
</tr>
<tr>
<td align="left">No formal education</td>
<td align="center">4</td>
<td align="center">1.9</td>
<td align="center">2</td>
<td align="center">1.0</td>
<td align="center">201</td>
<td align="center">97.1</td>
<td align="center">4.030<xref ref-type="table-fn" rid="TFN0003">&#x2020;</xref></td>
<td align="center">0.626</td>
</tr>
<tr>
<td align="left">Primary</td>
<td align="center">0</td>
<td align="center">0.0</td>
<td align="center">0</td>
<td align="center">0.0</td>
<td align="center">66</td>
<td align="center">100.0</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Secondary</td>
<td align="center">0</td>
<td align="center">0.0</td>
<td align="center">2</td>
<td align="center">2.3</td>
<td align="center">85</td>
<td align="center">97.7</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Tertiary</td>
<td align="center">0</td>
<td align="center">0.0</td>
<td align="center">0</td>
<td align="center">0.0</td>
<td align="center">17</td>
<td align="center">100.0</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left" colspan="9"><bold>Father&#x2019;s highest education</bold></td>
</tr>
<tr>
<td align="left">No formal education</td>
<td align="center">2</td>
<td align="center">1.4</td>
<td align="center">2</td>
<td align="center">1.4</td>
<td align="center">139</td>
<td align="center">97.2</td>
<td align="center">2.308<xref ref-type="table-fn" rid="TFN0003">&#x2020;</xref></td>
<td align="center">0.885</td>
</tr>
<tr>
<td align="left">Primary</td>
<td align="center">1</td>
<td align="center">1.6</td>
<td align="center">1</td>
<td align="center">1.6</td>
<td align="center">61</td>
<td align="center">96.8</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Secondary</td>
<td align="center">1</td>
<td align="center">0.7</td>
<td align="center">1</td>
<td align="center">0.7</td>
<td align="center">144</td>
<td align="center">98.6</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Tertiary</td>
<td align="center">0</td>
<td align="center">0.0</td>
<td align="center">0</td>
<td align="center">0.0</td>
<td align="center">25</td>
<td align="center">100.0</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left" colspan="9"><bold>Mother&#x2019;s occupation</bold></td>
</tr>
<tr>
<td align="left">Artisan</td>
<td align="center">0</td>
<td align="center">0.0</td>
<td align="center">1</td>
<td align="center">1.5</td>
<td align="center">64</td>
<td align="center">98.5</td>
<td align="center">5.322<xref ref-type="table-fn" rid="TFN0003">&#x2020;</xref></td>
<td align="center">0.350</td>
</tr>
<tr>
<td align="left">Business</td>
<td align="center">2</td>
<td align="center">0.9</td>
<td align="center">1</td>
<td align="center">0.5</td>
<td align="center">208</td>
<td align="center">98.6</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Civil servant</td>
<td align="center">0</td>
<td align="center">0.0</td>
<td align="center">0</td>
<td align="center">0.0</td>
<td align="center">25</td>
<td align="center">100.0</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Unemployed</td>
<td align="center">2</td>
<td align="center">2.6</td>
<td align="center">2</td>
<td align="center">2.6</td>
<td align="center">72</td>
<td align="center">94.7</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left" colspan="9"><bold>Father&#x2019;s occupation</bold></td>
</tr>
<tr>
<td align="left">Artisan</td>
<td align="center">2</td>
<td align="center">1.3</td>
<td align="center">1</td>
<td align="center">0.7</td>
<td align="center">150</td>
<td align="center">98.0</td>
<td align="center">4.155<xref ref-type="table-fn" rid="TFN0003">&#x2020;</xref></td>
<td align="center">0.645</td>
</tr>
<tr>
<td align="left">Business</td>
<td align="center">1</td>
<td align="center">0.7</td>
<td align="center">1</td>
<td align="center">0.7</td>
<td align="center">138</td>
<td align="center">98.6</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Civil servant</td>
<td align="center">0</td>
<td align="center">0.0</td>
<td align="center">0</td>
<td align="center">0.0</td>
<td align="center">24</td>
<td align="center">100.0</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Unemployed</td>
<td align="center">1</td>
<td align="center">1.7</td>
<td align="center">2</td>
<td align="center">3.3</td>
<td align="center">57</td>
<td align="center">95.0</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="TFN0003"><label>&#x2020;</label><p>, Fisher&#x2019;s exact test.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s0023">
<title>Discussion</title>
<p>In this study, the majority of all adolescents had at least one NCD risk factor while only 1.9&#x0025; had none of the risk factors for NCDs. This was similar to findings from a study among in-school adolescents aged 15 to 18 years in Ibadan, the South Western part of Nigeria where the majority had at least one risk factor for cardiovascular disease, and only 4.6&#x0025; had no risk factor.<sup><xref ref-type="bibr" rid="CIT0023">23</xref></sup> This finding was also corroborated by findings from the study among in-school adolescents aged 15 to 19 years in India where the majority had at least one risk factor and only 5.9&#x0025; had no risk factor.<sup><xref ref-type="bibr" rid="CIT0024">24</xref></sup> The findings from another study among in-school adolescents aged 10 to 19 in Ibadan identified that the majority of adolescents had ever engaged in behaviours, which could predispose them to NCDs.<sup><xref ref-type="bibr" rid="CIT0025">25</xref></sup> The behaviours assessed in the study were alcohol use, tobacco use, unhealthy dietary behaviour, inadequate physical activity, but the study also assessed physical violence and sexual intercourse that are outside the scope of this current study.<sup><xref ref-type="bibr" rid="CIT0025">25</xref></sup></p>
<p>The findings from this current study, however, varied from those among Algerian adolescents aged 11 to 16 years of age, where 65.1&#x0025; had at least one risk factor while a little over a third had no risk factor.<sup><xref ref-type="bibr" rid="CIT0026">26</xref></sup> Findings from this present study identified that the majority of all adolescents had three of more risk factors for NCDs. This was much higher than the findings from the study among in-school adolescents in Ibadan where 32.4&#x0025; had three or more risk factors.<sup><xref ref-type="bibr" rid="CIT0023">23</xref></sup> Variation in findings could be attributed to the difference in the study population as well as the number and type of risk factors assessed. In the Ibadan study among adolescents aged 15 to 18 years, seven behavioural and two physical risk factors were assessed while in the Algerian study, four behavioural risk factors and one physical risk factor were assessed.<sup><xref ref-type="bibr" rid="CIT0023">23</xref>,<xref ref-type="bibr" rid="CIT0026">26</xref></sup> The operational definitions for some of the risk factors assessed also varied among studies.</p>
<p>Majority of adolescents in this current study had at least one behavioural risk factor. This was similar to findings among university students in the South West of Nigeria, where a majority had at least one behavioural risk factor.<sup><xref ref-type="bibr" rid="CIT0011">11</xref></sup> Similarly, a study among urban slum dwellers in Kenya identified that the majority of respondents had at least one behavioural risk factor, though the proportion was lower than the findings in this present study.<sup><xref ref-type="bibr" rid="CIT0027">27</xref></sup> Clustering of behavioural risk factors was also reported in a multi-country study, that overall about a third of the 140 countries had a high burden of four or more NCD risk factors in at least 50&#x0025; of adolescents aged 11 to 17 years. It was also identified in the study that the prevalence of four or more NCD risk factors increased gradually over time between 2013 and 2017.<sup><xref ref-type="bibr" rid="CIT0012">12</xref></sup> In this present study, almost a third of adolescents had three behavioural risk factors, that is, physical inactivity, unhealthy diet and sedentary lifestyle. This proportion was, however, a little lower than the findings from the study in Southern Brazil where about a fourth of the adolescents had a combination of the same risk factors.<sup><xref ref-type="bibr" rid="CIT0028">28</xref></sup> This combination of risk factors was also found to be prevalent among Vietnamese adolescents.<sup><xref ref-type="bibr" rid="CIT0005">5</xref></sup> Physical inactivity, unhealthy diet and sedentary lifestyle are three risk factors that have been found to occur together.<sup><xref ref-type="bibr" rid="CIT0027">27</xref>,<xref ref-type="bibr" rid="CIT0028">28</xref></sup> Individuals who engage in sedentary behaviour such as prolonged screen time usually consume unhealthy food in the form of junk food and drinks and eat less fruit and vegetables.<sup><xref ref-type="bibr" rid="CIT0027">27</xref>,<xref ref-type="bibr" rid="CIT0028">28</xref></sup> With regard to the co-occurrence of risk factors, the study conducted in Vietnam revealed that most students had at least two NCD risk factors.<sup><xref ref-type="bibr" rid="CIT0005">5</xref></sup> This was similar to a study among Brazilian adolescents where a majority had at least two behavioural NCD risk factors.<sup><xref ref-type="bibr" rid="CIT0014">14</xref></sup> The most prevalent combination of behavioural risk factors in this present study was an unhealthy diet and a sedentary lifestyle. This was similar to the findings in Tanzania among in-school adolescents where one of the prevalent co-occurrence of risk factors for NCDs was an unhealthy diet and physical inactivity.<sup><xref ref-type="bibr" rid="CIT0029">29</xref></sup> This still buttresses the interaction having a sedentary lifestyle has with the consumption of unhealthy diets.<sup><xref ref-type="bibr" rid="CIT0027">27</xref>,<xref ref-type="bibr" rid="CIT0028">28</xref></sup></p>
<p>In this present study, a higher proportion of in-school adolescents had no risk factor for NCDs compared to out-of-school adolescents. This could be attributed to the advantage school enrolment affords those enrolled in school such as education on the dangers of engaging in health risk behaviours as well as participating in structured forms of physical activities during scheduled sports time.<sup><xref ref-type="bibr" rid="CIT0030">30</xref>,<xref ref-type="bibr" rid="CIT0031">31</xref></sup> In contrast, a higher proportion of out-of-school adolescents had the presence of five or more risk factors compared to in-school adolescents, and this was statistically significant. The higher proportion of five or more risk factors among out-of-school adolescents could be attributed to stressful life events adolescents not in school go through compared to their in-school counterparts.</p>
<p>The state of being out-of-school and not attaining an education like one&#x2019;s peers could cause such adolescents to be unhappy and depressed about their situation, hence engaging in behaviours such as smoking and alcohol consumption as an escape mechanism.<sup><xref ref-type="bibr" rid="CIT0032">32</xref></sup> It could also be that the conditions the out-of-school adolescent find his or herself are stressful, thereby leading the adolescent to smoke or drink as a means to relieve or cope with the stress. Stress and anxiety reduction have been cited as one of the main reasons for smoking.<sup><xref ref-type="bibr" rid="CIT0033">33</xref></sup> This was corroborated by findings from the study among out-of-school adolescents in a state in the South Western part of Nigeria where almost 60&#x0025; of the adolescents had unstable sources of income, and this was a stressful event.<sup><xref ref-type="bibr" rid="CIT0034">34</xref></sup> Interestingly, findings from a study across seven sub-Saharan African countries did not demonstrate a statistically significant relationship with school enrolment and being overweight and consumption of unhealthy diet.<sup><xref ref-type="bibr" rid="CIT0035">35</xref></sup> A study conducted among rural adolescents in North India also did not identify a statistically significant relationship between being out of school and the presence of hypertension.<sup><xref ref-type="bibr" rid="CIT0036">36</xref></sup></p>
<p>In this present study, the proportion of adolescents with a combination of risk factors increased with age, though this association was not found to be statistically significant. This was similar to the findings from studies in Southern Brazil, from seven Mediterranean countries (Greece, Israel, Italy, Macedonia, Malta, Portugal, Spain) and Bangladesh, which revealed that older adolescents were significantly more likely than younger adolescents to have the co-occurrence of risk factors for NCDs.<sup><xref ref-type="bibr" rid="CIT0028">28</xref>,<xref ref-type="bibr" rid="CIT0037">37</xref>,<xref ref-type="bibr" rid="CIT0038">38</xref></sup> A possible explanation could be that older adolescents are usually exposed to higher stress from peer pressure and academics.<sup><xref ref-type="bibr" rid="CIT0036">36</xref></sup> In addition, during late adolescence, new behavioural patterns and life skills are formed and this is also a period where they make many decisions on their own for the first time.<sup><xref ref-type="bibr" rid="CIT0035">35</xref></sup> This, however, differed from findings of the studies in Tanzania and Bangladesh where the combination of risk factors for NCDs significantly declined with increasing adolescent age.<sup><xref ref-type="bibr" rid="CIT0029">29</xref>,<xref ref-type="bibr" rid="CIT0039">39</xref></sup> This highlights the fact that no age group is spared from risk factors for NCDs.</p>
<p>More males had a higher proportion of combined behavioural risk factors compared to females in this present study, though the association was not statistically significant. This was similar to the findings from the study among school-going adolescents in Nepal.<sup><xref ref-type="bibr" rid="CIT0040">40</xref></sup> This differed from the findings from the study among adolescents in Vietnam and Brazil where more clustering of risk behaviours occurred in females than males.<sup><xref ref-type="bibr" rid="CIT0005">5</xref>,<xref ref-type="bibr" rid="CIT0014">14</xref></sup> Variation in findings highlight that no age group or gender is spared from this public health threat.</p>
<p>These findings depict a grave public health concern for the prevention and control of NCDs. The combination of NCD risk factors in adolescents is very disconcerting as it is evident that the interaction of behavioural and physical risk factors for NCDs is more harmful to health than if the individual risk factors occurred independently.<sup><xref ref-type="bibr" rid="CIT0029">29</xref></sup> The public health implication of this implies that the burden of NCDs is likely to increase in the future if targeted actions are not put in place. The WHO has recommended a multi-sectoral approach for combating NCDs.<sup><xref ref-type="bibr" rid="CIT0041">41</xref></sup></p>
</sec>
<sec id="s0024">
<title>Conclusion</title>
<p>This study identified that there is evidence of co-occurrence and clustering of risk factors for NCDs among adolescents. This shows that there is an urgent need to tackle NCD prevention and control among this critical population using a multi-sectoral approach.</p>
</sec>
</body>
<back>
<ack>
<title>Acknowledgements</title>
<p>The authors are grateful to the adolescents who participated in the study as well as the data collectors.</p>
<sec id="s20025" sec-type="COI-statement">
<title>Competing interests</title>
<p>The authors have declared that no competing interest exists.</p>
</sec>
<sec id="s20026">
<title>Authors&#x2019; contributions</title>
<p>O.Y.S., H.A.A., A.I.Z. contributed to the conceptualisation, while O.Y.S., T.O.A., H.A.A., A.I.Z. contributed to the methodology and analysis. O.Y.S., T.O.A., H.A.A., E.A.E., L.A.L., E.A.U., and A.I.Z. contributed to the writing, editing and reviewing of this article. O.Y.S. was furthermore responsible for resources and project management.</p>
</sec>
<sec id="s20028" sec-type="data-availability">
<title>Data availability</title>
<p>Data are available from the corresponding author O.Y.S. at reasonable request.</p>
</sec>
<sec id="s20029">
<title>Disclaimer</title>
<p>The views and opinions expressed in this article are those of the authors and do not necessarily reflect the official policy or position of any affiliated agency of the authors and the publisher.</p>
</sec>
</ack>
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<fn><p><bold>How to cite this article:</bold> Sodipo OY, Afolaranmi TO, Agbo HA, et al. Co-occurrence of non-communicable disease risk factors among adolescents in Jos, Nigeria. Afr J Prm Health Care Fam Med. 2024;16(1), a4342. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.4102/phcfm.v16i1.4342">https://doi.org/10.4102/phcfm.v16i1.4342</ext-link></p></fn>
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