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<front>
<journal-meta>
<journal-id journal-id-type="nlm-ta">Explor Med</journal-id>
<journal-id journal-id-type="publisher-id">EM</journal-id>
<journal-title-group>
<journal-title>Exploration of Medicine</journal-title>
</journal-title-group>
<issn pub-type="epub">2692-3106</issn>
<publisher>
<publisher-name>Open Exploration Publishing</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.37349/emed.2023.00164</article-id>
<article-id pub-id-type="manuscript">1001164</article-id>
<article-categories>
<subj-group>
<subject>Original Article</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Comparison of eating habits and gut microbiota of preschool children with obesity</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-6741-9779</contrib-id>
<name>
<surname>Al-Jabri</surname>
<given-names>Shymaa M.</given-names>
</name>
<xref ref-type="aff" rid="I1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-3041-4573</contrib-id>
<name>
<surname>Al-Judaibi</surname>
<given-names>Effat A.</given-names>
</name>
<xref ref-type="aff" rid="I1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-1409-8187</contrib-id>
<name>
<surname>Al-Gamdee</surname>
<given-names>Yasser A.</given-names>
</name>
<xref ref-type="aff" rid="I2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-5960-164X</contrib-id>
<name>
<surname>Al-Judaibi</surname>
<given-names>Awatif A.</given-names>
</name>
<xref ref-type="aff" rid="I1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="cor1">
<sup>*</sup>
</xref>
</contrib>
<contrib contrib-type="editor">
<name>
<surname>Tian</surname>
<given-names>Feng</given-names>
</name>
<role>Academic Editor</role>
<aff>Shandong Provincial Hospital Affiliated to Shandong University, Shandong Provincial Hospital Affiliated to Shandong First Medical University, China</aff>
</contrib>
</contrib-group>
<aff id="I1">
<sup>1</sup>Department of Biological Sciences-Microbiology Section, Faculty of Science, Jeddah University, Jeddah 21959, Saudi Arabia</aff>
<aff id="I2">
<sup>2</sup>Department of Obstetrics and Gynecology, King Abdullah Medical Complex, Ministry of Health, Jeddah 23816, Saudi Arabia</aff>
<author-notes>
<corresp id="cor1">
<bold>*Correspondence:</bold> Awatif A. Al-Judaibi, Department of Biological Sciences-Microbiology Section, Faculty of Science, Jeddah University, Jeddah 21959, Saudi Arabia. <email>aaaljudaibi@uj.edu.sa</email></corresp>
</author-notes>
<pub-date pub-type="ppub">
<year>2023</year>
</pub-date>
<pub-date pub-type="epub">
<day>04</day>
<month>09</month>
<year>2023</year>
</pub-date>
<volume>4</volume>
<issue>5</issue>
<fpage>612</fpage>
<lpage>624</lpage>
<history>
<date date-type="received">
<day>31</day>
<month>12</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>22</day>
<month>05</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>© The Author(s) 2023.</copyright-statement>
<license xlink:href="https://creativecommons.org/licenses/by/4.0/">
<license-p>This is an Open Access article licensed under a Creative Commons Attribution 4.0 International License (<ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link>), which permits unrestricted use, sharing, adaptation, distribution and reproduction in any medium or format, for any purpose, even commercially, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.</license-p>
</license>
</permissions>
<abstract>
<sec>
<title>Aim:</title>
<p>Childhood obesity is a global health concern that affects the daily life of children. It has a complex pathogenesis that involves genetic and nutritional factors among others. Moreover, the dysbiosis of gut microbiota has been recently associated with the development and progression of obesity.</p>
</sec>
<sec>
<title>Methods:</title>
<p>A total of 43 faecal samples were collected from Saudi children; among them, 26 were normal and 17 were obese. Whole genomic DNA was extracted from their faecal samples and sequenced using an Illumina Sequencing platform.</p>
</sec>
<sec>
<title>Results:</title>
<p>The gut microbiota was dominated by Phyla Firmicutes (69.00%) and Bacteroidetes (20.00%), followed by Actinobacteria (8.50%). In children with obesity, the abundance of Firmicutes was decreased, while Bacteroidetes was relatively enriched. Verrucomicrobia and Proteobacteria were not detected in the obese group, but they were found in low abundance in the control group. Phylum Firmicutes was dominated by the families Ruminococcaceae (17.86%) and Lachnospiraceae (41.20%). Less Ruminococcaceae was found in the obese group. Phylum Bacteroidetes was dominated by families Bacteroidaceae (12.98%) and Prevotellaceae (4.10%), which were enriched in the obese group. Genus <italic>Blautia</italic> (14.29%) was highly abundant, followed by <italic>Bacteroides</italic> (12.98%), <italic>Faecalibacterium</italic> (10.08%), <italic>Bifidobacterium</italic> (7.96%), and <italic>Prevotella </italic>(5.04%). <italic>Ruminococcus</italic>_g2 and _g4, <italic>Subdoligranulum</italic>, <italic>Roseburia</italic>, <italic>Fusicatenibacter</italic>, <italic>Anaerostipes</italic>, and <italic>Faecalibacterium</italic> were decreased (<italic>P</italic> &gt; 0.05) in the obese group, while <italic>Streptococcus</italic>, <italic>Agathobacter</italic>, <italic>Prevotella</italic>, <italic>Bacteroides</italic>, and <italic>Bifidobacterium</italic> were increased (<italic>P</italic> &gt; 0.05).</p>
</sec>
<sec>
<title>Conclusions:</title>
<p>In conclusion, a diverse bacterial community was profiled in Saudi preschool children, and changes in bacterial community composition were observed between obese- and normal-weight children.</p>
</sec>
</abstract>
<kwd-group>
<kwd>Eating habits</kwd>
<kwd>gut microbiota</kwd>
<kwd>obesity</kwd>
<kwd>preschool children</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p id="p-1">Childhood obesity is one of the most serious global health issues in children, and its pervasiveness has increased at an alarming rate [<xref ref-type="bibr" rid="B1">1</xref>]. According to the World Health Organization [<xref ref-type="bibr" rid="B2">2</xref>], childhood obesity is defined as an abnormal or excessive fat accumulation that may damage health. This puts them at an increased risk for multiple obesity-related health problems. Studies found that there is a strong relationship between obesity and non-communicable diseases (NCDs), such as heart disease, high blood pressure, various cancer types, type 2 diabetes mellitus (T2DM), osteoarthritis, and respiratory problems [<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B4">4</xref>].</p>
<p id="p-2">The global prevalence of childhood obesity has increased at a disturbing rate, and it is presently one of the major public health threats [<xref ref-type="bibr" rid="B2">2</xref>]. Although it is still at a high level, childhood obesity levels appear to have stabilised in some high-income countries. However, it has an increasing predominance in children in numerous low- and middle-income countries [<xref ref-type="bibr" rid="B5">5</xref>].</p>
<p id="p-3">According to the Global Burden of Disease Study 2013, 24% of boys and 23% of girls were overweight in 2013 from 17% and 16% in 1980, respectively [<xref ref-type="bibr" rid="B5">5</xref>]. Some studies established that overweight children and adolescents are more likely to be overweight or obese during adulthood [<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B7">7</xref>]. Obesity results in problems in their general health and well-being, and they suffer from obesity-related complications [<xref ref-type="bibr" rid="B7">7</xref>]. It is associated with a higher risk of developing NCDs at a young age and premature adult death, which depends in part on the age of onset and duration of obesity [<xref ref-type="bibr" rid="B8">8</xref>].</p>
<p id="p-4">Obesity is a growing global health problem that increases the risk of several NCDs, including cardiovascular disease, diabetes, and cancer, in developed and developing countries [<xref ref-type="bibr" rid="B9">9</xref>]. NCDs, including cardiovascular disease, cancer, and diabetes, account for more than 70% of premature deaths worldwide and are the leading cause of premature death and disability, obesity is also associated with approximately 5–20 years of life lost depending on its severity and comorbidities, and it significantly increases the risk of metabolic diseases (e.g., T2DM and fatty liver disease), cardiovascular disease (hypertension, myocardial infarction, and stroke), musculoskeletal disease (osteoarthritis), Alzheimer’s disease, depression, and certain types of cancer (e.g., breast, ovarian, prostate, liver, kidney, and colon) [<xref ref-type="bibr" rid="B10">10</xref>].</p>
<p id="p-5">Many comorbidities seen in young adults with obesity, including T2DM, dyslipidaemia, obstructive sleep apnoea, and steatohepatitis, were previously considered ‘adult’ diseases. The severity of these comorbidities usually increases with the severity of obesity [<xref ref-type="bibr" rid="B11">11</xref>].</p>
<p id="p-6">Obesity has also been related to an increased risk of several types of cancer [<xref ref-type="bibr" rid="B12">12</xref>]. The second most avoidable cause of cancer in Britain is overweight and obesity; in more than 20 cancer cases, excess weight causes more than 1 in 20; the more weight a person gains and the longer they are overweight, the higher the risk [<xref ref-type="bibr" rid="B13">13</xref>]. It is associated with oesophageal, colon, rectal, and kidney cancer [<xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B14">14</xref>].</p>
<p id="p-7">The intestinal microbiome is composed of diverse bacterial species found in the gastrointestinal (GI) system. The gut microbiota of obese people is aberrant (dysbiosis). Obesity and T2DM are exacerbated by gut dysbiosis [<xref ref-type="bibr" rid="B9">9</xref>]. However, these processes may be disturbed due to changes in microbial composition, a condition known as dysbiosis [<xref ref-type="bibr" rid="B15">15</xref>]. The human GI tract is one of the biggest interfaces (250–400 m<sup>2</sup>) in the human body between the host, environmental variables, and antigens. It is home to a diverse and ever-changing community of bacteria known as the gut microbiota, and it is a collection of bacteria, archaea, and eukarya that co-evolved with the host over thousands of years to establish a complicated and mutually beneficial relationship. The number of microorganisms inhabiting the GI tract was estimated to reach 10<sup>14</sup>, which includes about 10 times more bacterial cells than human cells and more than 100 times the quantity of genetic material (microbiome) in the human genome [<xref ref-type="bibr" rid="B15">15</xref>].</p>
<p id="p-8">The host and gut microbiota have developed a tight symbiotic relationship. This is not limited to the interchange of materials and information but also includes participation in the host’s nutrition, metabolism, excretion, and metabolite conversion. Host metabolism is a product of the body’s DNA and gut microbial genome [<xref ref-type="bibr" rid="B16">16</xref>].</p>
<p id="p-9">The relationship between the gut microbiota and human health is becoming more well-acknowledged. It is now well-established that healthy gut microbiota is primarily responsible for the host’s general health. The bacteria in human gut play a crucial part in indigestion, and they may also play a role in whether the human become obese or not [<xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B18">18</xref>]. A study concluded that the strong relationship between microbiome changes and obesity that is observed in mice does not apply to humans, because no significant differences in the Bacteroidetes/Firmicutes ratio were observed between obese and non-obese individuals [<xref ref-type="bibr" rid="B19">19</xref>]. Firmicutes and Bacteroidetes are two predominant bacteria in the gut microbiota, whose quantity is impacted by diet and body fat content. It was observed that <italic>Megamonas</italic> spp., <italic>Enterococcus</italic>, and <italic>Blautia</italic>, a Firmicutes bacteria was at least 2-fold more significantly abundant in obese children than in normal-weight [<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B20">20</xref>]. The abundance of <italic>Akkermansia</italic> from the phylum Verrucmiobia, an intestinal microflora, was increased in successful weight loss patients, whereas obese children revealed a significantly lower abundance in <italic>Akkermansia muciniphila</italic> and <italic>A. muciphilia</italic>-like bacteria [<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B21">21</xref>, <xref ref-type="bibr" rid="B22">22</xref>].</p>
<p id="p-10">This study aimed to investigate the relationship between the types of food consumed and obesity in preschool children and the reflection of these factors on the composition of their microbiota.</p>
</sec>
<sec id="s2">
<title>Materials and methods</title>
<sec id="t2-1">
<title>Ethical approval</title>
<p id="p-11">The Ethics Committee of Institutional Review Board of Ministry of Health approved the study protocols (approval number: A01436) on September 11, 2022.</p>
</sec>
<sec id="t2-2">
<title>Parent survey</title>
<p id="p-12">A survey was done to parents of 79 children; 43 were included in this study and 14 were excluded for non-compliance with the criteria (<ext-link xlink:href="https://forms.gle/47aFU3wrdAJLzQ4B6" ext-link-type="uri">https://forms.gle/47aFU3wrdAJLzQ4B6</ext-link>).</p>
</sec>
<sec id="t2-3">
<title>Sample collection</title>
<p id="p-13">Faecal samples were collected from the children, placed in sterilised containers, and stored at 4℃. The children who were treated with antibiotics in the last 6 months and those who have diabetes and chronic disease like eczema, allergy, etc., were excluded.</p>
</sec>
<sec id="t2-4">
<title>Calculation of body mass index</title>
<p id="p-14">Age and gender were recorded, and body mass index (BMI) was calculated. BMI Z-scores (Z-score Calculator) were derived according to the World Health Organization (WHO) Body mass index-for-age (BMI-for-age) child growth standards for children younger than 5 years [<xref ref-type="bibr" rid="B23">23</xref>].</p>
</sec>
<sec id="t2-5">
<title>Molecular identification of isolated bacteria</title>
<p id="p-15">The bacterial DNA was extracted using the Qiagen DNA extraction kit (QIAGEN, Germany), according to the manufacturer’s instructions [<xref ref-type="bibr" rid="B24">24</xref>]. The extracted DNA was stored at −20℃.</p>
<p id="p-16">The 16S gene was amplified by PCR illumina (Macrogen, Korean), using primer sets 518F (5’-CCAGCAGCCGCGGTAATACG-3’) and 800R (5’-TACCAGGGTATCTAATCC-3’), which were based on sequences of conserved regions [<xref ref-type="bibr" rid="B25">25</xref>]. The Infection Disease Unit of King Fahad Medical Centre for Research, King Abdulaziz University sequenced the extracted DNA on February 15, 2020. The sequenced data were analysed using BLAST-NCBI [Available online: <ext-link xlink:href="http://blast.ncbi.nlm.nih.gov/Blast.cgi" ext-link-type="uri">http://blast.ncbi.nlm.nih.gov/Blast.cgi</ext-link> (accessed on March 7, 2020)]. A phylogenetic tree was made using MEGA [Available online: <ext-link xlink:href="http://www.megasoftware.net/" ext-link-type="uri">http://www.megasoftware.net</ext-link> (accessed on August 21, 2021)].</p>
</sec>
<sec id="t2-6">
<title>Statistical analysis</title>
<p id="p-17">After sequencing, FastQC program was used for quality control in evaluating the results, amounts of data, read qualities, GC distributions, kmer distributions, and possible adapter contamination for each sample [<xref ref-type="bibr" rid="B26">26</xref>]. Reads with poor read quality (Phred Score &lt; Q20, 30 bp window range) were removed from all data, and chimeric sequences with possible adapter contaminants using the Trimmomatic tool [<xref ref-type="bibr" rid="B27">27</xref>]. Taxonomic profiling was performed using the Kraken2 [<xref ref-type="bibr" rid="B28">28</xref>], with the database of Silva 2020 serving SILVA-Database Commons (<ext-link xlink:href="https://www.arb-silva.de/" ext-link-type="uri">arb-silva.de</ext-link>) as a reference dataset [<xref ref-type="bibr" rid="B29">29</xref>]. The operational taxonomic unit (OTU) groups in each sample were determined after alignment. R scripts were used in data reporting, statistical analysis, and data visualization (<ext-link xlink:href="https://www.r-project.org/" ext-link-type="uri">https://www.R-project.org/</ext-link>).</p>
</sec>
</sec>
<sec id="s3">
<title>Results</title>
<p id="p-18">In this study, the children included were 23 (53.49%) male and 20 (46.51%) female (<xref ref-type="fig" rid="fig1">Figure 1a</xref>), there ages include 23 (53.49%) were 2–3 years old, 8 (18.61%) were 3–4 years old, 6 (13.95%) were 4–5, and 6 (13.95%) were 5–6 years old (<xref ref-type="fig" rid="fig1">Figure 1b</xref>). In addition, 26 (60.47%) had a normal BMI, and 17 (39.53%) were obese. Moreover, 27 (62.79%) did not use antibiotics during the year of the study, while 13 (30.23%) used 1–2 antibiotics, and 3 (6.98%) used 3–4 and more than 5 antibiotics 6 months before collecting the faecal sample (<xref ref-type="fig" rid="fig2">Figure 2a</xref> and <xref ref-type="fig" rid="fig2">b</xref>).</p>
<fig id="fig1" position="float">
<label>Figure 1</label>
<caption>
<p>Illustrated (a) number of genders included in this study, (b) a percentage of age categories in the study groups</p>
</caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="em-04-1001164-g001.tif" />
</fig>
<fig id="fig2" position="float">
<label>Figure 2</label>
<caption>
<p>Depicted (a) BMI of preschool children, (b) number of antibiotics used by preschool children during the study year</p>
</caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="em-04-1001164-g002.tif" />
</fig>
<sec id="t3-1">
<title>Eating habits and preferences</title>
<p id="p-19">According to the survey results (<xref ref-type="fig" rid="fig3">Figure 3</xref>), 38 (88.37%) of the children were eating breakfast, while 5 (11.63%) were not eating breakfast. Moreover, 31 (72.09%) of the children have eaten snacks between their meals, while 12 (27.91%) did not have snacks between their meals. As eating habits, 32 (74.42%) were eating in front of the television, while 11 (25.58%) were not eating in front of the television (<xref ref-type="fig" rid="fig3">Figure 3a</xref>). The consumption of fast-food and soft drinks showed 21 (48.84%) have eaten fast-food once a week, 12 (27.91%) were eating fast-food daily, while 10 (23.25%) never eat fast-food (<xref ref-type="fig" rid="fig3">Figure 3b</xref>). In terms of food type, the highest number of children who consume fruits and vegetables was up to 23 (53.49%), and children who consume nuts and chips with juice were 22 (51.16%), while the total number of children who consume sugar was 21 (48.84%). Moreover, the children who depend on only sugar were 7 (16.28%), and 9 (20.93%) rely only on juices, while 12 (27.91%) rely on fruits, vegetables, nuts, or chips (<xref ref-type="fig" rid="fig3">Figure 3c</xref>). On the other hand, the children’s meal depends on type of nutrient showing 15 (34.88%) of the children were eating carbohydrates, 5 (11.63%) were eating protein, and 11 (25.58%) were eating dairy and its derivatives, and the same number [11 (25.58%)] of children were eating all nutrient equally (<xref ref-type="fig" rid="fig3">Figure 3d</xref>).</p>
<fig id="fig3" position="float">
<label>Figure 3</label>
<caption>
<p>Eating habits and nutrition consumption of children under the study. (a) Diet habits; (b) consumption of fast-food and soft drinks; (c) types of snacks; (d) types of nutrition composition</p>
</caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="em-04-1001164-g003.tif" />
</fig>
</sec>
<sec id="t3-2">
<title>MiSeq sequencing</title>
<p id="p-20">To investigate the bacterial community, Illumina MiSeq sequencing was conducted, and 2,294,429 valid sequence reads and 12,368 OTUs were obtained from 43 normal and obese preschool children. The samples from normal children contained 47.7–69.7 thousand reads and 162–451 OTUs, while those from obese children had 42.6–60.7 thousand sequence reads and 162–418 OTUs (<xref ref-type="table" rid="t1">Table 1</xref>). The rarefaction curves constructed from OTUs reached saturation, showing that the obtained sequence reads were enough to represent the bacterial diversity in obese and normal subjects (<xref ref-type="fig" rid="fig4">Figure 4</xref>).</p>
<table-wrap id="t1">
<label>Table 1</label>
<caption>
<p>Microbial community richness and diversity indices of 16S rRNA sequences for clustering at 97% sequence similarity from 43 different preschool children</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th>
<bold>Sample name</bold>
</th>
<th>
<bold>Target reads</bold>
</th>
<th>
<bold>OTUs</bold>
</th>
<th>
<bold>ACE</bold>
</th>
<th>
<bold>Chao</bold>
</th>
<th>
<bold>Jackknife</bold>
</th>
<th>
<bold>NPShannon</bold>
</th>
<th>
<bold>Shannon</bold>
</th>
<th>
<bold>Simpson</bold>
</th>
<th>
<bold>Phy. diversity</bold>
</th>
<th>
<bold>Good’s coverage of library (%)</bold>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>Control_1_1</td>
<td>69,780</td>
<td>259</td>
<td>297.5</td>
<td>284.07</td>
<td>307.00</td>
<td>3.15</td>
<td>3.14</td>
<td>0.10</td>
<td>409</td>
<td>99.93</td>
</tr>
<tr>
<td>Control_2_1</td>
<td>61,784</td>
<td>162</td>
<td>193.0</td>
<td>187.62</td>
<td>199.00</td>
<td>2.83</td>
<td>2.83</td>
<td>0.10</td>
<td>281</td>
<td>99.94</td>
</tr>
<tr>
<td>Control_3_1</td>
<td>53,552</td>
<td>236</td>
<td>281.7</td>
<td>269.60</td>
<td>285.00</td>
<td>3.22</td>
<td>3.21</td>
<td>0.09</td>
<td>388</td>
<td>99.91</td>
</tr>
<tr>
<td>Control_4_1</td>
<td>60,470</td>
<td>377</td>
<td>451.9</td>
<td>429.68</td>
<td>455.00</td>
<td>4.08</td>
<td>4.07</td>
<td>0.03</td>
<td>569</td>
<td>99.87</td>
</tr>
<tr>
<td>Control_5_1</td>
<td>50,717</td>
<td>360</td>
<td>406.9</td>
<td>386.52</td>
<td>421.00</td>
<td>3.88</td>
<td>3.87</td>
<td>0.04</td>
<td>556</td>
<td>99.88</td>
</tr>
<tr>
<td>Control_6_1</td>
<td>52,779</td>
<td>256</td>
<td>302.6</td>
<td>289.15</td>
<td>308.00</td>
<td>3.25</td>
<td>3.25</td>
<td>0.09</td>
<td>414</td>
<td>99.90</td>
</tr>
<tr>
<td>Control_7_1</td>
<td>49,700</td>
<td>327</td>
<td>375.9</td>
<td>370.98</td>
<td>389.06</td>
<td>3.95</td>
<td>3.94</td>
<td>0.03</td>
<td>518</td>
<td>99.88</td>
</tr>
<tr>
<td>Control_8_1</td>
<td>48,105</td>
<td>303</td>
<td>361.1</td>
<td>343.20</td>
<td>370.00</td>
<td>3.67</td>
<td>3.66</td>
<td>0.04</td>
<td>471</td>
<td>99.86</td>
</tr>
<tr>
<td>Control_9_1</td>
<td>51,099</td>
<td>259</td>
<td>311.1</td>
<td>298.33</td>
<td>319.00</td>
<td>3.33</td>
<td>3.32</td>
<td>0.07</td>
<td>416</td>
<td>99.88</td>
</tr>
<tr>
<td>Control_10_1</td>
<td>65,091</td>
<td>301</td>
<td>350.9</td>
<td>334.73</td>
<td>359.00</td>
<td>3.45</td>
<td>3.44</td>
<td>0.07</td>
<td>464</td>
<td>99.91</td>
</tr>
<tr>
<td>Control_11_1</td>
<td>51,644</td>
<td>360</td>
<td>414.7</td>
<td>400.68</td>
<td>428.00</td>
<td>3.61</td>
<td>3.60</td>
<td>0.05</td>
<td>572</td>
<td>99.87</td>
</tr>
<tr>
<td>Control_12_1</td>
<td>52,558</td>
<td>216</td>
<td>277.6</td>
<td>269.00</td>
<td>273.13</td>
<td>3.26</td>
<td>3.25</td>
<td>0.08</td>
<td>371</td>
<td>99.90</td>
</tr>
<tr>
<td>Control_13_1</td>
<td>57,434</td>
<td>320</td>
<td>371.4</td>
<td>352.00</td>
<td>385.00</td>
<td>3.71</td>
<td>3.70</td>
<td>0.04</td>
<td>472</td>
<td>99.89</td>
</tr>
<tr>
<td>Control_14_1</td>
<td>50,603</td>
<td>243</td>
<td>271.3</td>
<td>261.57</td>
<td>283.00</td>
<td>3.08</td>
<td>3.08</td>
<td>0.08</td>
<td>347</td>
<td>99.92</td>
</tr>
<tr>
<td>Control_15_1</td>
<td>55,417</td>
<td>325</td>
<td>388.3</td>
<td>380.86</td>
<td>397.82</td>
<td>3.60</td>
<td>3.60</td>
<td>0.07</td>
<td>531</td>
<td>99.88</td>
</tr>
<tr>
<td>Control_16_1</td>
<td>45,546</td>
<td>296</td>
<td>351.0</td>
<td>341.03</td>
<td>355.76</td>
<td>4.08</td>
<td>4.07</td>
<td>0.02</td>
<td>491</td>
<td>99.87</td>
</tr>
<tr>
<td>Control_17_1</td>
<td>49,059</td>
<td>331</td>
<td>411.1</td>
<td>389.52</td>
<td>411.61</td>
<td>3.58</td>
<td>3.57</td>
<td>0.05</td>
<td>540</td>
<td>99.84</td>
</tr>
<tr>
<td>Control_18_1</td>
<td>49,636</td>
<td>376</td>
<td>435.9</td>
<td>425.29</td>
<td>446.17</td>
<td>4.15</td>
<td>4.15</td>
<td>0.03</td>
<td>590</td>
<td>99.86</td>
</tr>
<tr>
<td>Control_19_1</td>
<td>56,985</td>
<td>189</td>
<td>221.0</td>
<td>208.50</td>
<td>228.00</td>
<td>2.88</td>
<td>2.87</td>
<td>0.09</td>
<td>310</td>
<td>99.93</td>
</tr>
<tr>
<td>Control_20_1</td>
<td>50,416</td>
<td>218</td>
<td>255.0</td>
<td>241.92</td>
<td>260.00</td>
<td>3.14</td>
<td>3.13</td>
<td>0.10</td>
<td>370</td>
<td>99.92</td>
</tr>
<tr>
<td>Control_21_1</td>
<td>53,712</td>
<td>316</td>
<td>356.6</td>
<td>342.55</td>
<td>372.00</td>
<td>3.56</td>
<td>3.55</td>
<td>0.06</td>
<td>449</td>
<td>99.90</td>
</tr>
<tr>
<td>Control_22_1</td>
<td>52,163</td>
<td>451</td>
<td>517.9</td>
<td>494.01</td>
<td>536.00</td>
<td>3.92</td>
<td>3.91</td>
<td>0.05</td>
<td>656</td>
<td>99.84</td>
</tr>
<tr>
<td>Control_23_1</td>
<td>52,515</td>
<td>219</td>
<td>244.9</td>
<td>231.75</td>
<td>253.00</td>
<td>3.29</td>
<td>3.29</td>
<td>0.07</td>
<td>346</td>
<td>99.94</td>
</tr>
<tr>
<td>Control_24_1</td>
<td>56,110</td>
<td>393</td>
<td>445.2</td>
<td>433.45</td>
<td>462.00</td>
<td>4.03</td>
<td>4.02</td>
<td>0.03</td>
<td>579</td>
<td>99.88</td>
</tr>
<tr>
<td>Control_25_1</td>
<td>47,746</td>
<td>365</td>
<td>448.0</td>
<td>422.15</td>
<td>449.10</td>
<td>3.55</td>
<td>3.54</td>
<td>0.06</td>
<td>583</td>
<td>99.82</td>
</tr>
<tr>
<td>Control_26_1</td>
<td>58,904</td>
<td>421</td>
<td>492.6</td>
<td>473.21</td>
<td>507.00</td>
<td>3.95</td>
<td>3.94</td>
<td>0.04</td>
<td>652</td>
<td>99.85</td>
</tr>
<tr>
<td>Obese_27_1</td>
<td>60,744</td>
<td>232</td>
<td>272.4</td>
<td>263.53</td>
<td>276.00</td>
<td>2.99</td>
<td>2.98</td>
<td>0.13</td>
<td>389</td>
<td>99.93</td>
</tr>
<tr>
<td>Obese_28_1</td>
<td>42,660</td>
<td>162</td>
<td>186.9</td>
<td>177.54</td>
<td>192.00</td>
<td>2.70</td>
<td>2.69</td>
<td>0.12</td>
<td>265</td>
<td>99.93</td>
</tr>
<tr>
<td>Obese_29_1</td>
<td>59,831</td>
<td>203</td>
<td>234.1</td>
<td>222.59</td>
<td>240.00</td>
<td>2.85</td>
<td>2.85</td>
<td>0.11</td>
<td>318</td>
<td>99.94</td>
</tr>
<tr>
<td>Obese_30_1</td>
<td>49,395</td>
<td>418</td>
<td>504.0</td>
<td>473.56</td>
<td>511.00</td>
<td>4.11</td>
<td>4.10</td>
<td>0.03</td>
<td>632</td>
<td>99.81</td>
</tr>
<tr>
<td>Obese_31_1</td>
<td>58,618</td>
<td>261</td>
<td>299.6</td>
<td>284.06</td>
<td>310.00</td>
<td>3.38</td>
<td>3.37</td>
<td>0.07</td>
<td>414</td>
<td>99.92</td>
</tr>
<tr>
<td>Obese_32_1</td>
<td>45,830</td>
<td>286</td>
<td>330.7</td>
<td>312.52</td>
<td>338.00</td>
<td>3.56</td>
<td>3.55</td>
<td>0.05</td>
<td>451</td>
<td>99.89</td>
</tr>
<tr>
<td>Obese_33_1</td>
<td>56,615</td>
<td>186</td>
<td>233.2</td>
<td>217.36</td>
<td>232.00</td>
<td>2.70</td>
<td>2.69</td>
<td>0.11</td>
<td>312</td>
<td>99.92</td>
</tr>
<tr>
<td>Obese_34_1</td>
<td>56,719</td>
<td>381</td>
<td>441.3</td>
<td>420.76</td>
<td>450.00</td>
<td>4.19</td>
<td>4.18</td>
<td>0.03</td>
<td>588</td>
<td>99.88</td>
</tr>
<tr>
<td>Obese_35_1</td>
<td>43,701</td>
<td>385</td>
<td>448.0</td>
<td>439.81</td>
<td>461.73</td>
<td>4.08</td>
<td>4.07</td>
<td>0.04</td>
<td>613</td>
<td>99.83</td>
</tr>
<tr>
<td>Obese_36_1</td>
<td>46,505</td>
<td>343</td>
<td>401.1</td>
<td>394.12</td>
<td>415.27</td>
<td>3.75</td>
<td>3.74</td>
<td>0.05</td>
<td>543</td>
<td>99.85</td>
</tr>
<tr>
<td>Obese_37_1</td>
<td>53,604</td>
<td>286</td>
<td>328.4</td>
<td>317.32</td>
<td>339.00</td>
<td>3.14</td>
<td>3.13</td>
<td>0.09</td>
<td>446</td>
<td>99.90</td>
</tr>
<tr>
<td>Obese_38_1</td>
<td>46,660</td>
<td>252</td>
<td>300.2</td>
<td>283.57</td>
<td>304.00</td>
<td>3.48</td>
<td>3.47</td>
<td>0.05</td>
<td>405</td>
<td>99.89</td>
</tr>
<tr>
<td>Obese_39_1</td>
<td>55,664</td>
<td>220</td>
<td>282.4</td>
<td>269.68</td>
<td>279.45</td>
<td>2.93</td>
<td>2.92</td>
<td>0.09</td>
<td>349</td>
<td>99.90</td>
</tr>
<tr>
<td>Obese_40_1</td>
<td>59,483</td>
<td>160</td>
<td>218.8</td>
<td>197.63</td>
<td>203.96</td>
<td>2.67</td>
<td>2.67</td>
<td>0.13</td>
<td>277</td>
<td>99.93</td>
</tr>
<tr>
<td>Obese_41_1</td>
<td>50,994</td>
<td>189</td>
<td>227.5</td>
<td>216.44</td>
<td>228.00</td>
<td>3.09</td>
<td>3.09</td>
<td>0.09</td>
<td>307</td>
<td>99.92</td>
</tr>
<tr>
<td>Obese_42_1</td>
<td>54,983</td>
<td>343</td>
<td>411.6</td>
<td>383.43</td>
<td>416.00</td>
<td>3.40</td>
<td>3.39</td>
<td>0.09</td>
<td>505</td>
<td>99.87</td>
</tr>
<tr>
<td>Obese_43_1</td>
<td>46,898</td>
<td>182</td>
<td>214.8</td>
<td>199.00</td>
<td>216.00</td>
<td>2.87</td>
<td>2.87</td>
<td>0.11</td>
<td>298</td>
<td>99.93</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>ACE: alpha diversity index; Chao: chao1 index; Phy. diversity: phylogenetic diversity</p>
</fn>
</table-wrap-foot>
</table-wrap>
<fig id="fig4" position="float">
<label>Figure 4</label>
<caption>
<p>Rarefaction analysis of different samples. Rarefaction curves of OTUs clustered at 97% sequence identity for different samples</p>
</caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="em-04-1001164-g004.tif" />
</fig>
</sec>
<sec id="t3-3">
<title>Bacterial community composition</title>
<p id="p-21">The bacterial community composition of the obese compared with the normal weight of preschool children is shown in <xref ref-type="fig" rid="fig5">Figure 5</xref>. As presented in <xref ref-type="fig" rid="fig5">Figure 5a</xref>, the bacterial communities were dominated by Firmicutes (69.17%) and Bacteroidetes (20.39%), followed by Actinobacteria (8.60%). Variations in bacterial community compositions were detected between the study groups. The level of Firmicutes was decreased while Bacteroidetes was increased (<italic>P</italic> &gt; 0.05) in children with obesity, compared with that in preschool children with normal weight. Verrucomicrobia and Proteobacteria were also not detected in obese children, but these were detected in 1.19% and 1.00%, respectively, in the control group (<xref ref-type="fig" rid="fig5">Figure 5a</xref>).</p>
<fig id="fig5" position="float">
<label>Figure 5</label>
<caption>
<p>Relative abundance at different taxonomic rankings. (a) Relative abundance of phyla between the studied groups; (b) the abundance of families between obese and control groups relatively; (c) the abundant of genera detected in the studied groups</p>
</caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="em-04-1001164-g005.tif" />
</fig>
<p id="p-22">In the control group, the Phylum Firmicutes was mainly composed of Lachnospiraceae (41.20%), Ruminococcaceae (17.86%), Streptococcaceae (2.70%), Erysipelotrichaceae (2.24%), Veillonellaceae (1.42%), Peptostreptococcaceae (1.38%), and Clostridiaceae (0.77%). Additionally, families Bacteroidaceae (12.98%) and Prevotellaceae (4.10%) dominated phylum Bacteroidetes. Bifidobacteriaceae (7.45%) and Akkermansiaceae (1.19%) of phylum Actinomycetes and Verrucomicrobia, respectively, were detected in this study (<xref ref-type="fig" rid="fig5">Figure 5b</xref>). Families Bifidobacteriaceae, Bacteroidaceae, Prevotellaceae, Streptococcaceae, and Erysipelotrichaceae were relatively increased (<italic>P</italic> &gt; 0.05) in the obese group, while Veillonellaceae, Peptostreptococcaceae, and Ruminococcaceae were found in relatively low abundance in the obese group. In addition, Rikenellaceae, Porphyromonadaceae, and Clostridiaceae were not detected in the obese group, but these were found in low abundance in the control group (<xref ref-type="fig" rid="fig5">Figure 5b</xref>).</p>
<p id="p-23">The abundance of bacterial genera in the obese and control groups was studied. <italic>Blautia</italic> (14.29%) was highly abundant, followed by <italic>Bacteroides</italic> (12.98%), <italic>Faecalibacterium</italic> (10.08%), <italic>Bifidobacterium</italic> (7.96%), and <italic>Prevotella</italic> (5.04%). Some genera, such as <italic>Ruminococcus</italic>_g2 and _g4, <italic>Subdoligranulum</italic>, <italic>Roseburia</italic>, <italic>Fusicatenibacter</italic>, <italic>Anaerostipes</italic>, and <italic>Faecalibacterium</italic>, were relatively decreased (<italic>P</italic> &gt; 0.05), while other genera like <italic>Streptococcus</italic>, <italic>Agathobacter</italic>, <italic>Prevotella</italic>, <italic>Bacteroides</italic>, and <italic>Bifidobacterium</italic> were relatively increased (<italic>P</italic> &gt; 0.05) in the obese group. Moreover, <italic>Akkermansia</italic> and <italic>Clostridium</italic> were not detected in the obese group, while <italic>Ruminococcus</italic>_g5 and <italic>Holdemanella</italic> were detected in the obese group but not in the control group (<xref ref-type="fig" rid="fig5">Figure 5c</xref>).</p>
<p id="p-24">
<italic>Bacteroides</italic> sp. 2_1_22, <italic>Flammevirga yaeyamensis</italic>, <italic>Chlamydia psittaci</italic>, <italic>Bifidobacterium breve</italic>, and <italic>Erysipeiotrichaceae</italic> bacterium 3_1_53 was not detected in the control group, but these were considerably abundant in the obese group. <italic>Salmonella enterica</italic> was recorded in relatively low abundance (<italic>P</italic> &gt; 0.05) in the obese group compared with that in the control group (<xref ref-type="fig" rid="fig6">Figure 6</xref>).</p>
<fig id="fig6" position="float">
<label>Figure 6</label>
<caption>
<p>Phylogenetic relationship of cellular organisms, including bacteria, and the relative abundance of various organisms in the obese and control groups</p>
</caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="em-04-1001164-g006.tif" />
</fig>
</sec>
</sec>
<sec id="s4">
<title>Discussion</title>
<p id="p-25">The gut microbial community has a critical role in the regulation of energy metabolism and fat storage, and it is strongly associated with the incidence and progression of obesity [<xref ref-type="bibr" rid="B30">30</xref>–<xref ref-type="bibr" rid="B33">33</xref>]. Previous studies established the changes in the composition and decrease in diversity of the gut microbiota in obese people and rats [<xref ref-type="bibr" rid="B34">34</xref>]. The present study is the first to compare the gut bacterial community composition changes between Saudi’s healthy and obese preschool children. In this study, the bacterial diversity in 26 normal and 17 obese children was systematically analysed using next-generation sequencing technology. The microbial community composition was altered between the study groups.</p>
<p id="p-26">There is a direct relationship between the type of food and habits during eating food and obesity; the presence of high percentage of children who depend on carbohydrates and dairy and its derivatives for their nutrition, fast food and eating these foods in front of television maybe one of the causes of obesity in the children under study, and this is consistent with many studies investigated the relationship between the type of food and obesity in preschool children and childhood [<xref ref-type="bibr" rid="B35">35</xref>–<xref ref-type="bibr" rid="B39">39</xref>].</p>
<p id="p-27">A healthy human GI tract is inhabited by six bacterial phyla: Firmicutes, Bacteroidetes, Proteobacteria, Actinobacteria, Fusobacteria, and Verrucomicrobia [<xref ref-type="bibr" rid="B40">40</xref>, <xref ref-type="bibr" rid="B41">41</xref>]. Firmicutes and Bacteroidetes account for &gt; 90%. Herein, Firmicutes, Bacteroidetes, Actinobacteria, Verrucomicrobia, and Proteobacteria were detected; among these, Firmicutes and Bacteroidetes dominated (about 90%). Different findings were reported regarding the changes in Firmicutes and Bacteroidetes. Some studies reported that Firmicutes increased in obese children, while Bacteroidetes was decreased [<xref ref-type="bibr" rid="B42">42</xref>–<xref ref-type="bibr" rid="B44">44</xref>], whereas the findings of other studies showed an increase in both Firmicutes and Bacteroidetes in obese children [<xref ref-type="bibr" rid="B45">45</xref>]. The present study revealed a relative decrease in Firmicutes and an increase in Bacteroidetes communities in children with obesity compared to that in preschool children with normal weight. In a healthy gut, Bacteroidetes have a critical role in plant polysaccharide degradation, which cannot be absorbed by the human body; it also helps in nutrient metabolism, together with other bacteria. The Bacteroidetes community is reduced by a long-term high-fat diet, affecting the absorption of polysaccharides and proteins, and resulting in the development of obesity [<xref ref-type="bibr" rid="B46">46</xref>].</p>
<p id="p-28">Our study revealed that <italic>Ruminococcus</italic> was reduced in obese children, similar to the findings of a Chinese study [<xref ref-type="bibr" rid="B7">7</xref>]. <italic>Ruminicoccus</italic> is an important genus contained in sclerenchyma along with other bacteria; this performs fermentation functions, degrades food fibers that cannot be digested by the human body into absorbable short-chain fatty acids (acetic acid, propionic acid, butyric acid, and lactic acid), and increases energy intake through intestinal absorption [<xref ref-type="bibr" rid="B47">47</xref>]. In this study, <italic>Bifidobacterium</italic> was found in relatively high abundance in obese children than in normal weight children; this finding was in contrast to previous studies in which reduced <italic>Bifidobacterium</italic> was found [<xref ref-type="bibr" rid="B48">48</xref>, <xref ref-type="bibr" rid="B49">49</xref>]. The contrasting findings may be due to variations in lifestyle and diet adopted by the study subjects. Some genera, particularly <italic>Streptococcus</italic>, were found in relatively high abundance in obese preschool children. Our findings are in consistent with a previous study conducted in China on the association of gut microbiota alteration with childhood obesity [<xref ref-type="bibr" rid="B7">7</xref>]. Some studies previously confirmed that <italic>Streptococcus</italic> is closely related to Crohn’s disease (CD), and <italic>Streptococcus</italic> is significant in the inflammatory mucosal section of patients with CD [<xref ref-type="bibr" rid="B50">50</xref>]. However, only a few studies associated genera like <italic>Streptococcus</italic> with obesity; hence, further research is needed. Our findings also support that genera like <italic>Streptococcus</italic> are associated with childhood obesity. The results indicating an association of <italic>Akkermansia</italic>, <italic>Clostridium</italic>, <italic>Sutterella</italic>, and <italic>Ruminococc</italic> in the obese children are in line with the results found by Reyna et al. [<xref ref-type="bibr" rid="B51">51</xref>]. The association of these genera after one year old was found ether by [<xref ref-type="bibr" rid="B52">52</xref>–<xref ref-type="bibr" rid="B54">54</xref>].</p>
<p id="p-29">In our study, numerous limitations should be considered. This is a cross-sectional study, and the casual effects of gut microbes on obesity could not be established. The sample size was also not enough to investigate the association of preschool children’s gut microbiota with obesity. The selected subjects also represented the gut microbial community of a specific area. Despite our inclusion and exclusion criteria, the results were strongly influenced by various factors of sampled individuals. In this study, the samples were collected at a certain time, but long-term observations would be more appropriate to investigate the changes in GI tract microbial communities.</p>
</sec>
</body>
<back>
<glossary>
<title>Abbreviations</title>
<def-list>
<def-item>
<term>BMI</term>
<def>
<p>body mass index</p>
</def>
</def-item>
<def-item>
<term>GI</term>
<def>
<p>gastrointestinal</p>
</def>
</def-item>
<def-item>
<term>NCDs</term>
<def>
<p>non-communicable diseases</p>
</def>
</def-item>
<def-item>
<term>OTU</term>
<def>
<p>operational taxonomic unit</p>
</def>
</def-item>
<def-item>
<term>T2DM</term>
<def>
<p>type 2 diabetes mellitus</p>
</def>
</def-item>
</def-list>
</glossary>
<sec id="s5">
<title>Declarations</title>
<sec>
<title>Acknowledgments</title>
<p>The authors thank the participants in this research, their contribution in our study gave the results of this research. Also, we like to thank the Saudi Digital Library (SDL) for access to the publications for free.</p>
</sec>
<sec>
<title>Author contributions</title>
<p>SMAJ: Investigation, Writing—original draft. EAAJ: Conceptualization, Investigation. YAAG: Validation, Conceptualization. AAAJ: Writing—review &amp; editing, Supervision. All authors read and approved the submitted version.</p>
</sec>
<sec sec-type="COI-statement">
<title>Conflicts of interest</title>
<p>The authors declare that they have no conflicts of interest.</p>
</sec>
<sec>
<title>Ethical approval</title>
<p>The Ethics Committee of Institutional Review Board of Ministry of Health approved the study protocols (approval number: A01436) on September 11, 2022.</p>
</sec>
<sec>
<title>Consent to participate</title>
<p>The informed consent to participate in the study was obtained from all participants, including parents and/or guardians.</p>
</sec>
<sec>
<title>Consent to publication</title>
<p>Not applicable.</p>
</sec>
<sec sec-type="data-availability">
<title>Availability of data and materials</title>
<p>The datasets of parents’ survey for this study can be found in the questionnaire of the health and nutritional condition of children (<ext-link xlink:href="https://forms.gle/47aFU3wrdAJLzQ4B6" ext-link-type="uri">https://forms.gle/47aFU3wrdAJLzQ4B6</ext-link>). Data of parents’ consent statement is available upon request.</p>
</sec>
<sec>
<title>Funding</title>
<p>Not applicable.</p>
</sec>
<sec>
<title>Copyright</title>
<p>© The Author(s) 2023.</p>
</sec>
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