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  <front>
    <article-meta>
      <title-group>
        <article-title>Biological Pathways and Biomarker Patterns in Autism Spectrum Disorder</article-title>
        <subtitle>Jalur Biologis dan Pola Biomarker pada Gangguan Spektrum Autisme</subtitle>
      </title-group>
      <contrib-group content-type="author">
        <contrib contrib-type="person">
          <name>
            <surname>Ahmed</surname>
            <given-names>Tamarah H.</given-names>
          </name>
          <email>tahmed@uowasit.edu.iq</email>
          <xref ref-type="aff" rid="aff-1"/>
        </contrib>
      </contrib-group>
      <aff id="aff-1">
        <institution>Department of Physiology, Biochemistry and Pharmacology, College of Veterinary Medicine, University of Wasit</institution>
        <country>Iraq</country>
      </aff>
      <history>
        <date date-type="received" iso-8601-date="2026-02-10">
          <day>10</day>
          <month>02</month>
          <year>2026</year>
        </date>
      </history>
    <pub-date pub-type="epub"><day>10</day><month>02</month><year>2026</year></pub-date></article-meta>
  </front>
  
  
<body id="body">
    <sec id="heading-99da1b4e42e8ddf6c3d35998c5019336">
      <title>
        <bold id="_bold-18">Introduction</bold>
      </title>
      <p id="_paragraph-12">Autism spectrum disorder (ASD) was a complex neurodevelopmental disorder that was characterized by repetitive behavioral patterns, restricted interests, likewise persistent problems with social communication (1,2). Also , the prevalence of ASD has increased significantly in the past decade thanks to the increased diagnostic awareness and potential genetic and environmental factors (3,4). The increasing of research suggests that ASD was characterized by major physiological, metabolic, and immunological alterations that lead to it was diverse manifestation, in contrast the behavioral aspects of ASD were quite clear (5,6). Moreover , one of the disorders most frequently recorded in ASD was hormonal dysregulation (7). As an example, sleep disorders, impaired circadian rhythms modulation, also, elevated oxidative vulnerability were all associated with melatonin deficit in a number of children with autism, as demonstrated by various studies (8). Nevertheless , another initial biochemical predictor of ASD was high levels of serotonin or hyperserotonemia that influencing neurodevelopment, gastrointestinal, sensory and also, behavioral inflexibility (9,10). So, Dysregulation of the hypothalamic-pituitary-adrenal (HPA) axis has also been evidenced and increased cortisol response has been observed indicating a change in stress responses and constant physiological alertness (11,12). In addition, oxidative stress has been identified to have significant pathogenesis of ASD (13) . It has been discovered that autistic individuals show a great deal of elevated concentrations of total oxidant status (TOS) and lipid peroxidation product, malondialdehyde (MDA) which were indicative of increased production of reactive oxygen species (ROS) and also impaired redox balance in cells (14). Then ,these oxidative attacks were often accompanied by reductions in antioxidant defenses in the form of glutathione peroxidase (GPx) which was necessary to protect the brain tissue against oxidative damage(15,16). Furthermore , there has been a growing acceptance that dysregulation of the immune system in addition to hormonal and oxidative conditions was one of the core features of ASD (17). So, There was also an increase in pro-inflammatory cytokines such as interleukin-12 (IL-12), interleukin-8 (IL-8), and interleukin-1 β (IL-1 β ) in serum, cerebral spinal fluid, and postmortem brain tissues of individuals with ASD (18 ). ASD neurobiology was believed to have a strong role played by the functions of these cytokines in promoting neuroinflammation, microglial activation, as well as abnormal neuronal connections (19). Thus , ASD pathogenesis was connected, immune activation in the chronic form can increase the severity of oxidative stress and disrupt hormonal mechanisms (20). Consequently , the entire available evidence indicates intricate relationships between oxidative imbalance, inflammatory cues, as well as hormonal disregulation as the source of ASD. So , the simultaneous study of these biomarkers may help to know better the causes of ASD and be more able to locate the objective diagnostic markers. Therefore to provide the light on the possible diagnostic and mechanistic implications of the hormonal, oxidative, and immunological indicators, the given study compares the autistic youngsters with the healthy ones. </p>
    </sec>
    <sec id="heading-5dd1c36815cb673c7a4156ab3097f4fa">
      <title>
        <bold id="_bold-19">Materials and Methods</bold>
      </title>
      <p id="_paragraph-14">
        <bold id="_bold-20">Study Design and Population </bold>
      </p>
      <p id="_paragraph-15">A study was carried out between September 2024 up to June 2025 in a groups of privately and neurodevelopmental clinics in the Wasit Province , Iraq. In this study, fifty children with autism spectrum disorder (ASD) and fifty healthy controls were used, whereby they were matched in terms of age and sex. The conventional diagnostic criteria aided in checking all ASD diagnoses with the assistance of the pediatric and behavioral specialists. However , children that had any acute illness, autoimmune diseases, chronic inflammatory diseases as well as genetic syndromes and other neurological malformations were not allowed to participate.</p>
      <p id="_paragraph-16">
        <bold id="_bold-21">Sample Collection</bold>
        <bold id="_bold-22">and Analysis </bold>
      </p>
      <p id="_paragraph-17">In this study five milliliters of venous blood were collected on each of the children. After centrifugation, clotting, and isolation of serum samples was done; serum was stored at -20 C<sup id="_superscript-7">0</sup> pending analysis. Cortisol, serotonin and melatonin measured using ELISA kits (Elabscience, China). Also , the biomarkers of oxidative stress TOS were determined with ELISA kit (Elabscience, China; Rel Assay Diagnostics, Turkey) and MDA with a commercial kits MDA ELISA kit (Elabscience, China; MyBioSource, USA). The activity of glutathione peroxidase (GPx) was measured by an enzymatic kinetic kit ( Randox, UK ). And , immunological markers (IL-1β, IL-12 and IL-12) were determined using Sandwich ELISA kits (Elabscience, China). All the assays were performed according to the instructions of the manufacturer as well as analyzed twice to achieve precision<bold id="_bold-23">. </bold></p>
      <p id="_paragraph-18">
        <bold id="_bold-24">Statistical Analysis </bold>
      </p>
      <p id="_paragraph-19">The data were analyzed on SPSS version 25. Categorical variables were presented in percentages and frequencies, but the quantitative values were presented in mean ± SD. Group differences between children with autism and controls were evaluated using the independent samples t-test . Also , to test the diagnostic performance of IL-1 β, IL-8 and IL-12 in terms of AUC, sensitivity, specificity and ideal cutoff values through ROC curve analysis. Pearson correlation was employed in order to determine correlations between cytokines and oscillators of oxidation/hormone. The significance was considered to be statistically significant with a p-value of less than 0.05.</p>
      <p id="_paragraph-20">
        <bold id="_bold-25">Ethical approval </bold>
      </p>
      <p id="_paragraph-21">The ethical committee of the College of Science of the University of Wasit approved the protocol of the study ( Approval No. BIO-2025-012).</p>
    </sec>
    <sec id="heading-bef81a20c32249dd40024cd10f3576db">
      <title>
        <bold id="_bold-26">Results</bold>
      </title>
      <p id="_paragraph-23">
        <bold id="_bold-27">Population under examination characteristics</bold>
      </p>
      <p id="_paragraph-24"> Table (1) shows the demographics of the patients, as well as the control persons. The age of the children with autism was 5.14±0.81 years, while the average age of the control was 4.64 ± 0.77 years. The two groups had no significant difference (P = 0.172). Also there was no significant difference in the frequency distribution of the patients and control subjects by age group. Nevertheless, the autistic children that took part in the current study were younger than or equivalent to the age of 5 (31(62.0%).  Frequency distribution of patients and control subjects between male and female did not differ significantly (P = 0.410), 33 (66.0%) males and 17 (34.0%) females constituted the autistic children and 29 (58.0%) and 21 (42.0%) males and females in the control group, respectively.</p>
      <table-wrap id="table-figure-1788e82d2aa8cdf8cfb3f890071e9c3b">
        <label>Table 1</label>
        <caption>
          <title>
            <bold id="_bold-28">Table ( 1 ) Characteristics of the Autistic Children and Healthy Control.</bold>
          </title>
          <p id="paragraph-35cf73c6766e7ddf8480a1ca71773633"/>
        </caption>
        <table id="table-ab3ae74a20382392f8f471be5cc67bbb">
          <tbody>
            <tr id="table-row-ef45aca0a23b2fde7c1abcc089de8d0f">
              <td id="table-cell-dc5d4fed3e9a99cd09f81df2f356e516">Characteristic</td>
              <td id="table-cell-cec1fd12b755f6a8941f55c38871e02d"> Autistic children (n=50) </td>
              <td id="table-cell-82936c0f55327e1653b7690e8346a8ac"> Healthy Control (n=50) </td>
              <td id="table-cell-e7dd12c409db01ce12a344f70a91c04c"> P </td>
            </tr>
            <tr id="table-row-d96abb5db4654c43d825f047d243f36c">
              <td id="table-cell-e9d26b697430bf075b99d445a98c280a">Age (years)</td>
              <td id="table-cell-69ac022e0ca02e99264c55b79ee552e5">5.14 ± 0.81</td>
              <td id="table-cell-17d34974f1ceb92783904c0c17f1e92d">4.64 ± 0.77</td>
              <td id="table-cell-5ab8a2a50924bea5149bb64baba470c6">0.172</td>
            </tr>
            <tr id="table-row-0fde523a9de9ad5e52ed6374892d110d">
              <td id="table-cell-8415b96812a606ece2123744c368f0ca">Gender</td>
              <td id="table-cell-c89d92980941fba20731e8e6f3f50283" colspan="3"/>
            </tr>
            <tr id="table-row-e2a9ce9018d7111ac31b3be1037eee24">
              <td id="table-cell-1abb65c3b52d4215ce8fda0289698e35">Male, n( %)</td>
              <td id="table-cell-ba75daa9d6b9199aa38fbd08fc1ae0cf">33 (66.0%)</td>
              <td id="table-cell-53cdcfab1263852939bba107bff894cf">29 (58.0 %)</td>
              <td id="table-cell-60e8d41359916e8e5385e3dad99e6b68" rowspan="2">0.410</td>
            </tr>
            <tr id="table-row-ed398a9455eab72655f5391ae18ae37e">
              <td id="table-cell-117418cdf9f8ee771c8ea63479be9ef9">Female, n (%)</td>
              <td id="table-cell-999dd63787afe0463e9c1aa4334c359a">17 (34.0%)</td>
              <td id="table-cell-fa3a8e45fb654d7cfc30a65fc63b3046">21 (42.0%)</td>
            </tr>
            <tr id="table-row-06aa7a28f64e875c5be01de77b864f51">
              <td id="table-cell-7d512a2ed5bc436ac4da393f63383951">Age Groups</td>
              <td id="table-cell-dbd633c1f2b02d916e736cc8fa7bb730" colspan="3"/>
            </tr>
            <tr id="table-row-a682e70ce99293efb0d210dc837f3dc6">
              <td id="table-cell-ac29a2b65d79df240c4495ec6824cbcb">≤ 5 years, n (%)</td>
              <td id="table-cell-9f254210d8bc1dea223ebc5f2c8dcfa6">31 (62.0%)</td>
              <td id="table-cell-0d3b6b32255d2efc8687690cc8a976d7">37 (74.0 %)</td>
              <td id="table-cell-2393bd9959497e78d2954842735864c3" rowspan="2">0.198</td>
            </tr>
            <tr id="table-row-73b0786656a162d9f7907f660823cffd">
              <td id="table-cell-e2db21d5abfeb657ce485768480fe78a">6-10 years, n (%)</td>
              <td id="table-cell-ab18b0fa2879a1d34c420249d6e478d1">19 (38.0%)</td>
              <td id="table-cell-e3bfcc3374f27a0bb9643cc0924ffbe7">13 (26.0%)</td>
            </tr>
          </tbody>
        </table>
      </table-wrap>
      <p id="_paragraph-27">
        <bold id="_bold-33">Hormonal parameters of the patients and the controls</bold>
      </p>
      <p id="_paragraph-28"> In Table (2) The mean levels of Melatonin were significant lower in children with autism (17.78 ± 3.55) compared with control groups ( 56.51 ± 9.74) .In contrast, the present results show that mean levels of Serotonin in children with autism were significantly greater than in healthy controls (274.86 ± 28.4 versus 135.00 ± 12.7), respectively (P &gt; 0.05). In addition , the mean cortisol levels were significantly higher in autism children than in the healthy controls (P&gt;0.05).</p>
      <table-wrap id="table-figure-ca307063fb0d79075714141d32c1bf5c">
        <label>Table 2</label>
        <caption>
          <title>
            <bold id="_bold-34">Table (2): Comparison between Hormonal parameters (Melatonin, Serotonin and Cortisol) in Autistic children and healthy controls.</bold>
          </title>
          <p id="paragraph-c04cbeb72378f796599880d1d70f83b6"/>
        </caption>
        <table id="table-c8581119469440b2e60ffa1ca70a9756">
          <tbody>
            <tr id="table-row-8f993a66df99914eaa5251c7aed0068c">
              <td id="table-cell-29e7e50758ed953580b685cd6498afbe" colspan="2"> Groups </td>
              <td id="table-cell-f6372f94021cee7974070b6ce4c64830"> Melatonin ( pg /ml) </td>
              <td id="table-cell-99d968b66c47a122e075495512cffc16"> Serotonin ( ng /ml) </td>
              <td id="table-cell-76c759b0e60e4db37acae9ecacff434d"> Cortisol (µg/dl) </td>
            </tr>
            <tr id="table-row-cbac34c2cf143948709b0878e4363074">
              <td id="table-cell-af48487b6ffde843a311717924c047b2" rowspan="4"> Autistic children </td>
              <td id="table-cell-59ae551416efaa5c7e92dc709c836ca3">Mean ± SD</td>
              <td id="table-cell-c2782be92948353a5cbeba5bdb78d945">17.78 ± 3.55</td>
              <td id="table-cell-f823597b995fe97a4261ddbba25aed59">274.86 ± 28.4</td>
              <td id="table-cell-d31987eacb779486182930e2fab9e2a8">21.13 ± 1.97</td>
            </tr>
            <tr id="table-row-78ff8d454d1c26b58ba1c4ea5cc34b25">
              <td id="table-cell-b0b2459468fa3ad3afc7112888d82f16"> Range </td>
              <td id="table-cell-bf8237dc3b20faf0719afdbcbdcc8e0a">8.00-28.00</td>
              <td id="table-cell-cd61511d038f2941e77678867ac0cef6">197.00-319.00</td>
              <td id="table-cell-0cac788b979635a55078cff291509931">18.50-24.80</td>
            </tr>
            <tr id="table-row-8ce4a5bf43bc86d13e97777a13b8de3b">
              <td id="table-cell-aea4ae4bf97ef062ebe1a20c6518afc1"> Control </td>
              <td id="table-cell-384f05940fc52380e7f23e2a70ce81fc">Mean ± SD</td>
              <td id="table-cell-a271239a1f1bd529ec7d8de5c3a46889">56.51 ± 9.74</td>
              <td id="table-cell-ec9e98861c13d13c5a675b88838284fa">135.00 ± 12.7</td>
            </tr>
            <tr id="table-row-c6a37ffc880147e112d8e439dfaef70a">
              <td id="table-cell-2710e3aa208466d1050f6947ccbdc55e"> Range </td>
              <td id="table-cell-8e5e178d65704e61dfadeefe028e933c">36.00-75.00</td>
              <td id="table-cell-bc88eeecca9d19f0fddb1a2ade9e146d">99.00-176.00</td>
              <td id="table-cell-3afcf2c3d11083a0af6345b711a046b6">8.50-13.40</td>
            </tr>
            <tr id="table-row-6bcc959c622eb385a4aa7f81160ec7d1">
              <td id="table-cell-34d98c87e2f247abb8ac3bb050f6b10e" colspan="2"> p-value </td>
              <td id="table-cell-e8965ec0278258e8f76b095bc8cd1cc7"> 0.001** </td>
              <td id="table-cell-a656a8aed1a8f67c21939ff633214fbe"> 0.001** </td>
              <td id="table-cell-f8d2cfbaad4a28ad99f9cb4663c241f8"> 0.001** </td>
            </tr>
          </tbody>
        </table>
      </table-wrap>
      <p id="_paragraph-31"><bold id="_bold-61">SD</bold>: standard deviation; †:  Independent T test; <bold id="_bold-62">**</bold>: significant at <italic id="_italic-4">P</italic> &gt; 0.05 </p>
      <p id="_paragraph-32">
        <bold id="_bold-63">Antioxidant parameters of patients and controls </bold>
      </p>
      <p id="_paragraph-33"> As in Table (3), the autistic children had a higher level of malondialdehyde (MDA) (5.19 ± 0.61 nmol/ml ) as compared to the healthy control group (2.14 ± 0.31 nmol/ml) ; the difference between the two was significant (P=0.001). In addition , the existing results show that mean Total Oxidant Status (TOS) of children with autism was much higher than that of healthy controls (22.53 ± 3.14 µmol versus 11.87 ± 2.09 µmol, correspondingly; P=0.001). Although, the mean value of glutathione peroxidase (GPx) in children with autism was significantly lower as compared to that of healthy children (44.10 ± 4.89 U/L and 69.90 ± 3.10 U/L, respectively).</p>
      <table-wrap id="table-figure-f406e34651ba4554de40d6078c33b7bc">
        <label>Table 3</label>
        <caption>
          <title>
            <bold id="_bold-64">Table 3: The an</bold>
            <bold id="bold_-6da7e59221e0541047e473493a84a5f5">tioxidant parameters (MDA, TOS and </bold>
            <bold id="_bold-65">GPx</bold>
            <bold id="_bold-66">) of children with autism and healthy control.</bold>
          </title>
          <p id="paragraph-da2a7c6a30808a0c8b5e989cf0520f5c"/>
        </caption>
        <table id="table-40a0dc5cb55e030cd8f0b489e3cf2b2c">
          <tbody>
            <tr id="table-row-df08924322a37606dd8c06c1832c012c">
              <td id="table-cell-cf99226373b4dba8920301973506d54d" colspan="2"> Groups </td>
              <td id="table-cell-e367262741bbc887cc8aeb1da2fde57e"> MDA( nmol /ml) </td>
              <td id="table-cell-234fcaea81e814c018aa6d01ea8fa773"> TOS (µ mol ) </td>
              <td id="table-cell-fdab8ce60ec7b6a0c439bc57d60eabe5"> GPx (U/L) </td>
            </tr>
            <tr id="table-row-b19de49c3d04c9f3161559f95968efd0">
              <td id="table-cell-75c6907bee6fc711d6db598c24d5ab79" rowspan="4"> Autistic children </td>
              <td id="table-cell-a9a570a4de068f48407ae8f74acc9612">Mean ± SD</td>
              <td id="table-cell-63e3490e56bd9892ad735bb6b95a664d">5.19 ± 0.61</td>
              <td id="table-cell-278cb3c5c917a98a98b642d06fa35736">22.53 ± 3.14</td>
              <td id="table-cell-9fff7014f314b370a11d2c148dceacab">44.10 ± 4.89</td>
            </tr>
            <tr id="table-row-800107f528130c3cbe88e3f880178a14">
              <td id="table-cell-7021bc837bf91dab8c2d20338433d952"> Range </td>
              <td id="table-cell-edbb6b39b57357e26d2f8ea0acb06675">4.10-6.00</td>
              <td id="table-cell-afdf7b6fd26294c7d9eb655567d7dbbb">18.00-28.90</td>
              <td id="table-cell-43795b76d0c6d23c78bdb3a71e2d1ba7">37.00-59.00</td>
            </tr>
            <tr id="table-row-1e4ccb1e92671bab5850d50eddbce27e">
              <td id="table-cell-ddc0defe6ab765dcb074a033d3634139"> Control </td>
              <td id="table-cell-f759b502d8485049958a654eb4b1ca5f">Mean ± SD</td>
              <td id="table-cell-d88922c324fc39bded6ca5ed21437097">2.14 ± 0.31</td>
              <td id="table-cell-fe89d1d7d57c37f4720a9c4bb23ce3e8">11.87 ± 2.09</td>
            </tr>
            <tr id="table-row-1a56e39f0d87d09ea00e4f3b3242eaee">
              <td id="table-cell-7c185fd253497a28a00da4baa8de189c"> Range </td>
              <td id="table-cell-bb7b788ebc6d4e072b3172888505a7f8">1.70-2.80</td>
              <td id="table-cell-6ee0c780910ff50bf337f892a2cf53a4">8.80-15.80</td>
              <td id="table-cell-275cb68addf4cb162e1294b306b8ce1a">64.00-76.00</td>
            </tr>
            <tr id="table-row-da113161c774b436128d7312821dd16b">
              <td id="table-cell-6388bee296f5ce0db8201fa9da27ad0e" colspan="2"> p-value </td>
              <td id="table-cell-432fa6d348671ab0d270ac9b32ba09d6"> 0.001** </td>
              <td id="table-cell-e90c7443f19b56740be9b220b4fe4fc3"> 0.001** </td>
              <td id="table-cell-3d6e2e4e3e459c701eea1fefd48dc6de"> 0.001** </td>
            </tr>
          </tbody>
        </table>
      </table-wrap>
      <p id="_paragraph-36"><bold id="_bold-94">SD</bold>: standard deviation; †:  Independent T test; <bold id="_bold-95">**</bold>: significant at <italic id="_italic-5">P</italic> &gt; 0.05 </p>
      <p id="_paragraph-37">
        <bold id="_bold-96">Immunological parameters of patients and controls</bold>
      </p>
      <p id="_paragraph-38">Table (4) show there were significant elevated in all  immunological parameters (IL-1 β ,  IL-12  and IL-8 )in the children with autism disorder compared with control groups . So , Serum IL-1β mean level in the cases group was 14.12 ± 1.69 pg/ml whereas in the control group was 6.67 ± 1.08 pg/ml. This difference had a statistical significance(P&lt; 0.001). In the same way, serum IL-8 level were markedly increased in autistic children  (7.71 ± 1.01 pg/ml) compared to controls (3.29 ± 0.79pg/ml; P= 0.001). And , there was significant increase of IL-12 levels in Autistic children  (30.29 ± 3.35 ng/ml) in compared to healthy controls (17.62 ± 4.79 ng/ml; P = 0.001).</p>
      <table-wrap id="table-figure-8a8afce41b0c7b2031b09320524ec5b6">
        <label>Table 4</label>
        <caption>
          <title>
            <bold id="_bold-97">Table (4)</bold>
            <bold id="_bold-98">:</bold>
            <bold id="_bold-99">Comparison  of Immunological parameters (IL-1β, IL-8 and IL-12) in Autistic children and healthy controls</bold>
          </title>
          <p id="paragraph-21492ac458c8bea150599db652417bea"/>
        </caption>
        <table id="table-1b33ed35068b61654f082e59ba2d2336">
          <tbody>
            <tr id="table-row-533b1beea4e114ce25bc76b8c9679584">
              <td id="table-cell-4d6067d0ab2fb08943cb993f15273303" colspan="2"> Groups </td>
              <td id="table-cell-61f7136d48d54599a3ddea5ced046b62"> IL-1β ( pg /ml) </td>
              <td id="table-cell-2362c2d811ebb981a919a089f8dea418"> IL-8 ( pg /ml) </td>
              <td id="table-cell-b20ebeb7c6b5c9715bd76448690a750d"> IL-12 ( ng /ml) </td>
            </tr>
            <tr id="table-row-fdf5b270a760ec268e7636070fb555d3">
              <td id="table-cell-fceb8c8a929d0daaecbde79072314239" rowspan="4"> Autistic children </td>
              <td id="table-cell-6042683e682c4da7304f223fd0a7cf5e">Mean ± SD</td>
              <td id="table-cell-1fde39c294188999a8a532e7e1e5f8ef">14.12 ± 1.69</td>
              <td id="table-cell-3780a386efc66fc9dd1d63feaaae24d8">7.71 ± 1.01</td>
              <td id="table-cell-b8c0e3fcf3137bfa73accf54bb65498b">30.29 ± 3.35</td>
            </tr>
            <tr id="table-row-4cc6a0b6e2b729b64dff6e23fcd1a87f">
              <td id="table-cell-580db2b2f032c2fe00190c8efe97166f"> Range </td>
              <td id="table-cell-c3d8fe84c5eed6f5e03150cd73e5d741">11.00-16.80</td>
              <td id="table-cell-1afd504f0476e74bd5396ce66a88771e">5.90-9.10</td>
              <td id="table-cell-345508e868fc4553cc1686745e1589bc">24.71-35.90</td>
            </tr>
            <tr id="table-row-0430ce70adb5e15385ef85b92f296d53">
              <td id="table-cell-d2c1c1c79ce9664f22deb8575fc92323"> Control </td>
              <td id="table-cell-d7f6c08445cc6543450d0cd1b2f88f26">Mean ± SD</td>
              <td id="table-cell-30a5447a31396a6dbfffe7bc0dda6300">6.67 ± 1.08</td>
              <td id="table-cell-a4f3e17632ece5456bcd735f7e40b832">3.29 ± 0.79</td>
            </tr>
            <tr id="table-row-7c3bcc5a3d99edc6758dab8d89b371db">
              <td id="table-cell-d3155e2bc9dc9a432e70a98119badb5d"> Range </td>
              <td id="table-cell-c6806a693e7bfee7f66357a4092ac464">3.10-12.00</td>
              <td id="table-cell-bd3ad86625f093fb51be67f0d9d8d521">1.10-6.10</td>
              <td id="table-cell-24104c00cf8b5962c5b131f1af6a365f">8.80-27.00</td>
            </tr>
            <tr id="table-row-291ec2c73cdaa6a81a6b843961cb0d3d">
              <td id="table-cell-783c0cf0e6cadb05d92cbc2760450e9e" colspan="2"> p-value </td>
              <td id="table-cell-9382e162a6adecf9b61390b2255bf5fe"> 0.001** </td>
              <td id="table-cell-71dca859cc60973689d28eb563f6662a"> 0.001** </td>
              <td id="table-cell-a4848791218beed5fa0bee75650d1ec3"> 0.001** </td>
            </tr>
          </tbody>
        </table>
      </table-wrap>
      <p id="_paragraph-41"><bold id="_bold-128">SD</bold>: standard deviation; †:  Independent T test; <bold id="_bold-129">**</bold>: significant at <italic id="_italic-6">P</italic> &gt; 0.05 </p>
      <p id="_paragraph-42">
        <bold id="_bold-130">Diagnostic performance of Immunological parameters (IL-1β, IL-8 and IL-12) in Autistic children</bold>
      </p>
      <p id="_paragraph-43"> Receiver operating characteristic (ROC) curve analysis (Table 5) demonstrated excellent diagnostic performance for all Immunological (IL-1β, IL-8 and IL-12) biomarkers. IL-1β showed an optimal cut-off value of &gt;11.70 pg/ml, these biomarker achieved 96.0% sensitivity, 94.0% specificity, 94.1% positive predictive value (PPV), and 95.9% negative predictive value (NPV), with an area under the curve (AUC) of 0.977 (95% CI: 0.949- 1.000; P &lt; 0.001), indicating excllent discriminatory power between Autistic children and healthy controls. </p>
      <p id="_paragraph-44">
        <bold id="_bold-131">Autistic children Immunological markers (IL-1 0 IL-8 and IL-12): diagnostic performance</bold>
        <bold id="_bold-132">.</bold>
      </p>
      <p id="_paragraph-45"> All immunological biomarkers (IL-1β, IL-12, and IL-8) had good diagnostic performance demonstrated by receiver operating characteristic (ROC) curve analysis (Table 5). IL-1β had a perfect cut-off value of above 11.70 pg/ml with an area under the curve (AUC) of 0.977 (95% CI: 0.949-1.000; P &lt; 0.001). These biomarkers had a sensitivity of 96.0, specificity of 94.0 and positive predictive value (PPV) and negative predictive value (NPV) of 94.1 and 95.9 between autistic children and healthy controls respectively. Also ,The IL-8 showed outstanding diagnostic properties of autism: cut-off value is less than 6.05 pg/ml, 92.0 sensitivity, 94.0 specificity, 93.9 PPV, and 92.2 NPV and the area under the curve (AUC) is 0.976 (95% CI: 0.948-1.000; P=0.001). Furthermore , IL-12 has great autism diagnostic criteria.</p>
      <table-wrap id="tbl5">
        <label>Table 5</label>
        <caption>
          <title>
            <bold id="_bold-133">Table 5: Roc curve of </bold>
            <bold id="_bold-134">I</bold>
            <bold id="_bold-135">mmunological </bold>
            <bold id="_bold-136">M</bold>
            <bold id="_bold-137">arkers (IL-</bold>
            <bold id="_bold-138">1β</bold>
            <bold id="_bold-139">, IL-8, and IL-12) in children with autism.</bold>
          </title>
          <p id="_paragraph-47"/>
        </caption>
        <table id="_table-5">
          <tbody>
            <tr id="table-row-d583da89fc6811d3385b74975b61c2cc">
              <td id="4db1d330ff2b43806bd6111a81731f1a">
                <bold id="_bold-140">Characteristic</bold>
              </td>
              <td id="deba8c2dcf3ee985c5e63df4ab0a4824">
                <bold id="_bold-141">IL-1β (</bold>
                <bold id="_bold-142">pg</bold>
                <bold id="_bold-143">/ml)</bold>
              </td>
              <td id="6267ff8707109caa3184a896aa5c3faf">
                <bold id="_bold-144">IL-8 (</bold>
                <bold id="_bold-145">pg</bold>
                <bold id="_bold-146">/ml)</bold>
              </td>
              <td id="2dfd62b6722ff55e74c30ba503956dea">
                <bold id="_bold-147">IL-12 (</bold>
                <bold id="_bold-148">ng</bold>
                <bold id="_bold-149">/ml)</bold>
              </td>
            </tr>
            <tr id="table-row-2632ee9e26a2f2828d02b936453cc50e">
              <td id="993d3e50d919f45a8addd8463fad99d4">
                <bold id="_bold-150">Cutoff value</bold>
              </td>
              <td id="cf75e9f9c1a8d10e6c7b7e167d8c7670"><bold id="_bold-151">&lt;</bold> 11.70</td>
              <td id="5fde93122fe97320c495de1321e55cdf">
                <bold id="_bold-152">&lt; </bold>
                <bold id="_bold-153">6.05</bold>
              </td>
              <td id="86da9977558e5f7af77b05ed7572f53f"><bold id="_bold-154">&gt;</bold> 25.25</td>
            </tr>
            <tr id="table-row-6fb2fb5d93f696e7ea2a7a7f2b8fef14">
              <td id="49c4551225ef04ececc2cdcff9fd17d3">P value </td>
              <td id="8a54857ab0704415d97d3ed067c4edff">
                <bold id="_bold-155">&lt; 0.001</bold>
              </td>
              <td id="3e349819a0007578dcceb5b3c842d748">
                <bold id="_bold-156">0.001</bold>
              </td>
              <td id="6ca997c14edf2cb1d70b4d78c34022c7">
                <bold id="_bold-157">&lt; 0.001</bold>
              </td>
            </tr>
            <tr id="table-row-3271ef1b162447d3eb8f724b3cd1fe7c">
              <td id="09c29bc78b559c08cfbe39812fc58a04">Sensitivity % </td>
              <td id="ddf29be9064ad740a3b4d46e2cd883f0">96.0 %</td>
              <td id="c0d986864b80cc4008efe3333b06c3af">92.0 %</td>
              <td id="6cbc253e73297eeba3eb86d392624e5f">90.0 %</td>
            </tr>
            <tr id="table-row-3b378fe07d66db93d759e054754cae4a">
              <td id="58c6e5ff19edf546184e9f54a0d98818">Specificity %</td>
              <td id="aef82ffb60d6d8a8aa721eb1ebc49c6b">94.0 %</td>
              <td id="6a5eec6a0b1caa6f136d41ba1633acc9">94.0 %</td>
              <td id="cabead858010ac1b13b0cec3a8731c86">92.0 %</td>
            </tr>
            <tr id="table-row-4a4dfa502712e5876c4e284bbc9a059e">
              <td id="ce0903b684c450d60a78624aec537d2b">PPV %</td>
              <td id="c3be36d7b097682c2ce112086c2fca2d">94.1 %</td>
              <td id="ba2d5da6ed010e83fc18c3cf0b7ca913">93.9 %</td>
              <td id="84e825db33d82e0fdc47592d0e182818">91.8 %</td>
            </tr>
            <tr id="table-row-54bad39bfd1871c6a6d2d8bbce4be4c9">
              <td id="70c2bed8e6e90c14a6cdec6b7b1a24d8">NPV %</td>
              <td id="2639fc851ed6b0b8332203beb81d8658">95.9 %</td>
              <td id="7faed1305a3ae5f0faaac2d1fb4c6d99">92.2 %</td>
              <td id="3646b1a190aec17d63fbcb8bb9732f9c">90.2 %</td>
            </tr>
            <tr id="table-row-017ea41f95c81c498f46b70072616db1">
              <td id="d82aeca6927404e5bdda00435f779034">AUC (95% CI)</td>
              <td id="ad91e451496a803fcb6085d2fe4dcb3a">0.977 (0.949- 1.000)</td>
              <td id="1097f9b00023a45528ef200c460f4104">0.976 (0.948- 1.000)</td>
              <td id="b15ec36a3d78fab74483cf5d21610443">0.949 (0.893- 0.990)</td>
            </tr>
          </tbody>
        </table>
      </table-wrap>
      <p id="_paragraph-48">CI: Confidence interval, AUC: Area under curve.</p>
      <fig id="fig1">
        <label>Figure 1</label>
        <caption>
          <p id="_paragraph-49"/>
        </caption>
        <graphic id="_graphic-1" mimetype="image" mime-subtype="png" xlink:href="image1.png"/>
      </fig>
      <p id="_paragraph-50"><bold id="_bold-158">Figure 4: </bold>(Blue curve) Receiver operating characteristic curve of IL-1β levels  to differentiate Autistic children and healthy control subjects. (Green curve) IL-8 level receiver operating characteristic curve to differentiate Autistic children and healthy control subjects. (Red curve) Receiver operating characteristic curve of the level of IL-12 to differentiate Autistic kids and healthy control subjects.</p>
      <p id="_paragraph-51">
        <bold id="_bold-159">T</bold>
        <bold id="_bold-160">he correlation of immunological markers (IL-1β, IL-8, and IL-12) and other variables in autism children</bold>
      </p>
      <p id="_paragraph-52">The interacting relationship between IL-1β and cortisol (r=0.459 and p=0.001), IL-8 and IL-12 (r=0.303 and p=0.032) between the IL-12 and TOS (r=0.425 and p=0.001) and the IL-12 and serotonin (r=0.530 and p=0.001) are positive in children with autism. However, IL-1β level and GPx (r=-0.278 and p=0.047), IL-12 level and Melatonin (r=-0.338 and p=0.016) had a significant negative correlation in autistic children. No other parameter did, however, have any significant association.</p>
      <table-wrap id="table-figure-bfaeebd2c972820a19eaa502c095f6d6">
        <label>Table 6</label>
        <caption>
          <title>
            <bold id="_bold-161">Table (6): Correlation between Immunological parameters (IL-1β, IL-8 and IL-12) and other parameters in Autistic children.</bold>
            <bold id="_bold-162">(,n and)</bold>
          </title>
          <p id="paragraph-881f75544e062fe0e2e8997440f56dac"/>
        </caption>
        <table id="table-2e055a3822e3d7761ea74dd2577f886f">
          <tbody>
            <tr id="table-row-645332fbd80c2512d82f5c2ea7e7eed2">
              <td id="table-cell-28aea7740523da2750d4fd52ae506faa" rowspan="3"> Parameters </td>
              <td id="table-cell-fe9e5bc051358e9800fa0458d7f56a8c" colspan="6"> Immunological parameters </td>
            </tr>
            <tr id="table-row-9f6f2058a9d2fe9ef6374ded67e6e7ac">
              <td id="table-cell-494531230510d2dcbc2182d415588777" colspan="2"> IL-1β ( pg /ml) </td>
              <td id="table-cell-fdd1f1d8624bb575f63eb6ed7c89b01c" colspan="2"> IL-8 ( pg /ml) </td>
              <td id="table-cell-bef6705cacab5798b88a12f18bd14742" colspan="2"> IL-12 ( ng /ml) </td>
            </tr>
            <tr id="table-row-3b505500d3292b1f96f296317898a2dc">
              <td id="table-cell-91d57438def2b600c9b104376b6c3efd"> r </td>
              <td id="table-cell-9d349a18c5f47f7aa48f2bd3d8058af5"> P </td>
              <td id="table-cell-df401fd3faa1ba207b895598bc515964"> r </td>
              <td id="table-cell-6c8c621c9afd6dc40689ab60848ed337"> P </td>
              <td id="table-cell-59b0b50d52007c34f6ad3d136b4b2949"> r </td>
              <td id="table-cell-54d1e035950e7cfccdcc1e7508665932"> P </td>
            </tr>
            <tr id="table-row-3bb0dfacab8cb6dc5eb009fdcd826c27">
              <td id="table-cell-192b6e17ab2dfefb83fa9e1d7c8aa740"> IL-1β </td>
              <td id="table-cell-d99bc7e4f6b5ca25158ef00b3552a447" colspan="2">1</td>
              <td id="table-cell-848d1c03b9a91bbd6b8beff837b17aeb"/>
              <td id="table-cell-43b2536d228c59eaf51bcfa431ec562f"/>
              <td id="table-cell-c69620e381c9b7a683ff0a3e1e830d9c"/>
              <td id="table-cell-ee80b9f0ae618e387a20572b39fe4934"/>
            </tr>
            <tr id="table-row-b2190d69e57cbd9098e2c35be2e1edf9">
              <td id="table-cell-973668709d6da71bc96284e17c2e966a"> IL-8 </td>
              <td id="table-cell-d92150fc4f79507a41715e5288002237">0.131</td>
              <td id="table-cell-85b26b2f7b64962ea00580426d8998d3">0.365</td>
              <td id="table-cell-47fdc06ac298f28b4851b6c661e69c1e" colspan="2">1</td>
              <td id="table-cell-118cc9a5f1cadbc07d51bdf935b80784"/>
              <td id="table-cell-e40cd5676d29b89e6ebe642478e25faf"/>
            </tr>
            <tr id="table-row-9e1327334e70bbeafe069b839d1a545f">
              <td id="table-cell-a4872cc9950bbea561e6a48381b54717"> IL-12 </td>
              <td id="table-cell-53bf1797880370926429931d2074c7c1">0.142</td>
              <td id="table-cell-e63f81f8674cde3317b8f8787b6676c4">0.326</td>
              <td id="table-cell-5d84ae80b1f98d06b35bb5a9217320f8">0.303</td>
              <td id="table-cell-9c0ad25c7e830843a5d0e5918ef8b993">0.032*</td>
              <td id="table-cell-d2e5a1ee93ed0244c3aceff18e09b2da" colspan="2">1</td>
            </tr>
            <tr id="table-row-cf3e6d87e3f57f105b9206505fe0ca63">
              <td id="table-cell-ff8809eac2490cea6df2cbbc46fc1581"> MDA </td>
              <td id="table-cell-2b0ea287e33c6bd8367c14aeb3957d7f">0.025</td>
              <td id="table-cell-4b314e0b960296a395f5082e466735e5">0.862</td>
              <td id="table-cell-832c8cab8ab134b66573588761587ec1">0.009</td>
              <td id="table-cell-36433b98c3aba81666c8204a7d502dc9">0.951</td>
              <td id="table-cell-28dfab6b35281f1a822cdeb45680cc46">-0.453</td>
              <td id="table-cell-715180a21646c9a037890251f7a95ab2">0.001*</td>
            </tr>
            <tr id="table-row-f75c057c4f52b23a924b8ba2bdaa1b0c">
              <td id="table-cell-cefad06e23b81954c0dd14c3fa753b62"> TOS </td>
              <td id="table-cell-d31cf929f6bb10067ef8d7ee0ffe1eaf">0.261</td>
              <td id="table-cell-acdb97f17958b2c5884907cee43f6232">0.067</td>
              <td id="table-cell-9f0425ff7e49fe3b3555e128829998bf">0.123</td>
              <td id="table-cell-99febcde79c0101940793185b8998b25">0.394</td>
              <td id="table-cell-94a509def689bc63887356a35bedc6bf">0.425</td>
              <td id="table-cell-2a67939c0a697c0bf57c2a23f02b78fb">0.001*</td>
            </tr>
            <tr id="table-row-4c6dbf61bc08f9c07ea0743fe10569bb">
              <td id="table-cell-fc4dae17b8b0746b7adaf9c6788ee3e0"> GPx </td>
              <td id="table-cell-aea10c75ea5d5c6c54d12fa2f3097f1b">-0.278</td>
              <td id="table-cell-db52f42dd2517ea65040f066d4ffc13c">0.047*</td>
              <td id="table-cell-f515411a50b38fc8eeea0d691346c63a">-0.198</td>
              <td id="table-cell-8ea4a3b8647c8573aea54e30f99222cc">0.167</td>
              <td id="table-cell-78edf7ba75bc1520422ebe5d8dfb7dcc">-0.092</td>
              <td id="table-cell-fd28aaa9a63863ce97d86fb25636b945">0.524</td>
            </tr>
            <tr id="table-row-9f9bba2c20d43b72bb13f54061654f6a">
              <td id="table-cell-a957cc9b816064cad4c1689d84caf9ff"> Melatonin </td>
              <td id="table-cell-e926c51bc7c83ab32b75313bb7693c18">-0.090</td>
              <td id="table-cell-0b6bc0d3e69c0a092438c970624d0c6d">0.535</td>
              <td id="table-cell-e1ea8eea2f4a27383c6adf2958001871">-0.097</td>
              <td id="table-cell-5daca2fe56701cacb66e46ad30ce96de">0.502</td>
              <td id="table-cell-0b3c7199acf45e9c05467a14f114bfb2">-0.338</td>
              <td id="table-cell-10ebbc86ded164d0230ad16b5a0d69c2">0.016*</td>
            </tr>
            <tr id="table-row-8d2a387023d943bc1b93bf0d4af4e6cf">
              <td id="table-cell-cd8079f6327674ac51ceb1158a40505f"> Serotonin </td>
              <td id="table-cell-95455ac5174d450bced3ca5e0ce20e2b">0.066</td>
              <td id="table-cell-7bf7f41d7983857ab191877ddb249324">0.651</td>
              <td id="table-cell-f7ac267d01a607a6e0e33713896e457d">0.253</td>
              <td id="table-cell-4c1af6166affa564cf7a37f7195d9307">0.077</td>
              <td id="table-cell-f1c06022d3f46c5b9075397238920500">0.530</td>
              <td id="table-cell-a81f59ab2cd92e8011db9b3d6ea247a0">0.001*</td>
            </tr>
            <tr id="table-row-572e35380d76fa1a1dfc11268bad69ff">
              <td id="table-cell-382a4c2c0ddddfbc49705d3cf532a41d"> Cortisol </td>
              <td id="table-cell-50319302268da5189e8961f61a40ae72">0.459</td>
              <td id="table-cell-59a436278a2b03f34bd61725ff43ed4a">0.001*</td>
              <td id="table-cell-a3f236523aa91ee317e06a5ca5a40df0">0.211</td>
              <td id="table-cell-10c6beb0af81521cc7336d9839795840">0.141</td>
              <td id="table-cell-0994ea7d0624a19d3f03c5bc40f87d87">0.228</td>
              <td id="table-cell-2c49394935632273fc13d6ad9b6e1e40">0.111</td>
            </tr>
          </tbody>
        </table>
      </table-wrap>
      <p id="_paragraph-55"><italic id="_italic-13">r</italic>: correlation coefficient.</p>
    </sec>
    <sec id="heading-597a19dd6934ea58d3a27325d313b46e">
      <title>
        <bold id="_bold-189">Discussion</bold>
      </title>
      <p id="_paragraph-57">The findings of the present work prove the existing opinion that Autism Spectrum Disorder (ASD) was a systemic neurodevelopmental disorder and not a simple behavioral one as they present solid evidence to support the idea that ASD was associated with combinedhormonal, oxidative, and immunological disruptions (2, 21). As a result , the significantly reduced levels of melatonin in children with autism were in line with a massive amount of evidence which determines that melatonin deficit was among the most common biochemical deviations in ASD (22,23). Due to the importance of melatonin in immunological regulation, circadian rhythms regulation, and antioxidant protection, its deficiency could be related to sleep disorders, increased oxidative stress, also impaired neurodevelopment common in ASD children (24,6). Although, the increased levels of serotonin in the current study give more support to the accepted theory that ASD was linked with hyperserotonemia that has been reported in more than one-third of children with the disorder (9,25). Therefore ,abnormally high peripheral serotonin may be caused by altered transporter action, dysregulated tryptophan metabolism, or a high gut enterochromaffin activity variable related to the above characteristics of behavioral rigidity, sensory abnormalities, and gastrointestinal dysfunction variables (26). Furthermore, the high level of cortisol in children with ASD indicates the impairment of the hypothalamic pituitary adrenal (HPA) axis, consistent with increased stress response of the physiologic form associated with the disorder (11,27). So , Chronic HPA activity was found to correlate with emotional dysregulation, anxiety, and poor social functioning (28).The significant difference of oxidative stress indicators was observed in children with autism where MDA and TOS were higher and GPx was lower(13). Such findings are consistent with the other studies that evidence the existence of oxidative imbalance in the pathogenesis of ASD (29). Thus , the augmented lipid peroxidation and lower antioxidant enzyme functions may aggravate neuroinflammatory reactions, interrupt neuronal signaling and mitochondrial functions (30,31). Since , reduced GPx levels were proposed by impaired glutathione-dependent detoxification processes which have been commonly associated with oxidative disturbance in ASD (32). In this study, the autistic children of the immunological group possessed a higher level of IL-1 β, IL-8, and IL-12, which show great inflammatory stimulation. As a result ,it has been known that high levels of IL-1β inhibit learning, enhance neuroinflammation, and disrupt synaptic plasticity (17). Moreover , abnormal neuronal growth and synapses architecture were also associated with increased chemotactic signaling and possible activation of microglia suggested by the elevated IL-8 (33). So,  IL-12, which was an important Th1 immunological mediator, could be a sign of altered brain immunological-neural interactions as well as suggest systemic immune activation (34). Thus , the growing evidence that neuroinflammation was one of the major causes in ASD was justified by these cytokine abnormalities (20).These cytokine abnormalities have a high AUC value and therefore suggest that they can be used as biomarker candidates. Moreover , prior studies also have demonstrated cytokine panels to be curious predictive and diagnostic exploits of ASD (35). The suggestion of interdependence between immune homeostasis and HPA dysregulation was also justified by the favorable linkage between IL-1 β and cortisol (36). Also , The positive relationship between oxidant state and IL-12, along with the emerging interdependence of oxidative and inflammatory pathways where reactive oxygen species trigger cytokine expression and the reverse is also indicated (37). The anti-inflammatory and antioxidant properties of melatonin are aligned with the reverse relationship that exists between melatonin and the indicators of inflammatory state (38).Ultimately, this evidence indicates that neuroendocrine disorders, oxidative imbalance, and immunological stimulation interact complexly to trigger ASD. Such biological disruptions have the potential to impair the cortical maturation, synaptic connection, and neuronal development which eventually affect the clinical presentation of ASD. The integration of immunological, oxidative, and hormonal biomarkers can enhance the accuracy of diagnosis and early diagnosis and focus the personalized treatment strategies.</p>
    </sec>
    <sec id="heading-34cfd6513c1c6cd6795813c32206fa89">
      <title>
        <bold id="_bold-190">Conclusion</bold>
      </title>
      <p id="_paragraph-59">The study indicates that children with autism exhibit significant immunological, oxidative and hormonal alterations. Higher levels of serotonin, cortisol, MDA, TOS, IL-1 β, IL-12 and IL-8 while lower levels of melatonin and GPx indicate complex interrelations between neuroendocrine functioning, redox disproportion, as well as inflammatory activity. Thus , the immunological biomarkers, particularly IL-1 β, IL-8 and IL-12, were well diagnostic, and may be used in the screening of ASD. So , these findings reinforce the importance of the integration of biomarker based procedures in diagnosis and treatment interventions and argue in favor of the multi biological nature of ASD.</p>
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