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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mol. Biosci.</journal-id>
<journal-title>Frontiers in Molecular Biosciences</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mol. Biosci.</abbrev-journal-title>
<issn pub-type="epub">2296-889X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">849771</article-id>
<article-id pub-id-type="doi">10.3389/fmolb.2022.849771</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Molecular Biosciences</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Application Potential of <italic>CTHRC1</italic> as a Diagnostic and Prognostic Indicator for Colon Adenocarcinoma</article-title>
<alt-title alt-title-type="left-running-head">Pang et&#x20;al.</alt-title>
<alt-title alt-title-type="right-running-head">
<italic>CTHRC1</italic> Expression in COAD</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Pang</surname>
<given-names>Chen</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Hongwei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Shen</surname>
<given-names>Chengcheng</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1621607/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Liang</surname>
<given-names>Houjie</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/123458/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Oncology and Southwest Cancer Centre</institution>, <institution>Southwest Hospital</institution>, <institution>Third Military Medical University (Army Medical University)</institution>, <addr-line>Chongqing</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Dermatology</institution>, <institution>The First Affiliated Hospital of Chongqing Medical University</institution>, <addr-line>Chongqing</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1156385/overview">Na Luo</ext-link>, Nankai University, China</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1626288/overview">Fei Peng</ext-link>, Dalian Medical University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1057834/overview">Xiawei Wei</ext-link>, Sichuan University, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Chengcheng Shen, <email>shencc2020@163.com</email>; Houjie Liang, <email>lianghoujie@sina.com</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Molecular Diagnostics and Therapeutics, a section of the journal Frontiers in Molecular Biosciences</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>01</day>
<month>03</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>9</volume>
<elocation-id>849771</elocation-id>
<history>
<date date-type="received">
<day>06</day>
<month>01</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>04</day>
<month>02</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Pang, Wang, Shen and Liang.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Pang, Wang, Shen and Liang</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these&#x20;terms.</p>
</license>
</permissions>
<abstract>
<p>Colon adenocarcinoma (COAD), ranking third in incidence and second in mortality, is one of the most common cancer types in the world. The initial stages of COAD usually show no obvious clinical symptoms; moreover, effective screening or diagnostic indicators with high sensitivity and specificity are lacking, which often leads to missed treatment opportunities. Collagen triple helix repeat containing 1 (<italic>CTHRC1</italic>) is a glycosylated protein secreted during tissue repair, which reduces collagen matrix deposition and promotes cell migration. Under physiological conditions, the expression of <italic>CTHRC1</italic> is conducive to wound healing; however, the pathological overexpression of <italic>CTHRC1</italic> promotes tumour growth and proliferation. In this study, we evaluated the application potential of <italic>CTHRC1</italic> as an early diagnosis and prognostic survival monitoring biomarker for COAD in addition to unravelling its molecular mechanism in the development of COAD and exploring new therapeutic targets. Therefore, various tumour databases were used to investigate the expression of <italic>CTHRC1</italic> in COAD at the mRNA and protein levels. <italic>CTHRC1</italic> expression was found to be significantly increased in COAD, regardless of clinical cancer stage, age, sex or race. Moreover, <italic>CTHRC1</italic> expression was significantly correlated with poor prognosis and positively correlated with CD8<sup>&#x2b;</sup> T&#x20;cell, CD4<sup>&#x2b;</sup> T&#x20;cell, neutrophil, macrophage and dendritic cell infiltration. The relevant function pathways and neighbouring proteins to <italic>CTHRC1</italic> in COAD were identified as ROR2, VAPA, LY6E and several collagen family proteins. Therefore, this study suggests that <italic>CTHRC1</italic> is a potential diagnostic and prognostic biomarker for patients with&#x20;COAD.</p>
</abstract>
<kwd-group>
<kwd>collagen triple helix repeat containing 1 (CTHRC1)</kwd>
<kwd>colon adenocarcinoma (COAD)</kwd>
<kwd>diagnosis</kwd>
<kwd>prognosis</kwd>
<kwd>immune infiltration</kwd>
<kwd>function pathway</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>A recent study by the American Cancer Society reported that colorectal cancer has the third highest (10.0%) incidence rate after female breast cancer (11.7%) and lung cancer (11.4%) (<xref ref-type="bibr" rid="B25">Sung et&#x20;al., 2021</xref>). The incidence rate of colorectal cancer in developed countries is approximately four times higher than that in developing countries (<xref ref-type="bibr" rid="B8">Fidler et&#x20;al., 2016</xref>). Based on the current prediction models, the global incidence of colorectal cancer has been estimated to reach approximately 2.2 million new cases/year by 2030, accounting for 20% of all patients with cancer (<xref ref-type="bibr" rid="B1">Araghi et&#x20;al., 2018</xref>). Colorectal carcinoma has the second-highest death rate of 9.4% after lung cancer. The official statistics on the prognosis of patients with colorectal cancer published by the American Cancer Society report that the 5&#xa0;year survival rate is approximately 64% (<xref ref-type="bibr" rid="B25">Sung et&#x20;al., 2021</xref>). Specifically, early diagnosis or detection of colorectal cancer at stage I, stage IIA or IIB increases the 5&#xa0;years survival rate to approximately 90%; however, delayed diagnosis decreases the survival rate of patients with pathological stage IV tumour to approximately 14% (<xref ref-type="bibr" rid="B22">Pilonis et&#x20;al., 2020</xref>). Although the current screening of colorectal cancer has been strengthened, resulting in a slight decrease in late diagnosis case numbers, up to 90% of cases are diagnosed after symptoms appear (<xref ref-type="bibr" rid="B29">Vanessa and Karen, 2016</xref>).</p>
<p>The occurrence of colorectal cancer is attributed to complex genetic and environmental factor interactions, involving multiple genes at different stages. The main pathways include the chromosomal instability pathway, CpG island methylator phenotype pathway, microsatellite instability pathway and the serrated pathway (<xref ref-type="bibr" rid="B14">Harrison and Benziger, 2011</xref>). Colon adenocarcinoma (COAD) is the main manifestation of colorectal cancer, with more than 80% of colorectal cancers being diagnosed as COAD (<xref ref-type="bibr" rid="B17">Li and Gu, 2005</xref>). The initial stage of COAD usually shows no obvious clinical symptoms, and the lack of effective screening or highly sensitive and specific diagnostic indicators often lead to missed treatment opportunities (<xref ref-type="bibr" rid="B11">Garborg et&#x20;al., 2013</xref>). Therefore, it is crucial to establish an effective screening mechanism to improve the early diagnosis&#x20;rate.</p>
<p>Collagen triple helix repeat containing 1 (CTHRC1) protein was first identified in the injured arteries of rats as an extracellular secretory protein, which is expressed in the injured part and smooth muscle cells of neointima, mainly promoting the growth and proliferation of newly generated cells (<xref ref-type="bibr" rid="B15">Leclair and Lindner, 2007</xref>). CTHRC1 regulates the occurrence and development of cervical, pancreatic and liver carcinoma by participating in cell proliferation, cell migration, type I collagen synthesis and damaged vascular repair (<xref ref-type="bibr" rid="B26">Tameda et&#x20;al., 2014</xref>). Studies have shown that promoting CTHRC1 expression increased the migration and invasion of primary gastrointestinal stromal tumour cells, whereas silencing CTHRC1 expression inhibited the epithelial&#x2013;mesenchymal transformation of glioblastoma cells (<xref ref-type="bibr" rid="B18">Ma et&#x20;al., 2014</xref>). CTHRC1 promotes the proliferation of colorectal cancer by activating the Wnt/PCP signalling pathway (<xref ref-type="bibr" rid="B31">Yang et&#x20;al., 2015</xref>). Additionally, CTHRC1 plays an important role in the pathogenesis of systemic lupus erythematosus and other diseases (<xref ref-type="bibr" rid="B34">Wu et&#x20;al., 2018</xref>).</p>
<p>This study, therefore, aimed to evaluate the application potential of CTHRC1 as an early diagnosis and prognostic survival monitoring biomarker for COAD. Additionally, the molecular mechanism of COAD occurrence and development along with various novel therapeutic targets were explored. Therefore, the expression of CTHRC1 in COAD at the mRNA and protein levels was investigated using various tumour databases. By evaluating the expression of CTHRC1 in patients with COAD under different physiological and pathological conditions, the application potential of CTHRC1 as a diagnostic indicator was determined. Moreover, the effects of different expression levels and genetic mutations of <italic>CTHRC1</italic> on COAD survival rate was analysed, including the immune infiltration of CTHRC1 in COAD. Further, the associated proteins and pathways of CTHRC1 in tumorigenesis are also discussed.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>Materials and Methods</title>
<sec id="s2-1">
<title>Oncomine Analysis</title>
<p>The Oncomine platform (<ext-link ext-link-type="uri" xlink:href="https://www.oncomine.org/">https://www.oncomine.org/</ext-link>) is a publicly accessible, online tumour-related gene microarray database that collects disease-related gene expression profiles and relevant clinical information. The expression level of <italic>CTHRC1</italic> in different cancers was investigated <italic>via</italic> Oncomine. When compared to corresponding normal tissues, the transcriptional levels were considered statistically significant at fold change &#x3e;1.5 and <italic>p</italic>-value &#x3c; 0.001. The threshold value of gene rank was set to &#x201c;top 10%&#x201d;, and the data type was set to &#x201c;mRNA&#x201d; (<xref ref-type="bibr" rid="B23">Rhodes et&#x20;al., 2004</xref>).</p>
</sec>
<sec id="s2-2">
<title>TIMER 2.0 Analysis</title>
<p>TIMER 2.0 (<ext-link ext-link-type="uri" xlink:href="http://timer.comp-genomics.org/">http://timer.comp-genomics.org/</ext-link>) was employed to investigate the expression levels of <italic>CTHRC1</italic> in various tumour tissues. Additionally, data of 32 tumour types from more than 10,000 samples were collected from the TCGA database and used for immune infiltration analysis via TIMER 2.0, which ascertains the abundance of tumour infiltrates based on gene expression levels. <italic>CTHRC1</italic> was chosen as the input and tumour cells were detected under the Immune Association module. B&#x20;cells, CD8<sup>&#x2b;</sup> T&#x20;cells, CD4<sup>&#x2b;</sup> T&#x20;cells, neutrophils, macrophages and dendritic cells were selected as the test types based on the study by Li et&#x20;al. and Danaher et&#x20;al. (<xref ref-type="bibr" rid="B16">Li et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B6">Danaher et&#x20;al., 2017</xref>). Gene expression values were converted to Log2&#x20;RNA-Seq by Expectation-Maximization values.</p>
</sec>
<sec id="s2-3">
<title>Human Protein Atlas Analysis</title>
<p>The Human Protein Atlas (<ext-link ext-link-type="uri" xlink:href="https://www.proteinatlas.org/">https://www.proteinatlas.org</ext-link>) is an online dataset that collects the expression characteristics of various functional proteins <italic>via</italic> immunohistochemistry from tumours and corresponding normal tissues (<xref ref-type="bibr" rid="B2">Asplund et&#x20;al., 2012</xref>). The Human Protein Atlas was used to compare the expression of CTHRC1 proteins in normal and COAD tissues using the images of immunohistochemical staining.</p>
</sec>
<sec id="s2-4">
<title>UALCAN Analysis</title>
<p>UALCAN (<ext-link ext-link-type="uri" xlink:href="http://ualcan.path.uab.edu/">http://ualcan.path.uab.edu</ext-link>) is an open-access web platform that contains cancer-related clinical data, which can be obtained from the TCGA database. This was used to compare the <italic>CTHRC1</italic> expression levels between the COAD and normal tissues, along with the relationship between gene expression and pathologic features in these tissues (<xref ref-type="bibr" rid="B4">Chandrashekar et&#x20;al., 2017</xref>). In the website, TCGA was chosen, and the corresponding tumour type was selected. The student&#x2019;s <italic>t</italic>-test was used to compare the transcription levels of <italic>CTHRC1</italic> between the tissue types, and <italic>p</italic>&#x20;&#x3c; 0.05 was considered statistically significant.</p>
</sec>
<sec id="s2-5">
<title>GEPIA Analysis</title>
<p>GEPIA (<ext-link ext-link-type="uri" xlink:href="http://gepia.cancer-pku.cn/index.html">http://gepia.cancer-pku.cn/index.html</ext-link>) was used to analyse the relationship between <italic>CTHRC1</italic> expression and overall survival (OS) or disease-free survival (DFS) prognosis in patients with COAD based on the parameters of hazard ratios and log-rank <italic>p</italic>-values. After logging onto the database, Single Gene Analysis was firstly chosen. After entering <italic>CTHRC1</italic>, &#x201c;survival plots&#x201d; was selected. Survival analysis was performed using the following parameters: Group Cut-off: Median; Hazards Ratio: Yes; 95% Confidence Interval: Yes (<xref ref-type="bibr" rid="B28">Tang et&#x20;al., 2017</xref>).</p>
</sec>
<sec id="s2-6">
<title>cBioPortal Analysis</title>
<p>cBioPortal (<ext-link ext-link-type="uri" xlink:href="http://www.cbioportal.org/">http://www.cbioportal.org/</ext-link>) was used to analyse the alteration frequency of <italic>CTHRC1</italic> gene mutations. Putative copy-number calls on 478 cases were determined using GISTIC 2.0. In the module Comparison/Survival, the influence of the alterations on prognostic survival in patients with COAD was analysed using default parameters (<xref ref-type="bibr" rid="B10">Gao et&#x20;al., 2013</xref>).</p>
</sec>
<sec id="s2-7">
<title>Functional Analysis</title>
<p>GeneMANIA was used to identify the physical interaction and co-expression of CTHRC1 with 20 related proteins using the <italic>Homo sapiens</italic> datasets with default parameters (<xref ref-type="bibr" rid="B20">Mostafavi et&#x20;al., 2008</xref>). GO enrichment and KEGG pathway analyses (FDR cutoff &#x3c;0.05) of related gene were conducted using ShinyGO v0.741 (<ext-link ext-link-type="uri" xlink:href="http://bioinformatics.sdstate.edu/go/">http://bioinformatics.sdstate.edu/go/</ext-link>).</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<sec id="s3-1">
<title>Expression of <italic>CTHRC1</italic> in COAD</title>
<p>RNA-seq data extracted from TCGA database showed a consistent trend of abnormally high <italic>CTHRC1</italic> expression in more than 16 types of tumour tissues compared with the corresponding normal tissues, such as COAD, breast invasive carcinoma and stomach adenocarcinoma (<xref ref-type="fig" rid="F1">Figure&#x20;1A</xref>). Similarly, Oncomine analysis of the pathological samples showed that the transcriptional levels of <italic>CTHRC1</italic> mRNA were significantly up-regulated in various cancer types including colorectal cancer (<xref ref-type="fig" rid="F1">Figure&#x20;1B</xref>). Further comparison of the expression levels of CTHRC1 protein between the normal and COAD tissue using immunohistochemical data from the Human Protein Atlas dataset showed that CTHRC1 protein expression in COAD was consistent with the mRNA detected (<xref ref-type="fig" rid="F2">Figure&#x20;2</xref>). These findings strongly suggest the positive role of <italic>CTHRC1</italic> in COAD tumorigenesis.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Expression levels of CTHRC1 in different types of tumour tissues. <bold>(A)</bold> <italic>CTHRC1</italic> expression in various tumour tissues <italic>via</italic> TIMER analysis. <bold>(B)</bold> <italic>CTHRC1</italic> expression in different cancer types <italic>via</italic> Oncomine analysis (&#x2a;<italic>p</italic>&#x20;&#x3c; 0.05; &#x2a;&#x2a;<italic>p</italic>&#x20;&#x3c; 0.01; &#x2a;&#x2a;&#x2a;<italic>p</italic>&#x20;&#x3c; 0.001).</p>
</caption>
<graphic xlink:href="fmolb-09-849771-g001.tif"/>
</fig>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Analysis of CTHRC1 protein expression in colon adenocarcinoma tissue collected from the Human Protein Atlas dataset. <bold>(A)</bold> The control (normal) tissue with low staining; <bold>(B)</bold> The colon adenocarcinoma tissue with medium staining. Primary antibody: HPA059806.</p>
</caption>
<graphic xlink:href="fmolb-09-849771-g002.tif"/>
</fig>
</sec>
<sec id="s3-2">
<title>Expression of <italic>CTHRC1</italic> in Patients With COAD Under Different Physiological or Pathological States</title>
<p>UALCAN analysis showed that the expression level of <italic>CTHRC1</italic> was significantly higher in the patients with primary COAD than that in normal tissues (<xref ref-type="fig" rid="F3">Figure&#x20;3A</xref>). Notably, this abnormally high expression pattern is generally applicable to patients with different clinicopathological characteristics, such as clinical cancer stage, age, sex or race. However, no significant difference in expression level was observed among patients diagnosed with different states, apart from the high expression in patients aged 21&#x2013;40&#xa0;years (<xref ref-type="fig" rid="F3">Figures 3B&#x2013;F</xref>). Importantly, <italic>CTHRC1</italic> showed a strong abnormal expression in patients with early stage COAD, <italic>i.e.</italic>, <italic>CTHRC1</italic> has shown significant high expression in stage I COAD, which substantiates the potential role of <italic>CTHRC1</italic> as an early diagnostic biomarker for&#x20;COAD.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Analysis of <italic>CTHRC1</italic> expression in patients with colon adenocarcinoma (COAD) under different physiological or pathological states using UALCAN. <bold>(A&#x2013;F)</bold> <italic>CTHRC1</italic> expression in COAD patients of various physiological and pathological states (<sup>&#x002A;</sup> denotes 0.01 &#x003C; <italic>p</italic> &#x003C; 0.05, <sup>&#x002A;&#x002A;</sup> denotes <italic>p</italic> &#x003C; 0.01).</p>
</caption>
<graphic xlink:href="fmolb-09-849771-g003.tif"/>
</fig>
</sec>
<sec id="s3-3">
<title>Prognostic Value of <italic>CTHRC1</italic> Expression in Patients With COAD</title>
<p>The GEPIA dataset was employed to assess the prognostic value of <italic>CTHRC1</italic> expression in patients with COAD. <italic>CTHRC1</italic> proves to be a promising prognostic indicator due to the high expression level of <italic>CTHRC1,</italic> which indicates poor OS and DFS prognosis with a same high hazard ratio of 1.8 (<xref ref-type="fig" rid="F4">Figure&#x20;4</xref>). Investigation of the alteration frequency of <italic>CTHRC1</italic> using the TCGA database revealed approximately 7.1% gene alteration in 634 colorectal cancer cases (<xref ref-type="fig" rid="F5">Figure&#x20;5A,B</xref>). However, these mutations did not significantly affect the OS and DFS of patients (<xref ref-type="fig" rid="F5">Figure&#x20;5C,D</xref>), indicating that <italic>CTHRC1</italic> has considerable stability as a prognostic indicator.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Correlation analysis between CTHRC1 expression and prognostic survival in patients with colon adenocarcinoma (COAD) using GEPIA. <bold>(A)</bold> Correlation analysis between <italic>CTHRC1</italic> expression and overall survival in patients with COAD; <bold>(B)</bold> Correlation analysis between <italic>CTHRC1</italic> expression and disease free survival in patients with COAD.</p>
</caption>
<graphic xlink:href="fmolb-09-849771-g004.tif"/>
</fig>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Alteration frequency analysis of <italic>CTHRC1</italic> and its influence on prognosis in patients with colorectal cancer using cBioPortal. <bold>(A)</bold> Alteration frequency of <italic>CTHRC1</italic> in patients with colorectal cancer. <bold>(B)</bold> Effect of <italic>CTHRC1</italic> alteration on the overall survival of COAD patients. <bold>(C)</bold> Effect of <italic>CTHRC1</italic> alteration on the disease free survival of COAD patients. <bold>(D)</bold> Effect of <italic>CTHRC1</italic> alteration on the disease free survival of COAD patients.</p>
</caption>
<graphic xlink:href="fmolb-09-849771-g005.tif"/>
</fig>
</sec>
<sec id="s3-4">
<title>Correlation Analysis Between <italic>CTHRC1</italic> Expression and Immune Cell Infiltration in COAD Tissue</title>
<p>TIMER 2.0 was used to analyse the correlation between <italic>CTHRC1</italic> expression and immune cell infiltration levels, including B&#x20;cells, CD8<sup>&#x2b;</sup> T&#x20;cells, CD4<sup>&#x2b;</sup> T&#x20;cells, neutrophils, macrophages and dendritic cells. <italic>CTHRC1</italic> expression was significantly positively correlated with all the test immune cells except B&#x20;cells (<italic>p</italic>&#x20;&#x3d; 0.0644). Among them, macrophages had the strongest correlation with <italic>CTHRC1</italic>, with a high partial correlation coefficient of 0.608 and a <italic>p</italic>-value of 3.36e<sup>&#x2212;42</sup> (<xref ref-type="fig" rid="F6">Figure&#x20;6</xref>). To clarify the immune response mechanism induced by <italic>CTHRC1</italic> and develop new immunotherapeutic targets, the expression correlation between <italic>CTHRC1</italic> and immune cell subsets was investigated. <italic>CTHRC1</italic> was significantly correlated with most of the corresponding biomarker genes of the test immune cell subsets (<xref ref-type="sec" rid="s9">Supplementary Table&#x20;S1</xref>).</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Correlation between <italic>CTHRC1</italic> expression and immune cell infiltration levels in colon adenocarcinoma tissue analysed via TIMER 2.0. <bold>(A&#x2013;G)</bold> The correlation between <italic>CTHRC1</italic> expression and immune cell infiltration in COAD patients (<italic>n</italic> &#x3d; 458).</p>
</caption>
<graphic xlink:href="fmolb-09-849771-g006.tif"/>
</fig>
</sec>
<sec id="s3-5">
<title>Co-Expression and Interaction Analysis of <italic>CTHRC1</italic> in COAD Tissue</title>
<p>
<italic>CTHRC1</italic> was co-expressed with <italic>ROR2</italic>, <italic>VAPA</italic>, <italic>LY6E</italic> and several collagen family proteins via GeneMANIA analysis (<xref ref-type="fig" rid="F7">Figure&#x20;7</xref>). These associated molecules are mainly involved in collagen fibril, extracellular matrix/structure and external encapsulating structure organisations of biological processes; the collagen type I trimer, fibrillar collagen trimer and banded collagen fibril of cellular component construction; the platelet-derived growth factor binding, FFAT motif binding, extracellular matrix structural constituent conferring tensile strength and Wnt-protein binding of molecular function. Moreover, KEGG analysis using ShinyGO showed that <italic>CTHRC1</italic> and its related proteins were predominantly enriched in the signalling pathways of AGE-RAGE, Relaxin and Pl3K-Akt; the pathological processes of small cell lung cancer, amoebiasis and human papillomavirus infection; and the physiological functions of protein digestion and absorption, ECM-receptor interaction, focal adhesion and platelet activation (<xref ref-type="fig" rid="F8">Figure&#x20;8</xref>).</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Interaction network analysis of CTHRC1 and its most similar proteins using GeneMANIA.</p>
</caption>
<graphic xlink:href="fmolb-09-849771-g007.tif"/>
</fig>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Enrichment analysis of the Kyoto Encyclopedia of Genes and Genomes functional pathways of CTHRC1 and their related proteins using ShinyGO. <bold>(A)</bold> GO enrichment analysis of CTHRC1 in biological process of COAD. <bold>(B)</bold> GO enrichment analysis of CTHRC1 in cellular components of COAD. <bold>(C)</bold> GO enrichment analysis of CTHRC1 in molecular function of COAD. <bold>(D)</bold> KEGG pathway enrichment analysis of CTHRC1 in COAD.</p>
</caption>
<graphic xlink:href="fmolb-09-849771-g008.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>Biomarkers are key tools for early diagnosis, prediction of survival and prognosis, and evaluation of treatment responses. Effective biomarkers benefit clinical decision-making and improve the patient&#x2019;s survival rate and life quality (<xref ref-type="bibr" rid="B21">Ogunwobi et&#x20;al., 2020</xref>). With the development of omics technology, many potential indicator genes have been screened for various diseases, such as adenomatous polyposis, transforming growth factor <italic>&#x3b2;</italic> and several tumour suppressors, which are widely used in the auxiliary diagnosis of tumorigenesis (<xref ref-type="bibr" rid="B9">Fodde et&#x20;al., 2001</xref>; <xref ref-type="bibr" rid="B13">Gyorffy et al., 2013</xref>; <xref ref-type="bibr" rid="B24">Seoane and Gomis, 2017</xref>). However, the clinical application of these indicator genes is limited due to the lack of sufficient systematic research.</p>
<p>CTHRC1 is a glycosylated protein secreted during tissue repair, which functions by reducing the collagen matrix deposition, thereby promoting cell migration. The expression of <italic>CTHRC1</italic> under physiological conditions promotes wound healing; however, the pathological overexpression of <italic>CTHRC1</italic> promotes tumour cell growth and invasion (<xref ref-type="bibr" rid="B5">Cheng et&#x20;al., 2019</xref>). Studies have shown that <italic>CTHRC1</italic> promotes colorectal cancer metastasis by inducing the Wnt/PCP signal transduction (<xref ref-type="bibr" rid="B31">Yang et&#x20;al., 2015</xref>). In hepatocellular carcinoma, supressing <italic>CTHRC1</italic> expression can inhibit integrin <italic>&#x3b2;</italic>, and thereby inhibiting cell migration and invasion and inducing apoptosis (<xref ref-type="bibr" rid="B33">Zhou et&#x20;al., 2019</xref>). Additionally, <italic>CTHRC1</italic> promotes the invasion of human epithelial ovarian cancer cells by activating the epidermal growth factor receptor signalling pathway (<xref ref-type="bibr" rid="B32">Ye et&#x20;al., 2016</xref>). In short, the tumour promoting mechanism of <italic>CTHRC1</italic> involves multiple targets.</p>
<p>The occurrence and development of COAD have the common characteristics of tumorigenesis. It promotes the massive proliferation of cells by avoiding growth inhibitory factors and apoptosis-related genes and the production of tumour blood vessels to induce tumour development. Tumorigenesis mechanisms are also attributed to unstable gene expression, tumour microenvironment change, genetic diversity and inflammatory factor activation (<xref ref-type="bibr" rid="B12">Goubran et&#x20;al., 2014</xref>). To understand the mechanism of <italic>CTHRC1</italic> in COAD and evaluate its potential as a diagnostic and prognostic indicator in patients with COAD, various online public databases were used to systematically investigate <italic>CTHRC1</italic> expression profiles in COAD tissue, its impact on patient survival and immunity, and its related functional pathways and associated proteins. The consistently high expression of <italic>CTHRC1</italic> in patients with COAD under different physiological and pathological states reflects its stability as a diagnostic indicator. Moreover, <italic>CTHRC1</italic> was highly expressed in at least 16 tumour types (<xref ref-type="bibr" rid="B27">Tang et al., 2006</xref>), which broadened the application of <italic>CTHRC1</italic> in early disease detection. Tumours usually have the characteristics of high metastasis tendency. Hence, patients aged 21&#x2013;40&#xa0;years and/or with Stage I COAD are more likely to obtain satisfying treatment responses; however, they are not easily diagnosed at the early stages. Notably, <italic>CTHRC1</italic> was obviously highly-expressed in these patients, which further highlights its value as an indicator gene. Further analysis of the prognostic value revealed that the characteristics of the high hazard ratio of <italic>CTHRC1</italic> expression and significant differences in prognostic survival indicate the superiority of <italic>CTHRC1</italic> as a prognostic biomarker, even the high mutation frequency would not offset its indicating effect on prognosis. Therefore, these data emphasise the high value of <italic>CTHRC1</italic> as a diagnostic and prognostic indicator for patients with&#x20;COAD.</p>
<p>During tumorigenesis, due to the intervention of non-coding RNA, such as microRNA, the expression level of mRNA may be inconsistent with that of the associated protein (<xref ref-type="bibr" rid="B19">Macfarlane and Murphy, 2010</xref>). Taking this into account, the gene and protein levels were detected separately, revealing that in transcriptional and translational level, <italic>CTHRC1</italic> was both highly expressed in COAD tissues. Since the time-consuming, laborious and expensive method of protein level detection, the follow-up investigation is mainly based on the analysis of mRNA level, which ensures the effectiveness and improves the convenience of <italic>CTHRC1</italic> for future clinical research and application.</p>
<p>The response mechanism of the immune system in tumorigenesis has always been a popular research topic. The fluctuation of the tumour microenvironment is strongly related to the progress and treatment of the tumour. Understanding the tumour microenvironment provides an insight into tumour diagnosis, therapeutic targets and prognostic biomarkers (<xref ref-type="bibr" rid="B12">Goubran et&#x20;al., 2014</xref>). The correlation analysis between <italic>CTHRC1</italic> level and B&#x20;cell infiltration showed no significant correlation, which suggests that COAD avoided the immune effect of B&#x20;cells. However, this observation needs further verification by deeper and profound studies. <italic>CTHRC1</italic> showed a close correlation (&#x3e;0.5) with the infiltration levels of macrophages, neutrophils, dendritic cells and immune cell biomarker genes, which could be used as early screening targets for immunotherapy.</p>
<p>Through the enrichment analyses of GO and KEGG, the mechanism of <italic>CTHRC1</italic> in biological processes, not only its cellular components and molecular function were defined, but also the specific regulatory pathways (such as AGE-RAGE, Relaxin and Pl3K signalling pathways) and action targets (including protein digestion and absorption, ECM-receptor interaction, focal adhesion and platelet activation) were identified, most of which are classical regulatory models that promote tumorigenesis or are involved in tumour development (<xref ref-type="bibr" rid="B7">Feng et&#x20;al., 2009</xref>; <xref ref-type="bibr" rid="B3">Bao et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B30">Waghela et&#x20;al., 2021</xref>). Therefore, unravelling the tumour promoting mechanism of <italic>CTHRC1</italic>could narrow the scope of further research and drug screening.</p>
<p>The promoting effect of <italic>CTHRC1</italic> on tumour metastasis and proliferation could be considered a contributing factor to its abnormal high expression in various cancers including COAD. After systematic analysis, this study recommends <italic>CTHRC1</italic> as a biomarker gene for the early diagnosis and prognostic monitoring of COAD. This study aims to provide a base for future research, regarding the molecular mechanism and therapeutics development for COAD. However, verification of the clinical applications is still lacking although this study uses many databases for comprehensive analyses and comparison.</p>
</sec>
</body>
<back>
<sec id="s5">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s9">Supplementary Material</xref>, further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec id="s6">
<title>Author Contributions</title>
<p>HL and CP designed the research; CP, CS, and HW analyzed the data; CP wrote the manuscript. All authors read and approved the manuscript.</p>
</sec>
<sec sec-type="COI-statement" id="s7">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s8">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s9">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fmolb.2022.849771/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmolb.2022.849771/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table1.XLSX" id="SM1" mimetype="application/XLSX" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Araghi</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Soerjomataram</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Jenkins</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Brierley</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Morris</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Bray</surname>
<given-names>F.</given-names>
</name>
<etal/>
</person-group> (<year>2018</year>). <article-title>Global Trends in Colorectal Cancer Mortality: Projections to the Year 2035</article-title>. <source>Int. J.&#x20;Cancer</source> <volume>144</volume> (<issue>12</issue>), <fpage>2992</fpage>&#x2013;<lpage>3000</lpage>. <pub-id pub-id-type="doi">10.1002/ijc.32055</pub-id> </citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Asplund</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Edqvist</surname>
<given-names>P.-H. D.</given-names>
</name>
<name>
<surname>Schwenk</surname>
<given-names>J.&#x20;M.</given-names>
</name>
<name>
<surname>Pont&#xe9;n</surname>
<given-names>F.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Antibodies for Profiling the Human Proteome-The Human Protein Atlas as a Resource for Cancer Research</article-title>. <source>Proteomics</source> <volume>12</volume>, <fpage>2067</fpage>&#x2013;<lpage>2077</lpage>. <pub-id pub-id-type="doi">10.1002/pmic.201100504</pub-id> </citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bao</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Shi</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Yun</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>Y.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>Transcriptome Profiling Revealed Multiple Genes and ECM-Receptor Interaction Pathways that May Be Associated with Breast Cancer</article-title>. <source>Cell Mol Biol Lett</source> <volume>24</volume>, <fpage>38</fpage>. <pub-id pub-id-type="doi">10.1186/s11658-019-0162-0</pub-id> </citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chandrashekar</surname>
<given-names>D. S.</given-names>
</name>
<name>
<surname>Bashel</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Balasubramanya</surname>
<given-names>S. A. H.</given-names>
</name>
<name>
<surname>Creighton</surname>
<given-names>C. J.</given-names>
</name>
<name>
<surname>Ponce-Rodriguez</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Chakravarthi</surname>
<given-names>B. V. S. K.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>UALCAN: a portal for Facilitating Tumor Subgroup Gene Expression and Survival Analyses</article-title>. <source>Neoplasia</source> <volume>19</volume>, <fpage>649</fpage>&#x2013;<lpage>658</lpage>. <pub-id pub-id-type="doi">10.1016/j.neo.2017.05.002</pub-id> </citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cheng</surname>
<given-names>X.-N.</given-names>
</name>
<name>
<surname>Shao</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Shi</surname>
<given-names>D.-L.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Collagen Triple helix Repeat Containing 1a (Cthrc1a) Regulates Cell Adhesion and Migration during Gastrulation in Zebrafish</article-title>. <source>Exp. Cell Res.</source> <volume>381</volume> (<issue>1</issue>), <fpage>112</fpage>&#x2013;<lpage>120</lpage>. <pub-id pub-id-type="doi">10.1016/j.yexcr.2019.04.033</pub-id> </citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Danaher</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Warren</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Dennis</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>D&#x2019;Amico</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>White</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Disis</surname>
<given-names>M. L.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Gene Expression Markers of Tumor Infiltrating Leukocytes</article-title>. <source>J.&#x20;Immunotherapy Cancer</source> <volume>5</volume>, <fpage>18</fpage>&#x2013;<lpage>32</lpage>. <pub-id pub-id-type="doi">10.1186/s40425-017-0215-8</pub-id> </citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Feng</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Agoulnik</surname>
<given-names>I. U.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Han</surname>
<given-names>H. D.</given-names>
</name>
<name>
<surname>Lopez-Berestein</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Sood</surname>
<given-names>A.</given-names>
</name>
<etal/>
</person-group> (<year>2009</year>). <article-title>Relaxin/RXFP1 Signaling in Prostate Cancer Progression</article-title>. <source>Ann. N Y Acad. Sci.</source> <volume>1160</volume>, <fpage>379</fpage>&#x2013;<lpage>380</lpage>. <pub-id pub-id-type="doi">10.1111/j.1749-6632.2008.03793.x</pub-id> </citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fidler</surname>
<given-names>M. M.</given-names>
</name>
<name>
<surname>Soerjomataram</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Bray</surname>
<given-names>F.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>A Global View on Cancer Incidence and National Levels of the Human Development index</article-title>. <source>Int. J.&#x20;Cancer</source> <volume>139</volume>, <fpage>2436</fpage>&#x2013;<lpage>2446</lpage>. <pub-id pub-id-type="doi">10.1002/ijc.30382</pub-id> </citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fodde</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Smits</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Clevers</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2001</year>). <article-title>
<italic>APC</italic>, Signal Transduction and Genetic Instability in Colorectal Cancer</article-title>. <source>Nat. Rev. Cancer</source> <volume>1</volume> (<issue>1</issue>), <fpage>55</fpage>&#x2013;<lpage>67</lpage>. <pub-id pub-id-type="doi">10.1038/35094067</pub-id> </citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gao</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Aksoy</surname>
<given-names>B. A.</given-names>
</name>
<name>
<surname>Dogrusoz</surname>
<given-names>U.</given-names>
</name>
<name>
<surname>Dresdner</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Gross</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Sumer</surname>
<given-names>S. O.</given-names>
</name>
<etal/>
</person-group> (<year>2013</year>). <article-title>Integrative Analysis of Complex Cancer Genomics and Clinical Profiles Using the cBioPortal</article-title>. <source>Sci. Signal.</source> <volume>6</volume>, <fpage>pl1</fpage>. <pub-id pub-id-type="doi">10.1126/scisignal.2004088</pub-id> </citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Garborg</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Holme</surname>
<given-names>&#xd8;.</given-names>
</name>
<name>
<surname>L&#xf8;berg</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Kalager</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Adami</surname>
<given-names>H. O.</given-names>
</name>
<name>
<surname>Bretthauer</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Current Status of Screening for Colorectal Cancer</article-title>. <source>Ann. Oncol.</source> <volume>24</volume> (<issue>8</issue>), <fpage>1963</fpage>&#x2013;<lpage>1972</lpage>. <pub-id pub-id-type="doi">10.1093/annonc/mdt157</pub-id> </citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Goubran</surname>
<given-names>H. A.</given-names>
</name>
<name>
<surname>Kotb</surname>
<given-names>R. R.</given-names>
</name>
<name>
<surname>Stakiw</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Emara</surname>
<given-names>M. E.</given-names>
</name>
<name>
<surname>Burnouf</surname>
<given-names>T.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Regulation of Tumor Growth and Metastasis: the Role of Tumor Microenvironment</article-title>. <source>Cancer Growth Metastasis</source> <volume>7</volume>, <fpage>9</fpage>&#x2013;<lpage>18</lpage>. <pub-id pub-id-type="doi">10.4137/CGM.S11285</pub-id> </citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gyorffy</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Surowiak</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Budczies</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>L&#xe1;nczky</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Online Survival Analysis Software to Assess the Prognostic Value of Biomarkers Using Transcriptomic Data in Non-small-cell Lung Cancer</article-title>. <source>PLoS ONE</source> <volume>8</volume>, <fpage>e82241</fpage>. </citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Harrison</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Benziger</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>The Molecular Biology of Colorectal Carcinoma and its Implications: a Review</article-title>. <source>The Surgeon</source> <volume>9</volume> (<issue>4</issue>), <fpage>200</fpage>&#x2013;<lpage>210</lpage>. <pub-id pub-id-type="doi">10.1016/j.surge.2011.01.011</pub-id> </citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Leclair</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Lindner</surname>
<given-names>V.</given-names>
</name>
</person-group> (<year>2007</year>). <article-title>The Role of Collagen Triple Helix Repeat Containing 1 in Injured Arteries, Collagen Expression, and Transforming Growth Factor &#x3b2; Signaling</article-title>. <source>Trends Cardiovasc. Med.</source> <volume>17</volume> (<issue>6</issue>), <fpage>202</fpage>&#x2013;<lpage>205</lpage>. <pub-id pub-id-type="doi">10.1016/j.tcm.2007.05.004</pub-id> </citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Severson</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Pignon</surname>
<given-names>J.-C.</given-names>
</name>
<name>
<surname>Zhao</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Novak</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2016</year>). <article-title>Comprehensive Analyses of Tumor Immunity: Implications for Cancer Immunotherapy</article-title>. <source>Genome Biol.</source> <volume>17</volume> (<issue>1</issue>), <fpage>174</fpage>&#x2013;<lpage>189</lpage>. <pub-id pub-id-type="doi">10.1186/s13059-016-1028-7</pub-id> </citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Gu</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2005</year>). <article-title>Changing Patterns of Colorectal Cancer in China over a Period of 20&#x20;Years</article-title>. <source>Wjg</source> <volume>11</volume> (<issue>30</issue>), <fpage>4685</fpage>&#x2013;<lpage>4688</lpage>. <pub-id pub-id-type="doi">10.3748/wjg.v11.i30.4685</pub-id> </citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ma</surname>
<given-names>M.-Z.</given-names>
</name>
<name>
<surname>Zhuang</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>X.-M.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Z.-Z.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>W.-M.</given-names>
</name>
<etal/>
</person-group> (<year>2014</year>). <article-title>CTHRC1 Acts as a Prognostic Factor and Promotes Invasiveness of Gastrointestinal Stromal Tumors by Activating Wnt/PCP-Rho Signaling</article-title>. <source>Neoplasia</source> <volume>16</volume> (<issue>3</issue>), <fpage>265</fpage>&#x2013;<lpage>278</lpage>. <pub-id pub-id-type="doi">10.1016/j.neo.2014.03.001</pub-id> </citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Macfarlane</surname>
<given-names>L.-A.</given-names>
</name>
<name>
<surname>R. Murphy</surname>
<given-names>P.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>MicroRNA: Biogenesis, Function and Role in Cancer</article-title>. <source>Cg</source> <volume>11</volume> (<issue>7</issue>), <fpage>537</fpage>&#x2013;<lpage>561</lpage>. <pub-id pub-id-type="doi">10.2174/138920210793175895</pub-id> </citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mostafavi</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Ray</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Warde-Farley</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Grouios</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Morris</surname>
<given-names>Q.</given-names>
</name>
</person-group> (<year>2008</year>). <article-title>GeneMANIA: a Real-Time Multiple Association Network Integration Algorithm for Predicting Gene Function</article-title>. <source>Genome Biol.</source> <volume>9</volume>, <fpage>S4</fpage>. <pub-id pub-id-type="doi">10.1186/gb-2008-9-s1-s4</pub-id> </citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ogunwobi</surname>
<given-names>O. O.</given-names>
</name>
<name>
<surname>Mahmood</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Akingboye</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Biomarkers in Colorectal Cancer: Current Research and Future Prospects</article-title>. <source>Ijms</source> <volume>21</volume> (<issue>15</issue>), <fpage>5311</fpage>. <pub-id pub-id-type="doi">10.3390/ijms21155311</pub-id> </citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pilonis</surname>
<given-names>N. D.</given-names>
</name>
<name>
<surname>Bugajski</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Wieszczy</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Franczyk</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Didkowska</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Wojciechowska</surname>
<given-names>U.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Long-term Colorectal Cancer Incidence and Mortality after a Single Negative Screening Colonoscopy</article-title>. <source>Ann. Intern. Med.</source> <volume>173</volume> (<issue>2</issue>), <fpage>81</fpage>&#x2013;<lpage>91</lpage>. <pub-id pub-id-type="doi">10.7326/m19-2477</pub-id> </citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rhodes</surname>
<given-names>D. R.</given-names>
</name>
<name>
<surname>Yu</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Shanker</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Deshpande</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Varambally</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Ghosh</surname>
<given-names>D.</given-names>
</name>
<etal/>
</person-group> (<year>2004</year>). <article-title>ONCOMINE: a Cancer Microarray Database and Integrated Data-Mining Platform</article-title>. <source>Neoplasia</source> <volume>6</volume>, <fpage>1</fpage>&#x2013;<lpage>6</lpage>. <pub-id pub-id-type="doi">10.1016/s1476-5586(04)80047-2</pub-id> </citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Seoane</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Gomis</surname>
<given-names>R. R.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>TGF-&#x3b2; Family Signaling in Tumor Suppression and Cancer Progression</article-title>. <source>Cold Spring Harb Perspect. Biol.</source> <volume>9</volume> (<issue>12</issue>), <fpage>9a022277</fpage>. <pub-id pub-id-type="doi">10.1101/cshperspect.a022277</pub-id> </citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sung</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Ferlay</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Siegel</surname>
<given-names>R. L.</given-names>
</name>
<name>
<surname>Laversanne</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Soerjomataram</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Jemal</surname>
<given-names>A.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Global Cancer Statistics 2020: GLOBOCAN Estimates of Incidence and Mortality Worldwide for 36 Cancers in 185 Countries</article-title>. <source>CA A. Cancer J.&#x20;Clin.</source> <volume>71</volume> (<issue>3</issue>), <fpage>209</fpage>&#x2013;<lpage>249</lpage>. <pub-id pub-id-type="doi">10.3322/caac.21660</pub-id> </citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tameda</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Sugimoto</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Shiraki</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Yamamoto</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Okamoto</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Usui</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2014</year>). <article-title>Collagen Triple helix Repeat Containing 1 Is Overexpressed in Hepatocellular Carcinoma and Promotes Cell Proliferation and Motility</article-title>. <source>Int. J.&#x20;Oncol.</source> <volume>45</volume> (<issue>2</issue>), <fpage>541</fpage>&#x2013;<lpage>548</lpage>. <pub-id pub-id-type="doi">10.3892/ijo.2014.2445</pub-id> </citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Dai</surname>
<given-names>D. L.</given-names>
</name>
<name>
<surname>Su</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Martinka</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Zhou</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>Aberrant Expression of Collagen Triple helix Repeat Containing 1 in Human Solid Cancers</article-title>. <source>Clin. Cancer Res.</source> <volume>12</volume> (<issue>12</issue>), <fpage>3716</fpage>&#x2013;<lpage>3722</lpage>. <pub-id pub-id-type="doi">10.1158/1078-0432.ccr-06-0030</pub-id> </citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Kang</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Gao</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Z.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>GEPIA: a Web Server for Cancer and normal Gene Expression Profiling and Interactive Analyses</article-title>. <source>Nucleic Acids Res.</source> <volume>45</volume>, <fpage>W98</fpage>&#x2013;<lpage>W102</lpage>. <pub-id pub-id-type="doi">10.1093/nar/gkx247</pub-id> </citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Vanessa</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Karen</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Colorectal Cancer Development and Advances in Screening</article-title>. <source>Clin. Interventions Aging</source> <volume>11</volume>, <fpage>967</fpage>&#x2013;<lpage>976</lpage>. </citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Waghela</surname>
<given-names>B. N.</given-names>
</name>
<name>
<surname>Vaidya</surname>
<given-names>F. U.</given-names>
</name>
<name>
<surname>Ranjan</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Chhipa</surname>
<given-names>A. S.</given-names>
</name>
<name>
<surname>Tiwari</surname>
<given-names>B. S.</given-names>
</name>
<name>
<surname>Pathak</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>AGE-RAGE Synergy Influences Programmed Cell Death Signaling to Promote Cancer</article-title>. <source>Mol. Cell Biochem</source> <volume>476</volume>, <fpage>585</fpage>&#x2013;<lpage>598</lpage>. <pub-id pub-id-type="doi">10.1007/s11010-020-03928-y</pub-id> </citation>
</ref>
<ref id="B34">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wu</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Sun</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Collagen Triple Helix Repeat Containing-1: A Novel Biomarker Associated With Disease Activity in Systemic Lupus Erythematosus</article-title>. <source>Lupus</source> <volume>27</volume>(<issue>13</issue>), <fpage>2076</fpage>&#x2013;<lpage>2085</lpage>. <pub-id pub-id-type="doi">10.1177/0961203318804877</pub-id> </citation>
</ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yang</surname>
<given-names>X. M.</given-names>
</name>
<name>
<surname>You</surname>
<given-names>H. Y.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Y. H.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Y. L.</given-names>
</name>
<etal/>
</person-group> (<year>2015</year>). <article-title>CTHRC1 Promotes Human Colorectal Cancer Cell Proliferation and Invasiveness by Activating Wnt/PCP Signaling</article-title>. <source>Int. J.&#x20;Clin. Exp. Pathol.</source> <volume>8</volume> (<issue>10</issue>), <fpage>12793</fpage>&#x2013;<lpage>12801</lpage>. </citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ye</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>Z. Y.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>J.&#x20;H.</given-names>
</name>
<name>
<surname>Fei</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>L. W.</given-names>
</name>
<etal/>
</person-group> (<year>2016</year>). <article-title>Upregulated CTHRC1 Promotes Human Epithelial Ovarian Cancer Invasion through Activating EGFR Signaling</article-title>. <source>Oncol. Rep.</source> <volume>36</volume>, <fpage>3588</fpage>&#x2013;<lpage>3596</lpage>. <pub-id pub-id-type="doi">10.3892/or.2016.5198</pub-id> </citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhou</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Su</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Xie</surname>
<given-names>Y.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>CTHRC1 May Serve as a Prognostic Biomarker for Hepatocellular Carcinoma</article-title>. <source>Ott</source> <volume>12</volume>, <fpage>7823</fpage>&#x2013;<lpage>7831</lpage>. <pub-id pub-id-type="doi">10.2147/ott.s219429</pub-id> </citation>
</ref>
</ref-list>
</back>
</article>