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<front>
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<journal-id journal-id-type="publisher-id">Front. Genet.</journal-id>
<journal-title>Frontiers in Genetics</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Genet.</abbrev-journal-title>
<issn pub-type="epub">1664-8021</issn>
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<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-id pub-id-type="publisher-id">1342447</article-id>
<article-id pub-id-type="doi">10.3389/fgene.2024.1342447</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Genetics</subject>
<subj-group>
<subject>General Commentary</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Commentary: Identification of optimal reference genes for gene expression normalization in human osteosarcoma cell lines under proliferative conditions</article-title>
<alt-title alt-title-type="left-running-head">de Sousa et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fgene.2024.1342447">10.3389/fgene.2024.1342447</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>de Sousa</surname>
<given-names>Paulo R. C.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>da Silva</surname>
<given-names>Andreon S. M.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>de Ponte</surname>
<given-names>Carlos G. G.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
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<contrib contrib-type="author">
<name>
<surname>Nogueira</surname>
<given-names>Lucas L.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<contrib contrib-type="author">
<name>
<surname>Frota</surname>
<given-names>Cristiane C.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Antas</surname>
<given-names>Paulo R. Z.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
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<aff id="aff1">
<sup>1</sup>
<institution>Programa de P&#xf3;s-Gradua&#xe7;&#xe3;o em Patologia</institution>, <institution>Universidade Federal do Cear&#xe1;</institution>, <addr-line>Fortaleza</addr-line>, <country>Brazil</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Funda&#xe7;&#xe3;o Oswaldo Cruz</institution>, <addr-line>Rio de Janeiro</addr-line>, <country>Brazil</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/1184221/overview">Xiongwen Lv</ext-link>, Anhui Medical 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/1224373/overview">John Hildyard</ext-link>, Royal Veterinary College (RVC), United Kingdom</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1510174/overview">Hassan Dastsooz</ext-link>, University of Turin, Italy</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Paulo R. Z. Antas, <email>paulo.zuquim@fiocruz.br</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>25</day>
<month>01</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1342447</elocation-id>
<history>
<date date-type="received">
<day>21</day>
<month>11</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>02</day>
<month>01</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 de Sousa, da Silva, de Ponte, Nogueira, Frota and Antas.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>de Sousa, da Silva, de Ponte, Nogueira, Frota and Antas</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<related-article id="RA1" related-article-type="commentary-article" journal-id="Front. Genet." journal-id-type="nlm-ta" xlink:href="10.3389/fgene.2022.989990" ext-link-type="doi">A Commentary on <article-title>Identification of optimal reference genes for gene expression normalization in human osteosarcoma cell lines under proliferative conditions</article-title> by Dong X, Yang Q, Du Z, Zhang G, Shi C, Qin X and Song Y (2022) Identification of optimal reference genes for gene expression normalization in human osteosarcoma cell lines under proliferative conditions. Front. Genet. 13:989990. doi: <object-id>10.3389/fgene.2022.989990</object-id>
</related-article>
<kwd-group>
<kwd>real-time quantitative polymerase chain reaction</kwd>
<kwd>reference genes</kwd>
<kwd>18S rRNA analysis</kwd>
<kwd>THP-1 cell line</kwd>
<kwd>
<italic>in silico</italic> prediction software</kwd>
</kwd-group>
<contract-sponsor id="cn001">Funda&#xe7;&#xe3;o Carlos Chagas Filho de Amparo &#xe0; Pesquisa do Estado do Rio de Janeiro<named-content content-type="fundref-id">10.13039/501100004586</named-content>
</contract-sponsor>
<contract-sponsor id="cn002">Coordena&#xe7;&#xe3;o de Aperfei&#xe7;oamento de Pessoal de N&#xed;vel Superior<named-content content-type="fundref-id">10.13039/501100002322</named-content>
</contract-sponsor>
<contract-sponsor id="cn003">Conselho Nacional de Desenvolvimento Cient&#xed;fico e Tecnol&#xf3;gico<named-content content-type="fundref-id">10.13039/501100003593</named-content>
</contract-sponsor>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Cancer Genetics and Oncogenomics</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<p>
<bold>To the Editor&#x2014;</bold>We have read with interest the paper by <xref ref-type="bibr" rid="B4">Dong et al. (2022)</xref>, an essay on identification of ideal reference genes (RGs) for expression analysis, which showed that using three algorithms plus an <italic>in silico</italic> prediction software application, the ribosomal RNA (18S rRNA) was among the genes with the most stable expression. Preceding that, <xref ref-type="bibr" rid="B14">Silveira et al. (2021)</xref> highlighted the significance of assessing the expression stability of RGs systematically when performing real-time quantitative polymerase chain reaction (qRT-PCR) analysis under different experimental conditions. Because qRT-PCR requires stable and reliable genes for normalization, it is crucial to select and validate, and to compare and reproduce meaningful analyses of expression changes of the genes of interest (<xref ref-type="bibr" rid="B5">Dundas and Ling, 2012</xref>).</p>
<p>Regarding this latter topic, we would like to comment on important fresh, restricted data. When assaying the human acute monocytic leukemia THP-1 cell line stimulated with 1&#xa0;mM of Brefeldin A (Hypofarma, Brazil) for 16&#xa0;h, we uncovered significant information concerning the determination of the expression stability, leading to the choice of the best housekeeping genes for gene expression analysis in a real-time qRT-PCR study. For this, we selected and concomitantly tested in duplicates the stability of four most commonly used RGs in immunological studies using the GoTaq qPCR Master Mix kit (Promega Biosciences, United States) in ABI 7500 Fast equipment (Applied Biosystem, United States): <italic>GAPDH</italic>, <italic>&#x3b2;-actin</italic>, <italic>18S rRNA</italic>, and <italic>&#x3b2;-2-microglobulin</italic> [(<xref ref-type="bibr" rid="B5">Dundas and Ling, 2012</xref>; <xref ref-type="bibr" rid="B3">Chapman and Waldenstr&#xf6;m, 2015</xref>)]. The details are given in <xref ref-type="table" rid="T1">Table 1</xref>. As determined previously [(<xref ref-type="bibr" rid="B6">Freitas et al., 2019</xref>; <xref ref-type="bibr" rid="B16">Vandesompele et al., 2002</xref>)], RG with a lower geNorm mean value of expression stability (M) was considered trustworthy. Hence, three candidate RGs, namely, &#x3b2;-actin, &#x3b2;-2-microglobulin, and GAPDH, displayed satisfactory results (M-values &#x3c;1.5), except for the 18S rRNA gene, which was considered the least stable (M-value &#x3d; 2.4) under our test conditions (<xref ref-type="fig" rid="F1">Figure 1A</xref>). This finding replicated other studies [(<xref ref-type="bibr" rid="B13">Molomjamts and Ingolfsland, 2023</xref>; <xref ref-type="bibr" rid="B12">Lewczuk et al., 2023</xref>; <xref ref-type="bibr" rid="B7">Gubern et al., 2009</xref>; <xref ref-type="bibr" rid="B8">Julian et al., 2014</xref>; <xref ref-type="bibr" rid="B18">Zhang et al., 2018</xref>)]. Based on this, we realized that the 18S rRNA gene performed worst during human mRNA analysis <italic>in vitro</italic> upon drug stimulus due to its unstable expression. Concordantly, all three prior candidate RGs were again deemed to be potentially mostly stable by RefFinder, with ranking values very close to each other (<xref ref-type="fig" rid="F1">Figure 1B</xref>). Once more, the 18S rRNA gene was considered poorly stable by that algorithm. Despite rRNA comprising roughly 80% of the total RNA available in the cell, being less prone to degradation, our data are in contrast with <xref ref-type="bibr" rid="B4">Dong et al. (2022)</xref> and two other controversial studies [(<xref ref-type="bibr" rid="B15">Song et al., 2022</xref>; <xref ref-type="bibr" rid="B9">K&#xf6;hsler et al., 2020</xref>)]. Importantly, to ensure the specificity of the amplified products in real-time qRT-PCR assays, the fluorescence signals obtained after the melting curve analysis for each amplification cycle confirmed to yield unique and reproducible peaks in the different replicates analyzed (data not shown). In addition, the cDNA samples presented the parameters considered reliable for application in real-time qRT-PCR assays, ranging from 1.8 to 2.2 in efficiency values (data not shown).</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Description of target housekeeping genes and primers used in qRT-PCR assays.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Gene name <italic>(GenBank accession no.)</italic>
</th>
<th align="center">
<sup>&#x23;</sup>DNA sequence 5&#x2019; &#x2192; 3&#x2019;</th>
<th align="center">Amplicon (pb)</th>
<th align="center">&#x2a;E</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">
<bold>18S</bold>
</td>
<td align="center">F:TGTGCCGCTAGAGGTGAAATT</td>
<td rowspan="2" align="center">63</td>
<td rowspan="2" align="center">1.87</td>
</tr>
<tr>
<td align="center">
<italic>(XM_047442803.1)</italic>
</td>
<td align="center">R:TGGCAAATGCTTTCGCTTT</td>
</tr>
<tr>
<td align="center">
<bold>GAPDH</bold>
</td>
<td align="center">F:GGTGTGAACCATGAGAAGTATGA</td>
<td rowspan="2" align="center">123</td>
<td rowspan="2" align="center">1.91</td>
</tr>
<tr>
<td align="center">
<italic>(NM_001357943.2)</italic>
</td>
<td align="center">R:GAGTCCTTCCACGATACCAAAG</td>
</tr>
<tr>
<td align="center">
<bold>&#x3b2;-2-Microglobulin</bold>
</td>
<td align="center">F:GCTCCGTGGCCTTAGCTGT</td>
<td rowspan="2" align="center">89</td>
<td rowspan="2" align="center">1.84</td>
</tr>
<tr>
<td align="center">
<italic>(NM_004048.4)</italic>
</td>
<td align="center">R:ACGTGAGTAAACCTGAATCTTTGGA</td>
</tr>
<tr>
<td align="center">
<bold>&#x3b2;-Actin</bold>
</td>
<td align="center">F:ATTGCCGACAGGATGCAGAA</td>
<td rowspan="2" align="center">150</td>
<td rowspan="2" align="center">1.84</td>
</tr>
<tr>
<td align="center">
<italic>(NM_001101.5)</italic>
</td>
<td align="center">R:GCTGATCCACATCTGCTGGAA</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>
<sup>
<bold>&#x23;</bold>
</sup>The sequences were designed for the targets using the PrimerQuest Tool software (Intregrated DNA Technologies, United States).</p>
</fn>
<fn>
<p>&#x2a;E, Efficiency calculated from linear regression analyses and slope values of the Ct&#x2019;s of each dilution.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>
<bold>(A)</bold> geNorm and <bold>(B)</bold> RefFinder expression stability (M) and ranking values of four reference genes tested in the THP-1 cell line stimulated with Brefeldin A for 16&#xa0;h (<italic>n</italic> &#x3d; 13). &#x3b2;2M&#x003D;&#x3b2;-2-microglobulin; &#x3b2;-ACT&#x003D;&#x3b2;-actin.</p>
</caption>
<graphic xlink:href="fgene-15-1342447-g001.tif"/>
</fig>
<p>Identifying and validating optimal internal RNA standards for a real-time qRT-PCR essay, either in constitutive or stimulatory expression patterns under different conditions, is essential for the accurate and reproducible measurement of gene expression abundance in a specific cell or tissue (<xref ref-type="bibr" rid="B17">Yi et al., 2020</xref>; <xref ref-type="bibr" rid="B2">Bustin et al., 2010</xref>). Furthermore, it is critical to screen for stable endogenous control genes as there are no universally applicable RGs with invariant expression available; therefore, more than one RG should be employed in order to avoid such a bias in the interpretation of results (<xref ref-type="bibr" rid="B10">Kozera and Rapacz, 2013</xref>). Therefore, normalizing a qRT-PCR dataset to 18S rRNA may result in faulty data, at least when measuring mRNA levels from the THP-1 cell line model, whereas RG amplified products employing &#x3b2;-actin, GAPDH, and &#x3b2;-2-microglobulin mRNA might lead to more reliable datasets. GAPDH, a commonly used RG in several studies, has been found to be more suitable (<xref ref-type="bibr" rid="B5">Dundas and Ling, 2012</xref>). Alternatively, &#x3b2;-actin was the most appropriate RG to be used as an endogenous control for mRNA quantification in cell line studies (<xref ref-type="bibr" rid="B1">Bronkhorst et al., 2016</xref>).</p>
<p>In summary, it is crucial to carefully evaluate ahead for appropriate RG in expression studies for the accurate detection of meaningful changes in targeted gene transcript levels in human <italic>in vitro</italic> real-time qRT-PCR studies since normalization with unsuitable housekeeping gene products led to significant misinterpretation of expression profiles and final results (<xref ref-type="bibr" rid="B9">K&#xf6;hsler et al., 2020</xref>). Our data not only support those previous ones (<xref ref-type="bibr" rid="B13">Molomjamts and Ingolfsland, 2023</xref>; <xref ref-type="bibr" rid="B12">Lewczuk et al., 2023</xref>; <xref ref-type="bibr" rid="B7">Gubern et al., 2009</xref>; <xref ref-type="bibr" rid="B8">Julian et al., 2014</xref>; <xref ref-type="bibr" rid="B18">Zhang et al., 2018</xref>) but also add another round of information regarding the selection and validation of ideal RGs for expression analysis. Finally, the ideal RG should have minimal regulation across the disease spectrum and be minimally influenced by patient heterogeneity (<xref ref-type="bibr" rid="B11">Kumar et al., 2022</xref>). Thus, other follow-up studies are warranted to better clarify this important issue.</p>
</body>
<back>
<sec id="s1">
<title>Author contributions</title>
<p>PRCS: data curation, formal analysis, investigation, methodology, software, validation, writing&#x2013;original draft, and writing&#x2013;review and editing. ASMS: investigation, methodology, and writing&#x2013;original draft. CGGP: data curation, formal analysis, investigation, methodology, supervision, validation, and writing&#x2013;original draft. LLN: conceptualization, data curation, formal analysis, investigation, methodology, supervision, validation, writing&#x2013;original draft, and writing&#x2013;review and editing. CCF: formal analysis, funding acquisition, investigation, supervision, validation, writing&#x2013;original draft, and writing&#x2013;review and editing. PRZA: conceptualization, data curation, formal analysis, funding acquisition, methodology, project administration, resources, supervision, writing&#x2013;original draft, and writing&#x2013;review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s2">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This work received the specific APQ-1 grant from the FAPERJ state funding agency. This work is part of master&#x2019;s theses (PRCS &#x26; ASMS), which were supported by the CAPES funding agency. CGGP is in debt to INCT-TB/CNPq for kindly granting access to the scholarship.</p>
</sec>
<sec sec-type="COI-statement" id="s3">
<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="s4">
<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>
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