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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">MCO</journal-id>
<journal-title-group>
<journal-title>Molecular and Clinical Oncology</journal-title>
</journal-title-group>
<issn pub-type="ppub">2049-9450</issn>
<issn pub-type="epub">2049-9469</issn>
<publisher>
<publisher-name>D.A. Spandidos</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3892/mco.2016.737</article-id>
<article-id pub-id-type="publisher-id">MCO-0-0-737</article-id>
<article-categories>
<subj-group>
<subject>Articles</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Replicative random mutations as an unproven cause of cancer: A technical comment</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>BELPOMME</surname><given-names>DOMINIQUE</given-names></name>
<xref rid="af1-mco-0-0-737" ref-type="aff">1</xref>
<xref rid="af2-mco-0-0-737" ref-type="aff">2</xref></contrib>
<contrib contrib-type="author"><name><surname>IRIGARAY</surname><given-names>PHILIPPE</given-names></name>
<xref rid="af1-mco-0-0-737" ref-type="aff">1</xref>
<xref rid="af2-mco-0-0-737" ref-type="aff">2</xref>
<xref rid="c1-mco-0-0-737" ref-type="corresp"/></contrib>
</contrib-group>
<aff id="af1-mco-0-0-737"><label>1</label>Cancer Research Center, Association for Research and Treatments Against Cancer (ARTAC), F-75015 Paris, France</aff>
<aff id="af2-mco-0-0-737"><label>2</label>European Cancer and Environment Research Institute (ECERI), B-1000 Brussels, Belgium</aff>
<author-notes>
<corresp id="c1-mco-0-0-737"><italic>Correspondence to</italic>: Mr. Philippe Irigaray, Cancer Research Center, Association for Research and Treatments Against Cancer (ARTAC), 57-59 Rue de la Convention, F-75015 Paris, France, E-mail: <email>philippei.artac@gmail.com</email></corresp>
</author-notes>
<pub-date pub-type="ppub">
<month>04</month>
<year>2016</year></pub-date>
<pub-date pub-type="epub">
<day>25</day>
<month>01</month>
<year>2016</year></pub-date>
<volume>4</volume>
<issue>4</issue>
<fpage>497</fpage>
<lpage>499</lpage>
<history>
<date date-type="received"><day>31</day><month>07</month><year>2015</year></date>
<date date-type="accepted"><day>08</day><month>12</month><year>2015</year></date>
</history>
<permissions>
<copyright-statement>Copyright: &#x00A9; Belpomme et al.</copyright-statement>
<copyright-year>2016</copyright-year>
<license license-type="open-access">
<license-p>This is an open access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by-nc-nd/4.0/">Creative Commons Attribution-NonCommercial-NoDerivs License</ext-link>, which permits use and distribution in any medium, provided the original work is properly cited, the use is non-commercial and no modifications or adaptations are made.</license-p></license>
</permissions>
<abstract>
<p>A careful molecular biology, epidemiological and mathematical modelling reanalysis of the recently published study titled &#x2018;Cancer etiology. Variation in cancer risk among tissues can be explained by the number of stem cell divisions&#x2019; by Cristian Tomasetti and Bert Vogelstein, which was published on January 2, 2015 in the distinguished journal Science, led to the conclusion that, contrary to the authors&#x0027; claim, many cancer types are not caused by replicative random mutations. Rather than the authors&#x0027; two arbitrarily individualized groups of cancer, a three-group model is herein proposed in the framework of this technical comment, considerably reducing the fraction of cancer cases hypothetically attributable to random mutations.</p>
</abstract>
<kwd-group>
<kwd>carcinogenesis</kwd>
<kwd>cancer</kwd>
<kwd>mutagens</kwd>
<kwd>environment</kwd>
<kwd>mutations</kwd>
<kwd>epidemiology</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec>
<title>Technical comment</title>
<p>After reading the paper by Cristian Tomasetti and Bert Vogelstein (<xref rid="b1-mco-0-0-737" ref-type="bibr">1</xref>) and the following comments, including those from the World Health Organization International Agency for Cancer Research (Lyon, France) and the Collegium Ramazzini in Italy (<xref rid="b2-mco-0-0-737" ref-type="bibr">2</xref>&#x2013;<xref rid="b10-mco-0-0-737" ref-type="bibr">10</xref>), we herein present a molecular biology, epidemiological and mathematical modeling reanalysis that strongly disagrees with their conclusion, stating that several cancer types may be caused by random somatic mutations arising during DNA replication of normal stem cells. Instead of the author&#x0027;s two-group individualized model, a three-group model is proposed, considerably reducing the fraction of cancer hypothetically attributable to random mutations.</p>
<p>The hypothesis that the lifetime risk of cancer differs according to tissue type due to the different total number of divisions of stem cells in normal tissues, is coherent with our knowledge on carcinogenesis, since, according to the somatic mutation theory, cancer is associated with mutations (<xref rid="b11-mco-0-0-737" ref-type="bibr">11</xref>,<xref rid="b12-mco-0-0-737" ref-type="bibr">12</xref>) and cell divisions are required for mutations to occur (<xref rid="b13-mco-0-0-737" ref-type="bibr">13</xref>).</p>
<p>However, carcinogenesis is a multistep, multifactorial process, with etiological factors other than the natural proliferative rate of normal tissue (<xref rid="b14-mco-0-0-737" ref-type="bibr">14</xref>). While random mutations, which may occur in addition to deterministic events during the whole process of carcinogenesis, are well known, this is more problematic when applied to cancer initiation.</p>
<p>Cancer may result from gene-environment interactions mediated by epigenetic mechanisms (<xref rid="b15-mco-0-0-737" ref-type="bibr">15</xref>); thus, in addition to innate or acquired hereditary susceptibility factors, clearly exogenous factors such as chemicals, radiation and/or microorganisms, play a key role in carcinogenesis directly, by interfering with DNA, and/or indirectly, through epigenetic pathways (<xref rid="b16-mco-0-0-737" ref-type="bibr">16</xref>&#x2013;<xref rid="b18-mco-0-0-737" ref-type="bibr">18</xref>).</p>
<p>Moreover, it has been estimated that stochastic mutations, referred to as spontaneous somatic point mutations, may be in the order of 10<sup>&#x2212;5</sup> to 10<sup>&#x2212;3</sup> per sexual generation for the entire genome of eukaryotic cells (<xref rid="b19-mco-0-0-737" ref-type="bibr">19</xref>), and these mutations are not randomly distributed within the eukaryotic genome, but mainly in its non-coding nucleosome-depleted part (<xref rid="b20-mco-0-0-737" ref-type="bibr">20</xref>). It is unlikely that random mutations at this rate may cause cancer initiation and account for cancer occurrence that is at present significantly more frequent than 1 case out of 1,000. In fact, as random mutations mainly encompass somatic point mutations rather than cancer-causing (clonogenic) driver mutations, and cancer results from several driver mutations (<xref rid="b15-mco-0-0-737" ref-type="bibr">15</xref>), random mutation-related cancer should be much less frequent yet.</p>
<p>We therefore analyzed from the standpoint of epidemiology the authors&#x0027; different cancer types in the so called replicative (R) stochastic group. As depicted in <xref rid="f1-mco-0-0-737" ref-type="fig">Fig. 1</xref>, apart from pancreatic cancer, all R group cancers have been shown to be associated with an increased incidence over the last 3 or 4 decades in the USA (<xref rid="b21-mco-0-0-737" ref-type="bibr">21</xref>), as well as in Europe (<xref rid="b22-mco-0-0-737" ref-type="bibr">22</xref>). We disagree with Tomasetti&#x0027;s response to our question, that &#x2018;the fact that cancer incidence has increased over the last 3&#x2013;4 decades may be explained in part as a consequence of random replicative mutations, given the longer lifespan of the population&#x2019; and that &#x2018;an increase in screening and awareness certainly played a role in the increase in the observed incidence of melanoma, as well as that of many other cancers&#x2019;. These arguments are not convincing, since cancer may be initiated at the fetal stage (<xref rid="b23-mco-0-0-737" ref-type="bibr">23</xref>), increased cancer incidence concerns all age categories, and screening by itself cannot account for the &#x2018;continuous&#x2019; increased incidence of several cancer types, including those which cannot be screened (<xref rid="b24-mco-0-0-737" ref-type="bibr">24</xref>,<xref rid="b25-mco-0-0-737" ref-type="bibr">25</xref>). We therefore concluded that the stochastic interpretation attributed to the author&#x0027;s R group is not consistent with current epidemiological and biological data.</p>
<p>Taking into account the supplementary material of the article, we investigated the mathematical method that Tomasetti and Vogelstein used to define their two groups, R and deterministic (D), the basis of their claim. Considering the association between the lifetime cancer risk and the total number of stem cell divisions (<xref rid="f1-mco-0-0-737" ref-type="fig">Fig. 1A</xref>), a strong correlation at 0.804 was demonstrated statistically by using the Pearson&#x0027;s Chi-square test. However, applying a linear regression test, we obtained a coefficient of determination, denoted R<sup>2</sup>, of only 0.6463, indicating that a soundly established linear relation is unlikely. Moreover, we combined <xref rid="f1-mco-0-0-737" ref-type="fig">Figs. 1</xref> and <xref rid="f2-mco-0-0-737" ref-type="fig">2</xref> of the authors article in a single figure for the purpose of simplification and better understanding, and estimated R<sup>2</sup> for each of the arbitrarily individualized R and D groups. Again, we found the same order of R<sup>2</sup> (<xref rid="f2-mco-0-0-737" ref-type="fig">Fig. 2A</xref>), confirming that linearity is not clearly established. We therefore tentatively individualized a third group from the R and D initial groups. As indicated in <xref rid="f2-mco-0-0-737" ref-type="fig">Fig. 2B</xref>, we observed a significantly improved linear regression, with R<sup>2</sup> of 0.88, 0.89 and 0.98 for the newly individualized D, intermediate and R groups, respectively. This suggests that, when restricting the R group to a significantly smaller number of cancer types, the intermediate group may in fact include both stochastic and deterministic events, a hypothesis which appears to be more coherent with what we previously discussed. Although a very small proportion of cancers may be caused by spontaneous random mutations, we strongly suggest that the scientific message of Tomasetti and Vogelstein does not agree with the currently available biological, epidemiological and toxicological data. The process of carcinogenesis has not been sufficiently taken into consideration, so the interpretation of Tomasetti&#x0027;s and Vogelstein&#x0027;s results may be hazardous, as it de-emphasizes highly needed primary prevention and limits it to for a small proportion of cancer types.</p>
</sec>
</body>
<back>
<glossary>
<def-list>
<title>Abbreviations</title>
<def-item><term>D</term><def><p>deterministic</p></def></def-item>
<def-item><term>R</term><def><p>replicative</p></def></def-item>
<def-item><term>R<sup>2</sup></term><def><p>coefficient of determination</p></def></def-item>
</def-list>
</glossary>
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<floats-group>
<fig id="f1-mco-0-0-737" position="float">
<label>Figure 1.</label>
<caption><p>Cancer incidence for cancers of the R group in (A) the USA and (B) Europe. SEER, Surveillance, Epidemiology and End Results Program.</p></caption>
<graphic xlink:href="mco-04-04-0497-g00.jpg"/>
</fig>
<fig id="f2-mco-0-0-737" position="float">
<label>Figure 2.</label>
<caption><p>Calculation of the linear regression coefficient (R<sup>2</sup>) for the two (R and D) groups as determined from (A) <xref rid="f1-mco-0-0-737" ref-type="fig">Figs. 1</xref> and <xref rid="f2-mco-0-0-737" ref-type="fig">2</xref> of Tomasetti and Vogelstein, and (B) our proposal for a three-group model.</p></caption>
<graphic xlink:href="mco-04-04-0497-g01.jpg"/>
</fig>
</floats-group>
</article>
