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<front>
<journal-meta>
<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>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fgene.2017.00184</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Genetics</subject>
<subj-group>
<subject>Opinion</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Lessons from the Human Genome Project: Modesty, Honesty, and Realism</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Emmert-Streib</surname> <given-names>Frank</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="author-notes" rid="fn001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/37376/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Dehmer</surname> <given-names>Matthias</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/37754/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Yli-Harja</surname> <given-names>Olli</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/470408/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Predictive Medicine and Data Analytics Lab, Tampere University of Technology</institution>, <addr-line>Tampere</addr-line>, <country>Finland</country></aff>
<aff id="aff2"><sup>2</sup><institution>Institute of Biosciences and Medical Technology, Tampere University of Technology</institution>, <addr-line>Tampere</addr-line>, <country>Finland</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department for Biomedical Computer Science and Mechatronics, University for Health Sciences, Medical Informatics and Technology (UMIT)</institution>, <addr-line>Hall in Tyrol</addr-line>, <country>Austria</country></aff>
<aff id="aff4"><sup>4</sup><institution>College of Computer and Control Engineering, Nankai University</institution>, <addr-line>Tianjin</addr-line>, <country>China</country></aff>
<aff id="aff5"><sup>5</sup><institution>Institute for Intelligent Production, Faculty for Management, University of Applied Sciences Upper Austria</institution>, <addr-line>Steyr</addr-line>, <country>Austria</country></aff>
<aff id="aff6"><sup>6</sup><institution>Computational Systems Biology Lab, Tampere University of Technology</institution>, <addr-line>Tampere</addr-line>, <country>Finland</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Jie Chen, Augusta University, United States</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Alexandre Francois Roy Stewart, University of Ottawa, Canada</p></fn>
<fn fn-type="corresp" id="fn001"><p>&#x0002A;Correspondence: Frank Emmert-Streib <email>v&#x00040;bio-complexity.com</email></p></fn>
<fn fn-type="other" id="fn002"><p>This article was submitted to Bioinformatics and Computational Biology, a section of the journal Frontiers in Genetics</p></fn></author-notes>
<pub-date pub-type="epub">
<day>23</day>
<month>11</month>
<year>2017</year>
</pub-date>
<pub-date pub-type="collection">
<year>2017</year>
</pub-date>
<volume>8</volume>
<elocation-id>184</elocation-id>
<history>
<date date-type="received">
<day>17</day>
<month>07</month>
<year>2017</year>
</date>
<date date-type="accepted">
<day>07</day>
<month>11</month>
<year>2017</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2017 Emmert-Streib, Dehmer and Yli-Harja.</copyright-statement>
<copyright-year>2017</copyright-year>
<copyright-holder>Emmert-Streib, Dehmer and Yli-Harja</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) or licensor 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>
<kwd-group>
<kwd>genomics</kwd>
<kwd>high-throuput technique</kwd>
<kwd>sequencing</kwd>
<kwd>medicine</kwd>
<kwd>bioinformatics and computational biology</kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="17"/>
<page-count count="3"/>
<word-count count="1681"/>
</counts>
</article-meta>
</front>
<body>
<p>The Human Genome Project (HGP) (Lander et al., <xref ref-type="bibr" rid="B8">2001</xref>; Venter et al., <xref ref-type="bibr" rid="B14">2001</xref>; Consortium, International Human Genome Sequencing, <xref ref-type="bibr" rid="B5">2004</xref>) has been considered &#x0201C;the single most important project in biology and the biomedical sciences&#x0201D; (Collins et al., <xref ref-type="bibr" rid="B4">1998</xref>) because it sequenced the human genome and enabled the development of a variety of different high-throughput &#x0201C;Omics&#x0201D; technologies (Ghosh and Poisson, <xref ref-type="bibr" rid="B6">2009</xref>; Moreno-Risueno et al., <xref ref-type="bibr" rid="B9">2010</xref>) on the genomics, transcriptomics, metabolomics and epigenomics level. More importantly, from the beginning of the HGP there were high hopes and expectations of its implications on pharmacogenomics and medicine (Collins, <xref ref-type="bibr" rid="B2">1999</xref>; van Ommen et al., <xref ref-type="bibr" rid="B13">1999</xref>; Collins and McKusick, <xref ref-type="bibr" rid="B3">2001</xref>; Reiss, <xref ref-type="bibr" rid="B11">2001</xref>).</p>
<p>When one evaluates the outcome of the HGP using criteria of the same category as for its promotion (see above), unfortunately, to date the wider impact on medicine has not been realized (Ball, <xref ref-type="bibr" rid="B1">2010</xref>; Wade, <xref ref-type="bibr" rid="B16">2010</xref>). Exemplarily, this is demonstrated by Figures <xref ref-type="fig" rid="F1">1A,B</xref> where for four major western countries, United States of America (USA), Australia (AUS), Germany (GER) and Finland (FIN), two global indices for characterizing the health state on the society level are shown. Figure <xref ref-type="fig" rid="F1">1A</xref> shows the life expectancy (LE) at birth and Figure <xref ref-type="fig" rid="F1">1B</xref> the number of deaths per 100, 000 persons from all cancer types, age-standardized (World Health Organization, <xref ref-type="bibr" rid="B17">2015</xref>; OECD, Organisation for Economic Co-operation and Development, <xref ref-type="bibr" rid="B10">2017</xref>). In both figures the vertical dashed line indicates the completion of the HGP as a milestone. From this time on the HGP could have made an impact on the society, respectively, its health state. Overall, there is a lack of any improvement following the year 2002, as can be seen from the continuation of the observable trends starting in the 1980s and 1990s in all four countries without an increase in the life expectancy or a decrease in mortality.</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p><bold>(A)</bold> Life expectancy (LE) at birth in the countries: United States of America (USA), Australia (AUS), Germany (GER) and Finland (FIN) (Human Mortality Database, <xref ref-type="bibr" rid="B7">2012</xref>). <bold>(B)</bold> Deaths from cancer per 100, 000 persons over all types of cancer for the same four countries (World Health Organization, <xref ref-type="bibr" rid="B17">2015</xref>; OECD, Organisation for Economic Co-operation and Development, <xref ref-type="bibr" rid="B10">2017</xref>).</p></caption>
<graphic xlink:href="fgene-08-00184-g0001.tif"/>
</fig>
<p>From these and similar observations, we think it is fair to state that over 15 years after the completion of the HGP there is no noticeable global impact on drug development and health. Given the estimated costs of this project with over &#x00024;2.7 billion USD, there are valuable lessons to be learned for future projects.</p>
<p>First, we are of the opinion that expectations of research projects should be realistic. Since the introduction of the epigenetic landscape (Waddington, <xref ref-type="bibr" rid="B15">1939</xref>) it is clear that there is a huge difference between individual genes and interactions between genes. Whereas the functional implications of the former is only clear in special cases, e.g., cystic fibrosis, the latter is the generic level of understanding for complex phenotypes and disorders like cancer, diabetes or schizophrenia. Hence, a project aiming for the individual gene level, as the HGP, can not lead to insights about complex phenotypes. It is clear that funding bodies like to advertise potential results of their projects as big as possible, but scientists should withstand such temptations because in retrospective, one can always assess the results to unveil a potential hype.</p>
<p>As a corollary from this, we are of the opinion that the expectations about &#x0201C;common&#x0201D; research projects, receiving funding in the order of magnitude of &#x00024;10<sup>5</sup> USD, need to be placed into perspective. That means realistic expectations of the impact from such projects on the society is about 10, 000 fold less than that of the HGP, because the HGP received more funding by a factor 10, 000. Hence, modesty in the formulation of goals and their potential impact should be appreciated.</p>
<p>Second, looking back in the history of science, revolutionary breakthroughs seem the result of individual scientists (with rather small groups and support) and not from multi-billion Dollar projects, like the HGP. For this reason, we suggest not to support such expensive projects in the future but, instead, distribute the funding among many small groups. In this way the likelihood of intellectual scientific progress is enlarged because many people work in parallel in a creative way on diverse problems. On the other hand, we acknowledge the need to develop biotechnology that is useful for conducting modern experiments. However, such projects need to be termed honestly and not disguised by marketing slogans in order to make them look more interesting than they in fact are.</p>
<p>Third, we would like to note that the HGP did not <italic>formulate any particular biological hypothesis</italic> to be tested but it&#x00027;s goal was to sequence the human genome with technology developed for this purpose. In other words the measurable outcome is the technology itself and as a specific result the human DNA. Put simply, the outcome is a general purpose tool, like a hammer. It can be used but it is up to you for what. Certainly, none would say that the Mona Lisa&#x02014;the famous painting by Leonardo da Vinci&#x02014;is attributed to the person who developed the hammer to hang the paining. In analogy it seem unreasonable to even compare the HGP to, e.g., the potential impact of the HPV vaccine to reduce mortality from cervical cancer, which was FDA approved in 2006 (Roden and Wu, <xref ref-type="bibr" rid="B12">2006</xref>), based on the development of a drug resulting from dedicated experiments hypothesizing that this drug is beneficial in the treatment of cervical cancer. The honest assessment is that the HGP did not propose anything alike and hence anything that is a result of the application of its technologies should not be credited to it but the creativity of the researches that performed dedicated experiments to test specific hypothesis.</p>
<p>We are of the opinion that completed scientific projects of the size of the HGP need to undergo a rigorous assessment otherwise avoidable mistakes will be repeated in future projects. In general, we plead for more modesty, honesty and realism when proposing research projects and potential results because science is not like marketing where the ultimate goal is to sell a product by all means.</p>
<sec id="s1">
<title>Author contributions</title>
<p>FE-S conceived the study. All authors wrote the paper and approved the final version.</p>
<sec>
<title>Conflict of interest statement</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>
</body>
<back>
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<fn-group>
<fn fn-type="financial-disclosure"><p><bold>Funding.</bold> MD thanks the Austrian Science Funds for supporting this work (project P26142).</p>
</fn>
</fn-group>
</back>
</article>