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Pathogen Species Identification from Metagenomes in Ancient Remains: The Challenge of Identifying Human Pathogenic Species of Trypanosomatidae via Bioinformatic Tools

Identifieur interne : 000C94 ( Pmc/Curation ); précédent : 000C93; suivant : 000C95

Pathogen Species Identification from Metagenomes in Ancient Remains: The Challenge of Identifying Human Pathogenic Species of Trypanosomatidae via Bioinformatic Tools

Auteurs : Denis Sereno [France] ; Franck Dorkeld ; Mohammad Akhoundi ; Pascale Perrin [France]

Source :

RBID : PMC:6115896

Abstract

Accurate species identification from ancient DNA samples is a difficult task that would shed light on the evolutionary history of pathogenic microorganisms. The field of palaeomicrobiology has undoubtedly benefited from the advent of untargeted metagenomic approaches that use next-generation sequencing methodologies. Nevertheless, assigning ancient DNA at the species level is a challenging process. Recently, the gut microbiome analysis of three pre-Columbian Andean mummies (Santiago-Rodriguez et al., 2016) has called into question the identification of Leishmania in South America. The accurate assignment would be important because it will provide some key elements that are linked to the evolutionary scenario for visceral leishmaniasis agents in South America. Here, we recovered the metagenomic data filed in the metagenomics RAST server (MG-RAST) to identify the different members of the Trypanosomatidae family that have infected these ancient remains. For this purpose, we used the ultrafast metagenomic sequence classifier, based on an exact alignment of k-mers (Kraken) and Bowtie2, an ultrafast and memory-efficient tool for aligning sequencing reads to long reference sequences. The analyses, which have been conducted on the most exhaustive genomic database possible on Trypanosomatidae, show that species assignments could be biased by a lack of some genomic sequences of Trypanosomatidae species (strains). Nevertheless, our work raises the issue of possible co-infections by multiple members of the Trypanosomatidae family in these three pre-Columbian mummies. In the three mummies, we show the presence of DNA that is reminiscent of a probable co-infection with Leptomonas seymouri, a parasite of insect’s gut, and Lotmaria.


Url:
DOI: 10.3390/genes9080418
PubMed: 30127280
PubMed Central: 6115896

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PMC:6115896

Le document en format XML

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<p>Accurate species identification from ancient DNA samples is a difficult task that would shed light on the evolutionary history of pathogenic microorganisms. The field of palaeomicrobiology has undoubtedly benefited from the advent of untargeted metagenomic approaches that use next-generation sequencing methodologies. Nevertheless, assigning ancient DNA at the species level is a challenging process. Recently, the gut microbiome analysis of three pre-Columbian Andean mummies (Santiago-Rodriguez et al., 2016) has called into question the identification of
<italic>Leishmania</italic>
in South America. The accurate assignment would be important because it will provide some key elements that are linked to the evolutionary scenario for visceral leishmaniasis agents in South America. Here, we recovered the metagenomic data filed in the metagenomics RAST server (MG-RAST) to identify the different members of the
<italic>Trypanosomatidae</italic>
family that have infected these ancient remains. For this purpose, we used the ultrafast metagenomic sequence classifier, based on an exact alignment of k-mers (Kraken) and Bowtie2, an ultrafast and memory-efficient tool for aligning sequencing reads to long reference sequences. The analyses, which have been conducted on the most exhaustive genomic database possible on
<italic>Trypanosomatidae</italic>
, show that species assignments could be biased by a lack of some genomic sequences of
<italic>Trypanosomatidae</italic>
species (strains). Nevertheless, our work raises the issue of possible co-infections by multiple members of the
<italic>Trypanosomatidae</italic>
family in these three pre-Columbian mummies. In the three mummies, we show the presence of DNA that is reminiscent of a probable co-infection with
<italic>Leptomonas seymouri</italic>
, a parasite of insect’s gut, and
<italic>Lotmaria</italic>
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</TEI>
<pmc article-type="research-article">
<pmc-dir>properties open_access</pmc-dir>
<front>
<journal-meta>
<journal-id journal-id-type="nlm-ta">Genes (Basel)</journal-id>
<journal-id journal-id-type="iso-abbrev">Genes (Basel)</journal-id>
<journal-id journal-id-type="publisher-id">genes</journal-id>
<journal-title-group>
<journal-title>Genes</journal-title>
</journal-title-group>
<issn pub-type="epub">2073-4425</issn>
<publisher>
<publisher-name>MDPI</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="pmid">30127280</article-id>
<article-id pub-id-type="pmc">6115896</article-id>
<article-id pub-id-type="doi">10.3390/genes9080418</article-id>
<article-id pub-id-type="publisher-id">genes-09-00418</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Article</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Pathogen Species Identification from Metagenomes in Ancient Remains: The Challenge of Identifying Human Pathogenic Species of
<italic>Trypanosomatidae</italic>
via Bioinformatic Tools</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid" authenticated="true">https://orcid.org/0000-0002-0034-9291</contrib-id>
<name>
<surname>Sereno</surname>
<given-names>Denis</given-names>
</name>
<xref ref-type="aff" rid="af1-genes-09-00418">1</xref>
<xref rid="c1-genes-09-00418" ref-type="corresp">*</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Dorkeld</surname>
<given-names>Franck</given-names>
</name>
<xref ref-type="aff" rid="af2-genes-09-00418">2</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Akhoundi</surname>
<given-names>Mohammad</given-names>
</name>
<xref ref-type="aff" rid="af3-genes-09-00418">3</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Perrin</surname>
<given-names>Pascale</given-names>
</name>
<xref ref-type="aff" rid="af4-genes-09-00418">4</xref>
<xref rid="c1-genes-09-00418" ref-type="corresp">*</xref>
</contrib>
</contrib-group>
<aff id="af1-genes-09-00418">
<label>1</label>
IRD, Montpellier University, InterTryp, 34394 Montpellier, France</aff>
<aff id="af2-genes-09-00418">
<label>2</label>
INRA-UMR 1062 CBGP (INRA, IRD, CIRAD), Montpellier SupAgro, Montferrier-sur-Lez, 34988 Languedoc Roussillon, France;
<email>franck.dorkeld@inra.fr</email>
</aff>
<aff id="af3-genes-09-00418">
<label>3</label>
Parasitology-Mycology Department, Avicenne Hospital, AP-HP, 93000 Bobigny, France;
<email>m.akhoundi@yahoo.com</email>
</aff>
<aff id="af4-genes-09-00418">
<label>4</label>
Montpellier University, IRD, CNRS, MIVEGEC, 34394 Montpellier, France</aff>
<author-notes>
<corresp id="c1-genes-09-00418">
<label>*</label>
Correspondence:
<email>denis.sereno@ird.fr</email>
(D.S.);
<email>pascale.perrin@umontpellier.fr</email>
(P.P.)</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>20</day>
<month>8</month>
<year>2018</year>
</pub-date>
<pub-date pub-type="collection">
<month>8</month>
<year>2018</year>
</pub-date>
<volume>9</volume>
<issue>8</issue>
<elocation-id>418</elocation-id>
<history>
<date date-type="received">
<day>06</day>
<month>7</month>
<year>2018</year>
</date>
<date date-type="accepted">
<day>16</day>
<month>8</month>
<year>2018</year>
</date>
</history>
<permissions>
<copyright-statement>© 2018 by the authors.</copyright-statement>
<copyright-year>2018</copyright-year>
<license license-type="open-access">
<license-p>Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (
<ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/4.0/">http://creativecommons.org/licenses/by/4.0/</ext-link>
).</license-p>
</license>
</permissions>
<abstract>
<p>Accurate species identification from ancient DNA samples is a difficult task that would shed light on the evolutionary history of pathogenic microorganisms. The field of palaeomicrobiology has undoubtedly benefited from the advent of untargeted metagenomic approaches that use next-generation sequencing methodologies. Nevertheless, assigning ancient DNA at the species level is a challenging process. Recently, the gut microbiome analysis of three pre-Columbian Andean mummies (Santiago-Rodriguez et al., 2016) has called into question the identification of
<italic>Leishmania</italic>
in South America. The accurate assignment would be important because it will provide some key elements that are linked to the evolutionary scenario for visceral leishmaniasis agents in South America. Here, we recovered the metagenomic data filed in the metagenomics RAST server (MG-RAST) to identify the different members of the
<italic>Trypanosomatidae</italic>
family that have infected these ancient remains. For this purpose, we used the ultrafast metagenomic sequence classifier, based on an exact alignment of k-mers (Kraken) and Bowtie2, an ultrafast and memory-efficient tool for aligning sequencing reads to long reference sequences. The analyses, which have been conducted on the most exhaustive genomic database possible on
<italic>Trypanosomatidae</italic>
, show that species assignments could be biased by a lack of some genomic sequences of
<italic>Trypanosomatidae</italic>
species (strains). Nevertheless, our work raises the issue of possible co-infections by multiple members of the
<italic>Trypanosomatidae</italic>
family in these three pre-Columbian mummies. In the three mummies, we show the presence of DNA that is reminiscent of a probable co-infection with
<italic>Leptomonas seymouri</italic>
, a parasite of insect’s gut, and
<italic>Lotmaria</italic>
.</p>
</abstract>
<kwd-group>
<kwd>
<italic>Trypanosomatidae</italic>
</kwd>
<kwd>kraken taxonomic assignment tool</kwd>
<kwd>bowtie2 fast short reads aligner</kwd>
<kwd>ancient DNA</kwd>
<kwd>parasitome</kwd>
<kwd>co-infection</kwd>
</kwd-group>
</article-meta>
</front>
<floats-group>
<fig id="genes-09-00418-f001" orientation="portrait" position="float">
<label>Figure 1</label>
<caption>
<p>Proportion of available genomes (in blue) on the number of currently named species (in red) for the various genera belonging to the
<italic>Trypanosomatidae</italic>
family. (
<bold>A</bold>
) genus
<italic>Trypanosoma</italic>
; (
<bold>B</bold>
) genus
<italic>Leishmania</italic>
; (
<bold>C</bold>
) other
<italic>Trypanosomatidae</italic>
genera.</p>
</caption>
<graphic xlink:href="genes-09-00418-g001"></graphic>
</fig>
<fig id="genes-09-00418-f002" orientation="portrait" position="float">
<label>Figure 2</label>
<caption>
<p>Composition of gut microbiota for the three Andean mummies studied by Santiago-Rodriguez et al. [
<xref rid="B1-genes-09-00418" ref-type="bibr">1</xref>
]: FI3, FI9, and FI12, respectively. (
<bold>A</bold>
) Proportion of reads assigned to the
<italic>Trypanosomatidae</italic>
family for each mummy after analysis with Kraken. Reads not matching
<italic>Trypanosomatidae</italic>
sequences appear in grey. Reads matching
<italic>Trypanosomatidae</italic>
sequences are flesh colored; (
<bold>B</bold>
) In
<italic>Trypanosomatidae</italic>
: numbers and percentages of reads assigned to the genera
<italic>Trypanosoma</italic>
(purple),
<italic>Leishmania</italic>
(blue),
<italic>Leptomonas</italic>
(red),
<italic>Lotmaria</italic>
(green). Reads from mummies FI3, FI9, and FI12 matching to any other
<italic>Trypanosomatidae</italic>
are shown in orange; (
<bold>C</bold>
) Results obtained by the Bowtie2 alignment sequence for mummies FI3, FI9, and FI12, respectively. For facility in comparison of the results gathered with both software the same color reference was used.</p>
</caption>
<graphic xlink:href="genes-09-00418-g002"></graphic>
</fig>
<fig id="genes-09-00418-f003" orientation="portrait" position="float">
<label>Figure 3</label>
<caption>
<p>Profiles of microbiomes from three Andean mummies [
<xref rid="B1-genes-09-00418" ref-type="bibr">1</xref>
]: FI3, FI9, and FI12, for
<italic>Trypanosomatidae</italic>
. Circles represent taxonomic classification in ascending order up to the species level (outermost circle) with their relative abundance. These graphs were generated using the program Krona. Less abundant taxa are listed outside the charts.</p>
</caption>
<graphic xlink:href="genes-09-00418-g003a"></graphic>
<graphic xlink:href="genes-09-00418-g003b"></graphic>
<graphic xlink:href="genes-09-00418-g003c"></graphic>
</fig>
<table-wrap id="genes-09-00418-t001" orientation="portrait" position="float">
<object-id pub-id-type="pii">genes-09-00418-t001_Table 1</object-id>
<label>Table 1</label>
<caption>
<p>Representativity of sequenced genomes available in relation to the number of known
<italic>Leishmania</italic>
species that are pathogenic for humans, according the updated classification of Akhoundi et al. (2017) [
<xref rid="B18-genes-09-00418" ref-type="bibr">18</xref>
].</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="center" valign="middle" style="border-top:solid thin;border-bottom:solid thin" rowspan="1" colspan="1"></th>
<th align="center" valign="middle" style="border-top:solid thin;border-bottom:solid thin" rowspan="1" colspan="1">
<italic>Leishmania</italic>
</th>
<th align="center" valign="middle" style="border-top:solid thin;border-bottom:solid thin" rowspan="1" colspan="1">
<italic>Viannia</italic>
</th>
<th align="center" valign="middle" style="border-top:solid thin;border-bottom:solid thin" rowspan="1" colspan="1">
<italic>Sauroleishmania</italic>
</th>
<th align="center" valign="middle" style="border-top:solid thin;border-bottom:solid thin" rowspan="1" colspan="1">
<italic>Mundinia</italic>
</th>
<th align="center" valign="middle" style="border-top:solid thin;border-bottom:solid thin" rowspan="1" colspan="1">
<italic>L. australiensis</italic>
<break></break>
<italic>(L. macropodum)</italic>
</th>
<th align="center" valign="middle" style="border-top:solid thin;border-bottom:solid thin" rowspan="1" colspan="1">
<italic>Porcisia</italic>
</th>
<th align="center" valign="middle" style="border-top:solid thin;border-bottom:solid thin" rowspan="1" colspan="1">
<italic>Endotrypanum</italic>
</th>
</tr>
</thead>
<tbody>
<tr>
<td align="center" valign="middle" rowspan="1" colspan="1">Number of species pathogenic for humans</td>
<td align="center" valign="middle" rowspan="1" colspan="1">10</td>
<td align="center" valign="middle" rowspan="1" colspan="1">6</td>
<td align="center" valign="middle" rowspan="1" colspan="1">0</td>
<td align="center" valign="middle" rowspan="1" colspan="1">1</td>
<td align="center" valign="middle" rowspan="1" colspan="1">1</td>
<td align="center" valign="middle" rowspan="1" colspan="1">2</td>
<td align="center" valign="middle" rowspan="1" colspan="1">0</td>
</tr>
<tr>
<td align="center" valign="middle" rowspan="1" colspan="1">Number of genomes available</td>
<td align="center" valign="middle" rowspan="1" colspan="1">8</td>
<td align="center" valign="middle" rowspan="1" colspan="1">5</td>
<td align="center" valign="middle" rowspan="1" colspan="1">0</td>
<td align="center" valign="middle" rowspan="1" colspan="1">1</td>
<td align="center" valign="middle" rowspan="1" colspan="1">0</td>
<td align="center" valign="middle" rowspan="1" colspan="1">0</td>
<td align="center" valign="middle" rowspan="1" colspan="1">0</td>
</tr>
<tr>
<td align="center" valign="middle" style="border-bottom:solid thin" rowspan="1" colspan="1">Representativity in %</td>
<td align="center" valign="middle" style="border-bottom:solid thin" rowspan="1" colspan="1">80</td>
<td align="center" valign="middle" style="border-bottom:solid thin" rowspan="1" colspan="1">83</td>
<td align="center" valign="middle" style="border-bottom:solid thin" rowspan="1" colspan="1">0</td>
<td align="center" valign="middle" style="border-bottom:solid thin" rowspan="1" colspan="1">100</td>
<td align="center" valign="middle" style="border-bottom:solid thin" rowspan="1" colspan="1">0</td>
<td align="center" valign="middle" style="border-bottom:solid thin" rowspan="1" colspan="1">0</td>
<td align="center" valign="middle" style="border-bottom:solid thin" rowspan="1" colspan="1">0</td>
</tr>
</tbody>
</table>
</table-wrap>
</floats-group>
</pmc>
</record>

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