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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Physiol.</journal-id>
<journal-title>Frontiers in Physiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Physiol.</abbrev-journal-title>
<issn pub-type="epub">1664-042X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-id pub-id-type="publisher-id">888233</article-id>
<article-id pub-id-type="doi">10.3389/fphys.2022.888233</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Physiology</subject>
<subj-group>
<subject>Systematic Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>A systematic review on omics data (metagenomics, metatranscriptomics, and metabolomics) in the role of microbiome in gallbladder disease</article-title>
<alt-title alt-title-type="left-running-head">Di Carlo 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/fphys.2022.888233">10.3389/fphys.2022.888233</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Di Carlo</surname>
<given-names>Paola</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/148226/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Serra</surname>
<given-names>Nicola</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/413638/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Alduina</surname>
<given-names>Rosa</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/399102/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Guarino</surname>
<given-names>Riccardo</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/849003/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Crax&#xec;</surname>
<given-names>Antonio</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Giammanco</surname>
<given-names>Anna</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/515086/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Fasciana</surname>
<given-names>Teresa</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/515080/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Cascio</surname>
<given-names>Antonio</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1511400/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Sergi</surname>
<given-names>Consolato M.</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/64629/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Health Promotion, Maternal-Childhood, Internal Medicine of Excellence G. D&#x2019;Alessandro</institution>, <institution>Section of Infectious Disease</institution>, <institution>University of Palermo</institution>, <addr-line>Palermo</addr-line>, <country>Italy</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Public Health</institution>, <institution>University &#x201c;Federico II&#x201d;</institution>, <addr-line>Naples</addr-line>, <country>Italy</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Biological, Chemical and Pharmaceutical Sciences and Technologies (STEBICEF)</institution>, <institution>University of Palermo</institution>, <addr-line>Palermo</addr-line>, <country>Italy</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Department of Health Promotion, Maternal-Childhood, Internal Medicine of Excellence G. D&#x2019;Alessandro</institution>, <institution>Section of Gastroenterology</institution>, <institution>University of Palermo</institution>, <addr-line>Palermo</addr-line>, <country>Italy</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Department of Health Promotion, Maternal-Childhood, Internal Medicine of Excellence G. D&#x2019;Alessandro</institution>, <institution>Section of Microbiology</institution>, <institution>University of Palermo</institution>, <addr-line>Palermo</addr-line>, <country>Italy</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Children&#x2019;s Hospital of Eastern Ontario (CHEO)</institution>, <institution>University of Ottawa</institution>, <addr-line>Ottawa</addr-line>, <addr-line>ON</addr-line>, <country>Canada</country>
</aff>
<aff id="aff7">
<sup>7</sup>
<institution>Department of Pediatrics</institution>, <institution>Stollery Children&#x2019;s Hospital</institution>, <institution>University of Alberta</institution>, <addr-line>Edmonton</addr-line>, <addr-line>AB</addr-line>, <country>Canada</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/477933/overview">Giuliano Ramadori</ext-link>, University of G&#xf6;ttingen, Germany</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/1507629/overview">Hunyong Cho</ext-link>, University of North Carolina at Chapel Hill, United States</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1902269/overview">Ivan &#x160;o&#x161;a</ext-link>, University of Rijeka, Croatia</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Consolato M. Sergi, <email>csergi@cheo.on.ca</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Gastrointestinal Sciences, a section of the journal Frontiers in Physiology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>30</day>
<month>08</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>13</volume>
<elocation-id>888233</elocation-id>
<history>
<date date-type="received">
<day>02</day>
<month>03</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>11</day>
<month>07</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Di Carlo, Serra, Alduina, Guarino, Crax&#xec;, Giammanco, Fasciana, Cascio and Sergi.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Di Carlo, Serra, Alduina, Guarino, Crax&#xec;, Giammanco, Fasciana, Cascio and Sergi</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>
<abstract>
<p>Microbiotas are the range of microorganisms (mainly bacteria and fungi) colonizing multicellular, macroscopic organisms. They are crucial for several metabolic functions affecting the health of the host. However, difficulties hamper the investigation of microbiota composition in cultivating microorganisms in standard growth media. For this reason, our knowledge of microbiota can benefit from the analysis of microbial macromolecules (DNA, transcripts, proteins, or by-products) present in various samples collected from the host. Various omics technologies are used to obtain different data. Metagenomics provides a taxonomical profile of the sample. It can also be used to obtain potential functional information. At the same time, metatranscriptomics can characterize members of a microbiome responsible for specific functions and elucidate genes that drive the microbiotas relationship with its host. Thus, while microbiota refers to microorganisms living in a determined environment (taxonomy of microorganisms identified), microbiome refers to the microorganisms and their genes living in a determined environment and, of course, metagenomics focuses on the genes and collective functions of identified microorganisms. Metabolomics completes this framework by determining the metabolite fluxes and the products released into the environment. The gallbladder is a sac localized under the liver in the human body and is difficult to access for bile and tissue sampling. It concentrates the bile produced in the hepatocytes, which drains into bile canaliculi. Bile promotes fat digestion and is released from the gallbladder into the upper small intestine in response to food. Considered sterile originally, recent data indicate that bile microbiota is associated with the biliary tract&#x2019;s inflammation and carcinogenesis. The sample size is relevant for omic studies of rare diseases, such as gallbladder carcinoma. Although in its infancy, the study of the biliary microbiota has begun taking advantage of several omics strategies, mainly based on metagenomics, metabolomics, and mouse models. Here, we show that omics analyses from the literature may provide a more comprehensive image of the biliary microbiota. We review studies performed in this environmental niche and focus on network-based approaches for integrative studies.</p>
</abstract>
<kwd-group>
<kwd>gallbladder disease</kwd>
<kwd>bile</kwd>
<kwd>human microbiota</kwd>
<kwd>taxonomy</kwd>
<kwd>cancer</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>The advent of the Omics Sciences, based on Genomics, Transcriptomics, Proteomics, and Metabolomics, enabled the study of the human microbiota from another perspective, leading to the discovery of a connection between microbiota and the health of the host and identifying the characteristics of the microbiome that can contribute to diseases (<xref ref-type="bibr" rid="B62">Marchesi and Ravel, 2015</xref>).</p>
<p>The intestinal microbiota is a system composed of microorganisms that settle in the gastrointestinal tract and preserve physiological and metabolic well-being. Particular attention in recent years has been paid to the study of bacterial colonization of the gastrointestinal tract. It has been demonstrated that some bacteria are associated with the development of cancer disease (<xref ref-type="bibr" rid="B19">de Almeida et al., 2018</xref>; <xref ref-type="bibr" rid="B61">Maekawa et al., 2018</xref>; <xref ref-type="bibr" rid="B65">Mendez et al., 2020</xref>; <xref ref-type="bibr" rid="B77">Nokhandani et al., 2021</xref>; <xref ref-type="bibr" rid="B87">Saab et al., 2021</xref>). A multi-omics approach may help elucidate the gut microbiota activity and show that selected intestinal bacterial communities could play a role in developing chronic inflammatory disorders and neoplasms. In this regard, the composition of the biliary microbiota has attracted the interest of research aimed at clarifying the role of specific players in stimulating chronic inflammation and producing carcinogenic metabolites in the biliary tract, gallbladder, and pancreas (<xref ref-type="bibr" rid="B68">Molinero et al., 2019</xref>; <xref ref-type="bibr" rid="B65">Mendez et al., 2020</xref>; <xref ref-type="bibr" rid="B112">Visekruna and Luu, 2021</xref>).</p>
<p>The gallbladder may be affected by numerous disorders ranging from infectious processes to chronic inflammatory diseases and cancer (<xref ref-type="bibr" rid="B2">Apstein and Carey, 1996</xref>; <xref ref-type="bibr" rid="B24">Ebata et al., 2016</xref>). Since the gallbladder is a small pouch that collects bile produced by the liver, a change in bile composition, especially in cholesterol, is responsible for cholelithiasis. In 1967, Drs. Scott and Khan, two scientists of the Royal Free Hospital, London, United Kingdom (<xref ref-type="bibr" rid="B88">Scott and Khan, 1967</xref>), published a seminal work that showed the presence of bacteria in the bile of subjects undergoing uncomplicated cholecystectomy. Subsequently, about 20&#xa0;years later, Wells and others highlighted the concept that bile is not genuinely sterile. Its colonization may represent a risk factor for postoperative sepsis concerning patients undergoing biliary tract surgery (<xref ref-type="bibr" rid="B117">Wells et al., 1989</xref>). The biliary system is in continuous contact with the gut bacteria. In fact, microorganisms ascend from the intestinal tract to the gallbladder, and gut microbial products influence bile salt metabolism (<xref ref-type="bibr" rid="B103">Small, 2003</xref>; <xref ref-type="bibr" rid="B24">Ebata et al., 2016</xref>). Currently, the term human bile microbiota refers to the microbial ecosystem of the gallbladder (<xref ref-type="bibr" rid="B24">Ebata et al., 2016</xref>). Studies suggest that the microbiota may substantially influence the outcome of gallbladder disorders (<xref ref-type="bibr" rid="B110">van Velkinburgh and Gunn, 1999</xref>; <xref ref-type="bibr" rid="B80">Prouty and Gunn, 2000</xref>; <xref ref-type="bibr" rid="B8">Bina and Mekalanos, 2001</xref>; <xref ref-type="bibr" rid="B102">Sleator et al., 2005</xref>; <xref ref-type="bibr" rid="B108">Torres et al., 2007</xref>; <xref ref-type="bibr" rid="B17">Crawford et al., 2008</xref>). Bile microbiota composition may show <italic>Salmonella</italic> spp. and other enteric commensals and pathogens, such as <italic>Vibrio cholera</italic>, <italic>Campylobacter jejuni</italic>, <italic>Escherichia coli</italic>, and <italic>Listeria monocytogenes.</italic> The latter have also demonstrated their ability to survive in the biliary environment, even though bile salts display antimicrobial properties (<xref ref-type="bibr" rid="B6">Begley et al., 2005</xref>; <xref ref-type="bibr" rid="B33">Hardy et al., 2006</xref>; <xref ref-type="bibr" rid="B39">Hung et al., 2006</xref>).</p>
<p>Variations within the human microbiota, such as an imbalance in bacterial composition, changes in bacterial metabolic activities, or changes in bacterial distribution, are defined as <italic>dysbiosis</italic> (<xref ref-type="bibr" rid="B24">Ebata et al., 2016</xref>). The term <italic>gallbladder dysbiosis</italic> has become the subject of revived attention in both human and experimental animals (<xref ref-type="bibr" rid="B24">Ebata et al., 2016</xref>; <xref ref-type="bibr" rid="B113">Wang et al., 2017</xref>; <xref ref-type="bibr" rid="B32">Gutierrez-Diaz et al., 2018</xref>; <xref ref-type="bibr" rid="B119">Xu et al., 2018</xref>). Changes in the microbial composition can cause a dire imbalance favoring pathogenic bacteria. They can lead to inflammation that contributes to different diseases, such as obesity, diabetes mellitus, virgola, multiple sclerosis, and cancer. Studies on bacterial bile composition have detected microorganisms with a possible molecular biologic role in chronic inflammation and carcinogenesis (<xref ref-type="bibr" rid="B73">Nath et al., 2010</xref>; <xref ref-type="bibr" rid="B49">Koshiol et al., 2016</xref>; <xref ref-type="bibr" rid="B97">Sharma et al., 2017</xref>). Investigations on the culture of bile samples collected by endoscopic retrograde cholangiopancreatography (ERCP) have identified a pattern of bacteria isolated in patients with diseases of the biliary tract, gallbladder, and pancreas impacting the survival of our patients affected with cancer (<xref ref-type="bibr" rid="B22">Di Carlo et al., 2018</xref>; <xref ref-type="bibr" rid="B93">Serra et al., 2018</xref>; <xref ref-type="bibr" rid="B23">Di Carlo et al., 2019</xref>; <xref ref-type="bibr" rid="B90">Sergi et al., 2019</xref>; <xref ref-type="bibr" rid="B94">Serra et al., 2021</xref>). On the other hand, other bile components, such as cholesterol and its derivates, have been investigated by biochemistry. This data involves microbial activities and cholesterol in the genesis of benign and malignant gallbladder disorders (<xref ref-type="bibr" rid="B17">Crawford et al., 2008</xref>; <xref ref-type="bibr" rid="B73">Nath et al., 2010</xref>; <xref ref-type="bibr" rid="B79">Phelan et al., 2017</xref>; <xref ref-type="bibr" rid="B90">Sergi et al., 2019</xref>; <xref ref-type="bibr" rid="B45">Kiss et al., 2020</xref>; <xref ref-type="bibr" rid="B29">Gruner and Mattner, 2021</xref>).</p>
<p>To overcome the drawbacks encountered in a culture-dependent approach, the microbiota study may exploit the progress of the most recent omics technologies, computational analytics, and deep neural network applications (<xref ref-type="bibr" rid="B66">Milani et al., 2021</xref>). Currently, the microbial composition of an organ or a niche can be explored by detecting the genetic material of microbes through the next-generation sequencing (NGS) of conserved microbial genes (microbiome analysis) using the metagenomic DNA extracted from the whole sample. Metagenomic DNA can also be used for Whole Genome Sequencing (WGS) to obtain data on the genetic background of the microorganisms present in the sample (<xref ref-type="bibr" rid="B16">Cho and Blaser, 2012</xref>; <xref ref-type="bibr" rid="B57">Liu et al., 2012</xref>; <xref ref-type="bibr" rid="B3">Armour et al., 2019</xref>). Furthermore, metagenomics allows us to investigate the metataxonomic and functional profiles through the shotgun approach (<xref ref-type="bibr" rid="B66">Milani et al., 2021</xref>). Metagenomics can quickly provide data on different microbial communities in healthy individuals and subjects suffering from various diseases (<xref ref-type="bibr" rid="B3">Armour et al., 2019</xref>; <xref ref-type="bibr" rid="B118">Xing et al., 2019</xref>; <xref ref-type="bibr" rid="B56">Little et al., 2020</xref>; <xref ref-type="bibr" rid="B28">Galluzzo et al., 2021</xref>; <xref ref-type="bibr" rid="B87">Saab et al., 2021</xref>). As for other disorders, the advances in sequencing technologies and computational methods are facilitating the investigation of the gallbladder microbiotas and serving in the diagnostic and therapeutical approaches to benign and malignant tumors (<xref ref-type="bibr" rid="B37">Hsing et al., 2007</xref>).</p>
<p>The method of metatranscriptomic provides a snapshot of gene expression in a given sample at a given time under specific conditions by capturing the total mRNA. However, it is technically an arduous study if it has to be thorough because RNA samples are more challenging to handle than DNA samples.</p>
<p>Environmental conditions can also influence the composition of microorganisms. For example, in the case of the gallbladder, variations in bile composition, especially bile salt and fats (i.e., cholesterol, fatty acids, and lecithin), may affect the microbiome (<xref ref-type="bibr" rid="B103">Small, 2003</xref>; <xref ref-type="bibr" rid="B10">Boyer and Soroka, 2021</xref>). Metatranscriptomics could help understand the interactions between the biliary components, especially the bile acids of the lipid component, and the microbial species that are part of the microbial community of the gallbladder (<xref ref-type="bibr" rid="B9">Botero et al., 2005</xref>; <xref ref-type="bibr" rid="B13">Carvalhais et al., 2012</xref>; <xref ref-type="bibr" rid="B1">Aguiar-Pulido et al., 2016</xref>; <xref ref-type="bibr" rid="B20">de Vos et al., 2022</xref>). Metatranscriptomics, metaproteomics, and metabolomics are powerful integrative approaches to metagenomics, shaping precision medicine, i.e., the medical model that recommends the customization of healthcare with medical decisions and therapies being tailored to a subgroup of patients. In addition, omics technologies expose microbial activity and interaction, enabling a better understanding of the interplay between the microbial community and the environment (<xref ref-type="bibr" rid="B5">Aw and Fukuda, 2015</xref>; <xref ref-type="bibr" rid="B120">Ye et al., 2016</xref>; <xref ref-type="bibr" rid="B3">Armour et al., 2019</xref>; <xref ref-type="bibr" rid="B66">Milani et al., 2021</xref>). However, these studies may struggle to recruit a large number of patients. Therefore, multicenter studies and the establishment of biorepositories are critical for these investigations (<xref ref-type="bibr" rid="B91">Sergi, 2022a</xref>).</p>
<p>This review focuses on describing the current state of gallbladder disorders with multiple approaches, including metagenomics, metatranscriptomics, and metabolomics. This review aims to summarize several studies to increase available knowledge of the connection between biliary microbiota and gallbladder disease.</p>
<sec id="s1-1">
<title>Choice of the literature on the role of microbiotas in gallbladder disease</title>
<p>The review process was conducted by identifying the research problem, performing bibliographic research, and conducting data evaluation and interpretation. The study was conducted using the PubMed electronic database. The formulation of search terms/keywords and research on electronic databases was performed by two researchers with degrees in Biostatistics and Epidemiology to ensure greater validity and reduce biases. The limitations put into place as filters were the human population, English language, time range (January 2015&#x2014;December 2020), and scientific articles where the bile microbiota analysis was approached using Omics methodologies. In addition, studies such as preclinical studies, validation studies, meta-analyses, systematic reviews, and studies involving pediatric and neonatal patients were excluded.</p>
<p>Selection criteria included articles from national and international scientific literature whose title and content contained at least one of the keywords or a link to them. After carefully reading the abstract, the selection was made, and only studies that met the previously described inclusion and exclusion criteria were selected. The full texts were evaluated according to the same inclusion/exclusion criteria for all selected articles to identify those eligible for review.</p>
<p>
<xref ref-type="table" rid="T1">Table 1</xref> provides the selection criteria and the search string adopted in PubMed. Thirty-one articles published between 2015 and 2020 were identified through the database search. Particularly in this study we did not consider the papers published in 2021 apart from two papers published online in October 2020. Therefore papers such as Zhai W. et al., 2021 and Wei B, et al. (2021) were considered because published online and indexed in PubMed in 2020.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Article selection criteria.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left"/>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">
<inline-graphic xlink:href="FPHYS_fphys-2022-888233_wc_tfx1.tif"/>
</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Overall, the PRISMA flow chart diagram steps are depicted in <xref ref-type="fig" rid="F1">Figure 1</xref>, summarizing the literature review process. Eighteen papers did not fit all our inclusion criteria and were excluded. In particular, the following contributions were excluded: one chapter book (<xref ref-type="bibr" rid="B81">Ranjan and Sinha, 2019a</xref>), three reviews (<xref ref-type="bibr" rid="B114">Wang et al., 2018</xref>; <xref ref-type="bibr" rid="B82">Ranjan and Sinha, 2019b</xref>; <xref ref-type="bibr" rid="B76">Nicoletti et al., 2020</xref>), one epidemiological report (<xref ref-type="bibr" rid="B115">Weaver et al., 2020</xref>), five preclinical studies (<xref ref-type="bibr" rid="B30">Gu et al., 2015</xref>; <xref ref-type="bibr" rid="B58">Liu et al., 2017</xref>; <xref ref-type="bibr" rid="B50">Kuerbanjiang et al., 2018</xref>; <xref ref-type="bibr" rid="B53">Kumar et al., 2018</xref>; <xref ref-type="bibr" rid="B111">Villar-Lorenzo et al., 2019</xref>), and eight papers that included patients with disorders other than gallbladder disease (<xref ref-type="bibr" rid="B26">Ferslew et al., 2015</xref>; <xref ref-type="bibr" rid="B106">Takis et al., 2018</xref>; <xref ref-type="bibr" rid="B38">Huang et al., 2019</xref>; <xref ref-type="bibr" rid="B43">Kang et al., 2019</xref>; <xref ref-type="bibr" rid="B60">Machado et al., 2020</xref>; <xref ref-type="bibr" rid="B99">Simeoli et al., 2020</xref>; <xref ref-type="bibr" rid="B52">Kulterer et al., 2021</xref>; <xref ref-type="bibr" rid="B95">Shao et al., 2021</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>PRISMA Flow Chart showing the selected Papers.</p>
</caption>
<graphic xlink:href="fphys-13-888233-g001.tif"/>
</fig>
<p>Thirteen selected articles met the inclusion criteria and were discussed. They are summarized in <xref ref-type="table" rid="T2">Table 2</xref> (<xref ref-type="bibr" rid="B98">Shen et al., 2015</xref>; <xref ref-type="bibr" rid="B105">Stepien et al., 2016</xref>; <xref ref-type="bibr" rid="B97">Sharma et al., 2017</xref>; <xref ref-type="bibr" rid="B47">Kose et al., 2018</xref>; <xref ref-type="bibr" rid="B72">N&#xe4;sstr&#xf6;m et al., 2018</xref>; <xref ref-type="bibr" rid="B109">Tsuchiya et al., 2018</xref>; <xref ref-type="bibr" rid="B67">Mohajeri et al., 2019</xref>; <xref ref-type="bibr" rid="B68">Molinero et al., 2019</xref>; <xref ref-type="bibr" rid="B54">Lee et al., 2020</xref>; <xref ref-type="bibr" rid="B78">Petrov et al., 2020</xref>; <xref ref-type="bibr" rid="B104">Song et al., 2020</xref>; <xref ref-type="bibr" rid="B116">Wei et al., 2021</xref>; <xref ref-type="bibr" rid="B122">Zhang et al., 2021</xref>). In particular, seven studies focus on metagenomic technologies and gallbladder disorders (<xref ref-type="bibr" rid="B98">Shen et al., 2015</xref>; <xref ref-type="bibr" rid="B51">Kujiraoka et al., 2017</xref>; <xref ref-type="bibr" rid="B47">Kose et al., 2018</xref>; <xref ref-type="bibr" rid="B68">Molinero et al., 2019</xref>; <xref ref-type="bibr" rid="B54">Lee et al., 2020</xref>; <xref ref-type="bibr" rid="B104">Song et al., 2020</xref>; <xref ref-type="bibr" rid="B116">Wei et al., 2021</xref>) and six others on metabolomic technologies and gallbladder disorders (<xref ref-type="bibr" rid="B105">Stepien et al., 2016</xref>; <xref ref-type="bibr" rid="B97">Sharma et al., 2017</xref>; <xref ref-type="bibr" rid="B72">N&#xe4;sstr&#xf6;m et al., 2018</xref>; <xref ref-type="bibr" rid="B67">Mohajeri et al., 2019</xref>; <xref ref-type="bibr" rid="B81">Ranjan and Sinha, 2019a</xref>; <xref ref-type="bibr" rid="B78">Petrov et al., 2020</xref>; <xref ref-type="bibr" rid="B122">Zhang et al., 2021</xref>). The article by Molinero et al. analyzed gallbladder disease via metagenomic and metabolomic technologies (<xref ref-type="bibr" rid="B68">Molinero et al., 2019</xref>). No metatranscriptomics study on gallbladder disorders was found in the selected time range.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Studies of the current review.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Title, first author, study year</th>
<th align="left">Sample</th>
<th align="left">Subjects and/or gallbladder disorder</th>
<th align="left">Omics technology</th>
<th align="left">Goal of study</th>
<th align="left">Conclusion</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Metagenomic sequencing of bile from gallstone patients to identify different microbial community patterns and novel biliary bacteria <xref ref-type="bibr" rid="B98">Shen et al. (2015)</xref>
</td>
<td align="left">Bile, oral respiratory and fecal sample</td>
<td align="left">N Total pts &#x3d; 15 Choledocholithiasis (CL) (<italic>n</italic> &#x3d; 15)</td>
<td align="left">WMS and 16S sequencing and bacterial oxidative stress responses</td>
<td align="left">Bacteria involving in gallstones disease</td>
<td align="left">Oral cavity and respiratory tract inhabitants were more prevalent in bile samples than intestinal inhabitants</td>
</tr>
<tr>
<td align="left">Alteration of amino acid and biogenic amine metabolism in hepatobiliary cancers: Findings from a prospective cohort study <xref ref-type="bibr" rid="B105">Stepien et al. (2016)</xref>
</td>
<td align="left">Blood</td>
<td align="left">N Total pts &#x3d; 324 hepatocellular carcinoma (HCC) (<italic>n</italic> &#x3d; 147), intrahepatic bile duct cancer (<italic>n</italic> &#x3d; 43), gallbladder tract cancer (GBTC cases<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>) (<italic>n</italic> &#x3d; 134)</td>
<td align="left">Liquid chromatography (UPLC) coupled to a Q-Trap mass spectrometer</td>
<td align="left">21 standard AA, 6 biogenic amines and hexoses</td>
<td align="left">No significant associations of AA levels were found with risk of IHBC or GBTC.</td>
</tr>
<tr>
<td align="left">H nuclear magnetic resonance (NMR)-based serum metabolomics of human gallbladder inflammation <xref ref-type="bibr" rid="B97">Sharma et al. (2017)</xref>
</td>
<td align="left">Blood</td>
<td align="left">N Total pts &#x3d; 71 Chronic Cholecystitis (CC) (<italic>n</italic> &#x3d; 41) versus control group (<italic>n</italic> &#x3d; 30)</td>
<td align="left">Nuclear magnetic resonance spectroscopy (H NMR, spectra)</td>
<td align="left">11 metabolites, alanine, formate, 1,2-propanediol, lipid, acetate, glutamine, histidine, lactate, glutamate, tyrosine, and histidine</td>
<td align="left">Glutamine and glutamate, pyruvate, glyoxylate and dicarboxylate, histidine and alanine aspartate glutamate pathways are altered in CC</td>
</tr>
<tr>
<td align="left">Metagenomics of pigmented and cholesterol gallstones: the putative role of bacteria <xref ref-type="bibr" rid="B47">Kose et al. (2018)</xref>
</td>
<td align="left">Choledocholithiasis</td>
<td align="left">N total pts &#x3d; 2 (pilot study)</td>
<td align="left">Metagenomic by V4 region of bacterial 16S rRNA, functional metagenomic profile, stress analysis and biofilm formation</td>
<td align="left">Potential role in gallstone formation</td>
<td align="left">ORFs/promotors/proteins induced by bile showed biofilm due to <italic>Klebsiella</italic>. <italic>E. coli</italic>, <italic>Enterobacter</italic>, <italic>Serratia</italic>, <italic>Shigella</italic> (gram negative), <italic>Enterococcus</italic> and <italic>Bacillus</italic> (gram positive)</td>
</tr>
<tr>
<td align="left">Diagnostic metabolite biomarkers of chronic typhoid carriage <xref ref-type="bibr" rid="B72">N&#xe4;sstr&#xf6;m et al. (2018)</xref>
</td>
<td align="left">Blood</td>
<td align="left">N Total pts &#x3d; 37 <italic>Salmonella Typhi</italic> (<italic>n</italic> &#x3d; 12) or <italic>Salmonella Paratyphi A (n&#x3d; 5)</italic> gallbladder human carriage and non-carriage controls (<italic>n</italic> &#x3d; 20)</td>
<td align="left">2D-gas chromatography coupled with time-of-flight mass spectrometry (GCxGC-TOFMS)</td>
<td align="left">195 metabolites generated from GCxGC-TOFMS analysis of plasma samples from patients in Nepal undergoing cholecystectomy</td>
<td align="left">Five metabolites after comparing metabolite patterns obtained during chronic <italic>Salmonella</italic> carriage and acute enteric fever, respectively, could significantly distinguish <italic>Salmonella</italic> carriers from non-carriers</td>
</tr>
<tr>
<td align="left">Metagenomics of Microbial Communities in Gallbladder Bile from Patients with Gallbladder Cancer (GBL) or Cholelithiasis (CL) <xref ref-type="bibr" rid="B109">Tsuchiya et al. (2018)</xref>
</td>
<td align="left">Bile</td>
<td align="left">N Total pts &#x3d; 37 GBL (<italic>n</italic> &#x3d; 7) versus CL (<italic>n</italic> &#x3d; 30)</td>
<td align="left">Metagenomic by analysis of V3-V4 hypervariable regions of 16S rDNA</td>
<td align="left">Microbiota in GBC versus cholelithiasis</td>
<td align="left">
<italic>Fusobacterium nucleatum</italic>, <italic>E. coli</italic>, and <italic>Enterobacter spp</italic>. in GBC; <italic>E. coli</italic>, <italic>Salmonella spp</italic>., and <italic>Enterococcus gallinarum</italic> in CL</td>
</tr>
<tr>
<td align="left">
<italic>In vivo</italic> H MRS of human gallbladder bile in understanding the pathophysiology of primary sclerosing cholangitis (PSC): Immune-mediated disease versus bile acid-induced injury <xref ref-type="bibr" rid="B67">Mohajeri et al. (2019)</xref>
</td>
<td align="left">Bile</td>
<td align="left">N Total pts &#x3d; 24 PSC (<italic>n</italic> &#x3d; 10) versus healthy controls (<italic>n</italic> &#x3d; 14)</td>
<td align="left">H NMR spectra</td>
<td align="left">BAs, cholesterol, glycine-conjugated bile acids, taurine-conjugated bile acids, and choline containing phospholipids</td>
<td align="left">Statistically significant decrease in the levels of biliary metabolites in PSC versus controls</td>
</tr>
<tr>
<td align="left">The human gallbladder microbiome is related to the physiological state and the biliary metabolic profile <xref ref-type="bibr" rid="B68">Molinero et al., 2019</xref>
</td>
<td align="left">Bile</td>
<td align="left">N total pts &#x3d; 27 Liver donors with previous antibiotic treatment (<italic>n</italic> &#x3d; 13) and CL (<italic>n</italic> &#x3d; 14)</td>
<td align="left">Metagenomic by 16S rRNA gene of prokaryotic microorganisms and the 18S rRNA gene and metabolomic investigation by spectra analysis</td>
<td align="left">Metagenomic and metabolomic investigation in healthy population and gallstones disease</td>
<td align="left">Bacteroidaceae, Prevotellaceae, Porphyromonadaceae, and Veillonellaceae were more frequently detected. In CL pts difference of level and composition of acid salt in bile may be influenced by the gallstone genesis</td>
</tr>
<tr>
<td align="left">16S rDNA microbiome composition pattern analysis as a diagnostic biomarker for biliary tract cancer <xref ref-type="bibr" rid="B54">Lee et al. (2020)</xref>
</td>
<td align="left">Blood</td>
<td align="left">N total pts &#x3d; 155 Biliary Tract Cancer (<italic>n</italic> &#x3d; 24), cholangitis or cholecystitis (<italic>n</italic> &#x3d; 43), and healthy controls (<italic>n</italic> &#x3d; 88)</td>
<td align="left">Microbiota composition by analysis of V3-V4 hypervariable regions of 16S rDNA</td>
<td align="left">Microbiota composition in cholangitis, biliary tract cancer versus healthy population</td>
<td align="left">The patients with inflammation and cancer had altered phyla composition in comparison to healthy group</td>
</tr>
<tr>
<td align="left">Biliary Microbiota and Bile Acid Composition in Cholelithiasis (CL). <xref ref-type="bibr" rid="B78">Petrov et al. (2020)</xref>
</td>
<td align="left">Bile</td>
<td align="left">N Total pts &#x3d; 37 CL with (<italic>n</italic> &#x3d; 21) and without <italic>Opisthorchis felineus</italic> infection (<italic>n</italic> &#x3d; 16)</td>
<td align="left">Liquid chromatography-mass spectrometry and tandem mass spectrometry</td>
<td align="left">Primary Bas and its conjugates and secondary bile acids</td>
<td align="left">Increase of taurocheno-deoxycholic acid and taurocholic acid concentration correlates with bile microbiota alpha-diversity. No differences in BA rates between <italic>O. felineus</italic>-infected and noninfected patients</td>
</tr>
<tr>
<td align="left">A metagenomic study of biliary microbiome change along the cholecystitis-carcinoma sequence <xref ref-type="bibr" rid="B104">Song et al. (2020)</xref>
</td>
<td align="left">Mucosal biopsies</td>
<td align="left">N total pts &#x3d; 14 Chronic calculous cholecystitis (<italic>n</italic> &#x3d; 7) versus Gallbladder cancer (GBC) (<italic>n</italic> &#x3d; 7)</td>
<td align="left">Illumina HiSeq &#xd7; 10 platform (Illumina, Inc., United States)to sequence all samples and NCBI database for microorganism alignment</td>
<td align="left">Composition of microbiota during Inflammation and cancer gallbladder disease</td>
<td align="left">
<italic>Peptostreptococcus stomatis</italic>, <italic>Fusobacterium mortiferum</italic>, and <italic>Enterococcus faecium</italic> were prevalent in GBC group</td>
</tr>
<tr>
<td align="left">Analysis of bile acid profile in plasma to differentiate cholangiocarcinoma from benign biliary diseases and healthy controls<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref> <xref ref-type="bibr" rid="B122">Zhang et al. (2021)</xref> (Epub: 2020 October 28)</td>
<td align="left">Blood</td>
<td align="left">N total pts &#x3d; 329 benign biliary diseases (BBD) (<italic>n</italic> &#x3d; 120), Cholangiocarcinoma (CCA) (<italic>n</italic> &#x3d; 42), gallbladder cancer (GBC) (<italic>n</italic> &#x3d; 28), hepatocellular carcinoma (HCC) (<italic>n</italic> &#x3d; 19), healthy controls (HC) (<italic>n</italic> &#x3d; 120)</td>
<td align="left">Mass spectrometry</td>
<td align="left">To characterize the circulating BAs profile in CCA and BBD patients, as well as HC group, and to explore the potency and reliability of plasma BAs as biomarkers for CCA diagnosis</td>
<td align="left">Specific changes in plasma concentrations of BAs may serve as diagnostic biomarkers for distinguishing CCA from BBD and HC</td>
</tr>
<tr>
<td align="left">Alterations of gut microbiome in patients with type 2 diabetes mellitus (T2DM) with and without cholecystectomy <xref ref-type="bibr" rid="B116">Wei et al. (2021)</xref> (Epub: 2020 November 9)</td>
<td align="left">Stool</td>
<td align="left">N total pts &#x3d; 56 new-onset (T2DI &#x3d; 21pts) and long-term T2DM (T2DII &#x3d; 21&#xa0;pts) with cholecystectomy versus T2DM without cholecystectomy (<italic>n</italic> pts &#x3d; 14)</td>
<td align="left">Microbiota composition by analysis of V3-V4 hypervariable regions of 16S rDNA</td>
<td align="left">Cholecystectomy could partially alleviate long-term T2DM-induced dysbiosis</td>
<td align="left">Cholecystectomy alleviated the increase in the Firmicutes abundance and increased the Fusobacteria abundance in long-term patients with T2DM.</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>
<bold>Notes</bold>: H NMR, H nuclear magnetic resonance; BAs, biliary acids; BBD, benign biliary diseases, BTC, biliary tract cancer; healthy controls (HC); CC , chronic cholecystitis; CCA, cholangiocellular carcinoma; CL , cholelithiasis; HCC, hepatocellular carcinoma; GBC, gallbladder cancer; <xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>GBTC, includes tumours in the gallbladder, extrahepatic bile ducts, ampulla of Vater, and biliary tract; T2DM, type 2 diabetes mellitus; WMS, whole metagenome sequencing, or shotgun metagenome sequencing.</p>
</fn>
<fn id="Tfn1">
<label>a</label>
<p>The paper was published in PubMed in 2020.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s1-2">
<title>Metagenomic data</title>
<p>The human samples collected to characterize the gallbladder ecosystem, including bile and tissue sampling, were heterogeneous regarding the metagenomic articles. Song et al.reported an investigation into mucosal biopsies of patients with gallbladder cancer (GBC) and chronic cholecystitis (CC) to find the pattern of microbiota: the goal of the study was to investigate the interaction between dysbiosis and inflammation in the genesis of cancer (<xref ref-type="bibr" rid="B104">Song et al., 2020</xref>). After mucosal DNA extraction, the authors identify different microbiotas found in the two groups of patients by using Illumina Next-Gene Sequencing &#x2122; and NCBI database and metagenomic species analysis. The metagenomic species (MGS) profiling of the 25 most abundant bacterial species showed a significant difference in the oncologic patients with a prevalence of <italic>Peptostreptococcus stomatitis</italic>, <italic>Fusobacterium mortiferum</italic>, and <italic>Enterococcus faecium</italic>. Moreover, Song et al. analyzed how bacterial changes in the two groups of gallbladder disease may lead to changes in certain functional gene families, especially energy and carbohydrate metabolism. They hypothesized that this change could influence the development of gallbladder cancer in chronic cholecystitis (<xref ref-type="bibr" rid="B104">Song et al., 2020</xref>). The interpretation of the results in the other selected papers must consider that the genetic approaches to performing Whole Genome Sequencing (WGS) in metagenomic methodologies have been implemented by introducing metataxonomy, which uses amplicons from a targeted marker gene to make taxonomic inferences (<xref ref-type="bibr" rid="B15">Chaffron et al., 2010</xref>; <xref ref-type="bibr" rid="B62">Marchesi and Ravel, 2015</xref>). In the case of metataxonomics, reads are frequently grouped (or clustered) before assigning a label. One widespread marker gene used in metataxonomic studies is 16S rRNA. Groups of reads resulting from the clustering process and displaying similarity in sequence and/or composition are inferred to have a common origin and are referred to as operational taxonomic units (OTUs) (<xref ref-type="bibr" rid="B15">Chaffron et al., 2010</xref>). Lee et al. reported the microbiota composition through metagenomic analysis using the blood samples of healthy patients versus subjects with inflammation and cancer of the biliary tract. Overall, the patients with inflammation and/or cancer showed some differences in the percentage of family composition of Bifidobacteriaceae<italic>,</italic> Pseudomonaceae<italic>,</italic> Comamonadaceae, Oxalobacteraceae<italic>,</italic> and the <italic>Corynebacterium</italic> spp. Clostridia were prevalent in biliary tract cancer (<xref ref-type="bibr" rid="B54">Lee et al., 2020</xref>). Wei et al. (<xref ref-type="bibr" rid="B116">Wei et al., 2021</xref>) emphasized the role of dysbiosis in diabetic type 2 patients is influenced by gallstones disease and refined the effect of cholecystectomy on gut microbiota composition. Wei et al. found that <italic>Fusobacterium</italic> and <italic>Bilophila</italic> genera increased in diabetic patients who underwent cholecystectomy. Both genera characterized gut microbiota (<xref ref-type="bibr" rid="B84">Rinninella et al., 2019</xref>), and their role in inflammation and cancer of gut disorders is still under debate (<xref ref-type="bibr" rid="B18">Dahmus et al., 2018</xref>). In 2019, Molinero et al. (<xref ref-type="bibr" rid="B68">Molinero et al., 2019</xref>) analyzed the bile samples obtained from human liver donors during liver transplantation surgery. The metagenomic analysis of the biliary micro-ecosystem in individuals without hepatobiliary pathology showed that the main bacterial <italic>phyla</italic> were represented by Firmicutes, Bacteroidetes, Actinobacteria, and Proteobacteria. On the other hand, Bacteroidaceae, Prevotellaceae, Porphyromonadaceae, and Veillonellaceae were prevalent in patients suffering from choledocholithiasis. Kose et al. conducted a pilot study to elucidate the key factors in gallstone pathogenesis and formation via metagenomic analysis of cholesterol and pigmented gallstones collected from two patients (<xref ref-type="bibr" rid="B47">Kose et al., 2018</xref>). The microbial composition study showed an excellent biofilm production of the by-isolates. Moreover, these authors reported the complementary carbon and hydrogen isotopic analyses of cholesterol obtained after stress. The bacterial community of the pigmented stone resembled that of cholesterol gallstones, with <italic>Klebsiella</italic> spp., <italic>Enterococcus</italic> spp., <italic>Enterobacter</italic> spp., <italic>E. coli</italic>, and <italic>P. aeruginosa</italic> being the most prevalent genera. At the same time, bile resistance genes were also present in <italic>Escherichia</italic>, <italic>Shigella</italic>, <italic>Serratia</italic>, and <italic>Bacillus</italic> families. Furthermore, <italic>Klebsiella</italic> spp. was also present in one of the cholesterol gallstones. In contrast, the remaining cholesterol stones showed a predominance of Gram-positive bacteria not identified within the pigmented stones. Overall, <italic>Klebsiella</italic> spp. seem to be involved in biofilm formation. Therefore, the authors considered this pathogen a prominent microorganism in gallstone pathogenesis.</p>
<p>In 2018, Tsuchiya et al. compared the bacteria detected in bile samples of Bolivian and Chilean patients with GBC and cholelithiasis (CL) (<xref ref-type="bibr" rid="B109">Tsuchiya et al., 2018</xref>). This study showed bacterial infection rates in the bile of 42.9% in combined Bolivian and Chilean patients with GBC and 13.3% in patients with CL. The predominant species detected in Bolivian patients with GBC patients were <italic>Fusobacterium nucleatum</italic>. In Bolivian CL patients, <italic>E. coli, Enterococcus gallinarum, and Salmonella</italic> spp. were shown. In Chilean patients, the predominant species were <italic>E. coli</italic> and <italic>Enterobacter</italic> spp. in GBC patients and <italic>E. coli</italic> in the CL patients. Shen et al. compared the microbial communities of bile samples of Chinese patients affected by gallstone disease with the oral cavity and respiratory tract (<xref ref-type="bibr" rid="B98">Shen et al., 2015</xref>). These authors found that, besides typical intestinal microbes such as <italic>Shigella</italic> spp. and <italic>Salmonella</italic> spp., also oral cavity inhabitants (i.e., <italic>Pyramidobacter piscolens, Raoultella ornithinolytica, Porphyromonas endodontalis</italic>) and upper respiratory tract microorganisms (such as <italic>Streptococcus</italic> spp., <italic>Neisseria</italic> spp., <italic>Prevotella</italic> spp., <italic>Veillonella</italic> spp.) were identified in bile samples. The investigation by the gene predictions of bacterial products &#x3b2;-glucuronidase, phospholipase, and urease implicated in gallstone formation showed that seven bile samples had at least three species harboring genes <italic>uidA</italic> (encoding &#x3b2;-glucuronidase) and <italic>pldA</italic> (encoding phospholipase A1) related to gallstone formation.</p>
<p>Regarding the investigation of bile resistance, the sequence analysis of two mechanisms for bacterial bile resistance (bile salt deconjugation and multidrug efflux pump proteins) revealed a prevalence of genes encoding multidrug efflux pump proteins. It suggests that this might be a more favorable path to bacterial colonization and overgrowth in patients with gallstone disease. The gut microbiome of long-term type 2 diabetes mellitus (T2DM) patients who had undergone cholecystectomy and age- and/or sex-matched subjects of new-onset and long-term T2DM without cholecystectomy was assessed using 16S rRNA gene sequencing in stool samples (<xref ref-type="bibr" rid="B116">Wei et al., 2021</xref>). In this investigation, the gut microbiomes of long-term individuals with T2DM who received gall bladder resection (T2DIIC group) and age- and/or sex-matched individuals with new-onset (T2DI group) and long-term (T2DII group) T2DM without receiving cholecystectomy were thoroughly assessed. Firmicutes phylum and <italic>Lachnospira genus</italic> were increased in long-term patients with T2DM compared with T2DII subjects. Also, cholecystectomy increased the relative amount of the Fusobacteria and the <italic>Fusobacterium</italic> and <italic>Bilophila</italic> genera. In other words, the resection of the gallbladder may alleviate long-term DM-induced dysbiosis of the gut microbiota.</p>
</sec>
<sec id="s1-3">
<title>Metabolomic data</title>
<p>In the articles related to the role of metabolomics technologies in human gallbladder disease, the authors quantify metabolites in samples of patients with gallbladder disease through technologies such as chromatography, mass spectrometry, and imaging using nuclear magnetic resonance (NMR). Thanks to these technologies, metabolomics can be considered a complete analysis. It is possible to characterize and quantify the metabolites detected in the biological fluid, i.e., serum, bile, and urine, in patients with gallbladder disease (<xref ref-type="bibr" rid="B105">Stepien et al., 2016</xref>; <xref ref-type="bibr" rid="B97">Sharma et al., 2017</xref>; <xref ref-type="bibr" rid="B7">Bellocchi et al., 2019</xref>; <xref ref-type="bibr" rid="B67">Mohajeri et al., 2019</xref>; <xref ref-type="bibr" rid="B81">Ranjan and Sinha, 2019a</xref>; <xref ref-type="bibr" rid="B78">Petrov et al., 2020</xref>). The metabolome is considered the most direct indicator of the health of an environment or any alterations of homeostasis (i.e., dysbiosis) since the variations of the metabolites can be linked to alterations of the metabolic pathways when there is a health alteration, such as inflammation or carcinogenic processes (<xref ref-type="bibr" rid="B105">Stepien et al., 2016</xref>; <xref ref-type="bibr" rid="B81">Ranjan and Sinha, 2019a</xref>; <xref ref-type="bibr" rid="B82">Ranjan and Sinha, 2019b</xref>). This methodology has numerous implications in studying the genesis of disorders and can help understand the influence of treatment on metabolic processes (<xref ref-type="bibr" rid="B19">de Almeida et al., 2018</xref>; <xref ref-type="bibr" rid="B100">Sinha et al., 2020</xref>). Moreover, this methodology might represent a step for the clinician to verify the health state of the human microbiota in the context of various diseases (<xref ref-type="bibr" rid="B64">Melis et al., 2021</xref>; <xref ref-type="bibr" rid="B107">Thapa et al., 2021</xref>).</p>
<p>Mohajeri et al. (<xref ref-type="bibr" rid="B67">Mohajeri et al., 2019</xref>), Molinero et al. (<xref ref-type="bibr" rid="B68">Molinero et al., 2019</xref>), Ranjan and Sinha (<xref ref-type="bibr" rid="B81">Ranjan and Sinha, 2019a</xref>), and Sharma et al. studied the metabolites using NMR spectroscopy (<xref ref-type="bibr" rid="B97">Sharma et al., 2017</xref>) (<xref ref-type="table" rid="T2">Table 2</xref>). Further aspects were investigated by Petrov et al. (<xref ref-type="bibr" rid="B78">Petrov et al., 2020</xref>), Zhang et al. (<xref ref-type="bibr" rid="B122">Zhang et al., 2021</xref>), Stepien et al. (<xref ref-type="bibr" rid="B105">Stepien et al., 2016</xref>), and N&#xe4;sstr&#xf6;m et al. (<xref ref-type="bibr" rid="B72">N&#xe4;sstr&#xf6;m et al., 2018</xref>). These authors studied the levels of amino acids and their derivatives and the biliary metabolites using mass spectrometry. In 2019, Molinero et al. investigated the difference between subjects with choledocholithiasis and healthy subjects using metagenomic and metabolomic methodologies (<xref ref-type="bibr" rid="B68">Molinero et al., 2019</xref>). In the metabolomic section, Molinero et al. analyzed the signals of bile acids using spectra methodology. This investigative report disclosed statistically significant differences between bile samples of patients with choledocholithiasis versus controls when examining the compounds of both the aromatic (glycine- and/or taurine-conjugated forms) and the aliphatic regions chenodeoxycholic (CDCA), deoxycholic acid (DCA), and cholic acids (CA) of bile acids (<xref ref-type="bibr" rid="B68">Molinero et al., 2019</xref>). In the contribution of Ranjan and Sinha, the authors reported the serum metabolic alterations in the chronic inflamed human gallbladder (CC) (<xref ref-type="bibr" rid="B81">Ranjan and Sinha, 2019a</xref>). In particular, the authors highlighted the fact that metabolite levels influenced the metabolic pathways and suggested that the alteration of metabolite levels in CC may have influenced a continuous progression to neoplasm (GBC). A functional interplay between bile acids and microbial composition was analyzed by Petrov et al. in bile samples obtained from gallstone disease patients, of which twenty-one with <italic>Opisthorchis felineus</italic> infection, during the laparoscopic cholecystectomy for gallstone disease in Siberian patients (<xref ref-type="bibr" rid="B78">Petrov et al., 2020</xref>). In this geographical area, the parasitic infection is endemic, and there were no differences in bile acid concentrations between <italic>O. felineus</italic>-infected and non-infected patients. These authors found a correlation between taurocholic acid (TCA), tauro-chenodeoxycholic acid (TCDCA), and alpha diversity of bile microbiota. In particular, they observed correlations between primary biliary acids (BAs) and bile bacteria, while fecal microbiota disturbance was associated chiefly with secondary BAs in feces.</p>
<p>Zhang et al. reported the results of a European prospective cohort study on the associations between blood levels of circulating amino acids (AA), biogenic amines, and hexoses panel and risks of developing hepatocellular carcinoma (HCC), intrahepatic bile duct cancer (IHBC), and biliary tract cancers (GBTC) (<xref ref-type="bibr" rid="B122">Zhang et al., 2021</xref>). A significant correlation was observed in all subjects between several AAs, biogenic amines, hexoses, and individual liver function biomarkers such as glutamine, glutamate, and gamma-glutamyltransferase (GGT). There was also a significant correlation with other liver function enzymes (aspartate aminotransferase, AST, alanine aminotransferase, ALT, and alpha-fetoprotein, AFP). Perturbations in levels of circulating AA metabolites were observed in HCC, but the data did not show any significant associations with IHBC or GBTC. These authors attributed the results obtained in patients with HCC to variable dosing of the metabolites in the blood samples. In fact, the liver is a highly metabolically active organ with a remarkable exposure to circulating metabolites.</p>
<p>The Mohajeri et al. study aimed to compare the bile metabolites in patients with primary sclerosing cholangitis (PSC) to those in healthy subjects (<xref ref-type="bibr" rid="B67">Mohajeri et al., 2019</xref>). The molar concentration of total bile acids (TBAs) (TBAs &#x2b; cholesterol) was significantly lower in PSC patients than in healthy controls. The taurine-conjugated bile acids (TCBAs) levels were substantially lower in the PSC patients. In addition, choline-containing phospholipids were markedly lower in the PSC group. By analyzing metabolites in bile samples, Mohajeri et al. focused on which elements of bile composition might have caused damage in these patients. It is currently under debate whether changes in bile acid composition may influence the genesis of gallbladder disorders and/or their evolution.</p>
<p>N&#xe4;sstr&#xf6;m et al. studied 195 selected metabolites using gas chromatography coupled with time-of-flight mass spectrometry in <italic>Salmonella typhi</italic> or <italic>S. paratyphi A</italic> human gallbladder carriage, and non-carriage controls (<xref ref-type="bibr" rid="B72">N&#xe4;sstr&#xf6;m et al., 2018</xref>). The study data showed that five metabolites should be highlighted after comparing metabolite patterns obtained during chronic <italic>Salmonella</italic> carriage and acute enteric fever. They could significantly distinguish <italic>Salmonella</italic> carriers from non-carriers. Sharma et al. analyzed eleven selected metabolites in patients with CC versus a control group to better illuminate the role of metabolites in inflammation progress (<xref ref-type="bibr" rid="B97">Sharma et al., 2017</xref>). The analysis showed that the glutamine and glutamate, pyruvate, glyoxylate and dicarboxylate, histidine, and alanine aspartate glutamate pathways were altered in CC. Stepien et al. collected blood samples from 147 patients with HCC, 43 patients with IHBC, and 134 patients with GBTC (<xref ref-type="bibr" rid="B105">Stepien et al., 2016</xref>). The metabolites considered in this study included the standard amino acids and additional compounds, including creatinine, kynurenine, serotonin, and taurine hexoses. They also had elements of diet such as protein, carbohydrates, fat, alcohol, fibers, sugars, and energy. These authors refer to a perturbation in circulating AA metabolites detected in HCC but did not observe any significant associations between AA levels and risk of IHBC or GBTC.</p>
</sec>
</sec>
<sec sec-type="discussion" id="s2">
<title>Discussion</title>
<p>Our review focuses on the role of omics&#x2019; technologies in identifying the changes in community biliary microbial composition or biliary dysbiosis (<xref ref-type="bibr" rid="B21">DeGruttola et al., 2016</xref>; <xref ref-type="bibr" rid="B118">Xing et al., 2019</xref>; <xref ref-type="bibr" rid="B56">Little et al., 2020</xref>; <xref ref-type="bibr" rid="B87">Saab et al., 2021</xref>) and biliary metabolites detected in the most common gallbladder disorders such as cholelithiasis, CC, GBC, and in patients with diabetes who underwent cholecystectomy (<xref ref-type="bibr" rid="B26">Ferslew et al., 2015</xref>; <xref ref-type="bibr" rid="B98">Shen et al., 2015</xref>; <xref ref-type="bibr" rid="B105">Stepien et al., 2016</xref>; <xref ref-type="bibr" rid="B51">Kujiraoka et al., 2017</xref>; <xref ref-type="bibr" rid="B97">Sharma et al., 2017</xref>; <xref ref-type="bibr" rid="B47">Kose et al., 2018</xref>; <xref ref-type="bibr" rid="B72">N&#xe4;sstr&#xf6;m et al., 2018</xref>; <xref ref-type="bibr" rid="B67">Mohajeri et al., 2019</xref>; <xref ref-type="bibr" rid="B48">Kose et al., 2020</xref>). Animal-based studies showed a native biliary microbiota that changes in the course of gallbladder disease (<xref ref-type="bibr" rid="B41">Jimenez et al., 2014</xref>; <xref ref-type="bibr" rid="B118">Xing et al., 2019</xref>). It is not easy to study bile microbiota in healthy subjects for ethical reasons. Still, Molinero et al. collected bile samples from liver donors with no record of biliary or hepatic disorders and, via shotgun metagenomic analyses, corroborated the 16S rRNA gene data, detecting the existence of three main phyla - <italic>Actinobacteria</italic>, <italic>Bacteroidetes</italic>, <italic>Firmicutes</italic>-associated with some genera of the alpha division of <italic>Proteobacteria</italic> (<xref ref-type="bibr" rid="B68">Molinero et al., 2019</xref>). Moreover, these authors found in patients with cholelithiasis that <italic>Bacteroides</italic>, <italic>Escherichia</italic>, and <italic>Shigella</italic> were more abundant than in healthy subjects where the genera <italic>Sphingomonas</italic> (Proteobacteria) was abundant. Even though some enteric pathogens have a unique ability to resist the bactericidal effects of bile (<xref ref-type="bibr" rid="B101">Sistrunk et al., 2016</xref>), other bacteria can survive in bile thanks to bacterial gene encoding mechanisms of resistance to the biliary environment such as bile salt deconjugation and multidrug efflux pump proteins (<xref ref-type="bibr" rid="B86">Ruiz et al., 2013</xref>; <xref ref-type="bibr" rid="B98">Shen et al., 2015</xref>). Bile resistance-related genes, which could be crucial for bacterial survival, were identified by Shen <italic>et al.</italic> in patients with choledocholithiasis (<xref ref-type="bibr" rid="B98">Shen et al., 2015</xref>). These authors showed that in addition to the bacteria that make up the gut microbiota, other bacteria that colonize the oral cavity or upper respiratory tract could also become inhabitants of the biliary microbiota (<xref ref-type="bibr" rid="B98">Shen et al., 2015</xref>). This suggests that there is, indeed, a continuous change in the biliary microbiota.</p>
<p>The role of bacteria in gallstone formation is an old question (<xref ref-type="bibr" rid="B14">Cetta, 1991</xref>). Via omics technologies, bacterial genes associated with gallstones have been confirmed. Therefore, bacterial slime (i.e., glycocalyx), bacteria resistance in bile, and biofilm formation should play an essential role in gallstone formation (<xref ref-type="bibr" rid="B98">Shen et al., 2015</xref>; <xref ref-type="bibr" rid="B47">Kose et al., 2018</xref>; <xref ref-type="bibr" rid="B68">Molinero et al., 2019</xref>). It is well-known that extended periods of exposure to bile salts lead to biofilm formation among the enteric pathogens within the Enterobacteriaceae family. This concerns well-researched bacteria such as <italic>Salmonella</italic> and the <italic>Shigella</italic> species and other emerging pathogens including <italic>E. coli</italic>, <italic>K. pneumoniae</italic>, <italic>Enterococcus</italic> spp.<italic>,</italic> and <italic>Clostridium</italic> spp. (<xref ref-type="bibr" rid="B6">Begley et al., 2005</xref>; <xref ref-type="bibr" rid="B33">Hardy et al., 2006</xref>; <xref ref-type="bibr" rid="B39">Hung et al., 2006</xref>; <xref ref-type="bibr" rid="B120">Ye et al., 2016</xref>; <xref ref-type="bibr" rid="B75">Nickerson et al., 2017</xref>; <xref ref-type="bibr" rid="B47">Kose et al., 2018</xref>; <xref ref-type="bibr" rid="B74">Nickerson and Faherty, 2018</xref>; <xref ref-type="bibr" rid="B71">Mullish and Allegretti, 2021</xref>).</p>
<p>Biofilm formation and anaerobic energy metabolism are the potential microbial mechanisms of bacteria involved in gallstone formation (<xref ref-type="bibr" rid="B47">Kose et al., 2018</xref>). Kose et al. have studied the bacterial composition of stones and found enterobacteria such as <italic>Klebsiellaspp</italic>., <italic>Escherichiaspp.</italic>, <italic>Enterococcusspp</italic>., <italic>Salmonellaspp.</italic>, and <italic>Enterobacter</italic> spp. played a role in the formation of gallstones (<xref ref-type="bibr" rid="B47">Kose et al., 2018</xref>).</p>
<p>Carcinogenesis due to chronic inflammation caused by pathogen infections has been recognized as one of the carcinogenesis patterns in humans (<xref ref-type="bibr" rid="B77">Nokhandani et al., 2021</xref>). Song <italic>et al.</italic> performed metagenomic shotgun sequencing on mucosal biopsy samples collected in patients with CC and CL (i.e., cholecystitis accompanied by biliary stones) and GBC (<xref ref-type="bibr" rid="B104">Song et al., 2020</xref>). Song <italic>et al.</italic> showed that <italic>Firmicutes</italic>, <italic>Bacteroidetes</italic>, <italic>Actinobacteria</italic>, and <italic>Proteobacteria</italic> were detected in both groups. The authors analyzed the alpha diversity of the richness and uniformity of the species of the two groups during the development of GBC. They found differences in the composition of the biliary microbial community. <italic>Peptostreptococcus stomatis</italic>, <italic>Fusobacterium mortiferum</italic>, and <italic>Enterococcus faecium</italic> were present in more significant numbers in tissue samples of patients with GBC than those without neoplastic progression.</p>
<p>Moreover, to demonstrate a potential carcinogenic role in the different microbial compositions, these authors focused on the carbohydrate composition during the development of GBC. Bacterial bile detection via metagenomics in patients with GBC was studied in South America (<xref ref-type="bibr" rid="B109">Tsuchiya et al., 2018</xref>). Tsuchiya <italic>et al.</italic> reported a predominance of <italic>Fusobacterium nucleatum</italic>, <italic>E. coli</italic>, and <italic>Enterobacter</italic> spp. in Bolivian and Chilean patients with GBC (<xref ref-type="bibr" rid="B109">Tsuchiya et al., 2018</xref>). <italic>Fusobacterium nucleatum</italic>, a common component of the oral bacterial community, has recently emerged as a compelling candidate for causing human diseases given its prevalence in gut inflammation and cancer (<xref ref-type="bibr" rid="B25">Engevik et al., 2021</xref>).</p>
<p>In this review, we included the gut dysbiosis analysis in T2DM patients. They did not show a difference in <italic>Fusobacterium</italic> levels between the new-onset T2DM and long-termT2DM subjects, indicating that the duration of diabetes may not have a significant effect on <italic>Fusobacterium</italic>. On the other hand, the cholecystectomy significantly increased the amount of the <italic>Fusobacterium</italic> in long-term T2DM patients, which was reported to cause opportunistic infections or aggravate high-fat diet-induced metabolic disorders (<xref ref-type="bibr" rid="B116">Wei et al., 2021</xref>). Nevertheless, further studies, including a large sample and multicenter studies, may be needed to discriminate between physiology and pathology (<xref ref-type="bibr" rid="B11">Brennan and Garrett, 2019</xref>; <xref ref-type="bibr" rid="B12">Brennan et al., 2021</xref>).</p>
<p>Several scientific contributions mentioned the role of <italic>Enterococcus</italic> spp. in gallbladder disease (<xref ref-type="bibr" rid="B98">Shen et al., 2015</xref>; <xref ref-type="bibr" rid="B47">Kose et al., 2018</xref>; <xref ref-type="bibr" rid="B109">Tsuchiya et al., 2018</xref>; <xref ref-type="bibr" rid="B68">Molinero et al., 2019</xref>; <xref ref-type="bibr" rid="B104">Song et al., 2020</xref>). The role of <italic>Enterococcus</italic> spp. is under discussion because it has been detected in benign and malignant disorders of the gallbladder (<xref ref-type="bibr" rid="B61">Maekawa et al., 2018</xref>; <xref ref-type="bibr" rid="B104">Song et al., 2020</xref>). The disadvantage of <italic>E. faecium</italic> in bile and gut microbe composition is debated. The dangerous role of this bacterium has been proposed due to its ability to cause genomic DNA instability. There is also evidence that this microorganism predisposes the host to mutations toward carcinogenesis (<xref ref-type="bibr" rid="B19">de Almeida et al., 2018</xref>; <xref ref-type="bibr" rid="B61">Maekawa et al., 2018</xref>). In other studies, the multidrug-resistant Gram-negative pathogens and <italic>Enterococcus</italic> spp. were prevalent in biliary and pancreatic disorders (<xref ref-type="bibr" rid="B22">Di Carlo et al., 2018</xref>; <xref ref-type="bibr" rid="B93">Serra et al., 2018</xref>; <xref ref-type="bibr" rid="B23">Di Carlo et al., 2019</xref>; <xref ref-type="bibr" rid="B90">Sergi et al., 2019</xref>; <xref ref-type="bibr" rid="B94">Serra et al., 2021</xref>).</p>
<p>Metabolomics has focused on metabolites in serum or other body fluids, allowing the early diagnosis of gallbladder diseases. Consequently, it can help clinicians manage the gallbladder&#x2019;s acute and chronic inflammatory processes. N&#xe4;sstr&#xf6;m <italic>et al.</italic> identified metabolites that distinguish between infection and colonization due to <italic>Salmonella typhi</italic> or <italic>S. paratyphi A</italic> (<xref ref-type="bibr" rid="B72">N&#xe4;sstr&#xf6;m et al., 2018</xref>). Sharma <italic>et al.</italic> analyzed eleven selected metabolites in patients with CC versus controls and showed that the metabolite dosage could identify the inflammation process and help to reduce its progress (<xref ref-type="bibr" rid="B97">Sharma et al., 2017</xref>). Similarly, Ranjan and Sinha stress that the serum dosage of specific metabolites in gallbladder inflammatory processes could help predict the risk of tumor evolution (<xref ref-type="bibr" rid="B81">Ranjan and Sinha, 2019a</xref>). Metabolomics might help us better understand the role of bile microbiota in cancer pathogenesis. In particular, Stepien <italic>et al.</italic> analyzed nutrition and specific AA in subjects with hepatobiliary cancer. Despite the authors&#x2019; efforts, it was challenging to affirm a correlation between the studied metabolites and cancer patients&#x2019; food habits. In conclusion, they used the term &#x201c;perturbation&#x201d; about the circulating AA metabolites dosage levels in HCC (<xref ref-type="bibr" rid="B105">Stepien et al., 2016</xref>). As indicated above, Zhang <italic>et al.</italic> underlined the difficulties of making an early diagnosis of biliary and gallbladder cancer compared to liver cancer because this organ is a particular metabolically active organ with constant exposure to circulating metabolites (<xref ref-type="bibr" rid="B122">Zhang et al., 2021</xref>). Associations between diversity, the taxonomic profile of bile microbiota, and bile BA levels were evidenced in patients with cholelithiasis (<xref ref-type="bibr" rid="B78">Petrov et al., 2020</xref>). Petrov <italic>et al.</italic> showed a correlation between primary biliary acids and bile microbiota composition (<xref ref-type="bibr" rid="B78">Petrov et al., 2020</xref>). At the same time, fecal microbiota dysbiosis was primarily associated with secondary BAs. All studies analyzing BAs focus on the harmful role of secondary BAs and their metabolites. The most significant interaction with the gut microbial community is probably converting primary BAs to secondary BAs (<xref ref-type="bibr" rid="B26">Ferslew et al., 2015</xref>; <xref ref-type="bibr" rid="B67">Mohajeri et al., 2019</xref>; <xref ref-type="bibr" rid="B78">Petrov et al., 2020</xref>; <xref ref-type="bibr" rid="B100">Sinha et al., 2020</xref>). Microorganisms in the bile are relevant only if we show that they activate the metabolic enzymatic process, modulating the primary and secondary BAs circuit.</p>
<p>Overall, the examination of the literature to write this review was not straightforward because the various methodologies were often heterogeneous. However, the articles in this review provide an array of research and a platform concerning the kind of human sample (serum, tissue, urine, e.g.), the heterogeneity of gallbladder disorders (cholelithiasis, cholecystitis, cancer, and patients with or without cholecystectomy), and the heterogeneity of analyzed elements (e.g., the composition of microbiota, BAs, and biliary metabolites), which may be useful for more congruent studies in the future. The human samples analyzed ranged from bile blood to non-blood tissue or other sites sampled using oral cavity or rectal swabs (<xref ref-type="bibr" rid="B98">Shen et al., 2015</xref>; <xref ref-type="bibr" rid="B51">Kujiraoka et al., 2017</xref>; <xref ref-type="bibr" rid="B47">Kose et al., 2018</xref>; <xref ref-type="bibr" rid="B68">Molinero et al., 2019</xref>; <xref ref-type="bibr" rid="B48">Kose et al., 2020</xref>; <xref ref-type="bibr" rid="B54">Lee et al., 2020</xref>; <xref ref-type="bibr" rid="B104">Song et al., 2020</xref>). It is noteworthy that metatranscriptomic studies in patients with gallbladder disease are missing. The lack of such studies is probably due to technical drawbacks in handling RNA molecules. In fact, mRNA is notoriously unstable, and sample integrity can be compromised before sequencing. In addition, distinguishing between host and microbial RNA can be challenging, although enrichment kits are now readily available on the market (<xref ref-type="bibr" rid="B55">Leimena et al., 2013</xref>; <xref ref-type="bibr" rid="B69">Mukherjee et al., 2017</xref>). Finally, much of the collected RNA comes from ribosomal RNA. Its dominant abundance can drastically reduce mRNA coverage (<xref ref-type="bibr" rid="B69">Mukherjee et al., 2017</xref>). Most metatranscriptomic studies focused on gut dysbiosis and the interplay of food intake and gut microbiota (<xref ref-type="bibr" rid="B40">Islam et al., 2011</xref>; <xref ref-type="bibr" rid="B63">Martinez et al., 2013</xref>; <xref ref-type="bibr" rid="B83">Rath et al., 2018</xref>; <xref ref-type="bibr" rid="B27">Franzosa et al., 2019</xref>). On this issue, metatranscriptomic studies conducted on laboratory animals such as mice or human fecal samples have recently shown that the harmful action of secondary BAs derives from primary BAs in the genesis of intestinal inflammatory processes and pancreatic cancer (<xref ref-type="bibr" rid="B36">Hildebrandt et al., 2009</xref>; <xref ref-type="bibr" rid="B40">Islam et al., 2011</xref>; <xref ref-type="bibr" rid="B63">Martinez et al., 2013</xref>; <xref ref-type="bibr" rid="B121">Zhang et al., 2016</xref>; <xref ref-type="bibr" rid="B42">Just et al., 2018</xref>). In addition, metatranscriptomic studies focused on RNA sequencing (RNA seq) also allow functional changes to be discovered to decipher what can affect antibiotic resistance gene expression after exposure to antibiotics. They can also study changes in the virulence factors of specific pathogens and epigenomic studies of some neoplastic conditions (<xref ref-type="bibr" rid="B96">Sharma et al., 2010</xref>; <xref ref-type="bibr" rid="B46">Korry et al., 2020</xref>; <xref ref-type="bibr" rid="B4">Auld et al., 2022</xref>).</p>
<p>In our systematic review, no article found <italic>Candida</italic> spp. in biliary <italic>dysbiosis</italic>. However, other authors have reported <italic>Candida</italic> spp. in biliary tract disorders, and <italic>Candida albicans</italic> is documented in the gut microbiome and gut <italic>dysbiosis</italic> (<xref ref-type="bibr" rid="B85">Rodolico et al., 2017</xref>; <xref ref-type="bibr" rid="B31">Gutierrez et al., 2020</xref>).</p>
<p>Current knowledge on the composition of the microbiota, its modifications concerning various physiological and pathological conditions, and the numerous mechanisms by which it can interact with the host have progressed rapidly in recent years. This aspect is due to the biotechnology pace over the last couple of years. The contribution of &#x201c;omics&#x201d; sciences, opening new perspectives on the role of the microbiota in the development of various systems and on the pathogenesis of many morbid conditions, has been remarkable in all fields of medicine. However, in many cases, the causal link between alterations of the bile microbiota and pathology remains to be consolidated, and the mechanisms that underlie it as it remains to strengthen the research field on the role of bile dysbiosis in rare conditions, such as gallbladder diseases.</p>
<p>Translating a newly developed methodology from the research laboratory to the clinical laboratory must consider analytical validity, clinical advantageousness, and financial responsibility. Therefore, using this approach in the routine clinical context and the implementation in laboratory information systems are not yet recommended (<xref ref-type="bibr" rid="B92">Sergi, 2022b</xref>). However, we need to stay tuned because it could be beneficial for identifying genera and species in the nearest future after validation and certification according to regulatory agencies, such as the College of American Pathologists.</p>
</sec>
<sec sec-type="conclusion" id="s3">
<title>Conclusion</title>
<p>Overall, the recent development of omics approaches can globally quantify cellular changes at different molecular levels by combining data from multiple omics methodologies. These include the study of the genome, transcriptome, proteome, interactome, epigenome, metabolome, lipidome, and microbiome (<xref ref-type="bibr" rid="B70">Muller et al., 2013</xref>; <xref ref-type="bibr" rid="B89">Segata et al., 2013</xref>; <xref ref-type="bibr" rid="B34">Heintz-Buschart et al., 2016a</xref>; <xref ref-type="bibr" rid="B35">Heintz-Buschart et al., 2016b</xref>). This approach is called multi-omics and, in comparison to single omics, gathers information from multiple &#x201c;omes&#x201d; to better understand complex diseases (<xref ref-type="bibr" rid="B34">Heintz-Buschart et al., 2016a</xref>; <xref ref-type="bibr" rid="B35">Heintz-Buschart et al., 2016b</xref>; <xref ref-type="bibr" rid="B44">Kaysen et al., 2017</xref>; <xref ref-type="bibr" rid="B59">Lloyd-Price et al., 2019</xref>; <xref ref-type="bibr" rid="B65">Mendez et al., 2020</xref>). Future efforts are needed to make these new high-cost technologies available in treatment centers. The authors hope that this review will stimulate research and create a network of collaboration between research centers focusing on animal models, implementing biorepositories, and treatment centers for gallbladder diseases.</p>
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<back>
<sec sec-type="data-availability" id="s4">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/supplementary materials, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s5">
<title>Author contributions</title>
<p>PDC (Conception and Review of the Literature), NS (Statistics and Methodology), RA (Molecular Biology Review), RG (Critical Review), AC (Critical Review), AG (Supervision and Funds), TF (Supervision and Review), AC (Critical Review), CS (Conception, Supervision, and Critical Review).</p>
</sec>
<sec sec-type="COI-statement" id="s6">
<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="s7">
<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>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Aguiar-Pulido</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Suarez-Ulloa</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Cickovski</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Mathee</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Narasimhan</surname>
<given-names>G.</given-names>
</name>
<etal/>
</person-group> (<year>2016</year>). <article-title>Metagenomics, metatranscriptomics, and metabolomics approaches for microbiome analysis</article-title>. <source>Evol. Bioinform. Online</source> <volume>12</volume>, <fpage>5</fpage>&#x2013;<lpage>16</lpage>. <pub-id pub-id-type="doi">10.4137/EBO.S36436</pub-id> </citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Apstein</surname>
<given-names>M. D.</given-names>
</name>
<name>
<surname>Carey</surname>
<given-names>M. C.</given-names>
</name>
</person-group> (<year>1996</year>). <article-title>Pathogenesis of cholesterol gallstones: a parsimonious hypothesis</article-title>. <source>Eur. J. Clin. Invest.</source> <volume>26</volume>, <fpage>343</fpage>&#x2013;<lpage>352</lpage>. <pub-id pub-id-type="doi">10.1046/j.1365-2362.1996.148287.x</pub-id> </citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Armour</surname>
<given-names>C. R.</given-names>
</name>
<name>
<surname>Nayfach</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Pollard</surname>
<given-names>K. S.</given-names>
</name>
<name>
<surname>Sharpton</surname>
<given-names>T. J.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>A metagenomic meta-analysis reveals functional signatures of health and disease in the human gut microbiome</article-title>. <source>mSystems</source> <volume>4</volume>, <fpage>e00332</fpage>&#x2013;<lpage>18</lpage>. <pub-id pub-id-type="doi">10.1128/mSystems.00332-18</pub-id> </citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Auld</surname>
<given-names>F. M.</given-names>
</name>
<name>
<surname>Sergi</surname>
<given-names>C. M.</given-names>
</name>
<name>
<surname>Leng</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Shen</surname>
<given-names>F.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>The role of N(6)-methyladenosine in the promotion of hepatoblastoma: a critical review</article-title>. <source>Cells</source> <volume>11</volume>, <fpage>1516</fpage>. <pub-id pub-id-type="doi">10.3390/cells11091516</pub-id> </citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Aw</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Fukuda</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Toward the comprehensive understanding of the gut ecosystem via metabolomics-based integrated omics approach</article-title>. <source>Semin. Immunopathol.</source> <volume>37</volume>, <fpage>5</fpage>&#x2013;<lpage>16</lpage>. <pub-id pub-id-type="doi">10.1007/s00281-014-0456-2</pub-id> </citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Begley</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Gahan</surname>
<given-names>C. G.</given-names>
</name>
<name>
<surname>Hill</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2005</year>). <article-title>The interaction between bacteria and bile</article-title>. <source>FEMS Microbiol. Rev.</source> <volume>29</volume>, <fpage>625</fpage>&#x2013;<lpage>651</lpage>. <pub-id pub-id-type="doi">10.1016/j.femsre.2004.09.003</pub-id> </citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bellocchi</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Fernandez-Ochoa</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Montanelli</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Vigone</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Santaniello</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Quirantes-Pine</surname>
<given-names>R.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>Identification of a shared microbiomic and metabolomic profile in systemic autoimmune diseases</article-title>. <source>J. Clin. Med.</source> <volume>8</volume>, <fpage>E1291</fpage>. <pub-id pub-id-type="doi">10.3390/jcm8091291</pub-id> </citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bina</surname>
<given-names>J. E.</given-names>
</name>
<name>
<surname>Mekalanos</surname>
<given-names>J. J.</given-names>
</name>
</person-group> (<year>2001</year>). <article-title>
<italic>Vibrio cholerae</italic> tolC is required for bile resistance and colonization</article-title>. <source>Infect. Immun.</source> <volume>69</volume>, <fpage>4681</fpage>&#x2013;<lpage>4685</lpage>. <pub-id pub-id-type="doi">10.1128/IAI.69.7.4681-4685.2001</pub-id> </citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Botero</surname>
<given-names>L. M.</given-names>
</name>
<name>
<surname>D&#x27;imperio</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Burr</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Mcdermott</surname>
<given-names>T. R.</given-names>
</name>
<name>
<surname>Young</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Hassett</surname>
<given-names>D. J.</given-names>
</name>
<etal/>
</person-group> (<year>2005</year>). <article-title>Poly(A) polymerase modification and reverse transcriptase PCR amplification of environmental RNA</article-title>. <source>Appl. Environ. Microbiol.</source> <volume>71</volume>, <fpage>1267</fpage>&#x2013;<lpage>1275</lpage>. <pub-id pub-id-type="doi">10.1128/AEM.71.3.1267-1275.2005</pub-id> </citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Boyer</surname>
<given-names>J. L.</given-names>
</name>
<name>
<surname>Soroka</surname>
<given-names>C. J.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Bile formation and secretion: an update</article-title>. <source>J. Hepatol.</source> <volume>75</volume>, <fpage>190</fpage>&#x2013;<lpage>201</lpage>. <pub-id pub-id-type="doi">10.1016/j.jhep.2021.02.011</pub-id> </citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Brennan</surname>
<given-names>C. A.</given-names>
</name>
<name>
<surname>Garrett</surname>
<given-names>W. S.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Fusobacterium nucleatum - symbiont, opportunist and oncobacterium</article-title>. <source>Nat. Rev. Microbiol.</source> <volume>17</volume>, <fpage>156</fpage>&#x2013;<lpage>166</lpage>. <pub-id pub-id-type="doi">10.1038/s41579-018-0129-6</pub-id> </citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Brennan</surname>
<given-names>C. A.</given-names>
</name>
<name>
<surname>Clay</surname>
<given-names>S. L.</given-names>
</name>
<name>
<surname>Lavoie</surname>
<given-names>S. L.</given-names>
</name>
<name>
<surname>Bae</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Lang</surname>
<given-names>J. K.</given-names>
</name>
<name>
<surname>Fonseca-Pereira</surname>
<given-names>D.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Fusobacterium nucleatum drives a pro-inflammatory intestinal microenvironment through metabolite receptor-dependent modulation of IL-17 expression</article-title>. <source>Gut Microbes</source> <volume>13</volume>, <fpage>1987780</fpage>. <pub-id pub-id-type="doi">10.1080/19490976.2021.1987780</pub-id> </citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Carvalhais</surname>
<given-names>L. C.</given-names>
</name>
<name>
<surname>Dennis</surname>
<given-names>P. G.</given-names>
</name>
<name>
<surname>Tyson</surname>
<given-names>G. W.</given-names>
</name>
<name>
<surname>Schenk</surname>
<given-names>P. M.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Application of metatranscriptomics to soil environments</article-title>. <source>J. Microbiol. Methods</source> <volume>91</volume>, <fpage>246</fpage>&#x2013;<lpage>251</lpage>. <pub-id pub-id-type="doi">10.1016/j.mimet.2012.08.011</pub-id> </citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cetta</surname>
<given-names>F.</given-names>
</name>
</person-group> (<year>1991</year>). <article-title>The role of bacteria in pigment gallstone disease</article-title>. <source>Ann. Surg.</source> <volume>213</volume>, <fpage>315</fpage>&#x2013;<lpage>326</lpage>. <pub-id pub-id-type="doi">10.1097/00000658-199104000-00006</pub-id> </citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chaffron</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Rehrauer</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Pernthaler</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Von Mering</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>A global network of coexisting microbes from environmental and whole-genome sequence data</article-title>. <source>Genome Res.</source> <volume>20</volume>, <fpage>947</fpage>&#x2013;<lpage>959</lpage>. <pub-id pub-id-type="doi">10.1101/gr.104521.109</pub-id> </citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cho</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Blaser</surname>
<given-names>M. J.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>The human microbiome: at the interface of health and disease</article-title>. <source>Nat. Rev. Genet.</source> <volume>13</volume>, <fpage>260</fpage>&#x2013;<lpage>270</lpage>. <pub-id pub-id-type="doi">10.1038/nrg3182</pub-id> </citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Crawford</surname>
<given-names>R. W.</given-names>
</name>
<name>
<surname>Gibson</surname>
<given-names>D. L.</given-names>
</name>
<name>
<surname>Kay</surname>
<given-names>W. W.</given-names>
</name>
<name>
<surname>Gunn</surname>
<given-names>J. S.</given-names>
</name>
</person-group> (<year>2008</year>). <article-title>Identification of a bile-induced exopolysaccharide required for Salmonella biofilm formation on gallstone surfaces</article-title>. <source>Infect. Immun.</source> <volume>76</volume>, <fpage>5341</fpage>&#x2013;<lpage>5349</lpage>. <pub-id pub-id-type="doi">10.1128/IAI.00786-08</pub-id> </citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dahmus</surname>
<given-names>J. D.</given-names>
</name>
<name>
<surname>Kotler</surname>
<given-names>D. L.</given-names>
</name>
<name>
<surname>Kastenberg</surname>
<given-names>D. M.</given-names>
</name>
<name>
<surname>Kistler</surname>
<given-names>C. A.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>The gut microbiome and colorectal cancer: a review of bacterial pathogenesis</article-title>. <source>J. Gastrointest. Oncol.</source> <volume>9</volume>, <fpage>769</fpage>&#x2013;<lpage>777</lpage>. <pub-id pub-id-type="doi">10.21037/jgo.2018.04.07</pub-id> </citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>de Almeida</surname>
<given-names>C. V.</given-names>
</name>
<name>
<surname>Taddei</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Amedei</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>The controversial role of <italic>Enterococcus faecalis</italic> in colorectal cancer</article-title>. <source>Ther. Adv. Gastroenterol.</source> <volume>11</volume>, <fpage>1756284818783606</fpage>. <pub-id pub-id-type="doi">10.1177/1756284818783606</pub-id> </citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>de Vos</surname>
<given-names>W. M.</given-names>
</name>
<name>
<surname>Tilg</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Van Hul</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Cani</surname>
<given-names>P. D.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Gut microbiome and health: mechanistic insights</article-title>. <source>Gut</source> <volume>71</volume>, <fpage>1020</fpage>&#x2013;<lpage>1032</lpage>. <pub-id pub-id-type="doi">10.1136/gutjnl-2021-326789</pub-id> </citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>DeGruttola</surname>
<given-names>A. K.</given-names>
</name>
<name>
<surname>Low</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Mizoguchi</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Mizoguchi</surname>
<given-names>E.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Current understanding of dysbiosis in disease in human and animal models</article-title>. <source>Inflamm. Bowel Dis.</source> <volume>22</volume>, <fpage>1137</fpage>&#x2013;<lpage>1150</lpage>. <pub-id pub-id-type="doi">10.1097/MIB.0000000000000750</pub-id> </citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Di Carlo</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Serra</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Gulotta</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Giammanco</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Colomba</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Melfa</surname>
<given-names>G.</given-names>
</name>
<etal/>
</person-group> (<year>2018</year>). <article-title>Bactibilia in diseases of the biliary tract and pancreatic gland in patients older than 80 years: a STROBE-retrospective cohort study in a teaching hospital in Italy</article-title>. <source>Eur. J. Clin. Microbiol. Infect. Dis.</source> <volume>37</volume>, <fpage>953</fpage>&#x2013;<lpage>958</lpage>. <pub-id pub-id-type="doi">10.1007/s10096-018-3213-y</pub-id> </citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Di Carlo</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Serra</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>D&#x27;arpa</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Agrusa</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Gulotta</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Fasciana</surname>
<given-names>T.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>The microbiota of the bilio-pancreatic system: a cohort, STROBE-compliant study</article-title>. <source>Infect. Drug Resist.</source> <volume>12</volume>, <fpage>1513</fpage>&#x2013;<lpage>1527</lpage>. <pub-id pub-id-type="doi">10.2147/IDR.S200378</pub-id> </citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ebata</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Ercolani</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Alvaro</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Ribero</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Di Tommaso</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Valle</surname>
<given-names>J. W.</given-names>
</name>
<etal/>
</person-group> (<year>2016</year>). <article-title>Current status on cholangiocarcinoma and gallbladder cancer</article-title>. <source>Liver Cancer</source> <volume>6</volume>, <fpage>59</fpage>&#x2013;<lpage>65</lpage>. <pub-id pub-id-type="doi">10.1159/000449493</pub-id> </citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Engevik</surname>
<given-names>M. A.</given-names>
</name>
<name>
<surname>Danhof</surname>
<given-names>H. A.</given-names>
</name>
<name>
<surname>Ruan</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Engevik</surname>
<given-names>A. C.</given-names>
</name>
<name>
<surname>Chang-Graham</surname>
<given-names>A. L.</given-names>
</name>
<name>
<surname>Engevik</surname>
<given-names>K. A.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Fusobacterium nucleatum secretes outer membrane vesicles and promotes intestinal inflammation</article-title>. <source>mBio</source> <volume>12</volume>, <fpage>e02706</fpage>&#x2013;<lpage>20</lpage>. <pub-id pub-id-type="doi">10.1128/mBio.02706-20</pub-id> </citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ferslew</surname>
<given-names>B. C.</given-names>
</name>
<name>
<surname>Xie</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Johnston</surname>
<given-names>C. K.</given-names>
</name>
<name>
<surname>Su</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Stewart</surname>
<given-names>P. W.</given-names>
</name>
<name>
<surname>Jia</surname>
<given-names>W.</given-names>
</name>
<etal/>
</person-group> (<year>2015</year>). <article-title>Altered bile acid metabolome in patients with nonalcoholic steatohepatitis</article-title>. <source>Dig. Dis. Sci.</source> <volume>60</volume>, <fpage>3318</fpage>&#x2013;<lpage>3328</lpage>. <pub-id pub-id-type="doi">10.1007/s10620-015-3776-8</pub-id> </citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Franzosa</surname>
<given-names>E. A.</given-names>
</name>
<name>
<surname>Sirota-Madi</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Avila-Pacheco</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Fornelos</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Haiser</surname>
<given-names>H. J.</given-names>
</name>
<name>
<surname>Reinker</surname>
<given-names>S.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>Gut microbiome structure and metabolic activity in inflammatory bowel disease</article-title>. <source>Nat. Microbiol.</source> <volume>4</volume>, <fpage>293</fpage>&#x2013;<lpage>305</lpage>. <pub-id pub-id-type="doi">10.1038/s41564-018-0306-4</pub-id> </citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Galluzzo</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Capri</surname>
<given-names>F. C.</given-names>
</name>
<name>
<surname>Vecchioni</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Realmuto</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Scalisi</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Cottone</surname>
<given-names>S.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Comparison of the intestinal microbiome of Italian patients with multiple sclerosis and their household relatives</article-title>. <source>Life (Basel)</source> <volume>11</volume>, <fpage>620</fpage>. <pub-id pub-id-type="doi">10.3390/life11070620</pub-id> </citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gruner</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Mattner</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Bile acids and microbiota: Multifaceted and versatile regulators of the liver-gut Axis</article-title>. <source>Int. J. Mol. Sci.</source> <volume>22</volume>, <fpage>1397</fpage>. <pub-id pub-id-type="doi">10.3390/ijms22031397</pub-id> </citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gu</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Cao</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Sun</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Tang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Paletta</surname>
<given-names>J. L.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>X.</given-names>
</name>
<etal/>
</person-group> (<year>2015</year>). <article-title>A metabolomic and pharmacokinetic study on the mechanism underlying the lipid-lowering effect of orally administered berberine</article-title>. <source>Mol. Biosyst.</source> <volume>11</volume>, <fpage>463</fpage>&#x2013;<lpage>474</lpage>. <pub-id pub-id-type="doi">10.1039/c4mb00500g</pub-id> </citation>
</ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gutierrez</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Weinstock</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Antharam</surname>
<given-names>V. C.</given-names>
</name>
<name>
<surname>Gu</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Jasbi</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Shi</surname>
<given-names>X.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Antibiotic-induced gut metabolome and microbiome alterations increase the susceptibility to Candida albicans colonization in the gastrointestinal tract</article-title>. <source>FEMS Microbiol. Ecol.</source> <volume>96</volume>, <fpage>fiz187</fpage>. <pub-id pub-id-type="doi">10.1093/femsec/fiz187</pub-id> </citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gutierrez-Diaz</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Molinero</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Cabrera</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Rodriguez</surname>
<given-names>J. I.</given-names>
</name>
<name>
<surname>Margolles</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Delgado</surname>
<given-names>S.</given-names>
</name>
<etal/>
</person-group> (<year>2018</year>). <article-title>Diet: cause or consequence of the microbial profile of cholelithiasis disease?</article-title> <source>Nutrients</source> <volume>10</volume>, <fpage>E1307</fpage>. <pub-id pub-id-type="doi">10.3390/nu10091307</pub-id> </citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hardy</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Margolis</surname>
<given-names>J. J.</given-names>
</name>
<name>
<surname>Contag</surname>
<given-names>C. H.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>Induced biliary excretion of Listeria monocytogenes</article-title>. <source>Infect. Immun.</source> <volume>74</volume>, <fpage>1819</fpage>&#x2013;<lpage>1827</lpage>. <pub-id pub-id-type="doi">10.1128/IAI.74.3.1819-1827.2006</pub-id> </citation>
</ref>
<ref id="B34">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Heintz-Buschart</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>May</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Laczny</surname>
<given-names>C. C.</given-names>
</name>
<name>
<surname>Lebrun</surname>
<given-names>L. A.</given-names>
</name>
<name>
<surname>Bellora</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Krishna</surname>
<given-names>A.</given-names>
</name>
<etal/>
</person-group> (<year>2016a</year>). <article-title>Erratum: integrated multi-omics of the human gut microbiome in a case study of familial type 1 diabetes</article-title>. <source>Nat. Microbiol.</source> <volume>2</volume>, <fpage>16227</fpage>. <pub-id pub-id-type="doi">10.1038/nmicrobiol.2016.227</pub-id> </citation>
</ref>
<ref id="B35">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Heintz-Buschart</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>May</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Laczny</surname>
<given-names>C. C.</given-names>
</name>
<name>
<surname>Lebrun</surname>
<given-names>L. A.</given-names>
</name>
<name>
<surname>Bellora</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Krishna</surname>
<given-names>A.</given-names>
</name>
<etal/>
</person-group> (<year>2016b</year>). <article-title>Integrated multi-omics of the human gut microbiome in a case study of familial type 1 diabetes</article-title>. <source>Nat. Microbiol.</source> <volume>2</volume>, <fpage>16180</fpage>. <pub-id pub-id-type="doi">10.1038/nmicrobiol.2016.180</pub-id> </citation>
</ref>
<ref id="B36">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hildebrandt</surname>
<given-names>M. A.</given-names>
</name>
<name>
<surname>Hoffmann</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Sherrill-Mix</surname>
<given-names>S. A.</given-names>
</name>
<name>
<surname>Keilbaugh</surname>
<given-names>S. A.</given-names>
</name>
<name>
<surname>Hamady</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>Y. Y.</given-names>
</name>
<etal/>
</person-group> (<year>2009</year>). <article-title>High-fat diet determines the composition of the murine gut microbiome independently of obesity</article-title>. <source>Gastroenterology</source> <volume>137</volume>, <fpage>1716</fpage>&#x2013;<lpage>1724.e12</lpage>. <pub-id pub-id-type="doi">10.1053/j.gastro.2009.08.042</pub-id> </citation>
</ref>
<ref id="B37">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hsing</surname>
<given-names>A. W.</given-names>
</name>
<name>
<surname>Gao</surname>
<given-names>Y. T.</given-names>
</name>
<name>
<surname>Han</surname>
<given-names>T. Q.</given-names>
</name>
<name>
<surname>Rashid</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Sakoda</surname>
<given-names>L. C.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>B. S.</given-names>
</name>
<etal/>
</person-group> (<year>2007</year>). <article-title>Gallstones and the risk of biliary tract cancer: a population-based study in China</article-title>. <source>Br. J. Cancer</source> <volume>97</volume>, <fpage>1577</fpage>&#x2013;<lpage>1582</lpage>. <pub-id pub-id-type="doi">10.1038/sj.bjc.6604047</pub-id> </citation>
</ref>
<ref id="B38">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Huang</surname>
<given-names>J. H.</given-names>
</name>
<name>
<surname>He</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Dong</surname>
<given-names>C. Y.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>S. H.</given-names>
</name>
<name>
<surname>Qin</surname>
<given-names>Y. H.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>GC-MS based metabolomics strategy to distinguish three types of acute pancreatitis</article-title>. <source>Pancreatology</source> <volume>19</volume>, <fpage>630</fpage>&#x2013;<lpage>637</lpage>. <pub-id pub-id-type="doi">10.1016/j.pan.2019.05.456</pub-id> </citation>
</ref>
<ref id="B39">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hung</surname>
<given-names>D. T.</given-names>
</name>
<name>
<surname>Zhu</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Sturtevant</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Mekalanos</surname>
<given-names>J. J.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>Bile acids stimulate biofilm formation in <italic>Vibrio cholerae</italic>
</article-title>. <source>Mol. Microbiol.</source> <volume>59</volume>, <fpage>193</fpage>&#x2013;<lpage>201</lpage>. <pub-id pub-id-type="doi">10.1111/j.1365-2958.2005.04846.x</pub-id> </citation>
</ref>
<ref id="B40">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Islam</surname>
<given-names>K. B.</given-names>
</name>
<name>
<surname>Fukiya</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Hagio</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Fujii</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Ishizuka</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Ooka</surname>
<given-names>T.</given-names>
</name>
<etal/>
</person-group> (<year>2011</year>). <article-title>Bile acid is a host factor that regulates the composition of the cecal microbiota in rats</article-title>. <source>Gastroenterology</source> <volume>141</volume>, <fpage>1773</fpage>&#x2013;<lpage>1781</lpage>. <pub-id pub-id-type="doi">10.1053/j.gastro.2011.07.046</pub-id> </citation>
</ref>
<ref id="B41">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jimenez</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Sanchez</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Farina</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Margolles</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Rodriguez</surname>
<given-names>J. M.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Characterization of the bile and gall bladder microbiota of healthy pigs</article-title>. <source>Microbiologyopen</source> <volume>3</volume>, <fpage>937</fpage>&#x2013;<lpage>949</lpage>. <pub-id pub-id-type="doi">10.1002/mbo3.218</pub-id> </citation>
</ref>
<ref id="B42">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Just</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Mondot</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Ecker</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Wegner</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Rath</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Gau</surname>
<given-names>L.</given-names>
</name>
<etal/>
</person-group> (<year>2018</year>). <article-title>The gut microbiota drives the impact of bile acids and fat source in diet on mouse metabolism</article-title>. <source>Microbiome</source> <volume>6</volume>, <fpage>134</fpage>. <pub-id pub-id-type="doi">10.1186/s40168-018-0510-8</pub-id> </citation>
</ref>
<ref id="B43">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Lu</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Jiang</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Zhou</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Proteobacteria acts as a pathogenic risk-factor for chronic abdominal pain and diarrhea in post-cholecystectomy syndrome patients: a gut microbiome metabolomics study</article-title>. <source>Med. Sci. Monit.</source> <volume>25</volume>, <fpage>7312</fpage>&#x2013;<lpage>7320</lpage>. <pub-id pub-id-type="doi">10.12659/MSM.915984</pub-id> </citation>
</ref>
<ref id="B44">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kaysen</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Heintz-Buschart</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Muller</surname>
<given-names>E. E. L.</given-names>
</name>
<name>
<surname>Narayanasamy</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Wampach</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Laczny</surname>
<given-names>C. C.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Integrated meta-omic analyses of the gastrointestinal tract microbiome in patients undergoing allogeneic hematopoietic stem cell transplantation</article-title>. <source>Transl. Res.</source> <volume>186</volume>, <fpage>79</fpage>&#x2013;<lpage>94</lpage>. <pub-id pub-id-type="doi">10.1016/j.trsl.2017.06.008</pub-id> </citation>
</ref>
<ref id="B45">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kiss</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Miko</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Sebo</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Toth</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Ujlaki</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Szabo</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Oncobiosis and microbial metabolite signaling in pancreatic adenocarcinoma</article-title>. <source>Cancers (Basel)</source> <volume>12</volume>, <fpage>1068</fpage>. <pub-id pub-id-type="doi">10.3390/cancers12051068</pub-id> </citation>
</ref>
<ref id="B46">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Korry</surname>
<given-names>B. J.</given-names>
</name>
<name>
<surname>Cabral</surname>
<given-names>D. J.</given-names>
</name>
<name>
<surname>Belenky</surname>
<given-names>P.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Metatranscriptomics reveals antibiotic-induced resistance gene expression in the murine gut microbiota</article-title>. <source>Front. Microbiol.</source> <volume>11</volume>, <fpage>322</fpage>. <pub-id pub-id-type="doi">10.3389/fmicb.2020.00322</pub-id> </citation>
</ref>
<ref id="B47">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kose</surname>
<given-names>S. H.</given-names>
</name>
<name>
<surname>Grice</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Orsi</surname>
<given-names>W. D.</given-names>
</name>
<name>
<surname>Ballal</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Coolen</surname>
<given-names>M. J. L.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Metagenomics of pigmented and cholesterol gallstones: the putative role of bacteria</article-title>. <source>Sci. Rep.</source> <volume>8</volume>, <fpage>11218</fpage>. <pub-id pub-id-type="doi">10.1038/s41598-018-29571-8</pub-id> </citation>
</ref>
<ref id="B48">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kose</surname>
<given-names>S. H.</given-names>
</name>
<name>
<surname>Grice</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Orsi</surname>
<given-names>W. D.</given-names>
</name>
<name>
<surname>Ballal</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Coolen</surname>
<given-names>M. J. L.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Author correction: Metagenomics of pigmented and cholesterol gallstones: the putative role of bacteria</article-title>. <source>Sci. Rep.</source> <volume>10</volume>, <fpage>4347</fpage>. <pub-id pub-id-type="doi">10.1038/s41598-020-60081-8</pub-id> </citation>
</ref>
<ref id="B49">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Koshiol</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Wozniak</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Cook</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Adaniel</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Acevedo</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Azocar</surname>
<given-names>L.</given-names>
</name>
<etal/>
</person-group> (<year>2016</year>). <article-title>
<italic>Salmonella enterica</italic> serovar typhi and gallbladder cancer: a case-control study and meta-analysis</article-title>. <source>Cancer Med.</source> <volume>5</volume>, <fpage>3310</fpage>&#x2013;<lpage>3235</lpage>. <pub-id pub-id-type="doi">10.1002/cam4.915</pub-id> </citation>
</ref>
<ref id="B50">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kuerbanjiang</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Qiu</surname>
<given-names>Y. L.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>J. S.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Focus on diagnosis and treatment of genetic liver disorders</article-title>. <source>Zhonghua Gan Zang Bing Za Zhi</source> <volume>26</volume>, <fpage>881</fpage>&#x2013;<lpage>884</lpage>. <pub-id pub-id-type="doi">10.3760/cma.j.issn.1007-3418.2018.12.001</pub-id> </citation>
</ref>
<ref id="B51">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kujiraoka</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Kuroda</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Asai</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Sekizuka</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Kato</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Watanabe</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Comprehensive diagnosis of bacterial infection associated with acute cholecystitis using metagenomic approach</article-title>. <source>Front. Microbiol.</source> <volume>8</volume>, <fpage>685</fpage>. <pub-id pub-id-type="doi">10.3389/fmicb.2017.00685</pub-id> </citation>
</ref>
<ref id="B52">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kulterer</surname>
<given-names>O. C.</given-names>
</name>
<name>
<surname>Pfaff</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Wadsak</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Garstka</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Remzi</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Vraka</surname>
<given-names>C.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>A microdosing study with (99m)Tc-PHC-102 for the SPECT/CT imaging of primary and metastatic lesions in renal cell carcinoma patients</article-title>. <source>J. Nucl. Med.</source> <volume>62</volume>, <fpage>360</fpage>&#x2013;<lpage>365</lpage>. <pub-id pub-id-type="doi">10.2967/jnumed.120.245530</pub-id> </citation>
</ref>
<ref id="B53">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kumar</surname>
<given-names>J. S. D.</given-names>
</name>
<name>
<surname>Bai</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Zanderigo</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Delorenzo</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Prabhakaran</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Parsey</surname>
<given-names>R. V.</given-names>
</name>
<etal/>
</person-group> (<year>2018</year>). <article-title>
<italic>In vivo</italic> brain imaging, biodistribution, and radiation dosimetry estimation of [(11)C]celecoxib, a COX-2 PET ligand, in nonhuman primates</article-title>. <source>Molecules</source> <volume>23</volume>, <fpage>1929</fpage>. <pub-id pub-id-type="doi">10.3390/molecules23081929</pub-id> </citation>
</ref>
<ref id="B54">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lee</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>H. K.</given-names>
</name>
<name>
<surname>Min</surname>
<given-names>S. K.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>W. H.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>16S rDNA microbiome composition pattern analysis as a diagnostic biomarker for biliary tract cancer</article-title>. <source>World J. Surg. Oncol.</source> <volume>18</volume>, <fpage>19</fpage>. <pub-id pub-id-type="doi">10.1186/s12957-020-1793-3</pub-id> </citation>
</ref>
<ref id="B55">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Leimena</surname>
<given-names>M. M.</given-names>
</name>
<name>
<surname>Ramiro-Garcia</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Davids</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Van Den Bogert</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Smidt</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Smid</surname>
<given-names>E. J.</given-names>
</name>
<etal/>
</person-group> (<year>2013</year>). <article-title>A comprehensive metatranscriptome analysis pipeline and its validation using human small intestine microbiota datasets</article-title>. <source>BMC Genomics</source> <volume>14</volume>, <fpage>530</fpage>. <pub-id pub-id-type="doi">10.1186/1471-2164-14-530</pub-id> </citation>
</ref>
<ref id="B56">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Little</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Wine</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Kamath</surname>
<given-names>B. M.</given-names>
</name>
<name>
<surname>Griffiths</surname>
<given-names>A. M.</given-names>
</name>
<name>
<surname>Ricciuto</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Gut microbiome in primary sclerosing cholangitis: A review</article-title>. <source>World J. Gastroenterol.</source> <volume>26</volume>, <fpage>2768</fpage>&#x2013;<lpage>2780</lpage>. <pub-id pub-id-type="doi">10.3748/wjg.v26.i21.2768</pub-id> </citation>
</ref>
<ref id="B57">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Skogerbo</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>He</surname>
<given-names>S.</given-names>
</name>
<etal/>
</person-group> (<year>2012</year>). <article-title>The human microbiome: a hot spot of microbial horizontal gene transfer</article-title>. <source>Genomics</source> <volume>100</volume>, <fpage>265</fpage>&#x2013;<lpage>270</lpage>. <pub-id pub-id-type="doi">10.1016/j.ygeno.2012.07.012</pub-id> </citation>
</ref>
<ref id="B58">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Shao</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>H.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Organochloride pesticides modulated gut microbiota and influenced bile acid metabolism in mice</article-title>. <source>Environ. Pollut.</source> <volume>226</volume>, <fpage>268</fpage>&#x2013;<lpage>276</lpage>. <pub-id pub-id-type="doi">10.1016/j.envpol.2017.03.068</pub-id> </citation>
</ref>
<ref id="B59">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lloyd-Price</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Arze</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Ananthakrishnan</surname>
<given-names>A. N.</given-names>
</name>
<name>
<surname>Schirmer</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Avila-Pacheco</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Poon</surname>
<given-names>T. W.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>Multi-omics of the gut microbial ecosystem in inflammatory bowel diseases</article-title>. <source>Nature</source> <volume>569</volume>, <fpage>655</fpage>&#x2013;<lpage>662</lpage>. <pub-id pub-id-type="doi">10.1038/s41586-019-1237-9</pub-id> </citation>
</ref>
<ref id="B60">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Machado</surname>
<given-names>N. M.</given-names>
</name>
<name>
<surname>Cardinelli</surname>
<given-names>C. S.</given-names>
</name>
<name>
<surname>Shen</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Santo</surname>
<given-names>M. A.</given-names>
</name>
<name>
<surname>Torrinhas</surname>
<given-names>R. S.</given-names>
</name>
<name>
<surname>Waitzberg</surname>
<given-names>D. L.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Cholecystectomy - a potential selection bias in studies assessing the metabolic effects of bariatric surgeries</article-title>. <source>Sci. Rep.</source> <volume>10</volume>, <fpage>10683</fpage>. <pub-id pub-id-type="doi">10.1038/s41598-020-66688-1</pub-id> </citation>
</ref>
<ref id="B61">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Maekawa</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Fukaya</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Takamatsu</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Itoyama</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Fukuoka</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Yamada</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2018</year>). <article-title>Possible involvement of Enterococcus infection in the pathogenesis of chronic pancreatitis and cancer</article-title>. <source>Biochem. Biophys. Res. Commun.</source> <volume>506</volume>, <fpage>962</fpage>&#x2013;<lpage>969</lpage>. <pub-id pub-id-type="doi">10.1016/j.bbrc.2018.10.169</pub-id> </citation>
</ref>
<ref id="B62">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Marchesi</surname>
<given-names>J. R.</given-names>
</name>
<name>
<surname>Ravel</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>The vocabulary of microbiome research: a proposal</article-title>. <source>Microbiome</source> <volume>3</volume>, <fpage>31</fpage>. <pub-id pub-id-type="doi">10.1186/s40168-015-0094-5</pub-id> </citation>
</ref>
<ref id="B63">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Martinez</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Perdicaro</surname>
<given-names>D. J.</given-names>
</name>
<name>
<surname>Brown</surname>
<given-names>A. W.</given-names>
</name>
<name>
<surname>Hammons</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Carden</surname>
<given-names>T. J.</given-names>
</name>
<name>
<surname>Carr</surname>
<given-names>T. P.</given-names>
</name>
<etal/>
</person-group> (<year>2013</year>). <article-title>Diet-induced alterations of host cholesterol metabolism are likely to affect the gut microbiota composition in hamsters</article-title>. <source>Appl. Environ. Microbiol.</source> <volume>79</volume>, <fpage>516</fpage>&#x2013;<lpage>524</lpage>. <pub-id pub-id-type="doi">10.1128/AEM.03046-12</pub-id> </citation>
</ref>
<ref id="B64">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Melis</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Vascellari</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Santoru</surname>
<given-names>M. L.</given-names>
</name>
<name>
<surname>Oppo</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Fabbri</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Sarchioto</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Gut microbiota and metabolome distinctive features in Parkinson disease: focus on levodopa and levodopa-carbidopa intrajejunal gel</article-title>. <source>Eur. J. Neurol.</source> <volume>28</volume>, <fpage>1198</fpage>&#x2013;<lpage>1209</lpage>. <pub-id pub-id-type="doi">10.1111/ene.14644</pub-id> </citation>
</ref>
<ref id="B65">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mendez</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Kesh</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Arora</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Di Martino</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Mcallister</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Merchant</surname>
<given-names>N.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Microbial dysbiosis and polyamine metabolism as predictive markers for early detection of pancreatic cancer</article-title>. <source>Carcinogenesis</source> <volume>41</volume>, <fpage>561</fpage>&#x2013;<lpage>570</lpage>. <pub-id pub-id-type="doi">10.1093/carcin/bgz116</pub-id> </citation>
</ref>
<ref id="B66">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Milani</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Lugli</surname>
<given-names>G. A.</given-names>
</name>
<name>
<surname>Fontana</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Mancabelli</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Alessandri</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Longhi</surname>
<given-names>G.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>METAnnotatorX2: a comprehensive tool for deep and shallow metagenomic data set analyses</article-title>. <source>mSystems</source> <volume>6</volume>, <fpage>e0058321</fpage>. <pub-id pub-id-type="doi">10.1128/mSystems.00583-21</pub-id> </citation>
</ref>
<ref id="B67">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mohajeri</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Bezabeh</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Ijare</surname>
<given-names>O. B.</given-names>
</name>
<name>
<surname>King</surname>
<given-names>S. B.</given-names>
</name>
<name>
<surname>Thomas</surname>
<given-names>M. A.</given-names>
</name>
<name>
<surname>Minuk</surname>
<given-names>G.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>
<italic>In vivo</italic> (1) H MRS of human gallbladder bile in understanding the pathophysiology of primary sclerosing cholangitis (PSC): immune-mediated disease versus bile acid-induced injury</article-title>. <source>NMR Biomed.</source> <volume>32</volume>, <fpage>e4065</fpage>. <pub-id pub-id-type="doi">10.1002/nbm.4065</pub-id> </citation>
</ref>
<ref id="B68">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Molinero</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Ruiz</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Milani</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Gutierrez-Diaz</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Sanchez</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Mangifesta</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>The human gallbladder microbiome is related to the physiological state and the biliary metabolic profile</article-title>. <source>Microbiome</source> <volume>7</volume>, <fpage>100</fpage>. <pub-id pub-id-type="doi">10.1186/s40168-019-0712-8</pub-id> </citation>
</ref>
<ref id="B69">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mukherjee</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Stamatis</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Bertsch</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Ovchinnikova</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Verezemska</surname>
<given-names>O.</given-names>
</name>
<name>
<surname>Isbandi</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Genomes OnLine database (GOLD) v.6: data updates and feature enhancements</article-title>. <source>Nucleic Acids Res.</source> <volume>45</volume>, <fpage>D446</fpage>&#x2013;<lpage>D456</lpage>. <pub-id pub-id-type="doi">10.1093/nar/gkw992</pub-id> </citation>
</ref>
<ref id="B70">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Muller</surname>
<given-names>E. E.</given-names>
</name>
<name>
<surname>Glaab</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>May</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Vlassis</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Wilmes</surname>
<given-names>P.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Condensing the omics fog of microbial communities</article-title>. <source>Trends Microbiol.</source> <volume>21</volume>, <fpage>325</fpage>&#x2013;<lpage>333</lpage>. <pub-id pub-id-type="doi">10.1016/j.tim.2013.04.009</pub-id> </citation>
</ref>
<ref id="B71">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mullish</surname>
<given-names>B. H.</given-names>
</name>
<name>
<surname>Allegretti</surname>
<given-names>J. R.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>The contribution of bile acid metabolism to the pathogenesis of Clostridioides difficile infection</article-title>. <source>Ther. Adv. Gastroenterol.</source> <volume>14</volume>, <fpage>17562848211017725</fpage>. <pub-id pub-id-type="doi">10.1177/17562848211017725</pub-id> </citation>
</ref>
<ref id="B72">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>N&#xe4;sstr&#xf6;m</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Jonsson</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Johansson</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Dongol</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Karkey</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Basnyat</surname>
<given-names>B.</given-names>
</name>
<etal/>
</person-group> (<year>2018</year>). <article-title>Diagnostic metabolite biomarkers of chronic typhoid carriage</article-title>. <source>PLoS Negl. Trop. Dis.</source> <volume>12</volume>, <fpage>e0006215</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pntd.0006215</pub-id> </citation>
</ref>
<ref id="B73">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nath</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Gulati</surname>
<given-names>A. K.</given-names>
</name>
<name>
<surname>Shukla</surname>
<given-names>V. K.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Role of bacteria in carcinogenesis, with special reference to carcinoma of the gallbladder</article-title>. <source>World J. Gastroenterol.</source> <volume>16</volume>, <fpage>5395</fpage>&#x2013;<lpage>5404</lpage>. <pub-id pub-id-type="doi">10.3748/wjg.v16.i43.5395</pub-id> </citation>
</ref>
<ref id="B74">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nickerson</surname>
<given-names>K. P.</given-names>
</name>
<name>
<surname>Faherty</surname>
<given-names>C. S.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Bile salt-induced biofilm formation in enteric pathogens: Techniques for Identification and quantification</article-title>. <volume>135</volume> <source>J. Vis. Exp.</source>, <fpage>57322</fpage>. <pub-id pub-id-type="doi">10.3791/57322</pub-id> </citation>
</ref>
<ref id="B75">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nickerson</surname>
<given-names>K. P.</given-names>
</name>
<name>
<surname>Chanin</surname>
<given-names>R. B.</given-names>
</name>
<name>
<surname>Sistrunk</surname>
<given-names>J. R.</given-names>
</name>
<name>
<surname>Rasko</surname>
<given-names>D. A.</given-names>
</name>
<name>
<surname>Fink</surname>
<given-names>P. J.</given-names>
</name>
<name>
<surname>Barry</surname>
<given-names>E. M.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Analysis of Shigella flexneri resistance, biofilm formation, and transcriptional profile in response to bile salts</article-title>. <source>Infect. Immun.</source> <volume>85</volume>, <fpage>e01067</fpage>&#x2013;<lpage>16</lpage>. <pub-id pub-id-type="doi">10.1128/IAI.01067-16</pub-id> </citation>
</ref>
<ref id="B76">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nicoletti</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Ponziani</surname>
<given-names>F. R.</given-names>
</name>
<name>
<surname>Nardella</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Ianiro</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Gasbarrini</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Zileri Dal Verme</surname>
<given-names>L.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Biliary tract microbiota: a new kid on the block of liver diseases?</article-title> <source>Eur. Rev. Med. Pharmacol. Sci.</source> <volume>24</volume>, <fpage>2750</fpage>&#x2013;<lpage>2775</lpage>. <pub-id pub-id-type="doi">10.26355/eurrev_202003_20548</pub-id> </citation>
</ref>
<ref id="B77">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nokhandani</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Poursheikhani</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Naghavi</surname>
<given-names>A. M.</given-names>
</name>
<name>
<surname>Davoodi</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Bacteria in carcinogenesis and cancer prevention: a review study</article-title>. <source>Int. J. Cancer Manag.</source> <volume>14</volume>, <fpage>e107956</fpage>. <pub-id pub-id-type="doi">10.5812/ijcm.107956</pub-id> </citation>
</ref>
<ref id="B78">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Petrov</surname>
<given-names>V. A.</given-names>
</name>
<name>
<surname>Fernandez-Peralbo</surname>
<given-names>M. A.</given-names>
</name>
<name>
<surname>Derks</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Knyazeva</surname>
<given-names>E. M.</given-names>
</name>
<name>
<surname>Merzlikin</surname>
<given-names>N. V.</given-names>
</name>
<name>
<surname>Sazonov</surname>
<given-names>A. E.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Biliary microbiota and bile acid composition in cholelithiasis</article-title>. <source>Biomed. Res. Int.</source> <volume>2020</volume>, <fpage>1242364</fpage>. <pub-id pub-id-type="doi">10.1155/2020/1242364</pub-id> </citation>
</ref>
<ref id="B79">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Phelan</surname>
<given-names>J. P.</given-names>
</name>
<name>
<surname>Reen</surname>
<given-names>F. J.</given-names>
</name>
<name>
<surname>Caparros-Martin</surname>
<given-names>J. A.</given-names>
</name>
<name>
<surname>O&#x27;connor</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>O&#x27;gara</surname>
<given-names>F.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Rethinking the bile acid/gut microbiome axis in cancer</article-title>. <source>Oncotarget</source> <volume>8</volume>, <fpage>115736</fpage>&#x2013;<lpage>115747</lpage>. <pub-id pub-id-type="doi">10.18632/oncotarget.22803</pub-id> </citation>
</ref>
<ref id="B80">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Prouty</surname>
<given-names>A. M.</given-names>
</name>
<name>
<surname>Gunn</surname>
<given-names>J. S.</given-names>
</name>
</person-group> (<year>2000</year>). <article-title>
<italic>Salmonella enterica</italic> serovar typhimurium invasion is repressed in the presence of bile</article-title>. <source>Infect. Immun.</source> <volume>68</volume>, <fpage>6763</fpage>&#x2013;<lpage>6769</lpage>. <pub-id pub-id-type="doi">10.1128/iai.68.12.6763-6769.2000</pub-id> </citation>
</ref>
<ref id="B81">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ranjan</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Sinha</surname>
<given-names>N.</given-names>
</name>
</person-group> (<year>2019a</year>). <article-title>NMR-based metabolomics in gallbladder cancer research</article-title>. <source>Methods Mol. Biol.</source> <volume>2037</volume>, <fpage>231</fpage>&#x2013;<lpage>241</lpage>. <pub-id pub-id-type="doi">10.1007/978-1-4939-9690-2_14</pub-id> </citation>
</ref>
<ref id="B82">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ranjan</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Sinha</surname>
<given-names>N.</given-names>
</name>
</person-group> (<year>2019b</year>). <article-title>Nuclear magnetic resonance (NMR)-based metabolomics for cancer research</article-title>. <source>NMR Biomed.</source> <volume>32</volume>, <fpage>e3916</fpage>. <pub-id pub-id-type="doi">10.1002/nbm.3916</pub-id> </citation>
</ref>
<ref id="B83">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rath</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Rud</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Karch</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Pieper</surname>
<given-names>D. H.</given-names>
</name>
<name>
<surname>Vital</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Pathogenic functions of host microbiota</article-title>. <source>Microbiome</source> <volume>6</volume>, <fpage>174</fpage>. <pub-id pub-id-type="doi">10.1186/s40168-018-0542-0</pub-id> </citation>
</ref>
<ref id="B84">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rinninella</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Raoul</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Cintoni</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Franceschi</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Miggiano</surname>
<given-names>G. a. D.</given-names>
</name>
<name>
<surname>Gasbarrini</surname>
<given-names>A.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>What is the healthy gut microbiota composition? A changing ecosystem across age, environment, diet, and diseases</article-title>. <source>Microorganisms</source>, <volume>7</volume>, <fpage>E14</fpage>. <pub-id pub-id-type="doi">10.3390/microorganisms7010014</pub-id> </citation>
</ref>
<ref id="B85">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rodolico</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Di Carlo</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Gulotta</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>D&#x27;arpa</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Salamone</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Cocorullo</surname>
<given-names>G.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Intra-abdominal Candida spp infection in acute abdomen in a quality assurance (QA)-certified academic setting</article-title>. <source>J. Clin. Pathol.</source> <volume>70</volume>, <fpage>579</fpage>&#x2013;<lpage>583</lpage>. <pub-id pub-id-type="doi">10.1136/jclinpath-2016-203936</pub-id> </citation>
</ref>
<ref id="B86">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ruiz</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Margolles</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Sanchez</surname>
<given-names>B.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Bile resistance mechanisms in lactobacillus and bifidobacterium</article-title>. <source>Front. Microbiol.</source> <volume>4</volume>, <fpage>396</fpage>. <pub-id pub-id-type="doi">10.3389/fmicb.2013.00396</pub-id> </citation>
</ref>
<ref id="B87">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Saab</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Mestivier</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Sohrabi</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Rodriguez</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Khonsari</surname>
<given-names>M. R.</given-names>
</name>
<name>
<surname>Faraji</surname>
<given-names>A.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Characterization of biliary microbiota dysbiosis in extrahepatic cholangiocarcinoma</article-title>. <source>PLoS One</source> <volume>16</volume>, <fpage>e0247798</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0247798</pub-id> </citation>
</ref>
<ref id="B88">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Scott</surname>
<given-names>A. J.</given-names>
</name>
<name>
<surname>Khan</surname>
<given-names>G. A.</given-names>
</name>
</person-group> (<year>1967</year>). <article-title>Origin of bacteria in bileduct bile</article-title>. <source>Lancet</source> <volume>2</volume>, <fpage>790</fpage>&#x2013;<lpage>792</lpage>. <pub-id pub-id-type="doi">10.1016/s0140-6736(67)92231-3</pub-id> </citation>
</ref>
<ref id="B89">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Segata</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Boernigen</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Tickle</surname>
<given-names>T. L.</given-names>
</name>
<name>
<surname>Morgan</surname>
<given-names>X. C.</given-names>
</name>
<name>
<surname>Garrett</surname>
<given-names>W. S.</given-names>
</name>
<name>
<surname>Huttenhower</surname>
<given-names>C.</given-names>
</name>
<etal/>
</person-group> (<year>2013</year>). <article-title>Computational meta&#x27;omics for microbial community studies</article-title>. <source>Mol. Syst. Biol.</source> <volume>9</volume>, <fpage>666</fpage>. <pub-id pub-id-type="doi">10.1038/msb.2013.22</pub-id> </citation>
</ref>
<ref id="B90">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sergi</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Di Carlo</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Gulotta</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>D&#x27;arpa</surname>
<given-names>F.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Biliary microbiota in pancreatic cancer</article-title>. <source>HPB Oxf.</source> <volume>21</volume>, <fpage>1790</fpage>. <pub-id pub-id-type="doi">10.1016/j.hpb.2019.06.001</pub-id> </citation>
</ref>
<ref id="B91">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sergi</surname>
<given-names>C. M.</given-names>
</name>
</person-group> (<year>2022a</year>). <article-title>Biorepository - a key component of research studies</article-title>. <source>Contemp. Clin. Trials</source> <volume>112</volume>, <fpage>106655</fpage>. <pub-id pub-id-type="doi">10.1016/j.cct.2021.106655</pub-id> </citation>
</ref>
<ref id="B92">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sergi</surname>
<given-names>C. M.</given-names>
</name>
</person-group> (<year>2022b</year>). <article-title>Implementing epic beaker laboratory information system for diagnostics in anatomic pathology</article-title>. <source>Risk Manag. Healthc. Policy</source> <volume>15</volume>, <fpage>323</fpage>&#x2013;<lpage>330</lpage>. <pub-id pub-id-type="doi">10.2147/RMHP.S332109</pub-id> </citation>
</ref>
<ref id="B93">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Serra</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Di Carlo</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Gulotta</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>D&#x27; Arpa</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Giammanco</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Colomba</surname>
<given-names>C.</given-names>
</name>
<etal/>
</person-group> (<year>2018</year>). <article-title>Bactibilia in women affected with diseases of the biliary tract and pancreas. A STROBE guidelines-adherent cross-sectional study in Southern Italy</article-title>. <source>J. Med. Microbiol.</source> <volume>67</volume>, <fpage>1090</fpage>&#x2013;<lpage>1095</lpage>. <pub-id pub-id-type="doi">10.1099/jmm.0.000787</pub-id> </citation>
</ref>
<ref id="B94">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Serra</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Di Carlo</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>D&#x27;arpa</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Battaglia</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Fasciana</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Gulotta</surname>
<given-names>G.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Human bile microbiota: A retrospective study focusing on age and gender</article-title>. <source>J. Infect. Public Health</source> <volume>14</volume>, <fpage>206</fpage>&#x2013;<lpage>213</lpage>. <pub-id pub-id-type="doi">10.1016/j.jiph.2020.11.005</pub-id> </citation>
</ref>
<ref id="B95">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shao</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Weng</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>X.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Early-life perfluorooctanoic acid exposure induces obesity in male offspring and the intervention role of chlorogenic acid</article-title>. <source>Environ. Pollut.</source> <volume>272</volume>, <fpage>115974</fpage>. <pub-id pub-id-type="doi">10.1016/j.envpol.2020.115974</pub-id> </citation>
</ref>
<ref id="B96">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sharma</surname>
<given-names>C. M.</given-names>
</name>
<name>
<surname>Hoffmann</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Darfeuille</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Reignier</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Findeiss</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Sittka</surname>
<given-names>A.</given-names>
</name>
<etal/>
</person-group> (<year>2010</year>). <article-title>The primary transcriptome of the major human pathogen <italic>Helicobacter pylori</italic>
</article-title>. <source>Nature</source> <volume>464</volume>, <fpage>250</fpage>&#x2013;<lpage>255</lpage>. <pub-id pub-id-type="doi">10.1038/nature08756</pub-id> </citation>
</ref>
<ref id="B97">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sharma</surname>
<given-names>R. K.</given-names>
</name>
<name>
<surname>Mishra</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Farooqui</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Behari</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Kapoor</surname>
<given-names>V. K.</given-names>
</name>
<name>
<surname>Sinha</surname>
<given-names>N.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>(1)H nuclear magnetic resonance (NMR)-based serum metabolomics of human gallbladder inflammation</article-title>. <source>Inflamm. Res.</source> <volume>66</volume>, <fpage>97</fpage>&#x2013;<lpage>105</lpage>. <pub-id pub-id-type="doi">10.1007/s00011-016-0998-y</pub-id> </citation>
</ref>
<ref id="B98">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shen</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Ye</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Xie</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>P.</given-names>
</name>
<etal/>
</person-group> (<year>2015</year>). <article-title>Metagenomic sequencing of bile from gallstone patients to identify different microbial community patterns and novel biliary bacteria</article-title>. <source>Sci. Rep.</source> <volume>5</volume>, <fpage>17450</fpage>. <pub-id pub-id-type="doi">10.1038/srep17450</pub-id> </citation>
</ref>
<ref id="B99">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Simeoli</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Ferrigno</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>De Martino</surname>
<given-names>M. C.</given-names>
</name>
<name>
<surname>Iacuaniello</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Papa</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Angellotti</surname>
<given-names>D.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>The treatment with pasireotide in cushing&#x27;s disease: effect of long-term treatment on clinical picture and metabolic profile and management of adverse events in the experience of a single center</article-title>. <source>J. Endocrinol. Invest.</source> <volume>43</volume>, <fpage>57</fpage>&#x2013;<lpage>73</lpage>. <pub-id pub-id-type="doi">10.1007/s40618-019-01077-8</pub-id> </citation>
</ref>
<ref id="B100">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sinha</surname>
<given-names>S. R.</given-names>
</name>
<name>
<surname>Haileselassie</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Nguyen</surname>
<given-names>L. P.</given-names>
</name>
<name>
<surname>Tropini</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Becker</surname>
<given-names>L. S.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Dysbiosis-induced secondary bile acid deficiency promotes intestinal inflammation</article-title>. <source>Cell Host Microbe</source> <volume>27</volume>, <fpage>659</fpage>&#x2013;<lpage>670.e5</lpage>. <pub-id pub-id-type="doi">10.1016/j.chom.2020.01.021</pub-id> </citation>
</ref>
<ref id="B101">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sistrunk</surname>
<given-names>J. R.</given-names>
</name>
<name>
<surname>Nickerson</surname>
<given-names>K. P.</given-names>
</name>
<name>
<surname>Chanin</surname>
<given-names>R. B.</given-names>
</name>
<name>
<surname>Rasko</surname>
<given-names>D. A.</given-names>
</name>
<name>
<surname>Faherty</surname>
<given-names>C. S.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Survival of the fittest: How bacterial pathogens utilize bile to enhance infection</article-title>. <source>Clin. Microbiol. Rev.</source> <volume>29</volume>, <fpage>819</fpage>&#x2013;<lpage>836</lpage>. <pub-id pub-id-type="doi">10.1128/CMR.00031-16</pub-id> </citation>
</ref>
<ref id="B102">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sleator</surname>
<given-names>R. D.</given-names>
</name>
<name>
<surname>Wemekamp-Kamphuis</surname>
<given-names>H. H.</given-names>
</name>
<name>
<surname>Gahan</surname>
<given-names>C. G.</given-names>
</name>
<name>
<surname>Abee</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Hill</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2005</year>). <article-title>A PrfA-regulated bile exclusion system (BilE) is a novel virulence factor in Listeria monocytogenes</article-title>. <source>Mol. Microbiol.</source> <volume>55</volume>, <fpage>1183</fpage>&#x2013;<lpage>1195</lpage>. <pub-id pub-id-type="doi">10.1111/j.1365-2958.2004.04454.x</pub-id> </citation>
</ref>
<ref id="B103">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Small</surname>
<given-names>D. M.</given-names>
</name>
</person-group> (<year>2003</year>). <article-title>Role of ABC transporters in secretion of cholesterol from liver into bile</article-title>. <source>Proc. Natl. Acad. Sci. U. S. A.</source> <volume>100</volume>, <fpage>4</fpage>&#x2013;<lpage>6</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.0237205100</pub-id> </citation>
</ref>
<ref id="B104">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Song</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Hu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Ren</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Y.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>A metagenomic study of biliary microbiome change along the cholecystitis-carcinoma sequence</article-title>. <source>Clin. Transl. Med.</source> <volume>10</volume>, <fpage>e97</fpage>. <pub-id pub-id-type="doi">10.1002/ctm2.97</pub-id> </citation>
</ref>
<ref id="B105">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Stepien</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Duarte-Salles</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Fedirko</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Floegel</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Barupal</surname>
<given-names>D. K.</given-names>
</name>
<name>
<surname>Rinaldi</surname>
<given-names>S.</given-names>
</name>
<etal/>
</person-group> (<year>2016</year>). <article-title>Alteration of amino acid and biogenic amine metabolism in hepatobiliary cancers: Findings from a prospective cohort study</article-title>. <source>Int. J. Cancer</source> <volume>138</volume>, <fpage>348</fpage>&#x2013;<lpage>360</lpage>. <pub-id pub-id-type="doi">10.1002/ijc.29718</pub-id> </citation>
</ref>
<ref id="B106">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Takis</surname>
<given-names>P. G.</given-names>
</name>
<name>
<surname>Taddei</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Pini</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Grifoni</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Tarantini</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Bechi</surname>
<given-names>P.</given-names>
</name>
<etal/>
</person-group> (<year>2018</year>). <article-title>Fingerprinting acute digestive diseases by untargeted NMR based metabolomics</article-title>. <source>Int. J. Mol. Sci.</source> <volume>19</volume>, <fpage>E3288</fpage>. <pub-id pub-id-type="doi">10.3390/ijms19113288</pub-id> </citation>
</ref>
<ref id="B107">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Thapa</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Venkatachalam</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Khan</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Naqvi</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Balderas</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Runge</surname>
<given-names>J. K.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Assessment of the gut bacterial microbiome and metabolome of girls and women with Rett Syndrome</article-title>. <source>PLoS One</source> <volume>16</volume>, <fpage>e0251231</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0251231</pub-id> </citation>
</ref>
<ref id="B108">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Torres</surname>
<given-names>A. G.</given-names>
</name>
<name>
<surname>Tutt</surname>
<given-names>C. B.</given-names>
</name>
<name>
<surname>Duval</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Popov</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Nasr</surname>
<given-names>A. B.</given-names>
</name>
<name>
<surname>Michalski</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2007</year>). <article-title>Bile salts induce expression of the afimbrial LDA adhesin of atypical enteropathogenic <italic>Escherichia coli</italic>
</article-title>. <source>Cell. Microbiol.</source> <volume>9</volume>, <fpage>1039</fpage>&#x2013;<lpage>1049</lpage>. <pub-id pub-id-type="doi">10.1111/j.1462-5822.2006.00850.x</pub-id> </citation>
</ref>
<ref id="B109">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tsuchiya</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Loza</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Villa-Gomez</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Trujillo</surname>
<given-names>C. C.</given-names>
</name>
<name>
<surname>Baez</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Asai</surname>
<given-names>T.</given-names>
</name>
<etal/>
</person-group> (<year>2018</year>). <article-title>Metagenomics of microbial communities in gallbladder bile from patients with gallbladder cancer or cholelithiasis</article-title>. <source>Asian Pac. J. Cancer Prev.</source> <volume>19</volume>, <fpage>961</fpage>&#x2013;<lpage>967</lpage>. <pub-id pub-id-type="doi">10.22034/APJCP.2018.19.4.961</pub-id> </citation>
</ref>
<ref id="B110">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>van Velkinburgh</surname>
<given-names>J. C.</given-names>
</name>
<name>
<surname>Gunn</surname>
<given-names>J. S.</given-names>
</name>
</person-group> (<year>1999</year>). <article-title>PhoP-PhoQ-regulated loci are required for enhanced bile resistance in Salmonella spp</article-title>. <source>Infect. Immun.</source> <volume>67</volume>, <fpage>1614</fpage>&#x2013;<lpage>1622</lpage>. <pub-id pub-id-type="doi">10.1128/IAI.67.4.1614-1622.1999</pub-id> </citation>
</ref>
<ref id="B111">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Villar-Lorenzo</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Rada</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Rey</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Maranon</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Arroba</surname>
<given-names>A. I.</given-names>
</name>
<name>
<surname>Santamaria</surname>
<given-names>B.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>Insulin receptor substrate 2 (IRS2) deficiency delays liver fibrosis associated with cholestatic injury</article-title>. <source>Dis. Model. Mech.</source> <volume>12</volume>, <fpage>dmm038810</fpage>. <pub-id pub-id-type="doi">10.1242/dmm.038810</pub-id> </citation>
</ref>
<ref id="B112">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Visekruna</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Luu</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>The role of short-chain fatty acids and bile acids in intestinal and liver function, inflammation, and carcinogenesis</article-title>. <source>Front. Cell Dev. Biol.</source> <volume>9</volume>, <fpage>703218</fpage>. <pub-id pub-id-type="doi">10.3389/fcell.2021.703218</pub-id> </citation>
</ref>
<ref id="B113">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Jiao</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>He</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Sun</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Cai</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Han</surname>
<given-names>T.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Alteration of gut microbiota in association with cholesterol gallstone formation in mice</article-title>. <source>BMC Gastroenterol.</source> <volume>17</volume>, <fpage>74</fpage>. <pub-id pub-id-type="doi">10.1186/s12876-017-0629-2</pub-id> </citation>
</ref>
<ref id="B114">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Qi</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Qin</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Hong</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Role of the biliary microbiome in gallstone disease</article-title>. <source>Expert Rev. Gastroenterol. Hepatol.</source> <volume>12</volume>, <fpage>1193</fpage>&#x2013;<lpage>1205</lpage>. <pub-id pub-id-type="doi">10.1080/17474124.2018.1533812</pub-id> </citation>
</ref>
<ref id="B115">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Weaver</surname>
<given-names>A. J.</given-names>
</name>
<name>
<surname>Stafford</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Hale</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Denning</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Sanabria</surname>
<given-names>J. R.</given-names>
</name>
<name>
<surname>Collaborators</surname>
<given-names>G. B. D.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Geographical and temporal variation in the Incidence and mortality of hepato-pancreato-biliary primary malignancies:1990-2017</article-title>. <source>J. Surg. Res.</source> <volume>245</volume>, <fpage>89</fpage>&#x2013;<lpage>98</lpage>. <pub-id pub-id-type="doi">10.1016/j.jss.2019.07.031</pub-id> </citation>
</ref>
<ref id="B116">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wei</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Xiang</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Jiang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Hu</surname>
<given-names>N.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Alterations of gut microbiome in patients with type 2 diabetes mellitus who had undergone cholecystectomy</article-title>. <source>Am. J. Physiol. Endocrinol. Metab.</source> <volume>320</volume> (<issue>1</issue>), <fpage>E113</fpage>&#x2013;<lpage>E121</lpage>. <comment>Epub 2020 Nov 9. PMID: 33166187</comment>. <pub-id pub-id-type="doi">10.1152/ajpendo.00471.2020</pub-id> </citation>
</ref>
<ref id="B117">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wells</surname>
<given-names>G. R.</given-names>
</name>
<name>
<surname>Taylor</surname>
<given-names>E. W.</given-names>
</name>
<name>
<surname>Lindsay</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Morton</surname>
<given-names>L.</given-names>
</name>
</person-group> (<year>1989</year>). <article-title>Relationship between bile colonization, high-risk factors and postoperative sepsis in patients undergoing biliary tract operations while receiving a prophylactic antibiotic. West of Scotland Surgical Infection Study Group</article-title>. <source>Br. J. Surg.</source> <volume>76</volume>, <fpage>374</fpage>&#x2013;<lpage>377</lpage>. <pub-id pub-id-type="doi">10.1002/bjs.1800760419</pub-id> </citation>
</ref>
<ref id="B118">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xing</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Lu</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Ouyang</surname>
<given-names>C.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>Dynamic distribution of gallbladder microbiota in rabbit at different ages and health states</article-title>. <source>PLoS One</source> <volume>14</volume>, <fpage>e0211828</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0211828</pub-id> </citation>
</ref>
<ref id="B119">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xu</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Jiang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Yin</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Ou</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Jiang</surname>
<given-names>Y.</given-names>
</name>
<etal/>
</person-group> (<year>2018</year>). <article-title>Altered gut microbiota composition in subjects infected with clonorchis sinensis</article-title>. <source>Front. Microbiol.</source> <volume>9</volume>, <fpage>2292</fpage>. <pub-id pub-id-type="doi">10.3389/fmicb.2018.02292</pub-id> </citation>
</ref>
<ref id="B120">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ye</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Shen</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Meng</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2016</year>). <article-title>Influence of the biliary system on biliary bacteria revealed by bacterial communities of the human biliary and upper digestive tracts</article-title>. <source>PLoS One</source> <volume>11</volume>, <fpage>e0150519</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0150519</pub-id> </citation>
</ref>
<ref id="B121">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Xie</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Nichols</surname>
<given-names>R. G.</given-names>
</name>
<name>
<surname>Chan</surname>
<given-names>S. H.</given-names>
</name>
<name>
<surname>Jiang</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Hao</surname>
<given-names>R.</given-names>
</name>
<etal/>
</person-group> (<year>2016</year>). <article-title>Farnesoid X receptor signaling shapes the gut microbiota and controls hepatic lipid metabolism</article-title>. <source>mSystems</source> <volume>1</volume>, <fpage>e00070</fpage>&#x2013;<lpage>16</lpage>. <pub-id pub-id-type="doi">10.1128/mSystems.00070-16</pub-id> </citation>
</ref>
<ref id="B122">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Shi</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Zhu</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Du</surname>
<given-names>Z.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Analysis of bile acid profile in plasma to differentiate cholangiocarcinoma from benign biliary diseases and healthy controls</article-title>. <source>J. Steroid Biochem. Mol. Biol.</source> <volume>205</volume>, <fpage>105775</fpage>. <comment>Epub 2020 Oct 28. PMID: 33130021</comment>. <pub-id pub-id-type="doi">10.1016/j.jsbmb.2020.105775</pub-id> </citation>
</ref>
</ref-list>
</back>
</article>