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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Toxicol.</journal-id>
<journal-title>Frontiers in Toxicology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Toxicol.</abbrev-journal-title>
<issn pub-type="epub">2673-3080</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/ftox.2021.657432</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Toxicology</subject>
<subj-group>
<subject>Mini Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Prospect of <italic>in vitro</italic> Bile Fluids Collection in Improving Cell-Based Assay of Liver Function</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Rizki-Safitri</surname> <given-names>Astia</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x02020;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1106617/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Tokito</surname> <given-names>Fumiya</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1215207/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Nishikawa</surname> <given-names>Masaki</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1290613/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Tanaka</surname> <given-names>Minoru</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1275435/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Maeda</surname> <given-names>Kazuya</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1208447/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Kusuhara</surname> <given-names>Hiroyuki</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/19005/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Sakai</surname> <given-names>Yasuyuki</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/827205/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Chemical System Engineering, Graduate School of Engineering, The University of Tokyo</institution>, <addr-line>Tokyo</addr-line>, <country>Japan</country></aff>
<aff id="aff2"><sup>2</sup><institution>Laboratory of Stem Cell Regulation, Institute for Quantitative Biosciences (IQB), The University of Tokyo</institution>, <addr-line>Tokyo</addr-line>, <country>Japan</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Regenerative Medicine, Research Institute, National Center for Global Health and Medicine (NCGM)</institution>, <addr-line>Tokyo</addr-line>, <country>Japan</country></aff>
<aff id="aff4"><sup>4</sup><institution>Laboratory of Molecular Pharmacokinetics, Graduate School of Pharmaceutical Sciences, The University of Tokyo</institution>, <addr-line>Tokyo</addr-line>, <country>Japan</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Hajime Kojima, National Institute of Health Sciences (NIHS), Japan</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Takuo Ogihara, Takasaki University of Health and Welfare, Japan; Albert P. Li, In Vitro ADMET Laboratories, United States</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Astia Rizki-Safitri <email>astiars&#x00040;chemsys.t.u-tokyo.ac.jp</email></corresp>
<fn fn-type="other" id="fn001"><p>This article was submitted to In Vitro Toxicology, a section of the journal Frontiers in Toxicology</p></fn>
<fn fn-type="present-address" id="fn002"><p>&#x02020;Present address: Astia Rizki-Safitri, Nephrology Division, Harvard Medical School, Massachusetts General Hospital, Boston, MA, United States</p></fn></author-notes>
<pub-date pub-type="epub">
<day>03</day>
<month>06</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>3</volume>
<elocation-id>657432</elocation-id>
<history>
<date date-type="received">
<day>22</day>
<month>01</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>26</day>
<month>04</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2021 Rizki-Safitri, Tokito, Nishikawa, Tanaka, Maeda, Kusuhara and Sakai.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Rizki-Safitri, Tokito, Nishikawa, Tanaka, Maeda, Kusuhara and Sakai</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>The liver plays a pivotal role in the clearance of drugs. Reliable assays for liver function are crucial for various metabolism investigation, including toxicity, disease, and pre-clinical testing for drug development. Bile is an aqueous secretion of a functioning liver. Analyses of bile are used to explain drug clearance and related effects and are thus important for toxicology and pharmacokinetic research. Bile fluids collection is extensively performed <italic>in vivo</italic>, whereas this process is rarely reproduced as in the <italic>in vitro</italic> studies. The key to success is the technology involved, which needs to satisfy multiple criteria. To ensure the accuracy of subsequent chemical analyses, certain amounts of bile are needed. Additionally, non-invasive and continuous collections are preferable in view of cell culture. In this review, we summarize recent progress and limitations in the field. We highlight attempts to develop advanced liver cultures for bile fluids collection, including methods to stimulate the secretion of bile <italic>in vitro</italic>. With these strategies, researchers have used a variety of cell sources, extracellular matrix proteins, and growth factors to investigate different cell-culture environments, including three-dimensional spheroids, cocultures, and microfluidic devices. Effective combinations of expertise and technology have the potential to overcome these obstacles to achieve reliable <italic>in vitro</italic> bile assay systems.</p></abstract>
<kwd-group>
<kwd><italic>in vitro</italic></kwd>
<kwd>bile fluids collection</kwd>
<kwd>liver culture</kwd>
<kwd>liver function analyses</kwd>
<kwd>cell-based assay</kwd>
</kwd-group>
<contract-sponsor id="cn001">Japan Agency for Medical Research and Development<named-content content-type="fundref-id">10.13039/100009619</named-content></contract-sponsor>
<counts>
<fig-count count="1"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="120"/>
<page-count count="12"/>
<word-count count="9427"/>
</counts>
</article-meta>
</front>
<body>

<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>The liver is one of the largest glands in the body and is pivotal to various metabolic functions, including blood glucose regulation, protein synthesis, and detoxification. These functions are mainly performed within the hepatocyte parenchymal cells. Hepatocytes are responsible for 40&#x02013;70% of the xenobiotic liver metabolism (Almazroo et al., <xref ref-type="bibr" rid="B2">2017</xref>). Therefore, analyses of hepatocyte functions can be used for toxicities assay.</p>
<p>Presence of liver diseases or injuries also frequently alters the amount and composition of liver secretions (Luo et al., <xref ref-type="bibr" rid="B53">2018</xref>). A functional liver produces bile, a secretion containing 95% water that dissolves bile acids (BAs), bilirubin, ions, hormones, and other metabolites. BAs are major organic solutes, mainly consisting of cholic acid and chenodeoxycholic acid. BAs and bile are secreted into the canaliculi structure of hepatocytes prior to entering the biliary system in the liver (Boyer, <xref ref-type="bibr" rid="B12">2013</xref>; Chiang, <xref ref-type="bibr" rid="B18">2013</xref>). Although bile formation is a common process in normal livers, it is impaired in cases of cholestatic liver disease (Boyer, <xref ref-type="bibr" rid="B12">2013</xref>). The presence of drugs or liver injuries (Luo et al., <xref ref-type="bibr" rid="B52">2014</xref>; Ni et al., <xref ref-type="bibr" rid="B64">2016</xref>) has been widely reported to alter the amount as well as the composition (Luo et al., <xref ref-type="bibr" rid="B52">2014</xref>) and perturbation of BA in the bile fluids (Rodrigues et al., <xref ref-type="bibr" rid="B77">2014</xref>). Thus, bile is used as a source for enzymatic assays (Cell Biolabs Inc, <xref ref-type="bibr" rid="B14">2017</xref>), profiling (Samer et al., <xref ref-type="bibr" rid="B80">2013</xref>; Luo et al., <xref ref-type="bibr" rid="B52">2014</xref>; Bathena et al., <xref ref-type="bibr" rid="B8">2015</xref>), and uptake-efflux testing (Yang et al., <xref ref-type="bibr" rid="B117">2017</xref>). Many bile tests have employed <italic>in vivo</italic> collection using both non-invasive and invasive procedures. Non-invasive procedures include urine (Griffiths and Sj&#x000F6;vall, <xref ref-type="bibr" rid="B33">2010</xref>; Hofmann and Hagey, <xref ref-type="bibr" rid="B38">2014</xref>; Bathena et al., <xref ref-type="bibr" rid="B8">2015</xref>), fecal recovery (Ghibellini et al., <xref ref-type="bibr" rid="B30">2006</xref>; Griffiths and Sj&#x000F6;vall, <xref ref-type="bibr" rid="B33">2010</xref>), and Entero&#x000AE; testing (Bloomer et al., <xref ref-type="bibr" rid="B11">2013</xref>). Meanwhile, invasive procedures employ serum collections (Luo et al., <xref ref-type="bibr" rid="B52">2014</xref>), biliary sphincterotomies (Navaneethan et al., <xref ref-type="bibr" rid="B63">2014</xref>), duodenal fluid collection, nasobiliary drainage, and cholecystectomies (Bloomer et al., <xref ref-type="bibr" rid="B11">2013</xref>).</p>
<p><italic>In vitro</italic> liver research has been subjected to long-term projects for the establishment of standard preclinical assays that are still widely implemented in pharmaceutical studies. The <italic>in vitro</italic> liver model offers time efficient results and is flexible for human tissues (Soldatow et al., <xref ref-type="bibr" rid="B88">2013</xref>). It is simple, controllable (Xu et al., <xref ref-type="bibr" rid="B111">2014</xref>), allows for intensive analyses (Fatehullah et al., <xref ref-type="bibr" rid="B23">2016</xref>), and exhibits accurate dose&#x02013;response relationships related to drug analyses (Soldatow et al., <xref ref-type="bibr" rid="B88">2013</xref>). However, bile fluids collection and testing is rarely constructed in an <italic>in vitro</italic> model. The low amount of bile yields, as represented by the BA concentrations from recovered culture media (Marion et al., <xref ref-type="bibr" rid="B55">2012</xref>) and auto-toxic conjugated-BA produced in culture (Woolbright et al., <xref ref-type="bibr" rid="B105">2015</xref>, <xref ref-type="bibr" rid="B107">2016</xref>) has hindered its further consideration. In this paper, we discuss the current research that both directly and indirectly addresses liver-functional bile production <italic>in vitro</italic>.</p>
</sec>
<sec id="s2">
<title>Bile Collection From <italic>in vitro</italic> Liver Culture</title>
<sec>
<title>Characterization of Drug-Induced Liver Toxicity Mechanism Through Biliary Secretion</title>
<p>Elucidation of the biliary excretion process is important because it leads to an understanding of drug-induced liver toxicity. BAs are often used as an index for this purpose and are found in blood samples collected from test subjects. They can be evaluated as a biomarker <italic>in vivo</italic> (Wolenski et al., <xref ref-type="bibr" rid="B104">2017</xref>; Luo et al., <xref ref-type="bibr" rid="B53">2018</xref>; Liu et al., <xref ref-type="bibr" rid="B51">2020</xref>). This biomarker can be used to predict biliary excretion because some drugs inhibit the bile salt export pump (BSEP). BSEP is an excretion transporter of hepatocytes for Bas, which induces perturbations of biliary excretion (Funk et al., <xref ref-type="bibr" rid="B28">2001</xref>; Kemp and Brouwer, <xref ref-type="bibr" rid="B43">2004</xref>; Wolenski et al., <xref ref-type="bibr" rid="B104">2017</xref>). Conversely, the use of an <italic>in vitro</italic> liver culture system could provide a more detailed understanding of the biliary excretion process from a molecular biological perspective. For example, it can better detect the transporters involved in bile excretions and their inhibitions caused by drugs (Funk et al., <xref ref-type="bibr" rid="B28">2001</xref>; Kemp and Brouwer, <xref ref-type="bibr" rid="B43">2004</xref>). However, with <italic>in vitro</italic> liver models, because there are no outlets for biliary metabolites in most cases, biliary metabolites accumulate in the bile canaliculi between adjacent hepatocytes, preventing accurate evaluation of drug-induced hepatotoxicity. Additionally, the lack of outlets for biliary metabolites restricts development of <italic>in vitro</italic> models for studying the effects of enterohepatic circulation of biliary metabolites, which have the potential to amplify drug toxicity.</p>
</sec>
<sec>
<title>Increase in New Drug Development</title>
<p>Because the development of a new drug generally takes more than 10 years and can cost more than USD 1B (Hughes et al., <xref ref-type="bibr" rid="B39">2011</xref>), it is desirable to have a system that could evaluate pharmacokinetics more accurately and at a lower cost. To predict the pharmacokinetics of drugs in the human body, experimental animals (e.g., mice and rats) are often used. The advantages of doing so are two-fold. First, one can understand the pharmacokinetics (i.e., absorption, distribution, metabolism, and excretion) in the whole body and not just at specific locations. Second, one can implement realistic toxicity studies of oral and inhalation exposures (Barr&#x000E9;-Sinoussi and Montagutelli, <xref ref-type="bibr" rid="B7">2015</xref>). However, the problem of species differences cannot be overcome. Moreover, there have been some cases where side effects and immune responses that were not seen in non-clinical animal studies were found in clinical studies in humans (van Norman, <xref ref-type="bibr" rid="B98">2019</xref>). Another issue is the cost and labor required for animal breeding, breeders, and proper breeding environments. Conversely, the use of human cells cultured on Petri dishes can solve these issues while elucidating the local mechanism of pharmacological action (Funk et al., <xref ref-type="bibr" rid="B28">2001</xref>; Kemp and Brouwer, <xref ref-type="bibr" rid="B43">2004</xref>). Development of physiologically relevant <italic>in vitro</italic> liver models is desired because the liver plays a central role in drug metabolism. For the accurate prediction of pharmacokinetics, an <italic>in vitro</italic> liver model should be able to distinguish whether the parent&#x00027;s metabolized drugs were excreted into the blood or bile. In these models, biliary metabolites could be collected directly.</p>
</sec>
<sec>
<title>Need for Enhancing Bile Collection <italic>in vitro</italic></title>
<p>Bile fluids collection <italic>in vitro</italic> has limitations. The amount of fluids collected from the culture medium is suggestively low, as presented by BA concentrations in the bile at &#x0003C;1 &#x003BC;g/L per 10<sup>6</sup> hepatocyte culture (Einarsson et al., <xref ref-type="bibr" rid="B22">2000</xref>). An enzymatic immunoabsorbent assay generally has a concentration limit of 1&#x02013;5 &#x003BC;g/L BAs (Cell Biolabs Inc, <xref ref-type="bibr" rid="B14">2017</xref>). Additionally, methods for extracting bile fluids from cultures are also quite limited. Bile extraction from harvested hepatocyte cultures is commonly performed to increase bile yield (Setchell et al., <xref ref-type="bibr" rid="B84">1997</xref>; Ramaiahgari et al., <xref ref-type="bibr" rid="B72">2014</xref>). However, these methods require hepatocyte extraction, often resulting in culture damage and shortening of the culture&#x00027;s age.</p>
<p>To date, liquid chromatography (LC)&#x02013;mass spectrometry (MS) is widely utilized as an analytical method to quantify solutes in bile fluids. It has a rapid bile profiling and a detection limit of 10 ng/L (Perwaiz et al., <xref ref-type="bibr" rid="B70">2001</xref>; Scherer et al., <xref ref-type="bibr" rid="B83">2009</xref>), showing a higher precision of 5 ng/L for ultraperformance LC-MS (Sarafian et al., <xref ref-type="bibr" rid="B82">2015</xref>). Another common method is to calculate the fraction of hepatocytes with and without the canaliculi network (Boyer, <xref ref-type="bibr" rid="B12">2013</xref>). Both methods hardly allow direct quantification of the solutes secreted into the bile. Appropriate clearance is a preferable method that would provide direct secretion while preventing tissue extraction. It may also prolong the culture age, which is suitable for chronic models.</p>
</sec>
</sec>
<sec id="s3">
<title>Ideal Bile Production and Collection for <italic>in vitro</italic> Liver Toxicity Analyses</title>
<p>Numerous studies have been performed to develop advanced bile fluids collection methods and enhance bile assays <italic>in vitro</italic>. These attempts included alterations in the culture model, integration with microtechnology, and bile recovery methods (see <xref ref-type="fig" rid="F1">Figure 1</xref>, <xref ref-type="table" rid="T1">Table 1</xref>).</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>Strategies developed for improving bile production and recovery for liver cell-based assay including <bold>(A)</bold> utilization of various cell sources for optimum bile production; <bold>(B)</bold> modulation of culture model that is efficient for bile secretion and production; <bold>(C)</bold> integration with microfabrication, modulation of bile production, and recovery methods using <bold>(D)</bold> agents and chelates; and <bold>(E)</bold> integration of liver tissues to enable autologous bile recovery.</p></caption>
<graphic xlink:href="ftox-03-657432-g0001.tif"/>
</fig>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Recent studies that significant on the advancement of bile production and collection from liver <italic>in vitro</italic> model.</p></caption>
<table frame="hsides" rules="groups">
<thead><tr>
<th valign="top" align="left"><bold>Target of modulation</bold></th>
<th valign="top" align="left"><bold>Type of modulation</bold></th>
<th valign="top" align="left"><bold>Ideal design for bile production and collection</bold></th>
<th valign="top" align="left"><bold>Organism/s</bold></th>
<th valign="top" align="left"><bold>Degree of modulation</bold></th>
<th valign="top" align="left"><bold>Bile amount collected</bold></th>
<th valign="top" align="left"><bold>Relevancy for bile fluids collection</bold></th>
<th valign="top" align="left"><bold>References</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Cell source</td>
<td valign="top" align="left">Long-term primary hepatocytes</td>
<td valign="top" align="left">OSM-dependent human primary hepatocytes, human hepatocyte-chimeric mice</td>
<td valign="top" align="left">Human, mouse</td>
<td valign="top" align="left">Moderate&#x02013;high</td>
<td valign="top" align="left">Low&#x02013;high<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref><sup>,</sup> <xref ref-type="table-fn" rid="TN2"><sup>b</sup></xref><sup>,</sup> <xref ref-type="table-fn" rid="TN3"><sup>c</sup></xref></td>
<td valign="top" align="left">High</td>
<td valign="top" align="left">Tateno et al., <xref ref-type="bibr" rid="B96">2004</xref>; Nishimura et al., <xref ref-type="bibr" rid="B65">2005</xref>; Azuma et al., <xref ref-type="bibr" rid="B5">2007</xref>; Yamasaki et al., <xref ref-type="bibr" rid="B113">2010</xref>; Levy et al., <xref ref-type="bibr" rid="B50">2015</xref>; Kimura et al., <xref ref-type="bibr" rid="B45">2019</xref>; Ruo et al., <xref ref-type="bibr" rid="B78">2020</xref></td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Hepatocytes cell line</td>
<td valign="top" align="left">HepaRG</td>
<td/>
<td valign="top" align="left">Low</td>
<td valign="top" align="left">Low&#x02013;high<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref><sup>,</sup> <xref ref-type="table-fn" rid="TN2"><sup>b</sup></xref><sup>,</sup> <xref ref-type="table-fn" rid="TN3"><sup>c</sup></xref></td>
<td valign="top" align="left">Moderate&#x02013;High</td>
<td valign="top" align="left">Andersson et al., <xref ref-type="bibr" rid="B3">2012</xref>; Bachour-El Azzi et al., <xref ref-type="bibr" rid="B6">2015</xref>; Takahashi et al., <xref ref-type="bibr" rid="B92">2015</xref>; Woolbright and Jaeschke, <xref ref-type="bibr" rid="B106">2015</xref>; Woolbright et al., <xref ref-type="bibr" rid="B105">2015</xref>; Susukida et al., <xref ref-type="bibr" rid="B90">2016</xref></td>
</tr>
<tr>
<td/>
<td valign="top" align="left">iPSCs-derived cells</td>
<td valign="top" align="left">hiHeps</td>
<td/>
<td valign="top" align="left">Moderate&#x02013;High</td>
<td valign="top" align="left">Low-Moderate<xref ref-type="table-fn" rid="TN2"><sup>b</sup></xref></td>
<td valign="top" align="left">Moderate&#x02013;Potentially high</td>
<td valign="top" align="left">Ni et al., <xref ref-type="bibr" rid="B64">2016</xref>; Kvist et al., <xref ref-type="bibr" rid="B47">2018</xref>; Sakai et al., <xref ref-type="bibr" rid="B79">2019</xref></td>
</tr>
<tr>
<td valign="top" align="left">Culture design</td>
<td valign="top" align="left">Oxygenated culture</td>
<td valign="top" align="left">PDMS permeable membrane, Vitrigel membrane</td>
<td valign="top" align="left">Human, rat</td>
<td valign="top" align="left">Low<xref ref-type="table-fn" rid="TN3"><sup>c</sup></xref><sup>,</sup> <xref ref-type="table-fn" rid="TN2"><sup>b</sup></xref></td>
<td valign="top" align="left">Moderate&#x02013;High</td>
<td valign="top" align="left">Moderate&#x02013;High</td>
<td valign="top" align="left">Matsui et al., <xref ref-type="bibr" rid="B57">2010</xref>; Xiao et al., <xref ref-type="bibr" rid="B110">2014</xref>, <xref ref-type="bibr" rid="B109">2015</xref>; Oshikata-Miyazaki and Takezawa, <xref ref-type="bibr" rid="B68">2016</xref></td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Sandwich culture</td>
<td valign="top" align="left">Collagen&#x02013;Matrigel sandwich (thick gel and supplementation)</td>
<td valign="top" align="left">Human, rat, mouse</td>
<td valign="top" align="left">Low<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="left">Moderate&#x02013;High</td>
<td valign="top" align="left">Moderate&#x02013;High</td>
<td valign="top" align="left">Swift et al., <xref ref-type="bibr" rid="B91">2010</xref>; Marion et al., <xref ref-type="bibr" rid="B55">2012</xref>; Chatterjee et al., <xref ref-type="bibr" rid="B16">2014</xref>; Fukuda et al., <xref ref-type="bibr" rid="B26">2014</xref>; Keemink et al., <xref ref-type="bibr" rid="B42">2015</xref>; Xiao et al., <xref ref-type="bibr" rid="B109">2015</xref>; Deharde et al., <xref ref-type="bibr" rid="B20">2016</xref>; Lauschke et al., <xref ref-type="bibr" rid="B48">2016</xref>; Ni et al., <xref ref-type="bibr" rid="B64">2016</xref>; Susukida et al., <xref ref-type="bibr" rid="B90">2016</xref>; Watanabe et al., <xref ref-type="bibr" rid="B103">2016</xref>; Ogimura et al., <xref ref-type="bibr" rid="B66">2017</xref>; Yang et al., <xref ref-type="bibr" rid="B117">2017</xref>; Zeigerer et al., <xref ref-type="bibr" rid="B119">2017</xref>; Sun et al., <xref ref-type="bibr" rid="B89">2019</xref>; Ruo et al., <xref ref-type="bibr" rid="B78">2020</xref></td>
</tr>
<tr>
<td/>
<td valign="top" align="left">3D spheroid</td>
<td valign="top" align="left">Coculture of 3D spheroid, liver organoid, spheroid encapsulation, and bioprinting</td>
<td/>
<td valign="top" align="left">Low&#x02013;Moderate<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="left">Moderate&#x02013;High</td>
<td valign="top" align="left">Moderate&#x02013;High</td>
<td valign="top" align="left">Tamai et al., <xref ref-type="bibr" rid="B93">2013</xref>; Astashkina and Grainger, <xref ref-type="bibr" rid="B4">2014</xref>; Rebelo et al., <xref ref-type="bibr" rid="B73">2015</xref>; Takahashi et al., <xref ref-type="bibr" rid="B92">2015</xref>; Ware et al., <xref ref-type="bibr" rid="B102">2015</xref>; Yamada et al., <xref ref-type="bibr" rid="B112">2015</xref>; Bells et al., <xref ref-type="bibr" rid="B10">2016</xref>; Chan et al., <xref ref-type="bibr" rid="B15">2016</xref>; Lauschke et al., <xref ref-type="bibr" rid="B48">2016</xref>; Ni et al., <xref ref-type="bibr" rid="B64">2016</xref>; Ahmed et al., <xref ref-type="bibr" rid="B1">2017</xref>; Kizawa et al., <xref ref-type="bibr" rid="B46">2017</xref>; Vorrink et al., <xref ref-type="bibr" rid="B99">2017</xref>; Baze et al., <xref ref-type="bibr" rid="B9">2018</xref>; Underhills and Khetani, <xref ref-type="bibr" rid="B97">2018</xref>; Fiorotto et al., <xref ref-type="bibr" rid="B24">2019</xref></td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Micropattern</td>
<td valign="top" align="left">ECM-Based micropattern</td>
<td/>
<td valign="top" align="left">Moderate&#x02013;High<xref ref-type="table-fn" rid="TN2"><sup>b</sup></xref><sup>,</sup> <xref ref-type="table-fn" rid="TN4"><sup>d</sup></xref></td>
<td valign="top" align="left">Potentially moderate&#x02013;High</td>
<td valign="top" align="left">Moderate&#x02013;High</td>
<td valign="top" align="left">Matsui et al., <xref ref-type="bibr" rid="B58">2012</xref></td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Integration with devices</td>
<td valign="top" align="left">Canaliculi fluidic channel</td>
<td valign="top" align="left">Rat</td>
<td valign="top" align="left">High<xref ref-type="table-fn" rid="TN3"><sup>c</sup></xref></td>
<td valign="top" align="left">Potentially moderate&#x02013;High</td>
<td valign="top" align="left">Moderate&#x02013;Potentially high</td>
<td valign="top" align="left">Nakao et al., <xref ref-type="bibr" rid="B62">2011</xref>; Wang et al., <xref ref-type="bibr" rid="B101">2018</xref></td>
</tr>
<tr>
<td valign="top" align="left">Transporter activities</td>
<td valign="top" align="left">Ca<sup>2&#x0002B;</sup>/Mg<sup>2&#x0002B;</sup> depletion</td>
<td valign="top" align="left">B-Clear&#x000AE; Technology</td>
<td valign="top" align="left">Human, rat</td>
<td valign="top" align="left">Low&#x02013;Moderate<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref><sup>,</sup> <xref ref-type="table-fn" rid="TN3"><sup>c</sup></xref></td>
<td valign="top" align="left">Moderate&#x02013;High</td>
<td valign="top" align="left">Moderate&#x02013;High</td>
<td valign="top" align="left">Swift et al., <xref ref-type="bibr" rid="B91">2010</xref>; Marion et al., <xref ref-type="bibr" rid="B55">2012</xref>; Fukuda et al., <xref ref-type="bibr" rid="B26">2014</xref>; Bachour-El Azzi et al., <xref ref-type="bibr" rid="B6">2015</xref>; Ni et al., <xref ref-type="bibr" rid="B64">2016</xref>; Yang et al., <xref ref-type="bibr" rid="B116">2016</xref>; Yan et al., <xref ref-type="bibr" rid="B115">2017</xref>; Ying et al., <xref ref-type="bibr" rid="B118">2018</xref></td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Bile salts inducer</td>
<td valign="top" align="left">Addition of PGE<sub>2</sub></td>
<td valign="top" align="left">Mouse</td>
<td valign="top" align="left">Moderate<xref ref-type="table-fn" rid="TN3"><sup>c</sup></xref></td>
<td valign="top" align="left">Potentially moderate&#x02013;High</td>
<td valign="top" align="left">Moderate</td>
<td valign="top" align="left">Fu et al., <xref ref-type="bibr" rid="B25">2010</xref>; Brouwer et al., <xref ref-type="bibr" rid="B13">2013</xref></td>
</tr>
<tr>
<td valign="top" align="left">Multi-tissue interactions</td>
<td valign="top" align="left">Development of bile duct structure</td>
<td valign="top" align="left">Micropattern cyst-tube making, bile duct differentiation, bile duct <italic>in vitro</italic> morphogenesis</td>
<td valign="top" align="left">Human, rat, mouse</td>
<td valign="top" align="left">High<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref><sup>,</sup> <xref ref-type="table-fn" rid="TN3"><sup>c</sup></xref><sup>,</sup> <xref ref-type="table-fn" rid="TN4"><sup>d</sup></xref></td>
<td valign="top" align="left">Potentially high</td>
<td valign="top" align="left">Potentially high</td>
<td valign="top" align="left">Tanimizu et al., <xref ref-type="bibr" rid="B95">2007</xref>, <xref ref-type="bibr" rid="B94">2012</xref>; Kido et al., <xref ref-type="bibr" rid="B44">2015</xref>; Sampaziotis et al., <xref ref-type="bibr" rid="B81">2015</xref>; Miura et al., <xref ref-type="bibr" rid="B60">2018</xref>; Rizki-Safitri et al., <xref ref-type="bibr" rid="B75">2018</xref>, <xref ref-type="bibr" rid="B76">2020</xref>; Funfak et al., <xref ref-type="bibr" rid="B27">2019</xref>; Du et al., <xref ref-type="bibr" rid="B21">2020</xref>; Hafiz et al., <xref ref-type="bibr" rid="B34">2021</xref></td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Hepatobilary model</td>
<td valign="top" align="left">Hepatobiliary spheroid, collagen membrane, ECM-based scaffold</td>
<td valign="top" align="left">Human, rat</td>
<td valign="top" align="left">Moderate&#x02013;High<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref><sup>,</sup> <xref ref-type="table-fn" rid="TN2"><sup>b</sup></xref><sup>,</sup> <xref ref-type="table-fn" rid="TN3"><sup>c</sup></xref></td>
<td valign="top" align="left">Potentially high</td>
<td valign="top" align="left">Potentially high</td>
<td valign="top" align="left">Katsuda et al., <xref ref-type="bibr" rid="B41">2013</xref>; Vyas et al., <xref ref-type="bibr" rid="B100">2018</xref>; Wu et al., <xref ref-type="bibr" rid="B108">2019</xref></td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Integrated multiorgans</td>
<td valign="top" align="left">Liver&#x02013;intestine model, multiorganoid chip system</td>
<td valign="top" align="left">Human</td>
<td valign="top" align="left">High<xref ref-type="table-fn" rid="TN4"><sup>d</sup></xref></td>
<td valign="top" align="left">&#x02013;<xref ref-type="table-fn" rid="TN5"><sup>&#x0002A;</sup></xref></td>
<td valign="top" align="left">Potentially high</td>
<td valign="top" align="left">Maschmeyer et al., <xref ref-type="bibr" rid="B56">2015</xref>; Chen et al., <xref ref-type="bibr" rid="B17">2017</xref>; Choe et al., <xref ref-type="bibr" rid="B19">2017</xref>; Skardal et al., <xref ref-type="bibr" rid="B87">2020</xref></td>
</tr>
<tr>
<td valign="top" align="left">Direct collection of bile</td>
<td/>
<td valign="top" align="left">Oil injector</td>
<td valign="top" align="left">Rat</td>
<td valign="top" align="left">High<xref ref-type="table-fn" rid="TN4"><sup>d</sup></xref></td>
<td valign="top" align="left">Moderate&#x02013;High</td>
<td valign="top" align="left">Potentially high</td>
<td valign="top" align="left">Matsui et al., <xref ref-type="bibr" rid="B58">2012</xref></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="TN1"><label>a</label><p><italic>Combined with oxygenation.</italic></p></fn> 
<fn id="TN2"><label>b</label><p><italic>Combined with organoid culture.</italic></p></fn>
<fn id="TN3"><label>c</label><p><italic>Often combined with sandwich culture.</italic></p></fn>
<fn id="TN4"><label>d</label><p><italic>Combined with micropattern or microfluidics.</italic></p></fn>
<fn id="TN5"><label>&#x0002A;</label><p><italic>Bile salts directly transported and affect the organ of interest</italic>.</p></fn>
</table-wrap-foot>
</table-wrap>
<sec>
<title>Cell Source for Producing Bile</title>
<p>Primary hepatocytes are the most ideal cell source to represent major liver functions. In both academia and the pharmaceutical industry, the utilization of primary human hepatocytes (PHHs) has been accepted as the gold standard to access human liver function (Hirano et al., <xref ref-type="bibr" rid="B37">2004</xref>; Yamashiro et al., <xref ref-type="bibr" rid="B114">2006</xref>; Maeda and Sugiyama, <xref ref-type="bibr" rid="B54">2010</xref>; Izumi et al., <xref ref-type="bibr" rid="B40">2017</xref>). Donor to donor variations in functions of PHHs can provide valuable information on individual differences in actual human population. However, we should pay attention to some drawbacks to the use of PHHs. In the process of cell preparation, the viability of prepared PHHs is largely dependent on individual batches (Levy et al., <xref ref-type="bibr" rid="B50">2015</xref>; Ruo et al., <xref ref-type="bibr" rid="B78">2020</xref>). Moreover, donor-to-donor variations in the <italic>in vitro</italic> functions of PHHs cannot always correspond to the individual differences in liver functions among actual human population since they come from not only intrinsic hepatic functional variations but other artifacts such as the different situations of cell isolation from donors (e.g., elapsed time from the death of donor to the isolation of PHHs, warm ischemic time, efficiency of collagenase perfusion in the liver) (Olinga et al., <xref ref-type="bibr" rid="B67">1998</xref>; Shitara et al., <xref ref-type="bibr" rid="B85">2003</xref>; Godoy et al., <xref ref-type="bibr" rid="B32">2013</xref>). In academia, the variations could impair the reproducibility and reliability of results. Besides, the cost and limited availability of PHHs sometimes impose a burden on basic research. From this perspective, development of alternative cell sources has been an issue. The establishment of an oncostatin M (OSM)-dependent expansion of PHH-overexpressed human papillomavirus (HPV) oncogenes increases the PHH availability for <italic>in vitro</italic> cultures. It expresses E6 and E7 oncogenes, which are responsible for hepatocyte immortality, as activated by OSM addition. The OSM addition stimulates the proliferation of PHH-overexpressed HPV oncogenes up to 40 populations (doubling), whereas OSM removal results in proliferation and triggers differentiation into mature PHH (Levy et al., <xref ref-type="bibr" rid="B50">2015</xref>). Several groups have reported the generation of chimeric mice with transplantation of human hepatocytes into immunodeficient mice [e.g., urokinase-type plasminogen activator/severe combined immunodeficiency (uPA/SCID) mice (Tateno et al., <xref ref-type="bibr" rid="B96">2004</xref>), Fah<sup>&#x02212;/&#x02212;</sup>/Rag2<sup>&#x02212;/&#x02212;</sup>/Il2rg<sup>&#x02212;/&#x02212;</sup> mice (Azuma et al., <xref ref-type="bibr" rid="B5">2007</xref>), and TK-NOG mice (Yamasaki et al., <xref ref-type="bibr" rid="B113">2010</xref>)]. In these chimeric mice, large parts of the liver were replaced with transplanted human hepatocytes. The functions of isolated hepatocytes were reported to be comparable with PHHs (Nishimura et al., <xref ref-type="bibr" rid="B65">2005</xref>). Additionally, these chimeric hepatocytes can be maintained with external oxygen supplies, hierarchical cocultures with 3T3 cells, or additions of ECM (Kimura et al., <xref ref-type="bibr" rid="B45">2019</xref>). These studies increase the availability of fresh PHHs instead of cryopreserved cells.</p>
<p>The use of hepatocyte cell lines is also expected to be a suitable alternative to PHH for <italic>in vitro</italic> bile analyses. HepaRG is a bipotent cell line established from hepatocarcinoma that has been extensively utilized for cytochrome P450 (CYP) induction assays and bile analyses (Andersson et al., <xref ref-type="bibr" rid="B3">2012</xref>; Takahashi et al., <xref ref-type="bibr" rid="B92">2015</xref>; Woolbright and Jaeschke, <xref ref-type="bibr" rid="B106">2015</xref>; Woolbright et al., <xref ref-type="bibr" rid="B105">2015</xref>; Susukida et al., <xref ref-type="bibr" rid="B90">2016</xref>). It demonstrates superior BA transport and drug metabolite disposition, as opposed to other common hepatic cell lines (e.g., HepG2) (Takahashi et al., <xref ref-type="bibr" rid="B92">2015</xref>; Woolbright and Jaeschke, <xref ref-type="bibr" rid="B106">2015</xref>; Ni et al., <xref ref-type="bibr" rid="B64">2016</xref>; Susukida et al., <xref ref-type="bibr" rid="B90">2016</xref>; Penman et al., <xref ref-type="bibr" rid="B69">2019</xref>). It also exhibits a similar response to the relevant dose of BA-induced toxicity as PHH (Woolbright et al., <xref ref-type="bibr" rid="B105">2015</xref>). An evaluation of bile metabolites using HepaRG demonstrated that the influx and efflux bile transporters were properly distributed to apical (BSEP, MRP2, MDR1, MDR3) or basolateral (NTCP, MRP3) sites. However, in comparison to PHHs, there are some drawbacks that need to be considered. First, the cost of HepaRG cells per vial is comparable to PHHs. Second, some BA transporter expressions, such as BSEP and NTCP, and the amount of bile secretion in HepaRG were still less compared to that of PHH (Bachour-El Azzi et al., <xref ref-type="bibr" rid="B6">2015</xref>). In addition, some drug-metabolizing enzymes, such as CYP1A2, CYP2A6, and CYP2D6, were reported to have a significantly lower level of expression in HepaRG cells than in PHHs (Andersson et al., <xref ref-type="bibr" rid="B3">2012</xref>). Third, as is true with all cell lines, it is derived from a single donor and thus not suitable to assess the effect of diverse genetic background in actual human population.</p>
<p>Additionally, protocols for liver-cell differentiation have been widely established (Si-Tayeb et al., <xref ref-type="bibr" rid="B86">2010</xref>; Miyajima et al., <xref ref-type="bibr" rid="B61">2014</xref>). Human-induced pluripotent stem cell (iPSC)-derived hepatocytes (hiHeps) are genetically more closely related to PHH than are hepatoma cell lines (Gao and Liu, <xref ref-type="bibr" rid="B29">2017</xref>). The hiHeps have demonstrated the capacity for bile production in sandwich culture, as shown by total BA syntheses and responses toward hepatoprotective substances (Ni et al., <xref ref-type="bibr" rid="B64">2016</xref>). Regardless of the transcriptomic study conducted (Gao and Liu, <xref ref-type="bibr" rid="B29">2017</xref>), hiHeps still exhibit inferior drug metabolic properties compared with HepaRG (Kvist et al., <xref ref-type="bibr" rid="B47">2018</xref>). An <italic>in vitro</italic> experiment validated that hiHeps possess lowered CYP protein, particularly CYP7A1, which decreased the amount of total BA by 30% PHH (Ni et al., <xref ref-type="bibr" rid="B64">2016</xref>). Additionally, it expressed low BSEP activities as opposed to MRP2 (Sakai et al., <xref ref-type="bibr" rid="B79">2019</xref>). Thus, optimum modulation of iPSC differentiation toward liver cells is necessary, considering that hiHeps has a high potential for bile testing.</p>
</sec>
<sec>
<title>Modulation in Tissue-Culture Method</title>
<p>Methods for culturing liver tissue have been known to create an ideal environment to support liver-cell physiology, including bile production. Such bile production can be sustained through the maintenance of bile canaliculi between adjacent hepatocytes where bile is first secreted. One approach maintains the oxygen supplies toward culture system to support high hepatocyte metabolism rates (Giglioni et al., <xref ref-type="bibr" rid="B31">2018</xref>). Hepatocyte culture has been established on oxygen-permeable polydimethylsiloxane to maintain hepatocyte bile canaliculi. This culture model exhibits favorable morphology and function of hepatocytes over hepatocyte cultures on polystyrene surfaces (Matsui et al., <xref ref-type="bibr" rid="B57">2010</xref>; Xiao et al., <xref ref-type="bibr" rid="B110">2014</xref>, <xref ref-type="bibr" rid="B109">2015</xref>). Additionally, continuous direct oxygenation can be achieved using a collagen Vitrigel membrane chamber (Oshikata-Miyazaki and Takezawa, <xref ref-type="bibr" rid="B68">2016</xref>). Hepatocyte cultures have shown active bile-conjugate secretion into both bile canaliculi networks and extracellular solutions.</p>
<p>Extracellular matrices (ECMs) have been shown to maintain bile canaliculi. Sandwich configurations have been thoroughly explored to reestablish the specific transporters on the canalicular and sinusoidal membrane domains significant for bile-based analyses (Levy et al., <xref ref-type="bibr" rid="B50">2015</xref>; Yang et al., <xref ref-type="bibr" rid="B117">2017</xref>). They employ various kinds of ECM proteins, including collagen (Swift et al., <xref ref-type="bibr" rid="B91">2010</xref>; Chatterjee et al., <xref ref-type="bibr" rid="B16">2014</xref>; Keemink et al., <xref ref-type="bibr" rid="B42">2015</xref>; Deharde et al., <xref ref-type="bibr" rid="B20">2016</xref>; Zeigerer et al., <xref ref-type="bibr" rid="B119">2017</xref>), Matrigel (Deharde et al., <xref ref-type="bibr" rid="B20">2016</xref>; Sun et al., <xref ref-type="bibr" rid="B89">2019</xref>), laminin (Watanabe et al., <xref ref-type="bibr" rid="B103">2016</xref>), or combinations (Swift et al., <xref ref-type="bibr" rid="B91">2010</xref>; Marion et al., <xref ref-type="bibr" rid="B55">2012</xref>; Fukuda et al., <xref ref-type="bibr" rid="B26">2014</xref>; Keemink et al., <xref ref-type="bibr" rid="B42">2015</xref>; Xiao et al., <xref ref-type="bibr" rid="B109">2015</xref>; Deharde et al., <xref ref-type="bibr" rid="B20">2016</xref>; Ni et al., <xref ref-type="bibr" rid="B64">2016</xref>; Susukida et al., <xref ref-type="bibr" rid="B90">2016</xref>; Ogimura et al., <xref ref-type="bibr" rid="B66">2017</xref>). Notably, distinct ECM compositions, including layering, have had diverse impacts on liver culture. The cellular arrangement and morphology of liver cells are mainly governed by underlay ECM, whereas the canalicular network and bile secretions are affected by the overlay ECM (Deharde et al., <xref ref-type="bibr" rid="B20">2016</xref>). A combination of collagen underlay&#x02013;Matrigel overlay appears to be the ideal sandwich mixture needed to simulate a hepatocyte architecture and functions related to bile production. These sandwich cultures can preserve the optimum bile canaliculi network and CYP1A1/2 activity for 1 week while maintaining the culture for 2 weeks (Xiao et al., <xref ref-type="bibr" rid="B109">2015</xref>; Lauschke et al., <xref ref-type="bibr" rid="B48">2016</xref>). This culture model is flexible and can be combined with other culture modifications, owing to its simplicity.</p>
<p>A self-organized three-dimensional model in a spheroid configuration successfully improved bile production and toxicity assays. Spheroids increase cell density, cell-contact polarity, and culture plasticity, including coculture modulation and ECM inclusion (Soldatow et al., <xref ref-type="bibr" rid="B88">2013</xref>; Ramaiahgari et al., <xref ref-type="bibr" rid="B72">2014</xref>; Fatehullah et al., <xref ref-type="bibr" rid="B23">2016</xref>). Unlike sandwich configurations, liver cultures in spheroid configurations allow multiple canalicular sites, thus maintaining superior phase I and II enzyme activities (Soldatow et al., <xref ref-type="bibr" rid="B88">2013</xref>; Ramaiahgari et al., <xref ref-type="bibr" rid="B72">2014</xref>) with a culture age of up to 5 weeks (Bells et al., <xref ref-type="bibr" rid="B10">2016</xref>; Lauschke et al., <xref ref-type="bibr" rid="B48">2016</xref>). Liver spheroids have been reported to amplify drug metabolism and bile-related performances of various cell sources, including PHH (Vorrink et al., <xref ref-type="bibr" rid="B99">2017</xref>), HepaRG (Sun et al., <xref ref-type="bibr" rid="B89">2019</xref>), HepG2 (Tamai et al., <xref ref-type="bibr" rid="B93">2013</xref>; Yamada et al., <xref ref-type="bibr" rid="B112">2015</xref>), and hiHeps as liver organoids (Lauschke et al., <xref ref-type="bibr" rid="B48">2016</xref>; Ni et al., <xref ref-type="bibr" rid="B64">2016</xref>; Fiorotto et al., <xref ref-type="bibr" rid="B24">2019</xref>). It can also enhance BSEP expression in HepaRG cells (Sun et al., <xref ref-type="bibr" rid="B89">2019</xref>). A study using 56 endogenous compounds demonstrated a 3-week stability of endogenous and xenobiotic metabolites in the PHH spheroid. Notably, the BA composition excreted by the PHH spheroid contained higher glycine-conjugated BA compared with freshly isolated PHH (Vorrink et al., <xref ref-type="bibr" rid="B99">2017</xref>). Cocultures with liver non-parenchymal cells, such as fibroblasts (Tamai et al., <xref ref-type="bibr" rid="B93">2013</xref>; Ware et al., <xref ref-type="bibr" rid="B102">2015</xref>; Underhills and Khetani, <xref ref-type="bibr" rid="B97">2018</xref>), Kupfer cells, bile duct cells, and stellate cells (Bells et al., <xref ref-type="bibr" rid="B10">2016</xref>; Baze et al., <xref ref-type="bibr" rid="B9">2018</xref>; Underhills and Khetani, <xref ref-type="bibr" rid="B97">2018</xref>) stabilize the PHH function. They also support the PHH culture for long-term exposure toxicity tests. These cocultures displayed a three-fold higher BA accumulation as a response to chlorpromazine in cholestatic presence (Bells et al., <xref ref-type="bibr" rid="B10">2016</xref>).</p>
<p>Although liver spheroids display merits for <italic>in vitro</italic> liver cultures, the model has several limitations. First, the greater the size and density of the liver spheroid, the more susceptible it is to necrotic core development (Astashkina and Grainger, <xref ref-type="bibr" rid="B4">2014</xref>). Only spheroids having diameters of &#x0007E;200 &#x003BC;m (1.5&#x02013;2 &#x000D7; 10<sup>3</sup> cells/spheroids) receive adequate oxygenation that can reach the spheroid core (Bells et al., <xref ref-type="bibr" rid="B10">2016</xref>; Ahmed et al., <xref ref-type="bibr" rid="B1">2017</xref>). ECM incorporation of spheroid collagen fibrils (Tamai et al., <xref ref-type="bibr" rid="B93">2013</xref>), collagen microparticles (Ahmed et al., <xref ref-type="bibr" rid="B1">2017</xref>), encapsulations (Rebelo et al., <xref ref-type="bibr" rid="B73">2015</xref>; Chan et al., <xref ref-type="bibr" rid="B15">2016</xref>), and bioprinting techniques (Kizawa et al., <xref ref-type="bibr" rid="B46">2017</xref>) have reportedly permitted greater oxygenation. The BA production increases two-fold on day 4 from the prior day in PHHs (Kizawa et al., <xref ref-type="bibr" rid="B46">2017</xref>). Second, liver spheroids possess multiple canalicular networks, yet they serve as a close system for bile fluids collection. A micropatterned collagen gel can organize liver aggregates in their spheroid formation while sustaining their metabolic function. Notably, these spheroids have an enlarged bile canaliculi site that is openly exposed to the culture medium, enabling direct bile fluids collection. The bile canaliculus accumulates a bile analog that is successfully recovered using an oil injector. The quantity of recovered bile is 27 &#x000D7; greater than that of the sandwich culture (Matsui et al., <xref ref-type="bibr" rid="B58">2012</xref>). Based on this study, the presence of an outlet that feasibly extends the canalicular network can realize the bile fluids collection <italic>in vitro</italic>.</p>
<p>A dynamic culture liver model employing microfluidic technology (Nakao et al., <xref ref-type="bibr" rid="B62">2011</xref>; Zhou et al., <xref ref-type="bibr" rid="B120">2015</xref>; Haque et al., <xref ref-type="bibr" rid="B36">2016</xref>; Wang et al., <xref ref-type="bibr" rid="B101">2018</xref>) has drawn attention for bile canaliculi and as a bile outlet establishment. A sinusoidal-like fluidic chamber effectively aligns hepatocytes and controls the bile canaliculi formation corresponding to the hepatic cord structure (Nakao et al., <xref ref-type="bibr" rid="B62">2011</xref>). Furthermore, the microfluidic platform enhances the maturation of hiHeps organoids (Wang et al., <xref ref-type="bibr" rid="B101">2018</xref>). Although it has not been demonstrated, this system can feasibly provide continuous bile fluids collected from the chamber outlet.</p>
</sec>
<sec>
<title>Utilization of Inducing Agent for Bile Secretion and Opening of Bile Canaliculus</title>
<p>Manipulating the gradient concentration in a culture medium can facilitate the bile outlet from a canalicular network. A gradient difference generated by Ca<sup>2&#x0002B;</sup>/Mg<sup>2&#x0002B;</sup> stimulates the bile canaliculi opening to release bile into the culture medium. A well-established method is the B-Clear&#x000AE; technology. This technology has been broadly used to calculate bile excretion and accumulation from hepatocyte sandwich cultures (Marion et al., <xref ref-type="bibr" rid="B55">2012</xref>; Fukuda et al., <xref ref-type="bibr" rid="B26">2014</xref>; Bachour-El Azzi et al., <xref ref-type="bibr" rid="B6">2015</xref>; Ni et al., <xref ref-type="bibr" rid="B64">2016</xref>; Yan et al., <xref ref-type="bibr" rid="B115">2017</xref>). This method creates a Ca<sup>2&#x0002B;</sup> or Mg<sup>2&#x0002B;</sup> concentration difference between the hepatocyte culture and the culture medium, and the depletion disrupts the bile canaliculi tight junction. It involves the utilization of Hank&#x00027;s balanced salt solution as a carrier buffer of Ca<sup>2&#x0002B;</sup>/Mg<sup>2&#x0002B;</sup>. A bile fraction collected from the disrupted bile canaliculi is obtained from the accumulation difference between buffer Ca<sup>2&#x0002B;</sup>/Mg<sup>2&#x0002B;</sup> and buffer-free Ca<sup>2&#x0002B;</sup>/Mg<sup>2&#x0002B;</sup>, as presented by the biliary excretion index (BEI). This method can also be used to assess the basolateral and canalicular efflux of bile and the substance of interest by measuring the mass difference in the absence and presence of Ca<sup>2&#x0002B;</sup>/Mg<sup>2&#x0002B;</sup> (Swift et al., <xref ref-type="bibr" rid="B91">2010</xref>; Ying et al., <xref ref-type="bibr" rid="B118">2018</xref>). A long-term Ca<sup>2&#x0002B;</sup>/Mg<sup>2&#x0002B;</sup> incubation may lead to cell toxicity and irreversible bile canaliculi disruption. Postclearance treatment using AMP-activated protein kinase activators (e.g., 2-deoxyglucose, 5-aminoimidazole-4-carboxamide-1-b-riboside, metformin, and forskolin) can induce hepatocyte tissue retention while maintaining the bile canaliculi network (Ying et al., <xref ref-type="bibr" rid="B118">2018</xref>). This treatment increases the applicability of long-term hepatocyte cultures with regular bile clearance. To maximize bile secretion, bile inducers or chelates can be utilized to alter bile production. Prostaglandin E<sub>2</sub> (PGE<sub>2</sub>) is a lipid inflammatory mediator that potentially enhances bile production. The deficiency of PGE<sub>2</sub> receptor subtype 3 (EP3) and 4 (EP4) downregulates the expression of CYP7A1, resulting in inhibition of BA synthesis and hypercholesterolemia (Fu et al., <xref ref-type="bibr" rid="B25">2010</xref>; Brouwer et al., <xref ref-type="bibr" rid="B13">2013</xref>).</p>
<p>The BEI determination appears to be the most convenient approach to predicting bile secretion <italic>in vitro</italic>. Nonetheless, this value depends on the amount associated with hepatocytes. Furthermore, the adequacy of solutes concentration in the bile canaliculi to draw water flow, which also acts as a driving force, remains unclear. Under such conditions, drug concentrations with or without bile canaliculi must be determined to estimate the amount of bile solutes secreted into the bile canaliculi.</p>
</sec>
<sec>
<title>Integration of Multiple Tissues for Bile Transportation</title>
<p>In addition to the bile accumulation in canaliculi, multiple liver tissues (e.g., bile duct) and other organs (e.g., intestine) convey bile prior to their excretion from the body. These tissues and organs are also responsible for the modification of bile components, including the transformation of primary bile into secondary bile by gut-resided microbiomes (Ridlon et al., <xref ref-type="bibr" rid="B74">2014</xref>; Quinn et al., <xref ref-type="bibr" rid="B71">2020</xref>). The bile duct is a liver tissue that exclusively regulates the accumulation and transportation of bile inside the liver, and it consists of intra- and extrahepatic biliary ducts (Lemaigree, <xref ref-type="bibr" rid="B49">2009</xref>; Boyer, <xref ref-type="bibr" rid="B12">2013</xref>; Chiang, <xref ref-type="bibr" rid="B18">2013</xref>; Han et al., <xref ref-type="bibr" rid="B35">2013</xref>; Matsui et al., <xref ref-type="bibr" rid="B59">2018</xref>). The inclusion of a bile duct <italic>in vitro</italic> not only demonstrates the hepatobiliary interaction, but it also suggests bile recovery outlet from the liver culture.</p>
<p>Hepatobiliary organoids established from liver progenitor cells using multiple apparatuses [e.g., decellularized liver scaffolds, U-bottom plates, and coated plates (Katsuda et al., <xref ref-type="bibr" rid="B41">2013</xref>; Vyas et al., <xref ref-type="bibr" rid="B100">2018</xref>; Wu et al., <xref ref-type="bibr" rid="B108">2019</xref>)] are promising for physiologically collecting bile from hepatocytes. A study demonstrated bile accumulation in the bile duct sac/cyst that was situated in the organoid core (Katsuda et al., <xref ref-type="bibr" rid="B41">2013</xref>). Nonetheless, the location of the bile duct in this organoid makes bile fluids collection difficult. The development of bile-duct organization is potentially instrumental in resolving this hindrance. Some studies have demonstrated that the bile duct can be independently reconstructed <italic>in vitro</italic>. Microstructures and scaffold gels are effective for spatially controlling biliary cells to form functional bile-duct cysts (Miura et al., <xref ref-type="bibr" rid="B60">2018</xref>; Rizki-Safitri et al., <xref ref-type="bibr" rid="B75">2018</xref>; Funfak et al., <xref ref-type="bibr" rid="B27">2019</xref>) and tubes (Du et al., <xref ref-type="bibr" rid="B21">2020</xref>) using cells from rodents. These biliary structures express active bile transporters under a rich-laminin ECM environment. Laminin is essential for bile duct polarity and is thus frequently utilized for bile-duct development from iPSCs (Tanimizu et al., <xref ref-type="bibr" rid="B95">2007</xref>, <xref ref-type="bibr" rid="B94">2012</xref>; Kido et al., <xref ref-type="bibr" rid="B44">2015</xref>; Sampaziotis et al., <xref ref-type="bibr" rid="B81">2015</xref>). Attempts to integrate hepatobiliary cultures have demonstrated the transportation of bile conjugates from hepatocytes to the bile-duct structure. Liver spheroids comprising hepatocytes, biliary cells, and fibroblasts have had biliary cyst structures on their periphery. The structures developed into duct-like structures that connected liver spheroids while possibly transporting the bile conjugate (Hafiz et al., <xref ref-type="bibr" rid="B34">2021</xref>). A collagen culture insert has demonstrated the likelihood of transporting bile conjugate from the hepatocyte to the bile-duct structure (Rizki-Safitri et al., <xref ref-type="bibr" rid="B76">2020</xref>). The referred study showed the potential of separate autologous bile clearances suitable for long-term toxicity testing. Although bile-duct inclusion is promising for bile fluids collection <italic>in vitro</italic>, independent bile-duct structures are unable when demonstrating hepatobiliary bile fluids transportation. The bile-duct function has always been associated with bile canaliculus in adjacent hepatocytes. Furthermore, bile ducts <italic>in vitro</italic> remain immature. Thus, they are unlikely to perform optimum bile fluids collection. The technique for integrating hepatobiliary using membranes also diminishes direct hepatobiliary contact, resulting in bile leakage.</p>
<p>A multitissue/organ culture that incorporates liver tissue with other organs might simplify the recovery process. In addition to the blood stream, the intestine is the subsequent organ where bile is disembogued and experiences further modification (Boyer, <xref ref-type="bibr" rid="B12">2013</xref>; Chiang, <xref ref-type="bibr" rid="B18">2013</xref>). A microfluidic liver&#x02013;intestine platform can demonstrate relations between biological processes in the liver and intestine, including processes related to bile production and secretion (Maschmeyer et al., <xref ref-type="bibr" rid="B56">2015</xref>; Chen et al., <xref ref-type="bibr" rid="B17">2017</xref>; Choe et al., <xref ref-type="bibr" rid="B19">2017</xref>). This system allows the direct impact of bile, particularly in demonstrating interorgan drug-dependence studies. However, considering that the intestine displays two-way interactions with the liver, these intestine&#x02013;liver platforms focus on drug absorption in the digestive tract instead of <italic>vice versa</italic>. Additionally, an integrated platform that combines organoids from six organs demonstrates the alteration of liver metabolites using human-relevant dose drug dependence. This system exhibits the activation of a prodrug into an active drug that rarely occurs in the absence of liver organoids. Analyses of the liver organoid metabolite displays the presence of 5-fluorouracyl, which is a product of capecitabine metabolism by the liver. 5-Fluorouracyl is highly toxic and destructive to heart and lung organoids as downstream organs in a microfluidic platform (Skardal et al., <xref ref-type="bibr" rid="B87">2020</xref>). Little is known about the bile composition and whether this metabolite is toxic specifically toward the heart and lung or merely to adjacent tissues/organs.</p>
</sec>
</sec>
<sec id="s4">
<title>Conclusion/Outlook</title>
<p>Bile assays may offer numerous advantages to complement standard <italic>in vitro</italic> liver function analyses. Recent studies have shown that the liver-culture model enables <italic>in vitro</italic> bile production and collection. <italic>In vitro</italic> bile fluids collection can be potentially used as a supportive assay in the liver model. It can also be used to understand drug effects and secretion processes. The available bile fluids collection model exhibits flexibility toward modulations and integration with technologies, such as microfluidic devices. It allows an integrated liver tissue that is promising for recreating multitissue organization, which is advantageous for <italic>in vitro</italic> bile fluids collection and clearance. We know that not all types of cells or technology are desirable for bile analyses. Hence, the determination of appropriate culture modulations will increase the efficiency and appositeness of <italic>in vitro</italic> bile analyses. Altogether, complex liver tissue is substantial in establishing a relevant <italic>in vitro</italic> liver applicable for broader preclinical assays.</p>
</sec>
<sec id="s5">
<title>Author Contributions</title>
<p>AR-S and YS conceived the review. AR-S, FT, and MN drafted the manuscript. AR-S and FT generated the figure and table. AR-S, FT, MN, MT, KM, HK, and YS critically revised the manuscript. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec sec-type="COI-statement" id="conf1">
<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>
</body>
<back>
<ack><p>We would like to thank Editage (<ext-link ext-link-type="uri" xlink:href="http://www.editage.com">www.editage.com</ext-link>) and Avery Morrow for English language editing.</p></ack>
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<fn-group>
<fn fn-type="financial-disclosure"><p><bold>Funding.</bold> We would like to thank Japan Agency for Medical Research and Development (AMED) 2017&#x02013;2021 (grant number: 20be0304201h0004) for the funding.</p></fn>
</fn-group>
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</article>
