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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mol. Neurosci.</journal-id>
<journal-title>Frontiers in Molecular Neuroscience</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mol. Neurosci.</abbrev-journal-title>
<issn pub-type="epub">1662-5099</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fnmol.2017.00040</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Neuroscience</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Discovery of Compounds that Positively Modulate the High Affinity Choline Transporter</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Choudhary</surname> <given-names>Parul</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn003"><sup>&#x02021;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/398993/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Armstrong</surname> <given-names>Emma J.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn003"><sup>&#x02021;</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Jorgensen</surname> <given-names>Csilla C.</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Piotrowski</surname> <given-names>Mary</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/399460/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Barthmes</surname> <given-names>Maria</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Torella</surname> <given-names>Rubben</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Johnston</surname> <given-names>Sarah E.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Maruyama</surname> <given-names>Yuya</given-names></name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/399370/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Janiszewski</surname> <given-names>John S.</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Storer</surname> <given-names>R. Ian</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Skerratt</surname> <given-names>Sarah E.</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/398932/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Benn</surname> <given-names>Caroline L.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn001"><sup>&#x0002A;</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x02020;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/43675/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Pfizer</institution> <country>Neusentis, Cambridge, UK</country></aff>
<aff id="aff2"><sup>2</sup><institution>Primary Pharmacology Group, Pfizer Inc.</institution> <country>Groton, CT, USA</country></aff>
<aff id="aff3"><sup>3</sup><institution>Nanion Technologies</institution> <country>Munich, Germany</country></aff>
<aff id="aff4"><sup>4</sup><institution>Pfizer, Worldwide Medicinal Chemistry</institution> <country>Cambridge, UK</country></aff>
<aff id="aff5"><sup>5</sup><institution>Central Research Laboratory, Kissei Pharmaceutical Co., Ltd.</institution> <country>Nagano, Japan</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Hansen Wang, University of Toronto, Canada</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Nihar Ranjan Jana, National Brain Research Centre, India; Margot Ernst, Medical University of Vienna, Austria; Angelo Keramidas, University of Queensland, Australia; Rebecca Jane Rylett, University of Western Ontario, Canada</p></fn>
<fn fn-type="corresp" id="fn001"><p>&#x0002A;Correspondence: Caroline L. Benn <email>clbenn&#x00040;gmail.com</email>; <email>caroline.benn&#x00040;astx.com</email></p></fn>
<fn fn-type="present-address" id="fn002"><p>&#x02020;Present Address: Caroline L. Benn, CLB is now at Astex Pharmaceuticals, Cambridge, UK</p></fn>
<fn fn-type="other" id="fn003"><p>&#x02021;Joint first authors.</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>27</day>
<month>02</month>
<year>2017</year>
</pub-date>
<pub-date pub-type="collection">
<year>2017</year>
</pub-date>
<volume>10</volume>
<elocation-id>40</elocation-id>
<history>
<date date-type="received">
<day>12</day>
<month>12</month>
<year>2016</year>
</date>
<date date-type="accepted">
<day>03</day>
<month>02</month>
<year>2017</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2017 Choudhary, Armstrong, Jorgensen, Piotrowski, Barthmes, Torella, Johnston, Maruyama, Janiszewski, Storer, Skerratt and Benn.</copyright-statement>
<copyright-year>2017</copyright-year>
<copyright-holder>Choudhary, Armstrong, Jorgensen, Piotrowski, Barthmes, Torella, Johnston, Maruyama, Janiszewski, Storer, Skerratt and Benn</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<p>Cholinergic hypofunction is associated with decreased attention and cognitive deficits in the central nervous system in addition to compromised motor function. Consequently, stimulation of cholinergic neurotransmission is a rational therapeutic approach for the potential treatment of a variety of neurological conditions. High affinity choline uptake (HACU) into acetylcholine (ACh)-synthesizing neurons is critically mediated by the sodium- and pH-dependent high-affinity choline transporter (CHT, encoded by the <italic>SLC5A7</italic> gene). This transporter is comparatively well-characterized but otherwise unexplored as a potential drug target. We therefore sought to identify small molecules that would enable testing of the hypothesis that positive modulation of CHT mediated transport would enhance activity-dependent cholinergic signaling. We utilized existing and novel screening techniques for their ability to reveal both positive and negative modulation of CHT using literature tools. A screening campaign was initiated with a bespoke compound library comprising both the Pfizer Chemogenomic Library (CGL) of 2,753 molecules designed specifically to help enable the elucidation of new mechanisms in phenotypic screens and 887 compounds from a virtual screening campaign to select molecules with field-based similarities to reported negative and positive allosteric modulators. We identified a number of previously unknown active and structurally distinct molecules that could be used as tools to further explore CHT biology or as a starting point for further medicinal chemistry.</p>
</abstract>
<kwd-group>
<kwd>HACU (high affinity choline uptake)</kwd>
<kwd>acetylcholine</kwd>
<kwd>solute carrier</kwd>
<kwd>SSM electrophysiology</kwd>
<kwd>phenotypic screening</kwd>
<kwd>mass spectrometry</kwd>
<kwd>small molecule screening</kwd>
<kwd>SLC5A7</kwd>
</kwd-group>
<counts>
<fig-count count="4"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="61"/>
<page-count count="17"/>
<word-count count="10695"/>
</counts>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>Cholinergic neurons are responsible for transmitting signals to a wide range of tissues within the peripheral and central nervous systems. As a result, they are involved in a variety of crucial biological processes including muscle contraction, cognition, learning, memory, and control of autonomic functions (Woolf and Butcher, <xref ref-type="bibr" rid="B60">2011</xref>). Decreased acetylcholine (ACh) levels or expression and/or function of the neurotransmitter receptors, in selected areas of the nervous system, have been described in several neurodegenerative diseases such as Alzheimer&#x00027;s, Parkinson&#x00027;s and Huntington&#x00027;s as well as in psychiatric disorders such as schizophrenia. The high affinity choline transporter (CHT) is responsible for uptake of choline into cholinergic nerve terminals, where it is acetylated by choline acetyltransferase (ChAT) to form the neurotransmitter acetylcholine. The transporter protein was cloned and identified by Okuda and co-workers in 2000, and shown to exhibit high-affinity, sodium-dependent choline uptake (<italic>K</italic><sub><italic>m</italic></sub>&#x0007E;2 &#x003BC;M) which could be inhibited by hemicholinium-3 (HC-3) with a <italic>K</italic><sub><italic>i</italic></sub> of 1&#x02013;5 nM (Okuda and Haga, <xref ref-type="bibr" rid="B38">2000</xref>; Okuda et al., <xref ref-type="bibr" rid="B39">2000</xref>; Apparsundaram et al., <xref ref-type="bibr" rid="B1">2001</xref>). Collective evidence indicates that CHT density in the synaptic plasma membrane is the primary variable determining the capacity of cholinergic neurotransmission (Ferguson and Blakely, <xref ref-type="bibr" rid="B23">2004</xref>; Ribeiro et al., <xref ref-type="bibr" rid="B51">2006</xref>; Black and Rylett, <xref ref-type="bibr" rid="B8">2012</xref>). The majority of CHT is localized intracellularly including a proportion present on ACh-containing synaptic vesicles, suggesting an elegant mechanism for linking ACh release to CHT membrane density and choline re-uptake (Ferguson et al., <xref ref-type="bibr" rid="B24">2003</xref>; Apparsundaram et al., <xref ref-type="bibr" rid="B2">2005</xref>): vesicular fusion is able to support a rapid biosynthetic response to neuronal stimulation. Manipulations that increase the rate of choline uptake, <italic>V</italic><sub><italic>max</italic></sub>, also increase transporter density in the synaptic membrane. Post-translational modifications (PTM) such as phosphorylation and ubiquitination have been shown to modulate activity state in addition to subcellular trafficking via endosomal compartments into synaptic vesicles (Cooke and Rylett, <xref ref-type="bibr" rid="B16">1997</xref>; Kar et al., <xref ref-type="bibr" rid="B32">1998</xref>; Gates et al., <xref ref-type="bibr" rid="B26">2004</xref>; Misawa et al., <xref ref-type="bibr" rid="B36">2008</xref>; Black et al., <xref ref-type="bibr" rid="B7">2010</xref>; Yamada et al., <xref ref-type="bibr" rid="B61">2012</xref>; Hartnett et al., <xref ref-type="bibr" rid="B28">2014</xref>; Parikh et al., <xref ref-type="bibr" rid="B44">2014</xref>). Additional regulation likely includes specific protein-protein interactions; however the complex partners are not well-defined (Kar et al., <xref ref-type="bibr" rid="B32">1998</xref>; Ribeiro et al., <xref ref-type="bibr" rid="B49">2003</xref>; Parikh et al., <xref ref-type="bibr" rid="B43">2006</xref>, <xref ref-type="bibr" rid="B44">2014</xref>; Brock et al., <xref ref-type="bibr" rid="B11">2007</xref>; Misawa et al., <xref ref-type="bibr" rid="B36">2008</xref>; Pinthong et al., <xref ref-type="bibr" rid="B47">2008</xref>; Cuddy et al., <xref ref-type="bibr" rid="B17">2012</xref>, <xref ref-type="bibr" rid="B19">2014</xref>, <xref ref-type="bibr" rid="B18">2015</xref>; Kristofikova et al., <xref ref-type="bibr" rid="B34">2013</xref>; Fishwick and Rylett, <xref ref-type="bibr" rid="B25">2015</xref>). This raises the possibility of modulating CHT surface localization to impact on transport <italic>V</italic><sub><italic>max</italic></sub> in addition to direct modulation of transport function through affinity (<italic>K</italic><sub><italic>m</italic></sub>) or rate.</p>
<p>Presynaptic mechanisms influencing ACh synthesis and release have received little attention as therapeutic strategies for modulating cholinergic function, despite good understanding and high conservation of cellular mechanisms. Indeed, ACh release cannot be sustained without presynaptic transporter mediated recapture of choline, as demonstrated by genetic and pharmacological studies (Ferguson et al., <xref ref-type="bibr" rid="B22">2004</xref>; Ferguson and Blakely, <xref ref-type="bibr" rid="B23">2004</xref>; reviewed in Brandon et al., <xref ref-type="bibr" rid="B10">2004</xref>; Apparsundaram et al., <xref ref-type="bibr" rid="B2">2005</xref>; Parikh and Sarter, <xref ref-type="bibr" rid="B45">2006</xref>; Bazalakova et al., <xref ref-type="bibr" rid="B4">2007</xref>; Parikh et al., <xref ref-type="bibr" rid="B46">2013</xref>). Neurons enhance CHT activity in response to neuronal activity to enhance ACh production. Thereby, if this mechanism were to be modulated by compounds, this offers a potentially impactful approach to augment cholinergic signaling for therapeutic purposes. Furthermore, the mechanism focuses on clearance of choline from the synapse rather than ectopic stimulation of acetylcholine receptors through acetylcholinesterase inhibitor (AChEI) treatment.</p>
<p>We therefore sought to leverage the comparatively high level of characterization and potential interest of CHT as a target to develop a platform to assess existing and novel approaches to characterizing electrogenic transporter function in a drug discovery context. We prioritized approaches focused on direct assessment of transporter function as an output that could be developed further into primary medium- and high-throughput screens. We also assessed potential secondary screening modalities using alternative assay formats such as assessment of transporter localization. We performed a focused screening campaign using a bespoke compound set. There is comparative paucity of relevant known tool molecules that modulate CHT function: published orthosteric inhibitors include hemicholinium-3 (HC-3) and related analogs which have been broadly used since their first discovery in 1955 (Ferguson and Blakely, <xref ref-type="bibr" rid="B23">2004</xref>). In addition there is the recently described negative allosteric modulator (NAM) ML-352 (Ennis et al., <xref ref-type="bibr" rid="B20">2015</xref>) and putative positive modulators of transporter function including MKC-231/coluracetam (Bessho et al., <xref ref-type="bibr" rid="B6">2008</xref>; Takashina et al., <xref ref-type="bibr" rid="B58">2008a</xref>,<xref ref-type="bibr" rid="B59">b</xref>) and staurosporine (STS) (Ruggiero et al., <xref ref-type="bibr" rid="B53">2012</xref>). ML-352 and MKC-231 were used as seeds for generating the first set of 887 compounds via Cresset software (a computational approach that generates a 3-dimensional electrostatic shape or &#x0201C;field&#x0201D; which illustrates how the compound may interact with the target). The second set comprised the Pfizer Chemogenomic Library (CGL) of 2,753 compounds specifically designed to support target identification from phenotypic screening (Jones and Bunnage, <xref ref-type="bibr" rid="B31">2017</xref>). We identified a number of active, previously unknown CHT positive allosteric modulator (PAM) chemotypes that could be used either as tools or as starting points for further medicinal chemistry activities.</p>
</sec>
<sec sec-type="materials and methods" id="s2">
<title>Materials and methods</title>
<sec>
<title>Cell line generation and culture</title>
<p>Sequences corresponding to full-length CHT (NM_021815.4) and LV-AA mutation at residues 531&#x02013;532 (Ribeiro et al., <xref ref-type="bibr" rid="B50">2005</xref>; Ruggiero et al., <xref ref-type="bibr" rid="B53">2012</xref>) were codon-optimized for expression in human cell lines and custom-synthesized by GeneArt (LifeTech). Constructs were designed with a N-terminal FLAG epitope (Cuddy et al., <xref ref-type="bibr" rid="B17">2012</xref>) and cloned into the pLenti6.3/V5 DEST vector which also contained a C-terminal V5 epitope tag (LifeTech). Lentiviral particles were generated (ViraPower, Thermofisher Scientific) and used to transduce HEK-293 cells (Sigma Aldrich). Pools of stable transformants were selected with 8 &#x003BC;g/mL Blasticidin. In addition, SH-SY5Y cells (ATCC) were transduced with a CHT construct tagged with GFP at the C-terminal (Origene, PS100071) or a FAP tag at the N-terminus (Sharp Edge Laboratory). Both stable pools and single clones were expanded. HEK-293 cells were cultured in DMEM High glucose (Gibco &#x00023; 21969-035) supplemented with 10% FBS and 4 mM Glutamine (Thermofisher Scientific). SH-SY5Y cells were cultured in DMEM:F12 with Glutamine (Gibco &#x00023; 11320-033) supplemented with 15% FBS and 1x NEAA (Thermofisher Scientific).</p>
</sec>
<sec>
<title>Field-based approach to identifying novel CHT modulators</title>
<p>The Cresset field based virtual screening tool, Blaze (formerly called FieldScreen), (Cheeseright et al., <xref ref-type="bibr" rid="B13">2008</xref>, <xref ref-type="bibr" rid="B12">2009</xref>) was utilized to search the full Pfizer compound screening collection to identify compounds similar to literature CHT positive allosteric modulator (PAM) MKC-351/coluracetam (Takashina et al., <xref ref-type="bibr" rid="B58">2008a</xref>,<xref ref-type="bibr" rid="B59">b</xref>) or CHT negative allosteric modulator (NAM) ML-352 (Ennis et al., <xref ref-type="bibr" rid="B20">2015</xref>). Similarity was assessed using 50% 3D electrostatic and hydrophobic properties (Cheeseright et al., <xref ref-type="bibr" rid="B14">2006</xref>) and 50% shape (Grant et al., <xref ref-type="bibr" rid="B27">1996</xref>). This field was then used as a template to virtually screen the Pfizer file for additional compounds with a similar field and potentially related biological activity. For each virtual screening run, the top 500 compounds from the Pfizer compound collection, based on Blaze score, were selected. The set of 1,000 compounds identified from the PAM and NAM virtual screening campaigns was further filtered based on compound availability and removal of chemically unattractive groups (Stepan et al., <xref ref-type="bibr" rid="B57">2011</xref>) to generate a test-set set of 887 compounds.</p>
</sec>
<sec>
<title>Chemogenomic compound library</title>
<p>The Pfizer Chemogenomic Library (CGL) contains 2,753 selective small molecules covering 1,043 distinct biological targets (Jones and Bunnage, <xref ref-type="bibr" rid="B31">2017</xref>). The CGL was created to support phenotypic screening with the purpose of expediting target identification. A hit from the set suggests the annotated activities of that pharmacological agent may be involved in perturbing the observable phenotype. Multi-parameter optimization was used in the creation of the library to ensure appropriateness of molecules for cell-based screening (including assessments of permeability, solubility, cytotoxicity and selectivity). CGL compounds were selected on their potency against their primary annotated target at a concentration equal to or less than 500 nM where possible.</p>
</sec>
<sec>
<title>SURFE<sup>2</sup>R</title>
<sec>
<title>Preparation of CHT containing membrane fragments</title>
<p>A single cell clone of HEK293 overexpressing CHT (CHT-WT4) cells was used to generate membrane fragments to assess on the SURFE<sup>2</sup>R platform. Cells were grown to 80% confluence and harvested. The membrane fraction was collected by ultracentrifugation and the plasma membranes were isolated by density gradient centrifugation (Schulz et al., <xref ref-type="bibr" rid="B54">2008</xref>).</p>
</sec>
<sec>
<title>Thiol-coating of the sensors</title>
<p>All experiments were performed on the SURFE<sup>2</sup>R N1 device and the matching N1 sensor blanks (Nanion Technologies GmbH, Munich). The sensor blanks include a 3 mm diameter gold surface inside a small well coated by incubating 50 &#x003BC;L of 0.5 mM 1-octadecanethiol dissolved in isopropanol for 30 min, rinsed once with isopropanol and twice with water (ddH<sub>2</sub>O) and dried for 30 min at room temperature.</p>
</sec>
<sec>
<title>Preparation of the solid supported membrane (SSM)</title>
<p>Buffers were prepared according to the following schedules: Potassium buffer&#x02013;30 mM HEPES, 5 mM MgCl<sub>2</sub>, 140 mM KCl, pH 7.4 with KOH; Sodium buffer&#x02014;30 mM HEPES, 5 mM MgCl<sub>2</sub>, 140 mM NaCl, pH 7.4 with NaOH; Choline buffer&#x02014;Sodium buffer &#x0002B; 100 &#x003BC;M Choline Chloride. 7.5 &#x003BC;g/&#x003BC;L DPhPC (Avanti Polar Lipids) was dissolved in n-Decane. 1.5 &#x003BC;L were added onto the thiol-coated gold surface. Immediately, 80 &#x003BC;L of potassium buffer was added carefully. The CHT membrane preparation was diluted 1:10 with potassium buffer and sonicated. Eight microliter were added directly onto the SSM by submerging the pipette into the buffer and the sensors were centrifuged for 30 min at 2,200 &#x000D7; <italic>g</italic>. The quality of the SSM was controlled by determination of conductance &#x003C3; and capacitance <italic>C</italic>. The SURFE<sup>2</sup>R N1 device includes default functions to perform these measurements. Sensors should have a conductance below 3 nS and capacitance below 20 nF.</p>
</sec>
<sec>
<title>Electrophysiological measurements</title>
<p>Prepared sensors were inserted into the faraday cage of the SURFE<sup>2</sup>R N1 device and buffers applied via its automatic perfusion system, allowing rapid buffer exchange in a continuous liquid flow. The following buffer addition sequence was used for all experiments: Sodium buffer was applied for 2 s with a flow rate of 200 &#x003BC;l/s to establish a sodium gradient over the membrane. Retaining the flowrate of 200 &#x003BC;l/s, choline buffer was applied for 2 s and washed out again by sodium buffer (2 s). During those 6 s the current response was recorded. At the end of the recording the sensor was rinsed thoroughly with potassium buffer. Only sensors generating current signals with amplitude higher than 100 pA were used for experiments. Signals were used for evaluation after the first activation, which showed greater amplitude. A baseline subtraction was performed using sodium free buffers.</p>
</sec>
<sec>
<title>Data analysis</title>
<p>Raw data were exported as ASCII files, analysis was performed using the scientific graphing and data analysis program IGOR Pro 6 (WaveMetrics, Portland, USA). The evaluated peak currents were determined using a peak detection algorithm. For every average value, results from different sensors were compared. The errors bars indicate the standard error of the mean. Concentration response relationships for inhibition and apparent affinity were obtained by perfusion of the sensors with increasing compound concentrations. Inhibitors were added to all three buffers. Data were normalized to the maximum amplitude and described by fitting to a Hill function (Boyman et al., <xref ref-type="bibr" rid="B9">2009</xref>; Ottolia et al., <xref ref-type="bibr" rid="B42">2009</xref>).</p>
</sec>
</sec>
<sec>
<title>Radiometric choline uptake assay</title>
<p>Uptake of [<sup>3</sup>H]Choline (American Radiochemicals; ART 0197; 1,000 Ci/vial; Specific Activity 60&#x02013;90 Ci/mmol) was measured in HEK cells expressing the high affinity choline transporter (CHT), clone WT4. Cells were plated at 50,000 cells /well in 200 &#x003BC;L culture media on a PDL coated Cytostar-T 96 well plate (Perkin Elmer) 24 h prior to assay. On the day of assay, following two washes and a 30 min pre-incubation at 37&#x000B0;C in 50 &#x003BC;L Na(&#x02212;) free buffer (0.54 mM KCl, 1.3 mM CaCl<sub>2</sub>, 0.53 mM MgCl<sub>2</sub>, 0.4 mM MgSO<sub>4</sub>, 0.37 mM KH<sub>2</sub>PO<sub>4</sub>, 240 mM Sucrose, 4.4 mM Tris-phosphate, 5.5 mM Glycine, 5.6 mM D-Glucose; pH 6.5 with KOH), 25 &#x003BC;L 4X control or test compounds in Na(&#x02212;) buffer were added to the cells. Hundred and zero percent controls were defined with 10 &#x003BC;M Staurosporine and DMSO respectively. Final DMSO concentration was 0.25%. Following a 30 min incubation at 37&#x000B0;C, 25 &#x003BC;L [<sup>3</sup>H]Choline diluted to 320 nM (80 nM final concentration) was added in Na(&#x0002B;) buffer (0.54 mM KCl, 1.3 mM CaCl<sub>2</sub>, 0.53 mM MgCl<sub>2</sub>, 0.4 mM MgSO<sub>4</sub>, 0.37 mM KH<sub>2</sub>PO<sub>4</sub>, 138 mM NaCl, 0.28 mM Na<sub>2</sub>HPO<sub>4</sub>, 5.5 mM Glycine, 5.6 mM D-Glucose; pH 6.5 with KOH). Plates were sealed with TopSeals (Perkin Elmer) and incubated in darkness for 3 h at room temperature before reading using a Wallac Microbeta, 1 min/well. The assay window was typically 3-fold signal to background ratio. A number of datasets fell outside of assay acceptance criteria (defined as signal to background ratio &#x0003E;3, individual assay plate Z prime (also known as z-factor) value &#x0003E;0.3 and EC<sub>50</sub> of a standard compound within the expected range) and were therefore not included in the analysis.</p>
</sec>
<sec>
<title>Mass spectrometric choline uptake assay</title>
<p>All LC/MS analyses were performed on a Sciex 6,500 triple quadrupole tandem mass spectrometer in positive electrospray ionization (ESI) mode. Other instrumentation consisted of Shimadzu LC-20AD pumps and an Apricot Design Dual Arm Autosampler (ADDA). Liquid chromatography was performed on a Waters Atlantis HILIC column (10 &#x000D7; 2.1 mm, 3&#x003BC;). Mobile phase A consisted of water with 0.1% formic acid and mobile phase B consisted of water containing 0.1% formic acid and acetronitrile containing 0.1% formic acid (50:50). The flow rate was 0.6 mL/min and the gradient was as follows; hold at 100% B for 5 s and switch to 100% A for 10 s and return to 100% B for 5 s. Data were acquired with Analyst version 1.6. Quantitative analysis was performed in the multiple reaction monitoring (MRM) mode using MultiQuant software version 2.1. The MRM transitions monitored were m/z 113/60 m/z for choline-D9 (deuterated choline chloride-(trimethyl-d9), Sigma Aldrich) and 108/60 m/z for the internal standard, choline-D4 (deuterated choline chloride-1,1,2,2-D4, Sigma Aldrich).</p>
</sec>
<sec>
<title>Antibody staining</title>
<p>A single cell clone of HEK293 overexpressing CHT (CHT-WT4) cells was grown in 96 or 384 well format to 50% confluency. Media was removed and cells were washed once with HBSS (&#x0002B;/&#x0002B;). 1 &#x003BC;g/mL Anti-FLAG antibody (F3165, Sigma) was diluted in HBSS (&#x0002B;/&#x0002B;) and added to the cellular monolayer for 30 mins. After incubation, cells were washed three times with HBSS (&#x0002B;/&#x0002B;) followed by incubation with 1:5,000 AF488 labeled secondary antibody (LifeTech) diluted in HBSS (&#x0002B;/&#x0002B;) for 30 min. After three washes, cells were fixed with 4% paraformaldehyde in HBSS (&#x0002B;/&#x0002B;) for 15 min. Nuclei were counterstained with the nuclear dye Hoechst. All images were captured and analyzed on an epifluorescent microsope or Cellomics platform.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<sec>
<title>Stable cell line generation and characterization</title>
<p>Historically, animal-derived materials such as synaptosomes and primary culture have been used to study CHT function. We sought to move away from these approaches in accordance with UK NC3R guidelines. We generated and characterized a range of stable recombinant cell lines in both HEK-293 and SH-SY5Y backgrounds as neuronal-like cell lines in order to assess CHT transporter function for drug discovery. In the HEK-293 background, stable pools with either wild-type (WT) or mutant (LV-AA) CHT constructs were expanded and used to generate genetically homogenous clonal lines using single cell flow cytometry. Pools were used for initial radiometric assay development which facilitated subsequent selection of the CHT-WT4 line over other clones. This was done on the basis of greater assay window for inhibition and activation of [<sup>3</sup>H Choline] uptake (using 1 &#x003BC;M HC-3 and 10 &#x003BC;M STS respectively; Supplementary Figure <xref ref-type="supplementary-material" rid="SM1">1</xref>) and data reproducibility. Interrogation of CHT-WT4 revealed overexpression of the codon-optimized CHT transcript but not endogenous <italic>SLC5A7</italic> transcript as measured by qPCR but no differential expression of other choline transporters (<italic>SLC6A12</italic>/BGT1, <italic>SLC44A1-4/</italic>CLT1-4) (Supplementary Figure <xref ref-type="supplementary-material" rid="SM2">2A</xref>). Similarly, there is no differential expression of other molecules required for acetylcholine synthesis (<italic>CHAT</italic>), transport (<italic>SLC18A3</italic>/vAChT) or hydrolysis (<italic>ACHE</italic>); nor in muscarinic and nicotinic acetylcholine receptor subunits (Supplementary Figures <xref ref-type="supplementary-material" rid="SM2">2B,C</xref>). Parallel experiments were performed on the SH-SY5Y stable cell lines which overexpressed the codon-optimized CHT-GFP fusion transcript in addition to some basal <italic>SLC5A7</italic> expression in parental cells in addition to <italic>ACHE, SLC18A3</italic>, and <italic>CHAT</italic> expression (Supplementary Figures <xref ref-type="supplementary-material" rid="SM2">2D&#x02013;F</xref>). These cell lines were the basis for assessing a range of assays to identify and characterize molecules that increased CHT-mediated transport (Table <xref ref-type="table" rid="T1">1</xref>).</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p><bold>Method comparison</bold>.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left"><bold>Type of readout</bold></th>
<th valign="top" align="left"><bold>Assay</bold></th>
<th valign="top" align="left"><bold>Pros</bold></th>
<th valign="top" align="left"><bold>Cons</bold></th>
<th valign="top" align="left"><bold>Notes</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Direct measure of transport function</td>
<td valign="top" align="left">[Choline] uptake into synaptosomes</td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Gold standard, decades of literature precedence</p></list-item></list></td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Radioactive</p></list-item>
<list-item><p>Low throughput</p></list-item>
<list-item><p>Uses <italic>ex-vivo</italic> preparations, does not uphold UK NC3R ideals</p></list-item></list></td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Data not shown</p></list-item></list></td>
</tr>
<tr>
<td/>
<td valign="top" align="left">[Choline] uptake detected by scintillation proximity assay (SPA)</td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Recapitulates gold-standard inhibitor data</p></list-item>
<list-item><p>Potential for further assay development (e.g., 384 well, automation)</p></list-item></list></td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Radioactive</p></list-item>
<list-item><p>Less sensitive than gold standard assay, compressed assay window</p></list-item>
<list-item><p>Low-to-medium throughput</p></list-item>
<list-item><p>Requires adherent cells</p></list-item></list></td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Data shown for HEK293 CHT-WT4; comparable data sets not shown for HEK293 CHT-LVAA and SH-SY5Y CHT-GFP cell lines</p></list-item></list></td>
</tr>
<tr>
<td/>
<td valign="top" align="left">D9-choline uptake detected by LC/MS (liquid chromatography/mass spectrometry)</td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Recapitulates gold-standard inhibitor data</p></list-item>
<list-item><p>Reasonable throughput</p></list-item>
<list-item><p>384 well format possible</p></list-item>
<list-item><p>Increased sensitivity compared to radiometric format</p></list-item>
<list-item><p>Saturable&#x02014;can measure kinetics, mechanism etc</p></list-item></list></td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>High throughput options for large compound collections may be limiting</p></list-item></list></td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Data generated for HEK293 CHT-WT4 only</p></list-item>
<list-item><p>Potential to be modified for metabolic fate studies (see below) and for <italic>in-vivo/ex-vivo</italic> approaches (e.g., MALDI-Ach; Shariatgorji et al., <xref ref-type="bibr" rid="B55">2014</xref>)</p></list-item></list></td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Brominated choline detected by X-ray fluorescence</td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Potentially comparable to D9-choline LC/MS approach</p></list-item></list></td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Suitable ligand needs to be identified</p></list-item></list></td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Did not fully assess format</p></list-item></list></td>
</tr>
<tr style="border-top: thin solid #000000;">
<td valign="top" align="left">Electrogenic measurement of transport function</td>
<td valign="top" align="left">Nanion SURFE<sup>2</sup>R to detect membrane potential changes</td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Recapitulates gold-standard data</p></list-item>
<list-item><p>Analogous to validated approach (Ennis et al., <xref ref-type="bibr" rid="B20">2015</xref>)</p></list-item></list></td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Low-to-medium throughput</p></list-item>
<list-item><p>Requires large amounts of membrane preparation</p></list-item></list></td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Data shown for HEK293 CHT-WT4</p></list-item></list></td>
</tr>
<tr style="border-top: thin solid #000000;">
<td valign="top" align="left">Transporter localization</td>
<td valign="top" align="left">FLAG-tagged live cell labeling</td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Potential for mechanistic transporter assessment</p></list-item></list></td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Low throughput</p></list-item>
<list-item><p>Less sensitive than gold standard assay</p></list-item>
<list-item><p>Challenging to generate IC/EC<sub>50</sub></p></list-item></list></td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>See discussion</p></list-item></list></td>
</tr>
<tr>
<td/>
<td valign="top" align="left">FAP (fluorogen activated peptide) tagged assessment</td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Potential for detailed transporter mechanism assessment</p></list-item></list></td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Requires generation of custom cell line (performed under contract by Sharp Edge Laboratories)</p></list-item></list></td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Preliminary data suggests custom cell line does not transport [choline] despite apparent compound effects on transporter localization (data not shown)</p></list-item></list></td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Hemicholium-3 binding assay</td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Literature precedence</p></list-item>
<list-item><p>Potential to generate B<sub><italic>max</italic></sub>data</p></list-item></list></td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Requires large amounts of radioactivity</p></list-item>
<list-item><p>Potentially confounding observations given that inhibitor (HC-3 and ML-352) treatment increases cell surface localization</p></list-item></list></td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>See discussion</p></list-item></list></td>
</tr>
<tr style="border-top: thin solid #000000;">
<td valign="top" align="left">Other <italic>in vitro</italic> assays</td>
<td valign="top" align="left">Metabolic fate of transported D9-labeled choline</td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Non-radioactive</p></list-item></list></td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Low throughput</p></list-item></list></td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Potential for proof-of-concept experiments to test key hypothesis that increasing CHT function impacts on ACh resynthesis and release</p></list-item>
<list-item><p>Preliminary experiments suggest feasibility of approach (data not shown)</p></list-item></list></td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>In vitro</italic> acetylcholine quantitation assay</td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Non-radioactive</p></list-item></list></td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Low throughput</p></list-item>
<list-item><p>Highly variable and not very sensitive</p></list-item></list></td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Gold-standard uses radiolabeled choline which gets taken up by presynaptic terminals and presumably used to synthesize acetylcholine</p></list-item>
<list-item><p>Preliminary data suggests room for improvement</p></list-item></list></td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Chemical biology approaches</td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Literature describing tagged choline mimetics informing design of tools (fluorescent, biotinylated and clickable tools)</p></list-item></list></td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Unclear how much tolerance transporter has for chemical substitution or other substrates</p></list-item>
<list-item><p>Low throughput</p></list-item></list></td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Preliminary experiments failed to recapitulate literature approaches</p></list-item></list></td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Slotboom transport dynamics assay</td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Detailed assessment to inform on structure and transport rate (Erkens et al., <xref ref-type="bibr" rid="B21">2013</xref>)</p></list-item></list></td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Low throughput and labor intensive</p></list-item>
<list-item><p>Ideally requires crystal structure information</p></list-item>
<list-item><p>Non-radioactive</p></list-item></list></td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Did not assess</p></list-item></list></td>
</tr>
<tr style="border-top: thin solid #000000;">
<td valign="top" align="left"><italic>In-vivo</italic> impact of tool compounds (ideally at least 2 chemotypes) on choline clearance, ACh resynthesis and release</td>
<td valign="top" align="left">Ileum preparation</td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Could inform on probability of parasympathetic side effect</p></list-item>
<list-item><p>Proven utility for assessing inhibitors</p></list-item></list></td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Novel approach, requires further method development</p></list-item></list></td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Preliminary data using overexpressing mouse model did not see any effect with genotype or compounds&#x02014;but we did not observe increased choline uptake in synaptosomes from overexpressing mice (data not shown)</p></list-item></list></td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Amperometry in brains of anaesthetized animals</td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Previous literature suggests feasibility of approach (Parikh and Sarter, <xref ref-type="bibr" rid="B45">2006</xref>)</p></list-item></list></td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Labor intensive, would require prior compound triaging</p></list-item></list></td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Preliminary experiments suggests recapitulation of literature data (not shown)</p></list-item></list></td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Acute slice culture</td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Potential for more throughput (parallel assessment in slices)</p></list-item></list></td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Assay development required</p></list-item></list></td>
<td/>
</tr>
<tr>
<td/>
<td valign="top" align="left">Behavioral assessment in relevant animal model</td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Potential for disease relevance and/or phenotype relevance</p></list-item></list></td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Labor intensive and low throughput</p></list-item></list></td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>dSAT (sustained attention task in presence of distractor) task likely to be most informative (Parikh et al., <xref ref-type="bibr" rid="B46">2013</xref>); perform vs. AChEI</p></list-item></list></td>
</tr>
<tr style="border-top: thin solid #000000;">
<td valign="top" align="left"><italic>In vivo</italic> safety assessment</td>
<td valign="top" align="left">Parasympathetic side effect assessments</td>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Methods exist for assessment e.g., cardiovascular telemetry, urination, defecation (metabolic cages), gastrointestinal motility, functional observational battery</p></list-item></list></td>
<td/>
<td valign="top" align="left">
<list list-type="bullet"><list-item><p>Perform vs. AChEI</p></list-item></list></td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec>
<title>Assessment of transporter function using membrane potential has utility as an orthogonal assay format</title>
<p>CHT is sodium (Na<sup>&#x0002B;</sup>) and chloride (Cl<sup>&#x02212;</sup>) dependent and requires a negative membrane potential; hence, alterations in membrane potential can be used as a measure of CHT-mediated transport. Indeed, Blakely and colleagues reported the discovery of ML-352, a novel non-competitive inhibitor and STS as a positive modulator of CHT using a membrane depolarized assay (Ruggiero et al., <xref ref-type="bibr" rid="B53">2012</xref>; Ennis et al., <xref ref-type="bibr" rid="B20">2015</xref>). Building on these observations, we evaluated the SURFE<sup>2</sup>R&#x02122; platform (Nanion Technologies), as a solid supported membrane (SSM) based electrophysiology platform to assess electrogenic transporter activity (Bazzone et al., <xref ref-type="bibr" rid="B5">2013</xref>; Barthmes et al., <xref ref-type="bibr" rid="B3">2016</xref>). Membrane fragments containing the protein of interest are immobilized on a gold electrode several millimeters in diameter to facilitate detection of transporter currents. Synchronous activation of the transport proteins is triggered by rapid application of a substrate-containing buffer. During electrogenic transporter action, charge accumulates in the membrane fragments which directly correlate with the measurable current on the gold electrode and thus enables flexible, robust real time measurement of transporter activity. Membrane preparations are essentially &#x0201C;cell free&#x0201D; preparations minimizing trafficking impacts such that any effect seen is likely to be a result of direct action of compound or other treatment on the transporter. However, it should be noted that the comparatively low proportion of CHT proteins at the plasma membrane may be a limiting factor for assays made using the SURFE<sup>2</sup>R&#x02122;. In the first instance, we demonstrated that the Na<sup>&#x0002B;</sup> and pH dependence of CHT mediated choline transport could be recapitulated using membrane preparations from CHT-WT4 (Figure <xref ref-type="fig" rid="F1">1A</xref>). Furthermore, we were able to saturate the assay with an apparent <italic>K</italic><sub><italic>a</italic></sub> of 25 &#x003BC;M (Figure <xref ref-type="fig" rid="F1">1B</xref>) and noted the measured signal was stable over time (Supplementary Figure <xref ref-type="supplementary-material" rid="SM3">3</xref>). We observed inhibition of current with HC-3 (Figure <xref ref-type="fig" rid="F1">1C</xref>) and ML-352 (Figure <xref ref-type="fig" rid="F1">1D</xref>) with IC<sub>50</sub> estimates of 20.4 and 70.1 nM respectively (Table <xref ref-type="table" rid="T2">2</xref>). However, we were not able to detect any effect of staurosporine (STS) or MKC-231.</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p><bold>Solid supported membrane based assays to evaluate CHT transport function. (A)</bold> Na<sup>&#x0002B;</sup> and pH dependent effects on CHT. Normalized peak current is increased with higher pH. Compare pH 8.2, blue, vs. pH 6.0, red (<italic>p</italic> &#x0003D; 0.0002, 1-way ANOVA). Absence of Na<sup>&#x0002B;</sup> leads to a decrease in current. Compare presence of Na<sup>&#x0002B;</sup>, blue, with absence of Na<sup>&#x0002B;</sup>, green (<italic>p</italic> &#x0003D; 0.0015, 1-way ANOVA). (<italic>N</italic> &#x0003D; 11). Error bars represent &#x000B1; standard deviation. <bold>(B)</bold> Apparent choline affinity is measured by application of solution containing differing choline concentrations as indicated. EC<sub>50</sub>[choline] 25 &#x000B1; 6 &#x003BC;M (<italic>N</italic> &#x0003D; 10). Hill coefficient: 0.5. <bold>(C</bold>,<bold>D)</bold> Normalized peak current was decreased by application of different concentrations of <bold>(C)</bold> HC-3: IC<sub>50</sub> 20.4 nM (<italic>N</italic> &#x0003D; 12) and <bold>(D)</bold> ML-352: IC<sub>50</sub> 70.1 nM (<italic>N</italic> &#x0003D; 13).</p></caption>
<graphic xlink:href="fnmol-10-00040-g0001.tif"/>
</fig>
<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption><p><bold>Tool compound data</bold>.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left"><bold>Compound</bold></th>
<th valign="top" align="left"><bold>Structure</bold></th>
<th valign="top" align="left"><bold>CHT Pharmacology</bold></th>
<th valign="top" align="left"><bold>Origin</bold></th>
<th valign="top" align="center" colspan="3" style="border-bottom: thin solid #000000;"><bold>3H-choline uptake</bold></th>
<th valign="top" align="center" colspan="3" style="border-bottom: thin solid #000000;"><bold>D9-choline uptake</bold></th>
<th valign="top" align="center" colspan="3" style="border-bottom: thin solid #000000;"><bold>SURFE</bold><sup><bold>2</bold></sup><bold>R&#x02122;</bold></th>
</tr>
<tr>
<th/>
<th/>
<th/>
<th/>
<th valign="top" align="left"><bold>% effect 10 &#x003BC;M</bold></th>
<th valign="top" align="left"><bold>% effect 1 &#x003BC;M</bold></th>
<th valign="top" align="left"><bold>IC<sub>50</sub> or EC<sub>50</sub>(M)</bold></th>
<th valign="top" align="left"><bold>% effect 10 &#x003BC;M</bold></th>
<th valign="top" align="left"><bold>% effect 1 &#x003BC;M</bold></th>
<th valign="top" align="left"><bold>IC<sub>50</sub> or EC<sub>50</sub>(M)</bold></th>
<th valign="top" align="left"><bold>% effect 10 &#x003BC;M</bold></th>
<th valign="top" align="left"><bold>% effect 1 &#x003BC;M</bold></th>
<th valign="top" align="left"><bold>IC<sub>50</sub> or EC<sub>50</sub>(M)</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">HC-3</td>
<td valign="top" align="left"><inline-graphic xlink:href="fnmol-10-00040-i0001.tif"/></td>
<td valign="top" align="left">Inhibitor</td>
<td valign="top" align="left">Apparsundaram et al., <xref ref-type="bibr" rid="B2">2005</xref></td>
<td/>
<td/>
<td valign="top" align="left">1.16 E-07</td>
<td/>
<td/>
<td valign="top" align="left">5.6 E-09</td>
<td/>
<td/>
<td valign="top" align="left">2.04 E-08</td>
</tr>
<tr>
<td valign="top" align="left">ML-352</td>
<td valign="top" align="left"><inline-graphic xlink:href="fnmol-10-00040-i0002.tif"/></td>
<td valign="top" align="left">NAM</td>
<td valign="top" align="left">Ennis et al., <xref ref-type="bibr" rid="B20">2015</xref></td>
<td/>
<td/>
<td valign="top" align="left">5.49 E-07</td>
<td valign="top" align="left">104.1</td>
<td valign="top" align="left">96.3</td>
<td valign="top" align="left">4.19 E-08</td>
<td/>
<td/>
<td valign="top" align="left">7.01 E-08</td>
</tr>
<tr>
<td valign="top" align="left">STS</td>
<td valign="top" align="left"><inline-graphic xlink:href="fnmol-10-00040-i0003.tif"/></td>
<td valign="top" align="left">PAM</td>
<td valign="top" align="left">Ruggiero et al., <xref ref-type="bibr" rid="B53">2012</xref></td>
<td/>
<td/>
<td valign="top" align="left">1.7 E-06</td>
<td valign="top" align="left">87.9</td>
<td valign="top" align="left">48.4</td>
<td valign="top" align="left">5.07 E-07</td>
<td/>
<td/>
<td valign="top" align="left">n.d</td>
</tr>
<tr>
<td valign="top" align="left">MKC-231</td>
<td valign="top" align="left"><inline-graphic xlink:href="fnmol-10-00040-i0004.tif"/></td>
<td valign="top" align="left">PAM</td>
<td valign="top" align="left">Takashina et al., <xref ref-type="bibr" rid="B58">2008a</xref>,<xref ref-type="bibr" rid="B59">b</xref></td>
<td/>
<td/>
<td valign="top" align="left">n.d.</td>
<td/>
<td/>
<td valign="top" align="left">n.d.</td>
<td/>
<td/>
<td valign="top" align="left">n.d.</td>
</tr>
<tr>
<td valign="top" align="left">1</td>
<td valign="top" align="left"><inline-graphic xlink:href="fnmol-10-00040-i0005.tif"/></td>
<td valign="top" align="left">PAM</td>
<td valign="top" align="left">MKC-231 seed, field-based virtual screen</td>
<td/>
<td/>
<td valign="top" align="left">2.75 E-07</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">2</td>
<td valign="top" align="left"><inline-graphic xlink:href="fnmol-10-00040-i0006.tif"/></td>
<td valign="top" align="left">PAM</td>
<td valign="top" align="left">MKC-231 seed, field-based virtual screen</td>
<td/>
<td/>
<td valign="top" align="left">4.16 E-07</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">3</td>
<td valign="top" align="left"><inline-graphic xlink:href="fnmol-10-00040-i0007.tif"/></td>
<td valign="top" align="left">PAM</td>
<td valign="top" align="left">MKC-231 seed, field-based virtual screen</td>
<td/>
<td/>
<td valign="top" align="left">4.51 E-06</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">4</td>
<td valign="top" align="left"><inline-graphic xlink:href="fnmol-10-00040-i0008.tif"/></td>
<td valign="top" align="left">NAM</td>
<td valign="top" align="left">ML-352 seed, field-based virtual screen</td>
<td/>
<td/>
<td valign="top" align="left">1.54 E-06</td>
<td valign="top" align="left">118.1</td>
<td valign="top" align="left">12.3</td>
<td valign="top" align="left">3.13 E-06</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">5</td>
<td valign="top" align="left"><inline-graphic xlink:href="fnmol-10-00040-i0009.tif"/></td>
<td valign="top" align="left">NAM</td>
<td valign="top" align="left">ML-352 seed, field-based virtual screen</td>
<td/>
<td/>
<td valign="top" align="left">6.70 E-07</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">6</td>
<td valign="top" align="left"><inline-graphic xlink:href="fnmol-10-00040-i0010.tif"/></td>
<td valign="top" align="left">PAM</td>
<td valign="top" align="left">Chemogenomics library</td>
<td valign="top" align="left">23.6</td>
<td valign="top" align="left">3.6</td>
<td/>
<td valign="top" align="left">91.6</td>
<td valign="top" align="left">60.8</td>
<td valign="top" align="left">2.05 E-06</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">7</td>
<td valign="top" align="left"><inline-graphic xlink:href="fnmol-10-00040-i0011.tif"/></td>
<td valign="top" align="left">PAM</td>
<td valign="top" align="left">Chemogenomics library</td>
<td valign="top" align="left">26.7</td>
<td valign="top" align="left">&#x02212;2.4</td>
<td/>
<td valign="top" align="left">80.8</td>
<td valign="top" align="left">46.4</td>
<td valign="top" align="left">2.49 E-06</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">8</td>
<td valign="top" align="left"><inline-graphic xlink:href="fnmol-10-00040-i0012.tif"/></td>
<td valign="top" align="left">PAM</td>
<td valign="top" align="left">Chemogenomics library</td>
<td valign="top" align="left">52.6</td>
<td valign="top" align="left">9.0</td>
<td/>
<td valign="top" align="left">80.2</td>
<td valign="top" align="left">24.5</td>
<td valign="top" align="left">5.10 E-06</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">9</td>
<td valign="top" align="left"><inline-graphic xlink:href="fnmol-10-00040-i0013.tif"/></td>
<td valign="top" align="left">PAM</td>
<td valign="top" align="left">Chemogenomics library</td>
<td valign="top" align="left">100.0</td>
<td valign="top" align="left">24.4</td>
<td/>
<td valign="top" align="left">64.0</td>
<td valign="top" align="left">30.5</td>
<td valign="top" align="left">5.76 E-06</td>
<td/>
<td/>
<td/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>n.d. not detected</italic>.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec>
<title>Radiometric assessment of CHT mediated transport function was not suitable for screening</title>
<p>SSM based approaches have utility as an orthogonal approach but may be currently limited by throughput; additionally we were also unable to observe positive effects of STS on CHT-related currents (see Section Discussion). A preponderance of literature precedent for measuring high affinity choline uptake (HACU) utilizes a radiometric assay to measure [<sup>3</sup>H]Choline transport in preparations. In order to measure CHT-mediated transport activity, we established a radiometric assay based on a measure of proximity-induced scintillation in recombinant cell lines (Figure <xref ref-type="fig" rid="F2">2A</xref>) which had increased throughput compared to traditional approaches. We observed an increase in [<sup>3</sup>H]Choline uptake in CHT-WT4 cells compared to the parental HEK293 background (Figure <xref ref-type="fig" rid="F2">2B</xref>) together with a concentration-dependent increase in [<sup>3</sup>H]Choline uptake (Supplementary Figure <xref ref-type="supplementary-material" rid="SM4">4A</xref>). In addition, we recapitulated literature observations of sodium dependency (Figure <xref ref-type="fig" rid="F2">2C</xref>), consistent with known Na&#x0002B; dependent choline co-transport activity as well as recapitulating pH dependency observations (Figure <xref ref-type="fig" rid="F2">2D</xref>) (Okuda et al., <xref ref-type="bibr" rid="B39">2000</xref>). A number of parameters were assessed in assay development including cell seeding density, time of assay post-seeding, plate coating, buffer composition, read time and choline concentration. We noted that choline starvation and use of a sodium gradient and manipulating pH (decreasing pH increases STS response) improved assay window. We also observed the STS mediated enhancement of [<sup>3</sup>H]Choline was stable over time and there was reduced variability which led to the selection of a 3 h time point for screening purposes (Supplementary Figure <xref ref-type="supplementary-material" rid="SM4">4B</xref>). However, a complete saturation curve could not be generated as the 3H-[choline] contained ethanol as a diluent which was toxic to the cells at higher concentrations; a limitation of this assay format. We proceeded to assess reported tools in this assay which was capable of reading out on both inhibitory and stimulatory activities (Table <xref ref-type="table" rid="T2">2</xref>). Inhibition of CHT mediated transport was seen with the classic inhibitor hemicholinium-3 (HC-3) with an IC<sub>50</sub> estimate of 116 nM (Figure <xref ref-type="fig" rid="F2">2E</xref>) in addition to the recently described negative allosteric modulator ML-352 with an IC<sub>50</sub> estimate of 549 nM (Figure <xref ref-type="fig" rid="F2">2F</xref>) which is in broad agreement with literature observations (Okuda et al., <xref ref-type="bibr" rid="B39">2000</xref>; Ennis et al., <xref ref-type="bibr" rid="B20">2015</xref>). We further recapitulated the reported stimulatory effect of staurosporine (STS) on CHT-mediated transport (Ruggiero et al., <xref ref-type="bibr" rid="B53">2012</xref>) with an EC<sub>50</sub> estimate of 1.7 &#x003BC;M in CHT-WT4 cells (Figure <xref ref-type="fig" rid="F2">2G</xref>) but no apparent effect in CHT-LVAA pools (data not shown). We were unable to satisfactorily demonstrate potentiation of CHT transport with STS in SH-SY5Y cell backgrounds due to toxicity. We were also unable to see any impact of positive allosteric modulator MKC-231 (Takashina et al., <xref ref-type="bibr" rid="B59">2008b</xref>) on CHT mediated transport (Figure <xref ref-type="fig" rid="F2">2H</xref>).</p>
<fig id="F2" position="float">
<label>Figure 2</label>
<caption><p><bold>Radiometric assay to evaluate CHT transport function. (A)</bold> Schematic showing principle of the radiometric assay format. A monolayer of CHT expressing cells (green outline) are grown on plates with scintillant embedded in the base. Uptake of [<sup>3</sup>H] Choline (red) by cells brings the radioligand in proximity to the scintillant giving rise to a signal that can be quantified. <bold>(B)</bold> Specific [<sup>3</sup>H] Choline uptake (plotted as cpm, counts per minute) observed in recombinant HEK293 cell line overexpressing wild-type CHT (Clone 4, CHT-WT4, red) compared to the parental HEK293 background (blue) (<italic>N</italic> &#x0003D; 8&#x02013;24; <italic>p</italic> &#x0003C; 0.0001, unpaired <italic>t</italic>-test). Bars represent &#x000B1; SD. <bold>(C)</bold> [<sup>3</sup>H] Choline uptake (plotted as cpm, counts per minute) is measured in the presence (red) or absence (blue) of sodium (Na) in the CHT-WT4 cell line. A clear increase in choline uptake is observed in the presence of sodium (<italic>p</italic> &#x0003C; 0.0001, unpaired <italic>t</italic>-test, <italic>N</italic> &#x0003D; 18). Bars represent &#x000B1; SD. <bold>(D)</bold> [<sup>3</sup>H] Choline uptake (plotted as cpm, counts per minute) is measured at pH 5.5 (blue), 7.8 (red) and 9.5 (green). Uptake increases with increase in pH (Multiple comparisons performed with 1-way ANOVA. pH 5.5 vs. pH 7.8 <italic>p</italic> &#x0003D; 0.0009; pH 5.5 vs. pH 9.5 <italic>p</italic> &#x0003C; 0.0001; pH 7.8 vs. pH 9.5 <italic>p</italic> &#x0003D; 0.019. <italic>N</italic> &#x0003D; 2). Bars represent &#x000B1; SD. <bold>(E&#x02013;H)</bold> 10-point dose response curves to generate IC<sub>50</sub> or EC<sub>50</sub> estimates performed for HC3, IC<sub>50</sub> 116 nM <bold>(E)</bold>, ML-352, IC<sub>50</sub> 549 nM <bold>(F)</bold>, STS, EC<sub>50</sub> 1.7 &#x003BC;M <bold>(G)</bold>, MKC231 (no apparent effect) <bold>(H)</bold>; (<italic>N</italic> &#x0003D; 8). Bars represent &#x000B1; SD for each data point. Cpm, Counts per minute; refers to uptake of [<sup>3</sup>H] Choline.</p></caption>
<graphic xlink:href="fnmol-10-00040-g0002.tif"/>
</fig>
<p>We selected a set of 887 Pfizer compounds selected <italic>via</italic> the Cresset field-based virtual screening technology, (Cheeseright et al., <xref ref-type="bibr" rid="B15">2007</xref>) using seed molecules CHT PAM MKC-351/coluracetam (Takashina et al., <xref ref-type="bibr" rid="B59">2008b</xref>) and CHT NAM ML-352 (Ennis et al., <xref ref-type="bibr" rid="B20">2015</xref>) (Supplementary Figure <xref ref-type="supplementary-material" rid="SM4">4</xref>). This library was initially screened in the CHT radiometric assay in a 96 well format at 1 and 10 &#x003BC;M compound concentrations. Actives identified in the 1 and 10 &#x003BC;M single point screens were then assessed in a 10-point dose response format (Table <xref ref-type="table" rid="T2">2</xref>). Compounds <bold>1</bold>, <bold>2</bold>, and <bold>3</bold> were confirmed as positive allosteric CHT modulators with EC<sub>50</sub> estimates of 0.3, 0.4, and 4.5 &#x003BC;M respectively. Compounds <bold>4</bold> and <bold>5</bold>, with EC<sub>50</sub> estimates of 1.5 and 0.7 &#x003BC;M respectively, were characterized as negative allosteric modulators of CHT function. The Chemogenomic Library (CGL) was also screened in the CHT radiometric assay in a 96 well format at 10 and 1 &#x003BC;M concentrations. From this screening campaign, a number of positive CHT modulator hits (compounds <bold>6-9</bold>, Table <xref ref-type="table" rid="T2">2</xref>) were identified. The CHT radiometric assay identified CHT modulators from both the field-based virtual screening campaign and the Chemogenomic Library (CGL) screen. However, as a consequence of the small assay window, inter-assay variation was high and not all datasets fell within the assay acceptance criteria as defined in the Materials and Methods section. This, coupled with our inability to satisfactorily perform saturation analyses, prompted us to assess alternative screening platforms.</p>
</sec>
<sec>
<title>Mass spectrometry assessment of transport function enabled screening to identify novel positive modulators</title>
<p>As highlighted in Section Radiometric assessment of CHT mediated transport function was not suitable for screening, given the challenges of our radiometric assay for high throughput screening, alternative methods for measuring choline uptake suitable for screening compound libraries were sought. We elected to focus on measuring transport of a stably labeled form of choline (deuterated choline chloride-(trimethyl-d9); D9-choline) coupled with mass spectrometric based quantification (Koc et al., <xref ref-type="bibr" rid="B33">2002</xref>; Shariatgorji et al., <xref ref-type="bibr" rid="B55">2014</xref>; Iwamoto et al., <xref ref-type="bibr" rid="B30">2016</xref>). Using this method, we observed a clear increase in D9-choline uptake in HEK293 CHT-WT4 recombinant cells compared to the parental background (Figure <xref ref-type="fig" rid="F3">3A</xref>). Critically, we were also able to saturate transporter function using this method which led us to determine a <italic>K</italic><sub><italic>m</italic></sub> of 7.0 &#x003BC;M (Figure <xref ref-type="fig" rid="F3">3B</xref>), consistent with literature reports (Okuda and Haga, <xref ref-type="bibr" rid="B38">2000</xref>; Okuda et al., <xref ref-type="bibr" rid="B39">2000</xref>). Further validation of the mass spec assay using our tool compounds revealed the capacity of the assay to report on both inhibitory and potentiation activities. Pleasingly, we observed a good agreement with obtained IC<sub>50</sub> estimates for HC-3 (5.6 nM) and ML-352 (41.9 nM); and EC<sub>50</sub> estimates of STS (507 nM) with those obtained in the radiometric assay and in the published literature (Figures <xref ref-type="fig" rid="F3">3C&#x02013;E</xref> and Table <xref ref-type="table" rid="T2">2</xref>). Again, we saw no apparent effect of MKC-231 (Figure <xref ref-type="fig" rid="F3">3F</xref>), consistent with lack of activity in all other assay formats. We successfully miniaturized the assay to a 384 well format with consistent z prime &#x0003E;0.5 (Supplementary Figure <xref ref-type="supplementary-material" rid="SM6">6</xref>). As a proof of concept study, we screened the Chemogenomic Library (CGL) at 1 and 10 &#x003BC;M with DMSO as the negative control and 10 &#x003BC;M STS as the positive control. A number of hits with either inhibitory or stimulatory activities were identified, and these hits confirmed with 10 point EC<sub>50</sub> dose response follow-up. As highlighted in Table <xref ref-type="table" rid="T2">2</xref>, compounds <bold>6</bold>-<bold>9</bold>, flagged as CHT PAMs in the single point radiometric assays, were identified as positive modulators in the mass spectrometry assay. These four compounds, all kinase inhibitors, were selected for further assessment in orthogonal assay formats (Tables <xref ref-type="table" rid="T1">1</xref>, <xref ref-type="table" rid="T2">2</xref>, Section Live cell staining reveals effect on transporter localization with compound treatment).</p>
<fig id="F3" position="float">
<label>Figure 3</label>
<caption><p><bold>Mass spectrometric assay to evaluate CHT transport function. (A)</bold> Specific D9-Choline uptake observed in recombinant HEK293 cell line overexpressing wild-type CHT (Clone 4, CHT-WT4, red) compared to the parental HEK293 background (blue) (<italic>p</italic> &#x0003C; 0.0001, unpaired <italic>t</italic>-test. <italic>N</italic> &#x0003D; 3). Bars represent &#x000B1; SD. <bold>(B)</bold> Saturation of D9-Choline uptake in the presence of increasing concentration of D9-Choline (<italic>N</italic> &#x0003D; 2). Bars represent &#x000B1;SD. <bold>(C&#x02013;F)</bold> 10-point dose response curves to generate IC<sub>50</sub> or EC<sub>50</sub> estimates performed for HC3, IC<sub>50</sub> 5.6 nM <bold>(C)</bold>, ML-352, IC<sub>50</sub> 41.9 nM <bold>(D)</bold>, STS, EC<sub>50</sub> 507 nM <bold>(E)</bold>, MKC231, no apparent effect <bold>(F)</bold> (<italic>N</italic> &#x0003D; 3). Bars represent &#x000B1;SD for each data point.</p></caption>
<graphic xlink:href="fnmol-10-00040-g0003.tif"/>
</fig>
</sec>
<sec>
<title>Live cell staining reveals effect on transporter localization with compound treatment</title>
<p>CHT function has been proposed to be tightly regulated through localization with a minority of transporters present on the presynaptic membrane (&#x0003C;10% of the total population; Ferguson and Blakely, <xref ref-type="bibr" rid="B23">2004</xref>; Ribeiro et al., <xref ref-type="bibr" rid="B51">2006</xref>, <xref ref-type="bibr" rid="B52">2007</xref>; Black and Rylett, <xref ref-type="bibr" rid="B8">2012</xref>). Thus, understanding compound effects on CHT density and activation state in the synaptic membrane may aid interpretation of the effects on cholinergic neurotransmission. Conventional methods such as cell surface biotinylation present challenges in terms of the requirement of large quantities of cells and low throughput. The predicted topology of CHT indicates 13 transmembrane domains, with an extracellular N-terminus and intracellular C-terminal tail (Okuda et al., <xref ref-type="bibr" rid="B40">2012</xref>). Our CHT overexpression construct contains a FLAG tag on the N-terminus which we sought to utilize with antibody detection in non-permeabilized cells. However, we found that fixation of cells with PFA or methanol gave rise to some permeabilization and labeling of the internal CHT pool as indicated by immunostaining for the V5 epitope tag at the intracellular C-terminus (Supplementary Figure <xref ref-type="supplementary-material" rid="SM7">7A</xref>). We therefore moved to live cell immunolabeling to reduce artifacts. We used the CHT-LVAA pool vs. CHT-WT4 cells to assess the effectiveness of this approach in the first instance as this mutant protein has been reported to exhibit increased cell surface localization through a decrease in endocytosis (Ferguson et al., <xref ref-type="bibr" rid="B24">2003</xref>; Ribeiro et al., <xref ref-type="bibr" rid="B50">2005</xref>, <xref ref-type="bibr" rid="B52">2007</xref>; Ruggiero et al., <xref ref-type="bibr" rid="B53">2012</xref>; Supplementary Figure <xref ref-type="supplementary-material" rid="SM7">7B</xref>). We proceeded to investigate the effect of compound treatment in more detail. Cells were incubated with compounds at 1 or 10 &#x003BC;M for 1 h before immunolabeling and visualization. Interestingly, we observed an increase in cell surface localization with HC-3, ML-352 and STS treatments whereas again, MKC-231 had no apparent effect (Figure <xref ref-type="fig" rid="F4">4</xref>). We further tested compounds 6-9, initially identified by screening in the radiometric and mass spectrometry assays at 1 and 10 &#x003BC;M, and noted that compounds 8 and 9 both increased cell surface localization of CHT but compounds 6 and 7 appeared to have no effects based on qualitative observations (Figure <xref ref-type="fig" rid="F4">4</xref>).</p>
<fig id="F4" position="float">
<label>Figure 4</label>
<caption><p><bold>Effect of compounds on CHT localization</bold>. Representative images showing effect of compounds on cell surface expression of CHT measured by immunocytochemistry of the N-terminal FLAG tag (green) in live CHT-WT4 cells. Nuclei are counterstained with DAPI (blue). Vehicle represents 0.1% DMSO and indicated compounds were used at a concentration of 10 &#x003BC;M. Images were captured at 40x magnification.</p></caption>
<graphic xlink:href="fnmol-10-00040-g0004.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>In this manuscript, we report on two overlapping areas of research: (1) seeking to develop novel approaches for identifying and characterizing molecules that positively modulate high affinity choline transport (ligand transport modulator), and (2) the discovery of novel molecules that could be used as tools or starting points for further medicinal chemistry efforts. It is worth noting here that the methods we describe in this manuscript have broader potential applications with respect to the field of transporter biology.</p>
<p>Classical approaches to measuring HACU as a primary function of CHT involve measuring the transport of radioactively labeled choline in a relevant substrate. We were unable to find a good immortalized source of human cholinergic neurons suitable for large scale culture though there are some putatively suitable murine lines (e.g., HT22) or stem cell derived cholinergic models (Liu et al., <xref ref-type="bibr" rid="B35">2013</xref>; Ho et al., <xref ref-type="bibr" rid="B29">2016</xref>). We generated stable, clonal lines in HEK-293 (a robust and well-understood line with properties reminiscent of immature neurons) and SH-SY5Y (neuroblastoma line which has been reported to differentiate toward a cholinergic phenotype with retinoic acid) backgrounds. These lines were characterized with respect to cholinergic expression and function; we believe they serve as useful tools for primary screening and other throughput approaches but given the known caveats with overexpressing cell lines, we would advocate further corroboration in a more &#x0201C;native&#x0201D; context.</p>
<p>Radiometric choline uptake, a direct assessment of the transport function and detected by scintillation proximity assay is a method we have previously used successfully [52, 53]. Assay development enabled us to refine parameters to increase assay window including the use of sodium free buffer prior to substrate and compound exposure to enhance the gradient and pH manipulation. Two sets of compounds were screened in the radiometric choline uptake assay. The first set was selected using the field-based approach from Cresset (Section Field Based Approach to Identifying Novel CHT Modulators, Supplementary Figure <xref ref-type="supplementary-material" rid="SM5">5</xref>). If, as is the case for the choline receptor, structural information describing key ligand/protein interactions between a bound active ligand and a protein of interest is not available to act as a start point for virtual screening, an alternative approach is to use a ligand-based method. The Cresset approach computationally describes an active ligand as a 3D electrostatic and shape-based &#x0201C;field&#x0201D; to give a &#x0201C;protein&#x00027;s eye view&#x0201D; of how the compound interacts with the target. This &#x0201C;field&#x0201D; is then utilized as a template to virtually screen compounds collections in order to identify additional compounds with a similar field and therefore biological activity (Cheeseright et al., <xref ref-type="bibr" rid="B15">2007</xref>). As discussed in Sections Chemogenomic Compound library and Radiometric assessment of CHT mediated transport function was not suitable for screening, 500 compounds based on the CHT PAM modulator MKC-351/coluracetam (Takashina et al., <xref ref-type="bibr" rid="B59">2008b</xref>) and 500 compounds based on the CHT NAM modulator ML-352 (Ennis et al., <xref ref-type="bibr" rid="B20">2015</xref>) were selected for screening from the Pfizer screening collection, based on their field scores. We identified a number of positive and negative CHT modulators in our experiments (Table <xref ref-type="table" rid="T2">2</xref>). Positive allosteric modulators <bold>1</bold>-<bold>3</bold> were identified from the CHT PAM modulator MKC-351 and negative allosteric modulators <bold>4</bold>-<bold>5</bold> were identified from the CHT NAM modulator ML-352. Compounds <bold>1</bold>-<bold>5</bold> illustrate the value of the field-based approach, with a more varied range of active chemotypes identified than those that would be generated from a simple substructure or 2D similarity search. It is important to note that the original observations for the CHT PAM modulator MKC-231 were made in the AF64A-treated rat hippocampal synaptosomes with no impact of MKC-231 treatment on HACU or HC-3 binding with vehicle treatment (Takashina et al., <xref ref-type="bibr" rid="B58">2008a</xref>,<xref ref-type="bibr" rid="B59">b</xref>). Consistently, we did not observe any impact of MKC-231 treatment in any of our approaches which were performed in the absence of AF64A treatment.</p>
<p>The Pfizer Chemogenomic Library (CGL) comprises approximately 2,753 historical compounds covering 1,043 distinct mechanisms (thus testing each mechanism multiple times) and was initially designed to support phenotypic screening assays to help delineate which mechanisms may be playing a role in the observed end point. Pleasingly, we identified compounds with either inhibitory or stimulatory activities. The initial stimulatory compound hits were further confirmed in 10 point dose response curves. Compounds <bold>6-9</bold> are examples of kinase inhibitor actives from the Pfizer Chemogenomic Library (CGL) screen highlighted in Table <xref ref-type="table" rid="T2">2</xref>. Literature reports show that CHT activity at the plasma membrane and subcellular trafficking/internalization via endosomal compartments is tightly controlled at least in part by post-translation mechanisms (PTMs) with canonical consensus sequence motifs in the primary amino acid sequence for phosphorylation and ubiquitylation; motifs also exist for dimerization and clathrin-mediated endocytosis (reviewed in Ferguson and Blakely, <xref ref-type="bibr" rid="B23">2004</xref>; Black and Rylett, <xref ref-type="bibr" rid="B8">2012</xref>). Our observations raised the intriguing possibility that these compounds may be exerting effects through modifying CHT PTMs and its localization accordingly. Compounds <bold>6</bold>-<bold>9</bold> were selected for further characterization using the live cell antibody labeling to assess their impact on CHT cell surface localization. Of the four compounds, two were found to have no apparent effect on CHT localization on the cell surface (compounds <bold>6</bold> and <bold>7</bold>), whereas compounds <bold>8</bold> and <bold>9</bold> each elicited a distinct increase in apparent cell surface localization. Interestingly, STS treatment also increased cell surface localization. Additional analysis is required to determine the specific kinase targets/pathways that may be responsible for modulating the phosphorylation state of the CHT transporter and increasing its retention at the cell surface.</p>
<p>In addition to STS treatment, our observations suggest that treatment with inhibitors HC-3 or ML-352 also increase transporter density on the cell surface which in turn invites speculation about conformational changes that block CHT internalization. We therefore suggest caution with respect to interpretation of data from HC-3 binding assays as an indication of active CHT present on the cell surface. Better understanding of CHT conformation dynamics and structural changes corresponding to activity would be invaluable using approaches such as single-molecule FRET (Erkens et al., <xref ref-type="bibr" rid="B21">2013</xref>). Interestingly, preliminary data (not shown) generated under contract by Sharp Edge Laboratories with N-terminal modulation of a CHT construct with a fluorogen activated peptide tag (Snyder et al., <xref ref-type="bibr" rid="B56">2015</xref>; Naganbabu et al., <xref ref-type="bibr" rid="B37">2016</xref>; Plamont et al., <xref ref-type="bibr" rid="B48">2016</xref>) appears to have no effect on trafficking of CHT but potentially interferes with [choline] transport.</p>
<p>Blakely and colleagues report the use of membrane potential changes as a basis for identifying novel compounds to modulate CHT given its electrogenic properties (Ruggiero et al., <xref ref-type="bibr" rid="B53">2012</xref>; Ennis et al., <xref ref-type="bibr" rid="B20">2015</xref>). Data generated with tool compounds in collaboration with Nanion Technologies on the SURFE<sup>2</sup>R&#x02122; platform using membrane preparations enabled us to generate direct, sensitive and functional measurements that correlated well with those reported in literature (Table <xref ref-type="table" rid="T2">2</xref>). This approach is currently limited in terms of throughput but could be advantageous for orthogonal validation or for deeper study into mechanisms of action. An additional challenge in studying CHT by this method is the relatively low proportion of active transporter on the plasma membrane which may have been addressed to some extent in the literature by using a preparation from an LV-AA mutant form with higher transporter density (Ruggiero et al., <xref ref-type="bibr" rid="B53">2012</xref>; Ennis et al., <xref ref-type="bibr" rid="B20">2015</xref>). It would additionally be interesting to evaluate whether membrane fractions (e.g., plasma membrane vs. vesicles or endocytic machinery) would impact on assay window. Lack of activity of STS on the SURFE<sup>2</sup>R&#x02122; platform (Table <xref ref-type="table" rid="T2">2</xref>) is further consistent with the hypothesis that STS and STS-like compounds exert their effect through an indirect kinase mechanism that in turn modulates the phosphorylation state of the transporter and increases its retention at the cell surface, as are published data suggesting STS has modulatory effect in striatal but not hippocampal synaptosomes (Ruggiero et al., <xref ref-type="bibr" rid="B53">2012</xref>). Indeed, further biological and pharmacological interrogations around kinase inhibition and phosphorylation motifs and subsequent impact on subcellular localization and trafficking kinetics would be an interesting avenue to explore. Additional studies into the underlying mechanisms of these novel compounds described here include more detailed pharmacology experiments including <italic>K</italic><sub><italic>m</italic></sub> and <italic>V</italic><sub><italic>max</italic></sub> determination and relative efficacy of distinct mechanisms with respect to the fate of the transported choline in addition to impact on synaptic vesicle based activities. It is not currently clear whether there is sufficient transporter present at the cell membrane to provide efficacy through direct positive modulation.</p>
<p>The challenges (lack of saturation, requirement for high [<sup>3</sup>H]Choline concentrations and small assay window) associated with screening in the radiometric assay led us to seek alternative approaches. Mass spectrometry has previously been reported as a rapid, sensitive and directly quantitative approach with respect to AChEI (Shariatgorji et al., <xref ref-type="bibr" rid="B55">2014</xref>). In our hands, mass spectrometry appeared advantageous with respect to bidirectional readout, high sensitivity, reproducibility, quantitative output, and compatible with throughput optimisation (e.g., miniaturization, automation). Furthermore, it appears amenable to more detailed kinetic, mechanistic and quantitative studies. We are intrigued by the additional potential to elucidate the fate of transported D9-choline through multiple metabolic routes including detection of released D9-ACh into the extracellular milieu; and associated possibilities for biomarker development. We are similarly captivated by the potential of X-ray fluorescence (Olabisi et al., <xref ref-type="bibr" rid="B41">2016</xref>) with high throughput label-free direct activity-based measurements in normal culture conditions to identify compound effects on CHT overexpressing cells. However, we do not know how much tolerance CHT has for chemical modulation of specific groups and impact on substrate function, for example in order to label a choline mimetic (i.e., bromination of the <italic>N</italic>-methyl group) that can be detected by X-ray fluorescence.</p>
<p>Taken together, we outline a set of approaches suitable for screening to identify and characterize novel small molecules modulating transport function of CHT and selected other solute carriers. Furthermore, we report the discovery of potential positive ligand transport modulators for CHT which warrant further investigation and validation as possible tools and/or seeds for further medicinal chemistry efforts. We hope this report will prime efforts toward testing the hypothesis that positive modulation of CHT transport function is a relevant therapeutic mechanism in an appropriate cholinergic deficit model to determine level of restoration of function vs. positive controls such as acetylcholinesterase inhibitors.</p>
</sec>
<sec id="s5">
<title>Author contributions</title>
<p>PC, EJA, CCJ, MP, MB, SEJ, YM and CLB designed, performed and analysed experiments; PC, EJA, CCJ, P, RT, SES and CLB contributed to figure generation; RT, SES contributed to  compound design, selection and management; PC, EJA, SES and CLB contributed to writing of manuscript; PC, JSJ, SES, RIS and CLB contributed to critical review of manuscript; CLB was responsible for study conception and design. Other than as an employer of the relevant authors, Pfizer Ltd., did not play any role in the study design, collection, analysis and interpretation of the data.</p>
</sec>
<sec id="s6">
<title>Funding</title>
<p>All funding was provided by Pfizer Ltd.</p>
<sec>
<title>Conflict of interest statement</title>
<p>All Pfizer-based authors (PC, EJA, CCJ, MP, RT, JSJ, RIS, SES, CLB) were full time employees of Pfizer Ltd., at the time of the study. MB was a full time employee of Nanion Technologies at the time of the study. SEJ generated data as part of her project as an industrial trainee at Pfizer Ltd. YM was a full time employee of Kissei Pharmaceutical Co. Ltd., and participating in a secondment at Pfizer Ltd., at the time of the study.</p>
</sec>
</sec>
</body>
<back>
<ack><p>The authors would like to thank Andy Pike, Paul J. Whiting, Rouba Kozak, Matt Howe, Phil Milliken, Steve Jenkinson, Asser Bayassouni and Claire Steppan for their contributions.</p>
</ack>
<sec sec-type="supplementary-material" id="s7">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="http://journal.frontiersin.org/article/10.3389/fnmol.2017.00040/full#supplementary-material">http://journal.frontiersin.org/article/10.3389/fnmol.2017.00040/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Image1.JPEG" id="SM1" mimetype="image/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary Figure 1</label>
<caption><p><bold>[<sup>3</sup>H] Choline uptake in the presence of 0.25% DMSO (Vehicle, blue), 1 &#x003BC;M HC-3 (red) and 10 &#x003BC;M STS (green) was monitored in untransformed SK-N-FI and SH-SY5Y cell lines alongside two clonal cell lines in the HEK293 background, CHT-WT4 and CHT-WT5, and the pool from which clones were created, CHT-WT Pool</bold>. The inhibition by HC-3 and activation by STS in the CHT-WT4, CHT-WT5 and CHT-WT Pool cell lines was significant (Vehicle vs. HC3 and Vehicle vs. STS, <italic>p</italic> &#x0003C; 0.05 1-way ANOVA. <italic>N</italic> &#x0003D; 4). CHT-WT4 exhibited the largest % inhibition by HC-3 (&#x0007E;80%) compared to CHT-WT5 (&#x0007E;61%) and CHT-WT Pool (&#x0007E;69%). The fold-activation by STS was lower in CHT-WT4 compared to others suggesting that the uptake window was not saturated. No effect of HC-3 or STS was seen in SK-N-FI and SH-SY5Y lines.</p></caption></supplementary-material>
<supplementary-material xlink:href="Image2.JPEG" id="SM2" mimetype="image/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary Figure 2</label>
<caption><p><bold>Quantitative PCR used to measure expression of indicated genes in recombinant CHT cell lines (red) in HEK293 (A&#x02013;C)</bold> or SH-SY5Y <bold>(D&#x02013;F)</bold> backgrounds compared to the appropriate parental cell line (blue). <italic>RPL19A</italic> is used as the housekeeping gene. A significant difference in CHT (<italic>SLC5A7</italic>) expression was observed between the recombinant and parental lines (<italic>p</italic> &#x0003C; 0.05, unpaired <italic>t</italic>-test, <italic>N</italic> &#x0003D; 3). Expression of no other gene was significantly altered. Individual data points, together with their mean, are shown.</p></caption></supplementary-material>
<supplementary-material xlink:href="Image3.JPEG" id="SM3" mimetype="image/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary Figure 3</label>
<caption><p><bold>Membranes from CHT-WT4 were treated with 100 &#x003BC;M Choline at pH 8.2</bold>. The current amplitude signal measured on the SURFE<sup>2</sup>R platform was observed to be stable over time with no significant differences between any condition (1-way ANOVA, <italic>N</italic> &#x0003D; 4). Bars represent &#x000B1; SD for each data point.</p></caption></supplementary-material>
<supplementary-material xlink:href="Image4.JPEG" id="SM4" mimetype="image/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary Figure 4</label>
<caption><p><bold>(A)</bold> Measurement of [<sup>3</sup>H] Choline uptake in the presence of increasing concentration of [<sup>3</sup>H] Choline (<italic>N</italic> &#x0003D; 2). <bold>(B)</bold> 10-point dose response curves for STS generated at different time-points post addition of [3H] Choline. (<italic>N</italic> &#x0003D; 2). Bars represent &#x000B1; SD for each data point. Cpm, Counts per minute; refers to uptake of [<sup>3</sup>H] Choline.</p></caption></supplementary-material>
<supplementary-material xlink:href="Image5.JPEG" id="SM5" mimetype="image/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary Figure 5</label>
<caption><p><bold>Selected images from Blaze results with purported CHT modulator seed molecules (PAM MKC-351 and NAM ML-352) (green) shown on the left and output molecules 1-5 shown on the right (gray)</bold>. Fields are shown with positive (red), negative (cyan), van der Waals (yellow), and hydrophobic (orange) regions.</p></caption></supplementary-material>
<supplementary-material xlink:href="Image6.JPEG" id="SM6" mimetype="image/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary Figure 6</label>
<caption><p><bold>Table summarizing Z&#x00027; for screening with [D9] Choline uptake</bold>. ZPE (zero percent effect) represents vehicle (0.1% DMSO) and HPE (hundred percent effect) was generated with 10 &#x003BC;M Staurosporine.</p></caption></supplementary-material>
<supplementary-material xlink:href="Image7.JPEG" id="SM7" mimetype="image/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary Figure 7</label>
<caption><p><bold>(A)</bold> Representative images showing artifacts induced by fixation of cells with 4% PFA for 15 min. Immunocytochemistry was performed on HEK293-CHT cells expressing a CHT construct that is tagged with the FLAG tag at the N-terminus and a V5 epitope at the C-terminal which projects intracellularly. Immunocytochemistry in fixed cells under non-permeabilized conditions results in detection of the intracellular V5 epitope (green) indicating permeabilization introduced by the process of fixing alone. Nuclei are counterstained with DAPI (blue). Images are captured at 10x magnification. <bold>(B)</bold> Quantification of cell surface expressed CHT by the Cellomics software in recombinant HEK293 cell lines stably expressing LV-AA (blue) or WT (red) CHT. Increase in cell surface CHT is seen in the LV-AA condition (<italic>p</italic> &#x0003C; 0.0001, unpaired <italic>t</italic>-test. <italic>N</italic> &#x0003D; 12). Bars represent &#x000B1; SD.</p></caption></supplementary-material>
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