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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mol. Biosci.</journal-id>
<journal-title>Frontiers in Molecular Biosciences</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mol. Biosci.</abbrev-journal-title>
<issn pub-type="epub">2296-889X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">857000</article-id>
<article-id pub-id-type="doi">10.3389/fmolb.2022.857000</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Molecular Biosciences</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Using Structure-guided Fragment-Based Drug Discovery to Target <italic>Pseudomonas aeruginosa</italic> Infections in Cystic Fibrosis</article-title>
<alt-title alt-title-type="left-running-head">Arif et al.</alt-title>
<alt-title alt-title-type="right-running-head">FBDD Targeting <italic>Pseudomonas aeruginosa</italic> Infections</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Arif</surname>
<given-names>Sheikh Mohammed</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1639200/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Floto</surname>
<given-names>R. Andres</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Blundell</surname>
<given-names>Tom L.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/905693/overview"/>
<xref ref-type="corresp" rid="c001">
<sup>&#x2a;</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Biochemistry, University of Cambridge</institution>, <addr-line>Cambridge</addr-line>, <country>United Kingdom</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Molecular Immunity Unit, Department of Medicine University of Cambridge, MRC-Laboratory of Molecular Biology</institution>, <addr-line>Cambridge</addr-line>, <country>United Kingdom</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Cambridge Centre for Lung Infection, Royal Papworth Hospital</institution>, <addr-line>Cambridge</addr-line>, <country>United Kingdom</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/326947/overview">Pietro Roversi</ext-link>, Italian National Research Council, Italy</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1644582/overview">Tzvia Springer</ext-link>, Concordia University (Wisconsin), United States</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/277637/overview">Fang Bai</ext-link>, Nankai University, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Tom L. Blundell, <email>tlb20@cam.ac.uk</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Structural Biology, a section of the journal Frontiers in Molecular Biosciences</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>30</day>
<month>03</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>9</volume>
<elocation-id>857000</elocation-id>
<history>
<date date-type="received">
<day>18</day>
<month>01</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>23</day>
<month>02</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Arif, Floto and Blundell.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Arif, Floto and Blundell</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>Cystic fibrosis (CF) is progressive genetic disease that predisposes lungs and other organs to multiple long-lasting microbial infections. <italic>Pseudomonas aeruginosa</italic> is the most prevalent and deadly pathogen among these microbes. Lung function of CF patients worsens following chronic infections with <italic>P. aeruginosa</italic> and is associated with increased mortality and morbidity. Emergence of multidrug-resistant, extensively drug-resistant and pandrug-resistant strains of <italic>P. aeruginosa</italic> due to intrinsic and adaptive antibiotic resistance mechanisms has failed the current anti-pseudomonal antibiotics. Hence new antibacterials are urgently needed to treat <italic>P. aeruginosa</italic> infections. Structure-guided fragment-based drug discovery (FBDD) is a powerful approach in the field of drug development that has succeeded in delivering six FDA approved drugs over the past 20 years targeting a variety of biological molecules. However, FBDD has not been widely used in the development of anti-pseudomonal molecules. In this review, we first give a brief overview of our structure-guided FBDD pipeline and then give a detailed account of FBDD campaigns to combat <italic>P. aeruginosa</italic> infections by developing small molecules having either bactericidal or anti-virulence properties. We conclude with a brief overview of the FBDD efforts in our lab at the University of Cambridge towards targeting <italic>P. aeruginosa</italic> infections.</p>
</abstract>
<kwd-group>
<kwd>FBDD</kwd>
<kwd>fragment-based drug discovery</kwd>
<kwd>antibiotics</kwd>
<kwd>cystic fibrosis</kwd>
<kwd>
<italic>Pseudomonas</italic>
</kwd>
<kwd>anti-virulence</kwd>
</kwd-group>
<contract-sponsor id="cn001">Cystic Fibrosis Trust<named-content content-type="fundref-id">10.13039/501100000292</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Cystic fibrosis (CF) is a life-shortening autosomal-recessive Mendelian disease affecting approximately 100,000 people worldwide (<xref ref-type="bibr" rid="B43">Cystic Fibrosis Foundation, 2017</xref> Annual Data Report, 2021; United Kingdom; <xref ref-type="bibr" rid="B42">Cystic Fibrosis Registry 2020 Annual Data Report, 2021</xref>). In the 1950s, the majority of the CF patients did not live beyond infancy (<xref ref-type="bibr" rid="B47">Davis, 2006</xref>; <xref ref-type="bibr" rid="B54">Elborn, 2016</xref>). Four decades later, the life expectancy had improved to 31&#xa0;years (Cystic Fibrosis Foundation. 2017. Cystic Fibrosis Foundation patient registry. 2016 annual data report. Cystic Fibrosis Foundation, Bethesda, MD.). At present, with further improvement in the diagnosis and treatment, the median survival age of CF patients has increased to 50.6&#xa0;years in United Kingdom (<xref ref-type="bibr" rid="B196">UK Cystic Fibrosis Registry 2020 Annual Data Report, 2021</xref>) and 59&#xa0;years in United states (<xref ref-type="bibr" rid="B196">UK Cystic Fibrosis Registry 2020 Annual Data Report, 2021</xref>). The majority of morbidity and mortality in CF is caused by chronic bacterial lung infections (<xref ref-type="bibr" rid="B54">Elborn, 2016</xref>; <xref ref-type="bibr" rid="B135">Molina and Hunt, 2017</xref>). CF is caused by bi-allelic deleterious mutations in the Cystic Fibrosis Transmembrane Conductance Regulator (CFTR) protein, leading to defects in chloride and bicarbonate ion transport across epithelial surfaces, and consequently the production of thick secretions that disrupt mucociliary clearance in the lungs, predisposing to chronic bacterial infections, and progressive inflammatory lung disease.</p>
<p>The most important bacterial infection in CF is <italic>P. aeruginosa</italic>, a Gram-negative bacterium that, in addition to causing opportunistic and hospital-acquired infections, can cause chronic respiratory infections in individuals with underlying inflammatory lung disease, including CF. Approximately 40% of the adult CF population in the United Kingdom is currently chronically infected with <italic>P. aeruginosa</italic> (2019 CF registry), leading to increased mortality and morbidity (<xref ref-type="bibr" rid="B63">Flume et al., 2007</xref>; <xref ref-type="bibr" rid="B39">Crull et al., 2018</xref>) associated with the emergence of multi-drug resistant organisms and antibiotic failure.</p>
<sec id="s1-1">
<title>Current Treatment Regimens for <italic>P. aeruginosa</italic> Infections and Need for Novel Therapeutics</title>
<p>At present, nine categories of anti-pseudomonal antibiotics are used to treat <italic>P. aeruginosa</italic> infections including penicillin-&#x3b2;-lactamase combinations (piperacillin-tazobactam and ticarcillin-clavulanate), cephalosporins (Ceftazidime, Cefepime, Cefoperazone and Cefiderocol), a monobactam (aztreonam), fluoroquinolones (Ciprofloxacin, Levofloxacin, Prulifloxacin, Delafloxacin and Finafloxacin), a phosphonic acid derivative (Fosfomycin), carbapenems (Doripenem, Imipenem/cilastatin and Meropenem), novel &#x3b2;-lactams with &#x3b2;-lactamase inhibitors (ceftazidime&#x2013;avibactam, ceftolozane/tazobactam, Imipenem/cilastatin&#x2013;relebactam, Meropenem&#x2013;vaborbactam), aminoglycosides (Tobramycin, Gentamicin, Amikacin and Plazomicin) and polymyxins (Colistin and PolymyxinB) (<xref ref-type="bibr" rid="B92">Ibrahim et al., 2020</xref>).</p>
<p>
<italic>P. aeruginosa</italic> is equipped with a high level of intrinsic antibiotic resistance owing to restricted outer membrane permeability, efflux systems that pump antibiotics out of the cell and production of antibiotic-inactivating enzymes such as &#x3b2;-lactamases. <italic>P. aeruginosa</italic> can also readily acquire antibiotic resistance through mutations and acquisition of resistance plasmids (<xref ref-type="bibr" rid="B163">Potron et al., 2015</xref>; <xref ref-type="bibr" rid="B154">Pang et al., 2019</xref>), leading to the emergence of multidrug-resistant (MDR), extensively drug-resistant (XDR) and pandrug-resistant (PDR) strains of <italic>P. aeruginosa</italic> (<xref ref-type="bibr" rid="B53">El Zowalaty et al., 2015</xref>; <xref ref-type="bibr" rid="B13">Bassetti et al., 2018</xref>). In addition, <italic>P. aeruginosa</italic> possesses adaptive resistance mechanisms against antibiotics, including biofilm-mediated resistance and the formation of multidrug-tolerant persister cells which further limit the effectiveness of current antibiotic treatments (<xref ref-type="bibr" rid="B154">Pang et al., 2019</xref>). As a consequence this pathogen is listed in the &#x201c;critical&#x201d; category of antibiotic-resistant &#x201c;priority pathogens&#x201d; published recently by WHO (<xref ref-type="bibr" rid="B205">WHO, 2017</xref>) (<xref ref-type="bibr" rid="B184">Shrivastava et al., 2018</xref>). Hence, there is an urgent need for new antibiotics along with the discovery and development of novel potential therapeutic strategies such as quorum sensing inhibition, lectin inhibition, iron chelation, phage therapy, vaccine strategy, nanoparticles, antimicrobial peptides and electrochemical scaffolds, which present new avenues against <italic>P. aeruginosa</italic> infections (<xref ref-type="bibr" rid="B154">Pang et al., 2019</xref>).</p>
</sec>
<sec id="s1-2">
<title>Fragment-Based Drug Discovery Approach and Work Flow</title>
<p>Structure-guided fragment-based drug discovery (FBDD) is a powerful approach, now widely used both in academia and industries to produce novel high-quality drug-like molecules (<xref ref-type="bibr" rid="B18">Blundell et al., 2002</xref>; <xref ref-type="bibr" rid="B140">Murray and Rees, 2009</xref>; <xref ref-type="bibr" rid="B177">Scott et al., 2012</xref>; <xref ref-type="bibr" rid="B129">Mashalidis et al., 2013</xref>; <xref ref-type="bibr" rid="B56">Erlanson et al., 2016</xref>). This approach involves screening a library consisting of small &#x201c;fragments&#x201d; (MW &#x3c; 300&#xa0;Da) of drug-like molecules against a defined target protein, using various biophysical, biochemical and structural biology methods. Compared with the traditional high-throughput screens of drug-sized molecules, the binding and subsequent growth of low molecular weight fragments to drug-like compounds allows a more extensive exploration of chemical space even when using small libraries and can lead to superior molecules. Although fragments are usually weak binders, they can bind to hotspots that allow well-defined interactions with the target protein. These can be entropically favourable due to displacement of previously organised bound water molecules (<xref ref-type="bibr" rid="B164">Radoux et al., 2016</xref>). The three-dimensional binding mode of these fragments is explored by determining the structure of the fragment-bound target using X-ray crystallography, NMR spectroscopy or cryoelectron microscopy, and guided by these structures the fragments are chemically &#x201c;grown&#x201d; or &#x201c;linked&#x201d; to form a larger molecule with higher affinity and drug-like properties. Over the past 20 years, FBDD has achieved significant success by delivering six FDA approved drugs namely, vemurafenib (<xref ref-type="bibr" rid="B20">Bollag et al., 2012</xref>), venetoclax (<xref ref-type="bibr" rid="B189">Souers et al., 2013</xref>), erdafitinib (<xref ref-type="bibr" rid="B159">Perera et al., 2017</xref>), pexidartinib (<xref ref-type="bibr" rid="B192">Tap et al., 2015</xref>), sotoracib (<xref ref-type="bibr" rid="B17">Blair, 2021</xref>) and Asciminib (<xref ref-type="bibr" rid="B58">E&#x15f;kazan, 2021</xref>) (<xref ref-type="table" rid="T1">Table 1</xref>). In addition, more than 40 molecules discovered by FBDD are currently in active clinical development (<xref ref-type="bibr" rid="B45">Erlanson, 2021</xref>). Four of these molecules: capivasertib (AstraZeneca/Astex/CRUK), lanabecestat (Astex/AstraZeneca/Lilly), pelabresib (CP-0610) (Constellation) and verubecestat (Merk) have reached in the phase 3 of the clinical trial (<xref ref-type="bibr" rid="B45">Erlanson, 2021</xref>). However, the use of FBDD for the development of anti-pseudomonal molecules has been limited to only a handful of studies, some of which will be discussed later in this review, but focusing on the contribution of our own lab.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Drugs on the market developed by FBDD approach and their biological targets.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Drug</th>
<th align="center">Biological target</th>
<th align="center">Description</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Vemurafenib <inline-graphic xlink:href="fmolb-09-857000-fx1.tif"/>
</td>
<td>BRAF V600E mutant</td>
<td>Vemurafenib, the first drug developed using FBDD, marketed as Zelboraf, is an inhibitor of B-raf enzyme that lead to programmed cell death in melanoma cell lines</td>
</tr>
<tr>
<td align="left">Venetoclax <inline-graphic xlink:href="fmolb-09-857000-fx2.tif"/>
</td>
<td>Bcl-2</td>
<td>Venetoclax is a BCL2 homology domain 3 (BH3) mimetic that blocks the anti-apoptotic B-cell lymphoma-2 (Bcl-2) protein leading to programmed cell death of chronic lymphocytic leukemia (CLL) cells</td>
</tr>
<tr>
<td align="left">Erdafitinib<break/>
<inline-graphic xlink:href="fmolb-09-857000-fx3.tif"/>
</td>
<td>FGFR</td>
<td>Marketed under the brand name Balversa, erdafitinib is a small molecule inhibitor of fibroblast growth factor receptor (FGFR, a subset tyrosine kinase) used for the treatment of bile duct cancer, gastric cancer and esophagial cancer</td>
</tr>
<tr>
<td align="left">Pexidartinib <inline-graphic xlink:href="fmolb-09-857000-fx4.tif"/>
</td>
<td>CSF-1R</td>
<td>Marketed as Turalio, pexidartinib is kinase inhibitor that blocks the activity of colony-stimulating factor-1 receptor (CSF-1R). It is used to treat of adults with asymptomatic tenosynovial giant cell tumor (TGST)</td>
</tr>
<tr>
<td align="left">Sotorasib <inline-graphic xlink:href="fmolb-09-857000-fx5.tif"/>
</td>
<td>KRAS G12C mutant</td>
<td>Sold under the brand name Lumakras and Lumykras, Sotorasib targets the common mutation G12C in KRAS protein associated with various forms of cancers. It is an inhibitor of RAS gtpase family of protein and used to treat non-small-cell lung cancer (NSCLC)</td>
</tr>
<tr>
<td align="left">Asciminib <inline-graphic xlink:href="fmolb-09-857000-fx6.tif"/>
</td>
<td>Bcr-ABL</td>
<td>Asciminib (Scemblix) is a protein kinase inhibitor which specifically targets the ABL myristoyl pocket of the fusion protein Bcr-ABL. It is used to treat Philadelphia chromosome-positive chronic myeloid leukemia (Ph &#x2b; CML)</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Until recently one of the main limitations of fragment-based approaches was the need to have crystals with sufficient resolution to see the fragments. This is now less of a problem as many companies such Astex and Astra Zeneca, as well as our own academic work, has been radically transformed by the use of cryo-EM. The power of cryo-EM to visualise small molecules is illustrated by recent work in both our academic work and Astex company work, where cryo-EM is now being widely used for fragment-based drug discovery. A recent example from our academic work is on visualising small drug molecules in the 4,000 amino acid DNA-PKcs published in Nature (<xref ref-type="bibr" rid="B121">Liang et al., 2022</xref>).</p>
<p>We now review the steps involved in a typical target-oriented structure-guided fragment based drug discovery (<xref ref-type="fig" rid="F1">Figure 1</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Fragment-based drug discovery (FBDD). The various biochemical, biophysical and structural biology techniques used in a FBDD pipeline are illustrated.</p>
</caption>
<graphic xlink:href="fmolb-09-857000-g001.tif"/>
</fig>
<sec id="s1-2-1">
<title>Target Selection</title>
<p>Target selection is the first step in our drug discovery pipeline. A systematic analysis of literature on gene essentiality is performed in order to select essential drug-targets. These studies include various molecular genetic approaches, such as gene trapping, homologous recombination, transposon insertion mutagenesis (<xref ref-type="bibr" rid="B199">Van Opijnen and Camilli, 2013</xref>; <xref ref-type="bibr" rid="B30">Chao et al., 2016</xref>), and more recently developed CRISPR/CAS9 gene editing system (<xref ref-type="bibr" rid="B201">Wang et al., 2015</xref>; <xref ref-type="bibr" rid="B62">Evers et al., 2016</xref>; <xref ref-type="bibr" rid="B136">Morgens et al., 2016</xref>; <xref ref-type="bibr" rid="B180">Senturk et al., 2017</xref>; <xref ref-type="bibr" rid="B12">Bartha et al., 2018</xref>; <xref ref-type="bibr" rid="B215">You et al., 2020</xref>), to identify essential genes by first incorporating inactivating mutations in them and then determining the viability of the cells or organism carrying these mutations. The next step is to look for the similarity of these essential genes to those of the human genome. Targets similar to a gene in the human genome or human gut microbiome are not pursued in order to avoid cross-reactivity of the developed antibiotic and maintain the health of the microbiome. The protein products of these genes are considered for selecting a target. This is followed by the ligandability/druggability analysis by detecting and evaluating the ligand binding sites using modelling programs, such as the &#x3b1;-shape based approach (<xref ref-type="bibr" rid="B52">Edelsbrunner and M&#xfc;cke, 1994</xref>) in MOE (<xref ref-type="bibr" rid="B134">MOLECULAR OPERATING ENVIRONMENT, 2016</xref> Integrated Computer-Aided Molecular Design Platform), SiteMap (<xref ref-type="bibr" rid="B77">Halgren, 2009</xref>), LIGSITE (<xref ref-type="bibr" rid="B87">Huang and Schroeder, 2006</xref>), CASTp (<xref ref-type="bibr" rid="B51">Dundas et al., 2006</xref>) and more recently by generating fragment HOTSPOT maps (<xref ref-type="bibr" rid="B164">Radoux et al., 2016</xref>), taking advantage of the available 3-dimensional structure for potential target proteins. Cryptic binding sites can be detected by molecular dynamics simulations (<xref ref-type="bibr" rid="B115">Kuzmanic et al., 2020</xref>) and the cosolvent mapping method (<xref ref-type="bibr" rid="B213">Yang and Wang, 2010</xref>). In cases where the 3-dimensional structures are not available, they can be modelled using software such as Modeller (<xref ref-type="bibr" rid="B173">&#x160;ali and Blundell, 1993</xref>; <xref ref-type="bibr" rid="B59">Eswar et al., 2006</xref>) and more recently developed deep-learning algorithms, such as AlphaFold (<xref ref-type="bibr" rid="B178">Senior et al., 2020</xref>), AlphaFold2 (<xref ref-type="bibr" rid="B100">Jumper et al., 2021</xref>) and RoseTTAFold (<xref ref-type="bibr" rid="B8">Baek et al., 2021</xref>), and the resulting structure can be then analysed for ligandability. Other criteria while selecting a target include preference for non-membrane proteins and availability of well-established biochemical/functional assays in order to achieve a speedy drug-discovery process.</p>
</sec>
<sec id="s1-2-2">
<title>Target Protein Production</title>
<p>Once the target protein is selected, the corresponding gene is cloned into an expression vector using molecular biology techniques such as PCR (<xref ref-type="bibr" rid="B139">Mullis, 1990</xref>; <xref ref-type="bibr" rid="B70">Garibyan and Avashia, 2013</xref>; <xref ref-type="bibr" rid="B86">Hoseini and Sauer, 2015</xref>), restriction digestion (<xref ref-type="bibr" rid="B168">Roberts, 2005</xref>) and ligation (<xref ref-type="bibr" rid="B36">Cohen et al., 1973</xref>) resulting in an expression plasmid. The target protein is often overexpressed in <italic>Escherichia coli</italic> using this expression plasmid. The overexpressed protein is purified in large quantity using protein chemistry techniques such as affinity chromatography (<xref ref-type="bibr" rid="B170">Rodriguez et al., 2020</xref>), ion-exchange chromatography (<xref ref-type="bibr" rid="B200">Walls and Walker, 2017</xref>) and size exclusion chromatography (<xref ref-type="bibr" rid="B24">Burgess, 2018</xref>; <xref ref-type="bibr" rid="B81">Held and Kilz, 2021</xref>).</p>
</sec>
<sec id="s1-2-3">
<title>Design/Selection of Fragment Library for a Selected Target</title>
<p>Designing/selecting a generic fragment library for a fragment-screening campaign in general involves considerations such as diversity, solubility, molecular weight (MW), cLogP, polar surface area (PSA), Fsp3 (<xref ref-type="bibr" rid="B125">Lovering et al., 2009</xref>; <xref ref-type="bibr" rid="B204">Wei et al., 2020</xref>), natural product-likeness and the number of the fragments (<xref ref-type="bibr" rid="B112">Mahmood and Ramachandraiah, 2021</xref>). On the other hand, there are certain criteria that are important to consider while assembling/choosing a fragment library with high chemical and structural diversity to be used for screening against a selected target. These involve ligand and protein structure-based approaches of library design/selection (<xref ref-type="bibr" rid="B175">Schuffenhauer et al., 2005</xref>). The ligand-based approach involves the knowledge of binding mode of known ligands for the target and the fragments that can undergo similar interactions with the target are selected. Importantly, such interactions are often conserved over the whole target family and hence a fragment identified using this approach can be used to target other members of the family. An example of such approach include selection of metal chelators in a fragment screening campaign against gelatinase (<xref ref-type="bibr" rid="B202">Wang et al., 2002</xref>). Commercial fragment libraries dedicated for matrix metalloprotease (MMPs) such as Chelator Fragment Libraries (CFL 1.1), comprising a range of metal chelating moieties (<xref ref-type="bibr" rid="B60">Agrawal et al., 2008</xref>) and protease inhibitor-enriched library (<xref ref-type="bibr" rid="B9">Baell and Holloway, 2010</xref>), have been deliberately chosen to target a matrix metalloproteinase, LasB (<xref ref-type="bibr" rid="B71">Garner et al., 2012</xref>; <xref ref-type="bibr" rid="B102">Kany et al., 2018a</xref>). Another example of target-focussed libraries are halogen-enriched fragment libraries (HEFLibs), comprising chemical probes that identify halogen bonds as the main feature of binding mode, and originally constructed to find chemical moieties that stabilise p53 mutants (<xref ref-type="bibr" rid="B80">Heidrich et al., 2019</xref>). Structure-based approaches for design/selection of the fragment library may involve in silico screening as described for DNA gyrase ligands (<xref ref-type="bibr" rid="B19">Boehm et al., 2000</xref>). The hit rates in fragment screening with such target-focused fragment libraries are much higher than those with generic fragment libraries.</p>
</sec>
<sec id="s1-2-4">
<title>Fragment Screening to Identify Hits</title>
<p>Biophysical, biochemical, structural biology and computational methods are used to screen a library of fragments (&#x223c;1,000) against the target. The most popular biophysical method used for screening is differential scanning fluorimetry (DSF), often known as thermal shift assay, a technique that measures the denaturation temperature (melting temperature, Tm) of the protein (<xref ref-type="bibr" rid="B179">Senisterra et al., 2012</xref>) and allows the detection of compounds that increase the Tm of a target protein on binding by promoting protein stability (<xref ref-type="bibr" rid="B146">Niesen et al., 2007</xref>). Surface plasmon resonance (SPR), a label-free technique, is another biophysical technique that is used for direct screening of fragment libraries (<xref ref-type="bibr" rid="B143">Navratilova and Hopkins, 2010</xref>). Fragment-screening by SPR is advantageous owing to its cost-effectiveness, the possibility of high-throughput mode and the requirement of a very small amount of protein (<xref ref-type="bibr" rid="B145">Neumann et al., 2007</xref>; <xref ref-type="bibr" rid="B31">Chavanieu and Pugni&#xe8;re, 2016</xref>). NMR spectroscopy can also be used to perform initial screening, possibly using cocktails of fragments to accelerate the procedure (<xref ref-type="bibr" rid="B117">Leach, 2006</xref>).</p>
<p>Microscale thermophoresis (MST), another well-established biophysical technique to quantify any kind of biomolecular interaction (<xref ref-type="bibr" rid="B98">Jerabek-Willemsen et al., 2014</xref>; <xref ref-type="bibr" rid="B138">Mueller et al., 2017</xref>), is based on thermophoretic mobility, the directed motions of biomolecules and macromolecular complexes in solution in a temperature gradient; these strongly depend on molecular properties such as size, charge, hydration shell or conformation. MST enables the identification of compounds whose binding to a target changes the thermophoretic mobility of the target (<xref ref-type="bibr" rid="B7">Asmari et al., 2018</xref>), including even the weak binders, such as fragments (<xref ref-type="bibr" rid="B123">Linke et al., 2016</xref>). It has been demonstrated that MST is amenable for implementation into high-throughput screening cascades (<xref ref-type="bibr" rid="B166">Rainard et al., 2018</xref>) and has potential to maximize the efficacy of fragment screening campaigns owing to a high degree of automation in the technique generating quantitative data for affinity ranking in a rapid and precise manner (<xref ref-type="bibr" rid="B166">Rainard et al., 2018</xref>). Biolayer interferometry (BLI), especially useful for targeting protein&#x2013;protein interactions (<xref ref-type="bibr" rid="B203">Wartchow et al., 2011</xref>), and nanoelectrospray ionization mass spectrometry (ES-MS) (<xref ref-type="bibr" rid="B128">Maple et al., 2012</xref>) are other methods that have recently been used for fragment screening and ranking.</p>
<p>Crystal-based screening of a fragment library has also been developed (<xref ref-type="bibr" rid="B157">Patel et al., 2014</xref>), and this is routinely practiced at the XChem facility of Diamond Light Source, United Kingdom as a highly streamlined process, allowing more than 1,000 fragments to be screened in less than a week (<xref ref-type="bibr" rid="B65">Douangamath et al., 2020</xref>. <ext-link ext-link-type="uri" xlink:href="https://www.diamond.ac.uk/Instruments/Mx/Fragment-Screening.html">https://www.diamond.ac.uk/Instruments/Mx/Fragment-Screening.html</ext-link>). For this, many crystals of the target protein are produced and the fragments are soaked in these crystals using the acoustic droplet ejection technique (<xref ref-type="bibr" rid="B37">Collins et al., 2017</xref>). High-throughput X-ray diffraction data collection (36&#xa0;h of unattended beamtime) is carried out on the resulting crystals at the dedicated beamline, IO4-1, of the Diamond Light Source. The processing of X-ray data is performed automatically while the data are being collected, using the dedicated data processing softwares, such as xia2 (<xref ref-type="bibr" rid="B208">Winter 2010</xref>) among others. The structure solution and map analysis is performed by the XChemExplorer package (<xref ref-type="bibr" rid="B114">Krojer et al., 2017</xref>) including modules such as DIMPLE (Difference Map PipeLinE) for initial refinement and automated difference map calculation to allow for quick assessment of X-ray data to see if a ligand has bound to the structure; AceDRG (<xref ref-type="bibr" rid="B124">Long et al., 2017</xref>) for generation of ligand restraints; REFMAC (<xref ref-type="bibr" rid="B141">Murshudov et al., 2011</xref>) for refinement; PanDDA (<xref ref-type="bibr" rid="B158">Pearce et al., 2017</xref>) for the streamline density interpretation and hit detection; a number of tools from PHENIX (<xref ref-type="bibr" rid="B2">Adams et al., 2010</xref>) for structure validation; and Coot (<xref ref-type="bibr" rid="B55">Emsley et al., 2010</xref>) for automated model building. The advantage of crystal-based screening is that it can detect fragments that have very weak binding affinities to the target protein.</p>
<p>To cut the cost of experiments and as a pre-screen, virtual docking of the fragment library on the three-dimensional structure of target protein, known as virtual screening (VS), is often performed in order to obtain initial hits (<xref ref-type="bibr" rid="B16">Bielska et al., 2011</xref>; <xref ref-type="bibr" rid="B186">Singh et al., 2018</xref>; <xref ref-type="bibr" rid="B212">Yamaotsu and Hirono, 2018</xref>; <xref ref-type="bibr" rid="B73">Gimeno et al., 2019</xref>). However, it is of note that these hits are hypothetical and warrant experimental validation (<xref ref-type="bibr" rid="B220">Zhu et al., 2013</xref>). VS is advantageous in cases where a very large library comprising millions of scaffolds has to be screened, where it can reduce the number of molecules needed to be screened experimentally by other biophysical/biochemical methods. VS campaign can be supplemented by machine and deep learning principles, especially when dealing with large data sets (<xref ref-type="bibr" rid="B131">Melville et al., 2009</xref>). Machine learning approaches in ligand-based VS can address complex compound classification problems and help predict new active molecules (<xref ref-type="bibr" rid="B116">Lavecchia, 2015</xref>). Deep learning in the field has emerged in recent years and it has been demonstrated to have utility beyond bioactivity prediction to other drug discovery problems such as <italic>de novo</italic> molecular design, synthesis prediction and biological image analysis (<xref ref-type="bibr" rid="B33">Chen et al., 2018</xref>).</p>
</sec>
<sec id="s1-2-5">
<title>Hit Validation</title>
<p>Hits from initial screening are confirmed by ligand-based NMR spectroscopy (<xref ref-type="bibr" rid="B76">Hajduk et al., 1997</xref>; <xref ref-type="bibr" rid="B130">Mayer and Meyer, 1999</xref>; <xref ref-type="bibr" rid="B44">Dalvit et al., 2001</xref>). Real-time fragment-binding affinity and kinetics can be determined using SPR (<xref ref-type="bibr" rid="B210">Yadav et al., 2012</xref>; <xref ref-type="bibr" rid="B27">Capelli et al., 2020</xref>) and thermodynamics of fragment binding is determined using isothermal titration calorimetry (ITC) (<xref ref-type="bibr" rid="B190">Srivastava and Yadav, 2019</xref>). The 3D structures of protein-fragment complexes are determined using X-ray crystallography to instruct the process of fragment elaboration. Functional biochemical assays are performed to measure the inhibition activity of the fragments.</p>
</sec>
<sec id="s1-2-6">
<title>Fragment to Lead Optimization and Cell-Based Assays</title>
<p>Guided by the 3D structure of protein-fragment complexes the fragments are elaborated using growing (<xref ref-type="bibr" rid="B83">Hoffer et al., 2018</xref>), merging (<xref ref-type="bibr" rid="B147">Nikiforov et al., 2016</xref>; <xref ref-type="bibr" rid="B132">Miyake et al., 2019</xref>) or linking (<xref ref-type="bibr" rid="B10">Bancet et al., 2020</xref>), whichever suits in order to generate compounds with higher affinity and drug-like properties. In-silico molecular modelling is a remarkably beneficial tool as, together with X-ray and cryo-electron microscopy, it provides a means to develop a suitable linker to attach to the low-affinity molecules (<xref ref-type="bibr" rid="B176">Scoffin and Slater, 2015</xref>; <xref ref-type="bibr" rid="B48">de Souza Neto et al., 2020</xref>). We do this with the help of our chemistry collaborators. The elaborated compounds are then tested by ITC for their affinities to target and functional assays for their inhibition activity against the target. An iterative cycle of fragment growing/merging/linking, followed by biophysical, biochemical and structural analyses while maintaining high ligand efficiency is established. The final compounds, often achieving nanomolar affinities and having potent <italic>in vitro</italic> inhibition, are then used for cell-based assays to check their minimal inhibitory concentrations (MICs) (<xref ref-type="bibr" rid="B109">Kowalska-Krochmal and Dudek-Wicher, 2021</xref>). We do this with the help of our cell biologist collaborators.</p>
</sec>
<sec id="s1-2-7">
<title>Expected Outcomes</title>
<p>Small &#x201c;fragments&#x201d; of drug-like molecules may bind to hotspots on a defined protein target. The initial screening of a library of fragments (&#x223c;1,000) often results in several fragments (&#x223c;20&#x2013;50) binding to a target. Hit validation should lead to 5&#x2013;10 fragments having significant affinity to the target. Fragments can be chemically &#x201c;grown&#x201d; or &#x201c;linked&#x201d; to deliver compounds with nanomolar binding affinities to the target and altering its activity. Such small-molecule inhibitors developed against essential protein targets can be developed into lead compounds. Further chemical modification of the chemical structure of the lead compound can lead to improvement in potency, selectivity and pharmacokinetic parameters. The pharmacologically active moiety thus obtained may have poor drug likeness which can usually be further modified chemically to result in a more drug-like compound for testing biologically or clinically. Such a compound should be able to compromise the growth and survival of the pathogen inside the host organism.</p>
</sec>
</sec>
</sec>
<sec id="s2">
<title>Antibiotic Strategies Targeting <italic>P. aeruginosa</italic>
</title>
<sec id="s2-1">
<title>Targeting Lipopolysaccharide Biosynthesis Pathway</title>
<sec id="s2-1-1">
<title>Fragment-Based Drug Discovery on LpxA and LpxD</title>
<p>The presence of an outer membrane in Gram-negative bacteria (GNB) protects the bacterial cell not only from the harsh environment but also antibiotics (<xref ref-type="bibr" rid="B107">Koch, 2017</xref>). Lipopolysaccharide (LPS), the major component of the outer leaflet of this membrane (<xref ref-type="bibr" rid="B165">Raetz and Whitfield, 2002</xref>), are virulence factors essential in many clinically important GNBs, such as <italic>P. aeruginosa,</italic> where it plays important roles in the structural integrity of the bacteria and its defence against the host; hence the enzymes of the LPS biosynthesis pathway are attractive drug targets (<xref ref-type="bibr" rid="B40">Cryz et al., 1984</xref>; <xref ref-type="bibr" rid="B106">King et al., 2009</xref>). Although there are currently no antibiotics targeting LPS biosynthesis, compounds inhibiting this biochemical pathway can lead to the development of new antibiotics with novel mechanism of action (<xref ref-type="bibr" rid="B94">Jackman et al., 2000</xref>; <xref ref-type="bibr" rid="B99">Joo, 2015</xref>). Lipid A, a glucosamine disaccharide that is connected to multiple fatty acid chains of various lengths, is the minimal component of LPS required for cellular viability in most GNBs (<xref ref-type="bibr" rid="B5">Anderson et al., 1993</xref>; <xref ref-type="bibr" rid="B171">Rotella, 1997</xref>; <xref ref-type="bibr" rid="B165">Raetz and Whitfield, 2002</xref>). Moreover, lipid A is the antigenic determinant of LPS that triggers septic shock. The enzymes of the LPS biosynthesis pathway, including lipid A biosynthesis, are attractive drug targets for therapeutic interventions. An <italic>in silico</italic> study suggests that, in <italic>P. aeruginosa</italic>, a total of thirteen enzymes are involved in this LPS biosynthesis, of which seven enzymes matched with the list of candidate essential genes obtained by transposon mutagenesis study (<xref ref-type="bibr" rid="B160">Perumal et al., 2007</xref>). These enzymes have no human homologues and hence they can serve as potential drug targets.</p>
<p>LpxA, LpxC and LpxD are the first three enzymes in lipid. A biosynthesis pathway. Of these, LpxC has been extensively targeted by antibiotic discovery leading to the development of many small molecule inhibitors with antibacterial properties (<xref ref-type="bibr" rid="B101">Kalinin and Holl, 2017</xref>). In contrast, LpxA and LpxD have remained largely unexplored for the development of small molecule inhibitors and are targeted mostly by antibacterial peptides (<xref ref-type="bibr" rid="B207">Williams et al., 2006</xref>; <xref ref-type="bibr" rid="B96">Jenkins and Dotson, 2012</xref>; <xref ref-type="bibr" rid="B97">Jenkins et al., 2014</xref>; <xref ref-type="bibr" rid="B46">Dangkulwanich et al., 2019</xref>). LpxA and LpxD are amenable to dual-targeting inhibitors due to their structural similarity and the advantage of such inhibitors include increased potency and reduced likelihood of resistance against the inhibitors (<xref ref-type="bibr" rid="B185">Silver, 2007</xref>). FBDD against LpxA and LpxD to develop dual-targeting inhibitor was performed by Kyle G. Kroeck and co-workers (126). An initial fragment screening by virtual docking of a subset of the ZINC fragment library of John J. Irwin and Brian K. Shoichet (<xref ref-type="bibr" rid="B93">Irwin and Shoichet, 2005</xref>), followed by SPR characterization of binding fragments and X-ray crystallography analysis of enzyme-fragment complexes to verify binding and to reveal binding modes for lead optimization have identified novel small-molecule scaffolds that can serve as starting point for future inhibitor discovery (<xref ref-type="bibr" rid="B113">Kroeck et al., 2019</xref>). Several of these novel ligands, which have shown dual-binding activity (<xref ref-type="table" rid="T2">Table 2</xref>), have the potential to result in small molecule inhibitors targeting LpxA and LpxD simultaneously. For instance compound 1 in its complex with LpxA and LpxD adopted similar binding poses in the two acyl-chain binding pockets revealing both the structural similarities and differences that can guide the development of future dual-targeting inhibitors. Interestingly, these structures also highlight additional binding hot spots shared by the two enzymes that can be exploited for further lead optimization.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Binding affinities to <italic>Pa</italic>LpxA and <italic>Pa</italic>LpxD of the novel small-molecule scaffolds identified following an FBDD campaign. A few of them show dual binding having affinities to both <italic>Pa</italic>LpxA and <italic>Pa</italic>LpxD. NA: binding affinity could not be determined; NB: No binding.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Compound</th>
<th align="center">Structure</th>
<th align="center">LpxA (&#x3bc;M)</th>
<th align="center">LpxD (&#x3bc;M)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">
<bold>1</bold>
</td>
<td align="center">
<inline-graphic xlink:href="fmolb-09-857000-fx7.tif"/>
</td>
<td align="center">NA</td>
<td align="center">NA</td>
</tr>
<tr>
<td align="left">
<bold>2</bold>
</td>
<td align="center">
<inline-graphic xlink:href="fmolb-09-857000-fx8.tif"/>
</td>
<td align="center">19.5</td>
<td align="center">36.7</td>
</tr>
<tr>
<td align="left">
<bold>3</bold>
</td>
<td align="center">
<inline-graphic xlink:href="fmolb-09-857000-fx9.tif"/>
</td>
<td align="center">16.7</td>
<td align="center">NB</td>
</tr>
<tr>
<td align="left">
<bold>4</bold>
</td>
<td align="center">
<inline-graphic xlink:href="fmolb-09-857000-fx10.tif"/>
</td>
<td align="center">13.6</td>
<td align="center">NB</td>
</tr>
<tr>
<td align="left">
<bold>5</bold>
</td>
<td align="center">
<inline-graphic xlink:href="fmolb-09-857000-fx11.tif"/>
</td>
<td align="center">2.1</td>
<td align="center">NB</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s2-1-2">
<title>Fragment-Based Drug Discovery on LpxC</title>
<p>The bacterial enzyme UDP-3-O-acyl-N-acetylglucosamine deacetylase (LpxC) is an attractive target for the development of novel therapeutic agents (<xref ref-type="bibr" rid="B57">Erwin, 2016</xref>; <xref ref-type="bibr" rid="B32">Chen et al., 2019</xref>). It is essential to most Gram-negative bacteria including <italic>P. aeruginosa</italic> (<xref ref-type="bibr" rid="B165">Raetz and Whitfield, 2002</xref>, <xref ref-type="bibr" rid="B165">2002</xref>) and catalyzes the removal of an N-acetyl group from UDP-3-O-acyl-N-acetylglucosamine (which constitutes the core of Lipid A), the first committed step in biosynthesis of the LPS, which is an essential component of the bacterial cell wall. Several series of inhibitors have been developed against <italic>P. aeruginosa</italic> LpxC (<italic>Pa</italic>LpxC) employing non-FBDD approach (<xref ref-type="bibr" rid="B57">Erwin, 2016</xref>; <xref ref-type="bibr" rid="B101">Kalinin and Holl, 2017</xref>; <xref ref-type="bibr" rid="B32">Chen et al., 2019</xref>) exploiting the following features of molecules at the binding site: 1) a zinc-chelating motif, 2) a polar group occupying the UDP binding pocket, 3) a linker that is mainly hydrophobic but sometimes makes at least one hydrogen bond interaction, 4) an extended hydrophobic moiety that binds in the tunnel, and 5) often addition of groups out into the solvent at the end of the tunnel to modulate compound properties. The most advanced compounds carry a hydroxamate moiety that coordinates the zinc ion at the core of the enzyme. One of these compounds, ACHN-975 (<xref ref-type="bibr" rid="B35">Cohen et al., 2019</xref>; <xref ref-type="bibr" rid="B111">Lpxc et al., 2019</xref>), a hydroxamate-based histone deacetylase inhibitor (HDACI) entered clinical trial and was approved by FDA for its use in oncology applications but was discontinued beyond oncology (<xref ref-type="bibr" rid="B111">Lpxc et al., 2019</xref>) due to its off-target side effects associated with hydroxamate group (<xref ref-type="bibr" rid="B182">Shen and Kozikowski, 2016</xref>).</p>
<p>Therefore, an FBDD campaign, to identify LpxC inhibitors with a non-hydroxamate metal-coordinating group, was started (<xref ref-type="bibr" rid="B211">Yamada et al., 2020</xref>). 1,152 compounds from the Vernalis Research fragment library (<xref ref-type="bibr" rid="B15">Baurin et al., 2004</xref>; <xref ref-type="bibr" rid="B34">Chen and Hubbard, 2009</xref>) were screened against <italic>Pa</italic>LpxC by ligand-observed NMR (STD, water-LOGSY, and CPMG), using cocktails of 6 fragments (<xref ref-type="bibr" rid="B88">Hubbard et al., 2007</xref>; <xref ref-type="bibr" rid="B89">Hubbard and Murray, 2011</xref>) followed by singleton NMR competition assays to look for the competitive binding of the fragments with respect to binding of the tool compounds <bold>6</bold> and <bold>7</bold>, (hydroxamate group containing inhibitors reported previously) to LpxC. The 28 fragments showing competitive binding were further assessed in the Fluorescence Polarization (FP) binding assay followed by Fluorescamine-Based Functional Activity Assay. Some of which such as <bold>8</bold> showed clear inhibition with an IC<sub>50</sub> of 41.9&#xa0;&#x3bc;M. Two zinc-chelating fragments, a glycine fragment <bold>8</bold> and an imidazole fragment <bold>9</bold>, both of which were competitive with <bold>6</bold>, were selected for further investigation. Both of these were shown to stabilize LpxC in a TSA experiment further confirming the binding. The crystal structure of <italic>Pa</italic>LpxC-fragment <bold>8</bold> complex guided the initial medicinal chemistry and iterative cycle of protein-ligand co-crystallization, confirming binding poses, structure-based modeling predicting the binding poses and guiding the possibility of enhancing potency and chemical modification. This led to the development of a compound <bold>10</bold> with many fold increase in the activity (functional IC<sub>50</sub> 0.00603&#xa0;&#x3bc;M) as compared to initial fragment <bold>8</bold> (functional IC<sub>50</sub> 41.9&#xa0;&#x3bc;M). However, this compound showed only weak antibacterial activity even in the presence of phenylalanine-arginine &#x3b2;-naphthylamide (PA&#x3b2;N) (an efflux pump inhibitor) (MIC of 8&#xa0;&#x3bc;g/ml against <italic>P. aeruginosa</italic> and 64&#xa0;&#x3bc;g/ml against <italic>P. aeruginosa</italic> ATCC27853), so this series was not pursued any further. Similar medicinal chemistry on imidazole fragment <bold>9</bold> resulted in an advanced lead compound 2-(1 Hydroxyethyl) imidazole <bold>11</bold> which exhibited low nanomolar inhibition of <italic>Pa</italic>LpxC (functional IC<sub>50</sub> of 20&#xa0;nM) and a minimal inhibitory concentration (MIC) of 4&#xa0;&#x3bc;g/ml against <italic>P. aeruginosa</italic> (<xref ref-type="fig" rid="F2">Figure 2</xref>). Further optimization and <italic>in vivo</italic> efficacy measurement are under consideration for this compound and will be described in a future publication. The lead compounds of both the series exhibited significant selectivity towards zinc metalloenzyme, LpxC. It was demonstrated that maintaining the zinc-chelation motif as it was in the fragments, engineering aliphatic linkers of appropriate length extending the fragments in the hydrophobic tunnel of LpxC and appending various hydrophobic groups at the para position of the benzyl successfully increased the potencies of compounds with retained ligand efficiencies.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>
<bold>(A)</bold> Location of compound <bold>11</bold> [2-(1S-hydroxyethyl)-imidazole] in the <italic>Pa</italic>LpxC-<bold>11</bold> complex structure (pdb id 7ci9) determined by X-ray crystallography (<xref ref-type="bibr" rid="B211">Yamada et al., 2020</xref>). The protein binding site is represented as grey surface and the compound as stick. The zinc ion is shown as an orange sphere. <bold>(B)</bold> Structure-guided elaboration of fragments <bold>8</bold> and <bold>9</bold>, leading to compounds <bold>10</bold> and <bold>11</bold>, respectively with enhanced potencies and inhibition properties.</p>
</caption>
<graphic xlink:href="fmolb-09-857000-g002.tif"/>
</fig>
</sec>
</sec>
<sec id="s2-2">
<title>Role of Aeropath Project in Fragment-Based Drug Discovery</title>
<p>An EU-funded project AEROPATH, coordinated by University of Dundee, was launched in November 2008 with the aim of identifying, characterising and exploiting novel drug targets from the Gram-negative bacterium, <italic>P. aeruginosa</italic>, by applying a multidisciplinary approach encompassing target validation, structural characterization, assay development and hit identification from small molecule libraries following a highthroughput or fragment-based screening campains. Derivation of the structural models of the potential targets was one of the central aims of this project as the structural data allow druggability analysis of the active sites (<xref ref-type="bibr" rid="B110">Krasowski et al., 2011</xref>; <xref ref-type="bibr" rid="B164">Radoux et al., 2016</xref>) and support the curation of the structure-activity relationship of the identified ligands. Towards the end of this project, 102 targets were selected based on the available genome with preliminary annotation of <italic>P. aeruginosa</italic> strain PAO1 together with gene essentiality studies and other considerations such as feasibility of enzyme assays, chemogenomics information and an appropriate balance of novel uncharacterized proteins versus established targets for antibacterial drug design (<xref ref-type="bibr" rid="B137">Moynie et al., 2013</xref>). <italic>De novo</italic> structures of 39 of these targets were determined using X-ray crystallography and NMR. In addition, the structures of more than 60 complexes involving substrate, cofactor and inhibitors have been determined and published by the consortium. Crystal structures of eight targets including both hypothetical uncharacterized protein and metabolic enzymes from various functional classes were reported before the end of the project (<xref ref-type="bibr" rid="B137">Moynie et al., 2013</xref>). This plethora of structural information was envisaged to aid the FBDD campaigns.</p>
</sec>
<sec id="s2-3">
<title>Targeting Fatty Acid Biosynthesis Pathway</title>
<sec id="s2-3-1">
<title>Fragment-Based Drug Discovery to Target FabG</title>
<p>The fatty acid synthesis type II (FAS II) system of bacteria has been identified as an attractive target for therapeutic interventions and several antibiotics targeting this pathway are known, such as triclosan, isoniazid and thiolactomycin (<xref ref-type="bibr" rid="B26">Campbell and Cronan, 2001</xref>; <xref ref-type="bibr" rid="B218">Zhang et al., 2004</xref>; <xref ref-type="bibr" rid="B79">Heath and Rock, 2006</xref>; <xref ref-type="bibr" rid="B156">Parsons and Rock, 2011</xref>; <xref ref-type="bibr" rid="B151">Pan et al., 2012</xref>). FabG is a NADPH-dependent 3-oxoacyl-acyl carrier protein (ACP) reductase that plays a key role in the FAS II system of pathogenic microorganisms and has been identified as an attractive drug target. It catalyses the reduction of 3-oxoacyl-ACP to 3-D-hydroxyacyl-ACP intermediates during the elongation cycle of fatty acid biosynthesis (<xref ref-type="bibr" rid="B169">Rock and Jackowski, 2002</xref>; <xref ref-type="bibr" rid="B74">Goodman and McFadden, 2008</xref>; <xref ref-type="bibr" rid="B29">Chan and Vogel, 2010</xref>). FabG qualifies to be a promising drug target due to its essentiality, high conservation across bacteria and presence of only a single isoform in most of the bacterial species (<xref ref-type="bibr" rid="B218">Zhang et al., 2004</xref>). Inhibitors of <italic>P. aeruginosa</italic> FabG (<italic>Pa</italic>FabG) identified include largely natural product extracts that pose significant drug development challenges and hence none of them have reached the clinic (<xref ref-type="bibr" rid="B219">Zhang and Rock, 2004</xref>; <xref ref-type="bibr" rid="B193">Tasdemir et al., 2006</xref>; <xref ref-type="bibr" rid="B206">Wickramasinghe et al., 2006</xref>; <xref ref-type="bibr" rid="B188">Sohn et al., 2008</xref>; <xref ref-type="bibr" rid="B217">Zhang et al., 2008</xref>). As part of the AEROPATH project, Cyprian D. Cukier and coworkers have established the essentiality of <italic>fabG</italic> gene in <italic>P. aeruginosa</italic> using gene knockout procedure and following a FBDD approach they then developed a series of novel <italic>Pa</italic>FabG inhibitors with IC<sub>50</sub> values in nanomolar to low micromolar range and ligand efficiencies in the range of 0.37&#x2013;0.53 (<xref ref-type="bibr" rid="B41">Cukier et al., 2013</xref>). Although the compounds show no phenotypic response in the Gram-negative <italic>P. aeruginosa</italic> either due to poor penetration of the compounds through the Gram-negative cell wall or to rapid efflux of the compounds, the diverse chemotypes of these inhibitors presents a number of options for optimization to increase intracellular concentrations. Structural investigation of 16 <italic>Pa</italic>FabG-inhibitor complexes by X-ray crystallography in this study reveals that inhibitors bind at a novel allosteric site (cryptic binding site) located at the dimer-dimer interfaces of <italic>Pa</italic>FabG (<xref ref-type="fig" rid="F3">Figure 3</xref>) and this binding induces the conformational changes that propagate to the active site and results in the disturbance of the catalytic triads (residues S141, Y154, and K158) with loss in the binding affinity of cosubstrate NADH, thus inhibiting the enzyme. Kinetic analysis of inhibition suggested a noncompetitive mode of inhibition with respect to NADH.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>An allosteric inhibitor (<bold>12</bold>) of <italic>Pa</italic>FabG developed by FBDD with an IC<sub>50</sub> of 0.02&#xa0;&#x3bc;M. The cosubstrate NADPH from <italic>Pa</italic>FabG-NADPG complex (pdb id 4ag3) is mapped on the <italic>Pa</italic>FabG-FG01 complex structure (pdb Id 4bnu) determined by X-ray crystallography (<xref ref-type="bibr" rid="B41">Cukier et al., 2013</xref>). The inhibitor binds at the dimer-dimer interface of <italic>Pa</italic>FabG. Binding of the inhibitor results in disturbance of the binding site of NADPH.</p>
</caption>
<graphic xlink:href="fmolb-09-857000-g003.tif"/>
</fig>
</sec>
</sec>
</sec>
<sec id="s3">
<title>Anti-Virulence Strategies Against <italic>P. aeruginosa</italic>
</title>
<p>Antibiotic development to treat <italic>P. aeruginosa</italic> infections is undergoing a crisis due to the rapid evolution and spread of resistance in bacteria against the current antibiotics. Interfering with bacterial virulence network including virulence factors (proteases, elastase, endotoxins, and polycyanin), lipopolysaccharides, flagella, extracellular polysaccharides, and type II, III, IV and VI secretion system, instead of targeting their viability (growth and survival), to combat <italic>P. aeruginosa</italic> infections offers tantalizing prospects of novel antimicrobials and this approach has gained momentum in recent years to overcome today&#x2019;s crisis in anitibacterial development (<xref ref-type="bibr" rid="B155">Papaioannou et al., 2013</xref>; <xref ref-type="bibr" rid="B4">Anantharajah et al., 2016</xref>; <xref ref-type="bibr" rid="B69">Gao et al., 2017</xref>; <xref ref-type="bibr" rid="B21">Boulant et al., 2018</xref>; <xref ref-type="bibr" rid="B167">Ranjbar et al., 2019</xref>). Moreover, this strategy will reduce the propensity to induce resistance as it removes the strong selection pressure imposed by bacteriostatic or bactericidal agents.</p>
<sec id="s3-1">
<title>Targetting Quorum-Sensing Systems to Develop &#x201c;Second Generation&#x201d; Antibiotics</title>
<p>Inhibiting quorum-sensing systems (QSS) and the regulators that promote biofilm formation is one such novel strategy to attenuate <italic>P. aeruginosa</italic> virulence (<xref ref-type="bibr" rid="B150">O&#x2019;Loughlin et al., 2013</xref>; <xref ref-type="bibr" rid="B181">Shao et al., 2020</xref>; <xref ref-type="bibr" rid="B127">Manos, 2021</xref>). Four QS pathways (<italic>pqs, iqs, las, rhl</italic>) have been identified in <italic>P. aeruginosa</italic> (<xref ref-type="bibr" rid="B118">Lee et al., 2013</xref>). Of these, <italic>pqs</italic> and <italic>las</italic> mediated QSS have been targeted using FBDD and this will be described in the following section of this review.</p>
<sec id="s3-1-1">
<title>Fragment-Based Drug Discovery on LasB</title>
<p>LasB (or pseudolysin, <italic>Pseudomonas</italic> elastase B) is the most abundant extracellular collagenase protease secreted by <italic>P. aeruginosa</italic> with a hydrolysis activity against a broad spectrum of substrate proteins from the host, causing damage to host tissues, disruption of the host immune response and promoting inflammation associated with <italic>P. aeruginosa</italic> virulence and disease pathology (<xref ref-type="bibr" rid="B209">Wretlind and Pavlovskis, 1983</xref>; <xref ref-type="bibr" rid="B172">Saint-Criq et al., 2018</xref>; <xref ref-type="bibr" rid="B67">Galdino et al., 2019</xref>). Since LasB is extracellular the direct inhibitors are not required to cross the difficult-to-penetrate <italic>P. aeruginosa</italic> cell membrane and the fact that the target belongs to a class of validated drug targets (metalloprotease), against which there are already clinacally useful drugs, makes LasB an attractive antivirulence target for therapeutic intervention (<xref ref-type="bibr" rid="B67">Galdino et al., 2019</xref>). Synthesis of small-molecule inhibitors of <italic>P. aeruginosa</italic> LasB (<italic>Pa</italic>LasB) had started more than 40&#xa0;years ago and since then eighteen inhibitors have been developed (<xref ref-type="bibr" rid="B61">Everett and Davies, 2021</xref>). The FBDD approach to develop inhibitors against <italic>Pa</italic>LasB started in 2012 by screening a library of 96 metal chelating fragments (CFL-1.1) (a library designed specifcally with fragments which can coordinate with the metal ion in the active site of metalloproteins) against <italic>Pa</italic>LasB and the initial hits were followed up by medicinal chemistry optimization program (<xref ref-type="bibr" rid="B60">Agrawal et al., 2008</xref>; <xref ref-type="bibr" rid="B71">Garner et al., 2012</xref>). This led to the development of a thiopyridone <bold>13</bold> (<xref ref-type="bibr" rid="B71">Garner et al., 2012</xref>) with an IC<sub>50</sub> of 2.73&#xa0;&#x3bc;M for <italic>Pa</italic>LasB but was promiscuous with regard to other mettaloproteases, and the tropolone <bold>14</bold> (<xref ref-type="bibr" rid="B66">Fullagar et al., 2013</xref>) exhibiting similar potency (IC<sub>50</sub> of 1&#xa0;&#x3bc;M for LasB) but had better selectivity over human metalloproteases, such as matrix metalloproteases (MMPs) and carbonic anhydrase II (<xref ref-type="fig" rid="F4">Figure 4A</xref>). They were the first potent non-peptidic small molecule antagonists discovered (<xref ref-type="bibr" rid="B28">Cathcart et al., 2011</xref>) and the first targetted compounds exhibiting antiswarming activity (<xref ref-type="bibr" rid="B71">Garner et al., 2012</xref>).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>
<bold>(A)</bold> Inhibitors developed using FBDD against <italic>Pa</italic>LasB with IC<sub>50</sub> values in the low micromolar range. Compounds <bold>16</bold>, <bold>17</bold> and <bold>18</bold> were developed using three different strategies guided by the crystallographic complex of <italic>Pa</italic>LasB with <bold>15 (B)</bold>. Compound <bold>19</bold> with best IC<sub>50</sub> value was obtained from compound <bold>18</bold> by substitution of a hydrophobic group guided by the structure of <italic>Pa</italic>LasB-<bold>18</bold> complex (pdb id 7oc7, unreleased) (<xref ref-type="bibr" rid="B104">Kaya et al., 2021</xref>). <bold>(B)</bold> Locations of compound <bold>15</bold> in <italic>Pa</italic>LasB-<bold>15</bold> complex (pdb id 6f8b) determined by X-ray crystallography (<xref ref-type="bibr" rid="B102">Kany et al., 2018a</xref>). Two molecules of compound <bold>15</bold> bind in the active site of <italic>Pa</italic>LasB, one of which coordinates with the active site zinc ion. <bold>(C)</bold> <italic>Pa</italic>LasB-<bold>17</bold> complex (pdb id 6fzx) with only one molecule of compound <bold>17</bold> binding and coordinating with zinc ion of <italic>Pa</italic>LasB (<xref ref-type="bibr" rid="B103">Kany et al., 2018b</xref>). <bold>(D)</bold> <italic>Pa</italic>LasB-<bold>18</bold> complex (pdb id 7oc7, unreleased) with two conformers of a single molecule of <bold>18</bold>. The inhibitors are shown as sticks and zinc ions as orange spheres in <bold>(A)</bold>, <bold>(B)</bold> and <bold>(C)</bold>. The coordinates for the unreleased pdb 7oc7 was kindly provided by Prof. Dr. Anna K. H. Hirsch.</p>
</caption>
<graphic xlink:href="fmolb-09-857000-g004.tif"/>
</fig>
<p>With the aim of expanding the chemical space of <italic>Pa</italic>LasB inhibitors, a functional screening based on FRET-based <italic>in vitro</italic> assay (<xref ref-type="bibr" rid="B148">Nishino and Powers, 1980</xref>) was performed against <italic>Pa</italic>LasB using 330 fragments (Maybridge Fragment Library) and a protease inhibitor-enriched library (<xref ref-type="bibr" rid="B9">Baell and Holloway, 2010</xref>) comprising of 1,192 low molecular weight compounds (<xref ref-type="bibr" rid="B102">Kany et al., 2018a</xref>). This study led to the development of a thiobenzamide (N-(3,4-dichlorophenyl)-2-sulfanylacetamide) <bold>15</bold>, LasB inhibitor with thiol warhead, with an IC<sub>50</sub> of 6.6&#xa0;&#x3bc;M (<xref ref-type="fig" rid="F4">Figure 4A</xref>). This was selective with regard to human MMPs. The X-ray structure of <italic>Pa</italic>LasB-<bold>15</bold> complex revealed that binding of <bold>15</bold> to LasB does not necessarily lead to closure of the binding site (<xref ref-type="bibr" rid="B102">Kany et al., 2018a</xref>), unlike that described for thermolysin-like proteases (<xref ref-type="bibr" rid="B3">Adekoya et al., 2015</xref>), enzymes with high structural similarity to LasB. Moreover, two molecules of <bold>15</bold> were observed in the structure (<xref ref-type="fig" rid="F4">Figure 4B</xref>) and the binding of the second molecule was supposed to be supported by the binding of the first molecule. However, the Hill coefficient of 1 in the <italic>in vitro</italic> assay for <bold>15</bold> suggested that only one binding event was necessary for full inhibition of <italic>Pa</italic>LasB. Neverthless, this structure with two binding sites for <bold>15</bold> paved the way for the development of novel LasB inhibitors targeting the open conformation of the enzyme. Attempts to merge these two molecules into one <italic>N</italic>-benzylamide derivative did not provide the desired activity. Growing the non-zinc-chelating molecule of <bold>15</bold> in the <italic>Pa</italic>LasB-<bold>15</bold> complex led to the development of N-arylsuccinimide <bold>16</bold> with an IC<sub>50</sub> of 4&#xa0;&#x3bc;M, which showed, 1) significant selectivity for bacterial LasB over human MMPs and three other off-targets and 2) no signs of cytotoxicity in human cell lines (<xref ref-type="bibr" rid="B108">Konstantinovi&#x107; et al., 2020</xref>). In a another subsequent study, the zinc-chelating molecule of <bold>15</bold> in the <italic>Pa</italic>LasB-<bold>15</bold> complex was modified by changing the zinc-chelating moiety leading to a hydroxamate <bold>17</bold> (<xref ref-type="bibr" rid="B103">Kany et al., 2018b</xref>) with an IC<sub>50</sub> of 17&#xa0;&#x3bc;M with moderate cytotoxic effects towards mamalian cell lines. Since only one molecule of <bold>17</bold> was observed in the crystal structure of <italic>Pa</italic>LasB-<bold>17</bold> complex (<xref ref-type="fig" rid="F4">Figure 4C</xref>), unlike that of <bold>15</bold> in <italic>Pa</italic>LasB-<bold>15</bold> complex, and <bold>17</bold> was less susceptible to oxidation in air, the authors preferred <bold>17</bold> over <bold>15</bold> for further exploration. Moreover, <bold>17</bold> could undergo the characteristic hinge-bending motion resulting in clusure of LasB binding site unlike open conformation as observed in <italic>Pa</italic>LasB-<bold>15</bold> complex. Overall, given their modest activities, the authors suggest that the molecules such as <bold>15</bold>, <bold>16</bold> and <bold>17</bold> should be considered as starting points for further chemistry rather than as potential drug development candidates which could pave the way for the rational development of selective protease inhibitors as potential new antibiotics.</p>
<p>Exploiting the alternative binding modes of <bold>15</bold> to guide efficient fragment growing resulted in a series of compounds with better activities (<xref ref-type="bibr" rid="B104">Kaya et al., 2021</xref>). Compound <bold>18</bold> thus developed had an IC<sub>50</sub> of 1.2&#xa0;&#x3bc;M (<xref ref-type="fig" rid="F4">Figure 4A</xref>) and maintains the selectivity as <bold>15</bold>. <italic>Pa</italic>LasB-<bold>18</bold> complex structure was determined by x-ray crystallography. Here again, the binding of <bold>18</bold> to <italic>Pa</italic>LasB leads to closure of the binding site. This structure provided a deeper understanding of the possible interactions in the surrounding unoccupied space and complemented with docking analysis it paved the way for further optimization. A focused, substrate-inspired structure-based optimization of <bold>18</bold> (substitution of methyl group at the <italic>para</italic> position on the aromatic core of N-arylacetamide) resulted in compound <bold>19</bold> (<xref ref-type="fig" rid="F4">Figure 4A</xref>) with fourteen-fold boost in activity (IC<sub>50</sub> 0.48&#xa0;&#x3bc;M) compared to <bold>15</bold> (173).</p>
<p>
<italic>In vivo</italic> efficacy of these compounds was investigated using an insect model, <italic>Galleria mellonella</italic> and PA14, a virulent stain of <italic>P. aeruginosa</italic>. Since <italic>Galleria mellonella</italic> and mice show similar virulence patterns when infected with mutant PA14 starins (PA14, virulent strain of <italic>P. aeruginosa</italic>) this insect is likely to be a good model system to perform <italic>in vivo</italic> studies (<xref ref-type="bibr" rid="B95">Jander et al., 2000</xref>). Administering the anti-LasB compound <bold>15</bold> thus generated by FBDD campaign has shown significant increase in the survival of <italic>Galleria mellonella</italic> larvae infected with PA14. For instance, injection of 2.5&#xa0;nM of 15 in the P14 infected larvae increased the survival of the larve from 43 to 73% after 65&#xa0;h (<xref ref-type="bibr" rid="B102">Kany et al., 2018a</xref>). Compound <bold>19</bold> with better IC<sub>50</sub> showed enhanced <italic>in vivo</italic> efficacy compared to <bold>15</bold>, thereby accelerating the translational path (<xref ref-type="bibr" rid="B104">Kaya et al., 2021</xref>). Antivirulent agents targeting quorum sensing of <italic>P. aeruginosa</italic> have previously been shown to enhance the survival of <italic>Galleria mellonella</italic> larvae infected with PA14 (<xref ref-type="bibr" rid="B126">Lu et al., 2014</xref>; <xref ref-type="bibr" rid="B194">Thomann et al., 2016</xref>). These compounds attain this efficacy by inhibiting the swarming and biofilm formationa rather than being bacteriocidal. For instance, presence of compound <bold>17</bold> reduces the formation of biofilm and release of extracellular DNA by <italic>P. aeruginosa</italic>. The advantage of such inhibitors is that they are capable of disrupting several important bacterial resistance mechanisms and hence open novel avenues to combat multidrug resistant strains of <italic>P. aeruginosa</italic>.</p>
</sec>
<sec id="s3-1-2">
<title>Fragment-Based Drug Discovery on PqsD</title>
<p>PqsD is a key enzyme in the biosynthesis of signal molecules 2-heptyl-4-hydroxyquinoline (HHQ) and <italic>Pseudomonas</italic> quinolone signal (PQS) that are involved in the regulation of virulence factor (pyocyanine, elastase B, lectin A, rhamnolipids, and hydrogen cyanide) production and biofilm formation in <italic>P. aeruginosa</italic> (<xref ref-type="bibr" rid="B198">Van Delden and Iglewski, 1998</xref>; <xref ref-type="bibr" rid="B50">Diggle et al., 2003</xref>; <xref ref-type="bibr" rid="B49">D&#xe9;ziel et al., 2005</xref>; <xref ref-type="bibr" rid="B214">Yang et al., 2009</xref>). It has been shown that a mutant <italic>P. aeruginosa</italic> having a transposon insertion in the <italic>pqsA</italic> gene (deficient in HHQ and PQS production) forms less biofilm than the wild type (<xref ref-type="bibr" rid="B68">Gallagher et al., 2002</xref>; <xref ref-type="bibr" rid="B142">M&#xfc;sken et al., 2010</xref>). Using a ligand-based approach the first class of PqsD inhibitors were identified which repressed HHQ and PQS production and biofilm formation in <italic>P. aeruginosa,</italic> validating PqsD as an attractive anti-biofilm target for the development of novel anti-infectives (<xref ref-type="bibr" rid="B191">Storz et al., 2012</xref>). Elisabeth Weidel and co-workers performed an SPR-based fragment screening against <italic>P. aeruginosa</italic> PqsD (<italic>Pa</italic>PqsD) using a library of 500 fragments (Maybridge) with high structural diversity covering large chemical space in order to identify new scaffold for drug discovery (<xref ref-type="bibr" rid="B107">Koch, 2017</xref>). This screen resulted in identification of three fragments exhibiting a moderate inhibition of <italic>Pa</italic>PqsD (<xref ref-type="table" rid="T3">Table 3</xref>). Two compounds showed strong inhibition of <italic>Pa</italic>PqsD and hence these may be the starting point for future investigations.</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Fragment-like inhibitors of <italic>Pa</italic>PqsD obtained by a FBDD campaign with two fragments showing strong inhibition (85%) of <italic>Pa</italic>PqsD.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Fragment</th>
<th align="center">Structure</th>
<th align="center">Inhibition of <italic>Pa</italic>PqsD</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">
<bold>20</bold>
</td>
<td align="center">
<inline-graphic xlink:href="fmolb-09-857000-fx12.tif"/>
</td>
<td align="char" char=".">&#x3e;99%</td>
</tr>
<tr>
<td align="left">
<bold>21</bold>
</td>
<td align="center">
<inline-graphic xlink:href="fmolb-09-857000-fx13.tif"/>
</td>
<td align="char" char=".">58%</td>
</tr>
<tr>
<td align="left">
<bold>22</bold>
</td>
<td align="center">
<inline-graphic xlink:href="fmolb-09-857000-fx14.tif"/>
</td>
<td align="char" char=".">80%</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="s3-2">
<title>Targeting Disulfide Mediated Protein Folding</title>
<sec id="s3-2-1">
<title>Fragment-Based Drug Discovery on DsbA1</title>
<p>Oxidative protein folding is essential for assembly and function of many secreted and membrane proteins, and DSB (disulfide bond) proteins that catalyze the disulfide bond formation are essential for virulence of many Gram-negative bacteria and hence these proteins are targets for novel antibacterial drugs (<xref ref-type="bibr" rid="B82">Heras et al., 2009</xref>). DsbA, an enzyme of disulfide oxidoreductase family, and its membrane-bound partner DsbB together catalyze the oxidative folding of disulfide bond containing proteins, many of which are virulence factors including secreted toxins and cell surface components, such as adhesins and pili. DsbA1 in <italic>P. aeruginosa</italic> (<italic>Pa</italic>DsbA1) plays a pivotal role in the oxidative folding of virulence factors qualifying it as an attractive target for the development of new anti-virulence antimicrobials (<xref ref-type="bibr" rid="B23">Braun et al., 2001</xref>; <xref ref-type="bibr" rid="B197">Urban et al., 2001</xref>; <xref ref-type="bibr" rid="B75">Ha et al., 2003</xref>). In a FBDD approach, <italic>Pa</italic>DsbA1 was screened against a library of 1,137 fragments (<xref ref-type="bibr" rid="B22">Bradley et al., 2013</xref>) using ligand-detected STD NMR, which identified small molecules that bind selectively to <italic>Pa</italic>DsbA1 over <italic>E. coli</italic> DsbA (<italic>Ec</italic>DsbA) suggesting the feasibility of species-specific development of narrow-spectrum inhibitor of <italic>Pa</italic>DsbA1 (<xref ref-type="bibr" rid="B133">Mohanty et al., 2017</xref>). Structural characterization of the complex of <italic>Pa</italic>DsbA1 with fragment <bold>23</bold> (highest affinity fragment with K<sub>D</sub> of 0.9, ligand efficiency 0.27 and lipophilic ligand efficiency of 0.26) using both X-ray crystallography and HADDOCK model revealed that the fragment is positioned at an interface between the thioredoxin (TRX) and helical domains of <italic>Pa</italic>DsbA1 on the non-catalytic face (<xref ref-type="fig" rid="F5">Figure 5</xref>) of the enzyme. Unfortunately, fragment 1 had no inhibitory effect on the enzymatic activity of <italic>Pa</italic>DsbA1 as shown in an <italic>in vitro</italic> model-peptide folding assay. Nevertheless, these findings represent a starting point for the development of high affinity allosteric inhibitors of <italic>Pa</italic>DsbA1.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Binding site of fragment <bold>23</bold> (obtained by a FBDD campaign) to the non-catalytic allosteric surface site of <italic>Pa</italic>DsbA1 as revealed by the <italic>Pa</italic>DsbA1-<bold>23</bold> complex (pdb id 5dch) obtained using X-ray crystallography (<xref ref-type="bibr" rid="B133">Mohanty et al., 2017</xref>).</p>
</caption>
<graphic xlink:href="fmolb-09-857000-g005.tif"/>
</fig>
</sec>
</sec>
<sec id="s3-3">
<title>Fragment-Based Drug Discovery on GRX: Development of Covelent Inhibitors of <italic>P. aeruginosa</italic> by Fragment-Based Drug Discovery</title>
<p>Inspired by the need to develop novel classes of drug molecules targeting unconventional drug targets using a mechanism that can circumvent the efflux-mediated resistance mechanism, covalent inhibitors were sought. The present strategy involves combining a covalently reactive functional group with targeting moieties (of compounds) selective for species-specific proteins from important biochemical pathways that might have been missed due to cross-reactivity issues to the host organism. Such atypical protein targets are less likely to contain resistance-conveying mutations. Moreover, if the targeted pathway is fundamentally essential to the bacterial metabolism then infectious colonies are less likely to undergo viable mutations. Such targets from <italic>P. aeruginosa</italic> are the glutaredoxins. Glutaredoxins are component of thiol-disulfide glutaredoxins systems of bacteria that favour reducing conditions for the correct disulfide bonding of the functional protein and therefore they are employed by bacteria to defend against oxidative stress imposed by host (<xref ref-type="bibr" rid="B149">Norambuena et al., 2012</xref>). Hence glutaredoxins are considered as potential drug targets. An NMR-led FBDD campain targeted the <italic>P. aeruginosa</italic> glutaredoxin (<italic>Pa</italic>GRX) (<xref ref-type="bibr" rid="B105">Khattri et al., 2020</xref>). This work involved: 1) generating <italic>Pa</italic>GRX-specific fragment hits by screening 463 fragment molecules using independent STD NMR measurements, 2) NMR-based modeling of <italic>Pa</italic>GRX, 3) NMR-guided docking of hits and 4) derivatising the fragment hit with a vinyl cysteine trap moiety (acrylamide warhead with strong tendency to form alkylated cysteine adducts) to generate the chimeric lead (<xref ref-type="fig" rid="F6">Figure 6</xref>). The authors show that mM to &#x3bc;&#x39c; selectivity can be achieved for a few fragments against orthologous proteins and the promising fragment can be optimised to enhance the selectivity by choosing an appropriate warhead. For instance, fragment <bold>24</bold> which binds to <italic>Pa</italic>GRX with moderate specificity (K<sub>d</sub> &#x3d; 0.51 &#xb1; 0.37 and LE &#x3d; 0.32), when coupled with acrylic acid warhead showed enhanced specificity towards the enzyme. This can be further developed to result in to thiol-transferase inhibitory drug candidate against <italic>P. aeruginosa</italic>.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>FBDD campaign using NMR against <italic>Pa</italic>GRX to identify best driving group, derivatization. A vinyl cysteine trap moiety resulted in the development of chimeric lead molecule with enhanced reactivity and selectivity to <italic>Pa</italic>GRX over human GRX1 (hGRX1). Putative model <italic>Pa</italic>GRX and FTMap identified epitope maps of <italic>Pa</italic>GRX in this figure are adopted from (<xref ref-type="bibr" rid="B105">Khattri et al., 2020</xref>) with permission from the authors.</p>
</caption>
<graphic xlink:href="fmolb-09-857000-g006.tif"/>
</fig>
</sec>
<sec id="s3-4">
<title>Targetting Effector Proteins of Type III Secretion System of <italic>P. aeruginosa</italic>
</title>
<p>Type III secretion system (T3SS) plays a pivotal role in the virulence and development of antimicrobial resistance of <italic>P. aeruginosa</italic> by providing a diverse range of virulence factors. Readers of this review are referred to a recent review by Gertrudis Horna and Joaquim Ruiz (<xref ref-type="bibr" rid="B85">Horna and Ruiz, 2021b</xref>) for more details on the T3SS machinery of <italic>P. aeruginosa</italic>. T3SS is aimed to inject the effectors in host-cells, subverting cellular machinery and neutralising the host immune responses, thereby enhancing bacterial survival rates in a hostile environment within the macrophages. Hence, T3SS impairment opens up opportunities for developing antimicrobial agents to combat <italic>P. aeruginosa</italic> infections avoiding antimicrobial pressure on this and other microorganisms (<xref ref-type="bibr" rid="B1">Aburto-Rodr&#xed;guez et al., 2021</xref>; <xref ref-type="bibr" rid="B84">Horna and Ruiz, 2021a</xref>). Until now six effector proteins (ExoS, ExoT, ExoU, ExoY, PemA, PemB) have been reported to be encoded by the T3SS of <italic>P. aeruginosa</italic> (<xref ref-type="bibr" rid="B90">Hueck, 1998</xref>; <xref ref-type="bibr" rid="B11">Barbieri and Sun, 2004</xref>; <xref ref-type="bibr" rid="B78">Hauser, 2009</xref>; <xref ref-type="bibr" rid="B25">Burstein et al., 2015</xref>), while four new putative effectors have recently been proposed (<xref ref-type="bibr" rid="B216">Zelikman et al., 2020</xref>). Of these, ExoU, ExoS, ExoT and ExoY have been studied most extensively. Drug development other than FBDD campaign have produced small molecule inhibitors of ExoU (<xref ref-type="bibr" rid="B120">Lee et al., 2007</xref>; <xref ref-type="bibr" rid="B64">Foulkes et al., 2021</xref>), ExoS (<xref ref-type="bibr" rid="B6">Arnoldo et al., 2008</xref>) and an inhibitor leading to decrease in secretion of ExoT and ExoY (<xref ref-type="bibr" rid="B183">Sheremet et al., 2018</xref>). Most of the components are yet to be investigated for inhibitor development. Thus, there is scope for the development of small molecule inhibitors using FBDD targeting these and other unexplored effectors which could interfere with these effectors and enhance the internalisation of <italic>P. aeruginosa</italic> infections by macrophages.</p>
</sec>
</sec>
<sec id="s4">
<title>Fragment-Based Drug Discovery Against <italic>P. aeruginosa</italic> at University of Cambridge</title>
<p>In 2017, United Kingdom Cystic Fibrosis Trust announced a &#xa3;10 million research partnership with the University of Cambridge to create the first United Kingdom Cystic Fibrosis Innovation Hub with an aim to develop life-changing new treatments for people with CF. The CF innovation hub is hosted by Department of Medicine and led by Professor Andres Floto. It harnesses a multidisciplinary approach with the aim of delivering new treatments for bacterial infections, chronic inflammation, and lung repair for patients with CF. The Arif and Blundell contribution to the United Kingdom Cystic Fibrosis Innovation Hub at the University of Cambridge is to develop new antibiotics against <italic>P. aeruginosa</italic> and <italic>M. abscessus</italic>. We use computational approaches to understand the gene products that might be appropriate targets by modelling three-dimensional structures (<xref ref-type="bibr" rid="B173">&#x160;ali and Blundell, 1993</xref>), often of multiprotein assemblies, understanding the impacts of mutations (<xref ref-type="bibr" rid="B162">Pires et al., 2014</xref>; <xref ref-type="bibr" rid="B153">Pandurangan et al., 2017</xref>; <xref ref-type="bibr" rid="B152">Pandurangan and Blundell, 2020</xref>) and assessing the essentiality of the gene. We then use structure-guided fragment-based drug discovery, pioneered in Cambridge in Astex in 1999 (see review <xref ref-type="bibr" rid="B18">Blundell et al., 2002</xref>) (<xref ref-type="bibr" rid="B18">Blundell et al., 2002</xref>), to develop candidate molecules in our biochemistry and structural biology laboratories and in collaboration with medicinal chemists in the group founded by Professor Chris Abell in Cambridge. Arif and Blundell also work very closely with Prof. Andres Floto, Research Director of the Cambridge Centre for Lung Infection at Papworth Hospital, Cambridge. His team carries out <italic>in vivo</italic> biological assays to test for the effects of elaborated compounds (inhibitors) on the cell system.</p>
<p>Funded as part of the Cystic Fibrosis Hub we began to focus on targets from <italic>P. aeruginosa and M. abscessus</italic>. A number of considerations for target selection such as gene essentiality <italic>in vitro</italic> and <italic>in vivo</italic> (<xref ref-type="bibr" rid="B122">Liberati et al., 2006</xref>; <xref ref-type="bibr" rid="B187">Skurnik et al., 2013</xref>; <xref ref-type="bibr" rid="B119">Lee et al., 2015</xref>; <xref ref-type="bibr" rid="B195">Turner et al., 2015</xref>; <xref ref-type="bibr" rid="B14">Basta et al., 2017</xref>), for example having little or no sequence identity to human or gut microbiome counterparts, the availability of apo and liganded crystal structures that suggest good ligandability, cellular localization of the protein, feasibility of functional/enzymatic assays for the target, were applied to prepare a list of targets from <italic>P. aeruginosa</italic> with ranking based on associated target selection scores (<xref ref-type="fig" rid="F7">Figure 7</xref>).</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Criteria for selecting protein targets from <italic>P. aeruginosa</italic> to be studied using FBDD. Different weights were given to the different criteria according to their impact on target selection.</p>
</caption>
<graphic xlink:href="fmolb-09-857000-g007.tif"/>
</fig>
<sec id="s4-1">
<title>Targeting DapD: An Essential Protein of the Lysine Biosynthesis Pathway</title>
<p>Bacterial genetic studies have suggested that the lysine biosynthesis pathway is essential and offers several potential antibacterial enzyme targets that could be explored (<xref ref-type="bibr" rid="B38">Cox et al., 2000</xref>; <xref ref-type="bibr" rid="B91">Hutton et al., 2007</xref>; <xref ref-type="bibr" rid="B72">Gillner et al., 2013</xref>). DapD (2,3,4,5-tetrahydropyridine-2,6-dicarboxylate <italic>N</italic>-succinyltransferase), a product of an essential gene involved in the lysine biosynthesis pathway, was selected as an initial target. <italic>P. aeruginosa</italic> DapD (<italic>Pa</italic>DapD) was ranked at the very top in the list of potential targets. The lack of human homolog of DapD and maximum identity of 36% to a homolog from human gut microbiome qualifies it for a potential target as this would likely avoid any cross reactivity of the developed inhibitors. DapD catalyses the conversion of cyclic tetrahydrodipicolinate (THDP) into the acyclic <italic>N</italic>-succinyl-<italic>L</italic>-2-amino-6-oxopimelate using succinyl-CoA (SCA) as cofactor. Detailed structural analyses of the available complexes with substrate and cofactors suggest that a long narrow crevice is formed at each interface of the <italic>Pa</italic>DapD trimer where the reactants bind (<xref ref-type="bibr" rid="B174">Schnell et al., 2012</xref>). Analysis using the HOTSPOT server (50) strongly suggests that this binding site is suitable for the binding of fragments (<xref ref-type="fig" rid="F8">Figure 8A</xref>). We speculated that elaborated small molecules that bind to these sites will potentially block the binding of substrate/cofactor and will eventually inactivate the enzyme.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>FBDD against <italic>Pa</italic>DapD. <bold>(A)</bold> Binding site and fragment hotspot maps of <italic>Pa</italic>DapD. The yellow region in the zoomed view represents the hydrophobic map while hydrogen-bond acceptor and hydrogen-bond donors are represented in red and blue, respectively. <bold>(B)</bold> ligands from various <italic>Pa</italic>DapD-ligand complexes mapped on the structure of <italic>Pa</italic>DapD-<bold>25</bold> complex. <bold>25</bold> binds at two different sites in the protomer-protomer interfaces of <italic>Pa</italic>DapD. <bold>25</bold> at site A overlaps with the binding site of the substrate analog L2AP, while that at site B overlaps with the binding site of the cofactor SCA.</p>
</caption>
<graphic xlink:href="fmolb-09-857000-g008.tif"/>
</fig>
<p>An initial fragment screening employing the differential scanning fluorimetry (DSF) using our in-house library of 960 fragments resulted in 10 promising compounds that could bind to the protein, as all led to a positive shift in the thermal melt temperature of the protein. We then produced crystal structures of apo-<italic>Pa</italic>DapD and binary complexes of <italic>Pa</italic>DapD with fragment <bold>25</bold>, the cofactor succinyl CoA (SCA); with the substrate analogue L-2-amino pimelic acid (L2AP). SCA binds in the narrow pocket at the interface formed between the N-terminal, middle and C-terminal part of the neighbouring protomers. L2AP binds at the N-terminal region of the pocket near succinyl &#x3b2;-mercaptoethylamine moiety of SCA (<xref ref-type="fig" rid="F8">Figure 8B</xref>). <bold>25</bold> binds at a location (<bold>25</bold>-A) coinciding with the L2AP binding site. At higher concentrations of <bold>25</bold> a second binding site (<bold>25</bold>-B) is observed that overlaps with part of the SCA binding site (<xref ref-type="fig" rid="F8">Figure 8B</xref>). The structure of <italic>Pa</italic>DapD-L2AP complex differs from the apo-<italic>Pa</italic>DapD complex in having the loop (residues 245&#x2013;252) ordered and interacting with the ligand (<xref ref-type="fig" rid="F9">Figure 9</xref>). Another large change is observed in the C-terminal tail region, which, unlike in the apo-<italic>Pa</italic>DapD and <italic>Pa</italic>DapD-SCA complexes where it was helical, is extended and covers the active site resulting in a cage like structure of the binding pocket (<xref ref-type="fig" rid="F9">Figure 9</xref>). A comparison of the binary complexes of L2AP and <bold>25</bold> demonstrates a similarity in the conformational changes observed upon their binding to the active site (<xref ref-type="fig" rid="F9">Figure 9</xref>), which might guide the design of inhibitors against the enzyme.</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Conformational changes observed in <italic>Pa</italic>DapD upon binding of ligands. Significant changes are observed in the C-terminal tail 330&#x2013;344 and loop 245&#x2013;252 (both in purple) upon binding of the substrate analog L2AP alone to <italic>Pa</italic>DapD. Interestingly, binding of <bold>25</bold> leads to ordering of loop 245&#x2013;252 in a similar way to that observed on binding of substrate analog L2AP to <italic>Pa</italic>DapD.</p>
</caption>
<graphic xlink:href="fmolb-09-857000-g009.tif"/>
</fig>
<p>Proximity of <bold>25</bold> and substrate analog L2AP suggests a structure-guided substrate-inspired growing of the fragment (<xref ref-type="fig" rid="F10">Figure 10A</xref>) in order to potentiate it for binding to <italic>Pa</italic>DapD. Another strategy could be to merge the fragments on the basis of the two binding sites observed in the <italic>Pa</italic>DapD-<bold>25</bold> complex structure using an appropriate length of linker (<xref ref-type="fig" rid="F10">Figure 10B</xref>). The former could be achieved by first synthesizing an analog (<bold>26</bold>) to which substituents could be chemically added. We had planned to perform the syntheses with the help of our chemist collaborator (Dr J. Mayol-Llinas and Prof. Chris Abell) but these have been interrupted by the untimely death of Professor Chris Abell. The plan remains that the resulting compounds (compounds <bold>27</bold>, <bold>28</bold> and <bold>29</bold>) will then be tested for the binding to <italic>Pa</italic>DapD using DSF, ITC and SPR.</p>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>Fragment growing and fragment merging strategies based on the structure of <italic>Pa</italic>DapD-<bold>25</bold> and <italic>Pa</italic>DapD-L2AP complexes. <bold>(A)</bold> substrate-inspired growing of an <bold>25</bold>-analog (<bold>26</bold>) based on the structures of <italic>Pa</italic>DapD-<bold>26</bold> and <italic>Pa</italic>DapD-L2AP complexes resulting in compound <bold>27</bold> and <bold>28</bold>. The feasibility of the fragment growing is enhanced when performed on <bold>26</bold>, <bold>(B)</bold> Merging of <bold>25</bold>&#xa0;at sites A and B of <italic>Pa</italic>DapD employing suitable linker based on the structure of <italic>Pa</italic>DapD-<bold>25</bold> complex to develop compound <bold>29</bold>. The binding and inhibition of these compounds to <italic>Pa</italic>DapD needs to be investigated.</p>
</caption>
<graphic xlink:href="fmolb-09-857000-g010.tif"/>
</fig>
</sec>
<sec id="s4-2">
<title>Targeting KdsA: An Enzyme in Lipopolysaccharide Biosynthesis Pathway</title>
<p>As LPS has an important role in the structural integrity of the bacterium and its defence against the host, the enzymes of the LPS biosynthesis pathway are attractive drug targets. Four of them KdsA, KdsB, LpxC and WaaG were selected for homology modeling with the aim of developing inhibitors against them. Subsequently, the essentiality of KdsA for the survival and virulence of the <italic>P. aeruginosa</italic> was validated experimentally (<xref ref-type="bibr" rid="B161">Perumal et al., 2011</xref>).</p>
<p>KdsA, a 3-deoxy-D-manno-octulosonate 8-phosphate (KDO8P) synthase, catalyses the condensation reaction between D-arabinose 5-phosphate (A5P) and phosphoenolpyruvate (PEP). This enzymatic reaction plays an essential role in the synthesis and assembly process of lipopolysaccharides of most Gram-negative bacteria and is therefore an attractive target for the design of novel antibacterial drugs. The crystal structures of <italic>E. coli</italic> KdsA as binary complexes with the substrate, PEP, and with a mechanism-based inhibitor (K<sub>d</sub> &#x3d; 0.4&#xa0;&#xb5;M), gave insight about its mechanism of action and inhibition. Interestingly, KdsA belongs to a family of PEP-utilizing enzymes, two of which, UDPGlcNAc enolpyruvoyl transferase (MurZ) and 5-enolpyruvoylshikimate-3-phosphate synthase (EPSPS), are targeted by the antibiotic Fosfomycin and by the herbicide glyphosate, respectively. The crystal structure of <italic>P. aeruginosa</italic> KdsA (<italic>Pa</italic>KdsA) in its binary complex with phosphoenolpyruvate (PEP) was reported in the year 2013 (<xref ref-type="bibr" rid="B144">Nelson et al., 2013</xref>). <italic>Pa</italic>KdsA is a tetrameric enzyme and the binding site/hotspot of the <italic>P. aeruginosa</italic> KdsA was probed by generating fragment hotspot maps using the <italic>HOTSPOT</italic> program (50), which suggested the presence of promising pocket for targeting new therapeutics (<xref ref-type="fig" rid="F11">Figure 11</xref>).</p>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption>
<p>Tetrameric structure of PaKdsA and binding sites/hotspots identified by HOTSPOT. Two sites, site A and B have been identified to which fragments are predicted to bind.</p>
</caption>
<graphic xlink:href="fmolb-09-857000-g011.tif"/>
</fig>
<p>A fragment library of 480 non-redundant fragments was used for screening against <italic>Pa</italic>KdsA employing DSF. 56 fragments showed negative shift in melting temperature while 14 fragments showed positive delta Tm shift. Unfortunately, none of them showed any binding to <italic>Pa</italic>KdsA as determined using ITC and X-ray crystallography.</p>
<p>The protein was also used to produce crystals of apo protein for a crystal-based fragment screening, and in complex with the substrates, PEP and A5P, in order to locate the active site which could be used for a virtual screening campaign. The attempt with PEP resulted in <italic>Pa</italic>KdsA-PEP complex and in the presence of A5P resulted in PaKdsA-A5P complex. When the two substrates were mixed and used for cocrystallization, a product (KDO8P) bound crystal, <italic>Pa</italic>KdsA-KDO8P, was obtained. PEP binds deep in the binding pocket and A5P binds above PEP in a more solvent exposed location. KDO8P in its complex with <italic>Pa</italic>KdsA spans the location of both PEP and A5P.</p>
<p>A high-throughput crystal-based fragment screening against <italic>Pa</italic>KdsA was carried out at the XChem facility of Diamond Light Source (<xref ref-type="fig" rid="F12">Figure 12A</xref>) using a total of 886 crystals, 42 for solvent characterisation and 844 for soaking fragments from three different fragment libraries, namely, DSI poised (Enamine) (647 fragments), EUbOpen (109 fragments) and Spotfinder (88 fragments). 17 hits were obtained after this screening, most of the fragments were bound at the sites generated by the crystal lattice while three fragments (<bold>30</bold>, <bold>31</bold> and <bold>32</bold>) were bound near the active site of the enzyme (<xref ref-type="fig" rid="F12">Figure 12B</xref>). The fragments binding near the active site could be starting points for hit-to-lead compound development against <italic>Pa</italic>KdsA.</p>
<fig id="F12" position="float">
<label>FIGURE 12</label>
<caption>
<p>FBDD campaign against <italic>Pa</italic>KdsA <bold>(A)</bold> Crystal-based fragment screening against <italic>Pa</italic>KdsA at the XChem facility of the Diamond Light Source. <bold>(B)</bold> Fragment hits (<bold>30</bold>, <bold>31</bold> and <bold>32</bold>) obtained from the screening. The top panel shows location of fragments and the product KDO8P in their respective complexes with <italic>Pa</italic>KdsA. The middle panel shows the electron density maps of fragments and the bottom panel shows the fragments from their complexes to <italic>Pa</italic>KdsA mapped on the <italic>Pa</italic>KdsA-KDO8P complex in order to compare their locations in the active site of <italic>Pa</italic>KdsA.</p>
</caption>
<graphic xlink:href="fmolb-09-857000-g012.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="conclusion" id="s5">
<title>Conclusion</title>
<p>Our review of structure-guided fragment-based drug discovery to target <italic>P. aeruginosa</italic> infections demonstrates its great potential in the design of new medicines to combat infections in the lungs of cystic fibrosis patients. However, although <italic>P. aeruginosa</italic> is a common strict aerobic bacterium that can cause disease in plants and animals, including humans, research towards the development of molecules to target it, using fragment-based approaches, remains at an early stage. Nevertheless, as our review demonstrates, the studies are encouraging, although small in number. In the future, further investment will be required in taking leads though the clinic and this is as always a challenge for genetic diseases, which affect a small percentage of the population, even those that are relatively common in wealthy Western nations of North America and Western Europe. The challenge is exacerbated by the fact that this ubiquitous multidrug-resistant pathogen, <italic>P. aeruginosa</italic>, exhibits advanced antibiotic resistance mechanisms. We remain grateful to organisations such as the Cystic Fibrosis Trust that are giving generous support to research groups such as ours in moving new candidates into the clinic.</p>
</sec>
</body>
<back>
<sec id="s6">
<title>Author Contributions</title>
<p>SA contributed to the conception, writing, and generation of graphical figures in this work. RF and TB contributed to the writing of the article and approved the submitted version.</p>
</sec>
<sec id="s7">
<title>Funding</title>
<p>TLB, RAF and SMA thank the Cystic Fibrosis Trust for funding support (RG70975) and for support through the Cystic Fibrosis Trust Innovation Hub (RG92393).</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s9">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<ack>
<p>TB, RF and SA thank the Cystic Fibrosis Trust for funding support (PHZJ_395, RG 70975) and for support through the Cystic Fibrosis Trust Innovation Hub (PHZJ_585, RG92393). SA and TB thank the editors for the invitation to participate in this research topic &#x201c;Integration of Structural Biology Data in Lead Drug Discovery and Optimization&#x201d;. SA thanks Prof. Anna K. H. Hirsch for kindly providing the coordinates of the unreleased pdb 7oc7.</p>
</ack>
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