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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Oncol.</journal-id>
<journal-title>Frontiers in Oncology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Oncol.</abbrev-journal-title>
<issn pub-type="epub">2234-943X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fonc.2021.787585</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Oncology</subject>
<subj-group>
<subject>Mini Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Resistance to KRAS<sup>G12C</sup> Inhibitors in Non-Small Cell Lung Cancer</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Blaquier</surname>
<given-names>Juan Bautista</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1500670"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Cardona</surname>
<given-names>Andr&#xe9;s Felipe</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/984293"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Recondo</surname>
<given-names>Gonzalo</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/977360"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Thoracic Oncology Unit, Medical Oncology, Center for Medical Education and Clinical Research (CEMIC)</institution>, <addr-line>Buenos Aires</addr-line>, <country>Argentina</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Luis Carlos Sarmiento Angulo Cancer Treatment and Research Center (CTIC)</institution>, <addr-line>Bogot&#xe1;</addr-line>, <country>Colombia</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Foundation for Clinical and Applied Cancer Research (FICMAC)</institution>, <addr-line>Bogot&#xe1;</addr-line>, <country>Colombia</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Molecular Oncology and Biology Systems Research Group (FOX-G/ONCOLGroup), Universidad El Bosque</institution>, <addr-line>Bogot&#xe1;</addr-line>, <country>Colombia</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Matthias Scheffler, University Hospital of Cologne, Germany</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Haruhiko Sugimura, Hamamatsu University School of Medicine, Japan</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Gonzalo Recondo, <email xlink:href="mailto:grecondoh@cemic.edu.ar">grecondoh@cemic.edu.ar</email>
</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Thoracic Oncology, a section of the journal Frontiers in Oncology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>24</day>
<month>12</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>11</volume>
<elocation-id>787585</elocation-id>
<history>
<date date-type="received">
<day>30</day>
<month>09</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>09</day>
<month>12</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2021 Blaquier, Cardona and Recondo</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Blaquier, Cardona and Recondo</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>
<italic>KRAS</italic> mutations are one of the most prevalent oncogenic alterations in cancer. Until recently, drug development targeting KRAS did not convey clinical benefits to patients. Specific KRAS<sup>G12C</sup> inhibitors, such as sotorasib and adagrasib, have been designed to bind to the protein&#x2019;s mutant structure and block KRAS<sup>G12C</sup> in its GDP-bound inactive state. Phase 1/2 trials have shown promising anti-tumor activity, especially in pretreated non-small cell lung cancer patients. As expected, both primary and secondary resistance to KRAS<sup>G12C</sup> inhibitors invariably occurs, and molecular mechanisms have been characterized in pre-clinical models and patients. Several mechanisms such as tyrosine kinase receptors (RTKs) mediated feedback reactivation of ERK-dependent signaling can result in intrinsic resistance to KRAS target therapy. Acquired resistance to KRAS<sup>G12C</sup> inhibitors include novel KRAS mutations such as Y96D/C and other RAS-MAPK effector protein mutations. This review focuses on the intrinsic and acquired mechanisms of resistance to KRAS<sup>G12C</sup> inhibitors in KRAS<sup>G12C</sup> mutant non-small cell lung cancer and the potential clinical strategies to overcome or prevent it.</p>
</abstract>
<kwd-group>
<kwd>KRASG12C</kwd>
<kwd>resistance mechanisms</kwd>
<kwd>NSCLC</kwd>
<kwd>target therapy</kwd>
<kwd>Y96D</kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="61"/>
<page-count count="9"/>
<word-count count="4811"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>
<italic>KRAS</italic> was the first described oncogene in human cancer (<xref ref-type="bibr" rid="B1">1</xref>) and one of the most frequently mutated genes (<xref ref-type="bibr" rid="B2">2</xref>). It encodes a GTPase superfamily protein that mediates the intracellular signaling of activated tyrosine kinase receptors by switching between inactive GDP-bound and active GTP-bound states. This activation induces phosphorylation of effectors of the mitogen-activated protein kinase (MAPK) pathway like RAF, MEK, and ERK leading to apoptosis inhibition and activation of transcription factors that promote cancer cell survival and metastasis (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B4">4</xref>). Guanine-nucleotide-exchange factors (GEFs) catalyze the exchange of GDP for GTP, hence turning KRAS into its active state; on the other hand, GTPase activating proteins (GAPs) take part in the GTP hydrolysis reaction, inactivating KRAS (<xref ref-type="bibr" rid="B5">5</xref>). Single aminoacidic mutations at codons 12,13, and 61 are responsible for structural changes that prevent GAPs from hydrolyzing GTP, and therefore blocking KRAS in its GTP-bound active state (<xref ref-type="bibr" rid="B6">6</xref>). The hotspot transversion mutation KRAS<sup>G12C</sup> is the most frequently found in lung adenocarcinoma accounting for 13% of cases in the western population (<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B8">8</xref>). Despite its high prevalence and importance in the development of cancer, efforts to effectively target KRAS have long been futile as a consequence of micromolar GTP concentrations in cells (~0.5 mmol/L) combined with a picomolar affinity (dissociation constant at ~10<sup>-10</sup> mol/L) of KRAS for GTP (<xref ref-type="bibr" rid="B9">9</xref>). Moreover, the lack of allosteric regulatory sites needed for drug binding coined KRAS as an &#x201c;undruggable&#x201d; target (<xref ref-type="bibr" rid="B10">10</xref>). This has been modified with the discovery in the KRAS<sup>G12C</sup> mutant protein of a pocket that resides beneath de switch II region, adjacent to the mutant cysteine that allows the binding of small inhibitory molecules and, as a consequence favoring the affinity of KRAS for GDP, blocking KRAS<sup>G12C</sup> in its inactive state (<xref ref-type="bibr" rid="B11">11</xref>). This unique feature of the <italic>KRAS</italic> G12C mutation has led to the development of specific KRAS<sup>G12C</sup> irreversible inhibitors such us adagrasib and sotorasib which is currently FDA approved to treat patients with KRAS<sup>G12C</sup> lung cancer.</p>
<p>Unfortunately, primary and acquired resistance invariably occur. This review focuses on the intrinsic and acquired mechanisms of resistance to KRAS<sup>G12C</sup> inhibitors, mainly in KRAS<sup>G12C</sup> mutant non-small cell lung cancer, and potential clinical strategies to overcome or prevent resistance.</p>
</sec>
<sec id="s2">
<title>KRAS<sup>G12C</sup> Mutation Biology</title>
<p>Particular RAS mutations may modify RAS proteins&#x2019; biochemical behavior, including their ability to bind GTP and GDP. Further studies continue reporting differences in GTP binding and intrinsic or GAP-mediated GTP hydrolysis (<xref ref-type="bibr" rid="B12">12</xref>). Smith et&#xa0;al. detected KRAS<sup>G12V</sup> in the GTP-bound conformation, which was consistent with its high transforming potential. In addition, experiments in MCF10A cells transduced with different KRAS mutations revealed that KRAS wild-type (WT) and KRAS<sup>G12D</sup> and KRAS<sup>G13D</sup> could bind GTP with similar affinity to control cells, which only express endogenous KRAS, after EGF stimulation. In contrast, KRAS<sup>G12C</sup> showed an increase in GTP-binding up to 2-fold mutant compared to control cells (<xref ref-type="bibr" rid="B13">13</xref>). Another study also reported that KRAS<sup>G12A</sup>, <sup>G12R</sup>, <sup>Q61H</sup>, and <sup>Q61L</sup> decreased GTP hydrolysis speed approximately by 40- to 80-fold compared to KRAS wild-type, the <sup>G12C</sup> mutation had a minimal impact in this respect. Regarding this endpoint, KRAS<sup>G12D</sup>, <sup>G12V</sup>, and KRAS<sup>G13D</sup> mutant proteins displayed an intermediate effect (<xref ref-type="bibr" rid="B14">14</xref>).</p>
<p>Anchorage-independent growth is the ability of transformed cells to grow in suspension or unattached to any matrix (<xref ref-type="bibr" rid="B13">13</xref>) an associated characteristic for tumor metastasis regulated by the RAS/RAF/MAPK signaling pathway (<xref ref-type="bibr" rid="B15">15</xref>). Seeburg et&#xa0;al. reported that except for HRAS WT and HRAS <sup>G12P</sup>, all the HRAS codon 12 mutants could grow in soft agar (<xref ref-type="bibr" rid="B16">16</xref>), results paralleling their data on transforming potential of these mutant proteins. Immortalized human bronchial epithelial cells with specific shRNA knockdown of p53 mRNA expressing KRAS<sup>G12C</sup> were able to form colonies in soft agar compared to KRAS<sup>G12D</sup> easily- and KRAS WT-transfected cells (<xref ref-type="bibr" rid="B17">17</xref>), suggesting that the genetic background could also affect the phenotypical manifestation of mutant RAS variants.</p>
<p>The RAF1 serine/threonine kinase is one of the best characterized RAS effector proteins, located directly downstream of RAS in the MAPK pathway (<xref ref-type="bibr" rid="B14">14</xref>). Considering that point mutations at codons 12 and 61 of HRAS differ in their phenotypical properties as previously reported (<xref ref-type="bibr" rid="B18">18</xref>), Voice et&#xa0;al. hypothesized that mutant RAS proteins might activate RAF1 differentially (<xref ref-type="bibr" rid="B19">19</xref>) and found that KRAS<sup>G12A</sup>, <sup>G12C</sup>, <sup>G13D</sup>, <sup>Q61L</sup>, and <sup>Q61H</sup> showed 1.2- to 2.3-fold decrease in relative affinity compared to WT KRAS and KRAS<sup>G12D</sup>, <sup>G12R</sup> and <sup>G12V</sup> displayed an even more pronounced reduction in affinity for RAF1 (4.8-, 6.2-, and 7.3-fold, respectively).</p>
<p>RAS proteins also activate the PI3K/AKT/mTOR pathway to promote cell survival by activating survival factors and inhibiting apoptotic proteins (<xref ref-type="bibr" rid="B20">20</xref>). Therefore, different <italic>in vitro</italic> (<xref ref-type="bibr" rid="B13">13</xref>) and <italic>in vivo</italic> (<xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B21">21</xref>) studies also assessed the activation of this pathway by the interaction of various RAS mutated variants with PI3K and different downstream proteins, such as AKT, 4EBP, or RPS6. The comparison of KRAS<sup>G12C</sup> and <sup>G12V</sup> with WT KRAS in a panel of 67 NSCLC cell lines showed that these mutations decreased AKT activation compared to WT KRAS (<xref ref-type="bibr" rid="B17">17</xref>). Despite this low activation of AKT, cells expressing KRAS<sup>G12C</sup> or <sup>G12V</sup> showed the same phosphorylation levels of 70S6K and 4EBP proteins compared to WT KRAS in the absence of serum. In contrast, the addition of serum to the media enabled KRAS<sup>G12C</sup> and <sup>G12V</sup> to strongly phosphorylate 70S6K compared to WT KRAS (<xref ref-type="bibr" rid="B17">17</xref>).</p>
<p>RAS proteins can also interact and activate effectors that do not belong to the MAPK and the PI3K canonical cascades. For example, RAC, a subfamily of small GTPases of the RHO family, can interact with RAS <italic>via</italic> the RacGEF called Tiam1. The RAS/RAC signaling pathway controls several cellular functions by regulating actin cytoskeleton, including cell morphology, locomotion, and polarity (<xref ref-type="bibr" rid="B22">22</xref>). Another RAS downstream effector subfamily is the RAL group of proteins involved in membrane trafficking, proliferation, survival, and metastasis in many types of cancer (<xref ref-type="bibr" rid="B23">23</xref>). In this sense, WT KRAS and KRAS<sup>G12C</sup>, but not KRAS<sup>G12D</sup>, activated RALA and RALB effector proteins (<xref ref-type="bibr" rid="B17">17</xref>).</p>
<p>Brunelli et&#xa0;al. characterized the metabolic profile of the isogenic NCI-H1299 NSCLC cell line overexpressing WT KRAS or KRAS<sup>G12C</sup>, <sup>G12D</sup>, or <sup>G12V (</sup>
<xref ref-type="bibr" rid="B24">24</xref>). Most metabolites identified were common to all three KRAS-mutated lines (G12C, G12D, and G12V), although these mutants harbored 74, 58, and 48 unique metabolites, respectively, compared to WT. Moreover, the deregulated metabolites between WT and mutant KRAS variants were classified into biochemical groups. The two most abundant classes for KRAS<sup>G12C</sup>, <sup>G12D</sup>, and <sup>G12V</sup> were glycerophospholipids and amino acids. KRAS<sup>G12C</sup> and KRAS<sup>G12D</sup> mainly affected phosphatidylcholines (PC) and phosphatidylinositol (PI), whereas KRAS<sup>G12V</sup> influenced PI and phosphatidylserine. In addition, the report by Brunelli et&#xa0;al. provided further insights into the biology of the deregulated metabolites. KRAS<sup>G12C</sup>, <sup>G12D</sup>, and <sup>G12V</sup> variants showed an increase of metabolites related to protein biosynthesis, glutathione, glutamate metabolism and ammonia recycling (<xref ref-type="bibr" rid="B24">24</xref>). Moreover, KRAS<sup>G12C</sup>, <sup>G12D</sup>, and <sup>G12V</sup> had lower levels of glutamate, glutamine, asparagine, and proline, amino acids interconnected in the glutamate synthase cycle, and lower levels of NAD+, an essential coenzyme involved in many cellular metabolic pathways.</p>
<p>Following on these results, the group of Pastorelli continued studying the metabolic profile of KRAS<sup>G12C</sup>, as it is the most representative KRAS mutation in NSCLC patients. In this work, the NCI-H1299 NSCLC cell line expressing WT or KRAS<sup>G12C</sup> and xenograft tumors generated from this cell line were analyzed (<xref ref-type="bibr" rid="B25">25</xref>). They identified 26 and 23 deregulated metabolites <italic>in vitro</italic> and <italic>in vivo</italic>, respectively, between WT KRAS and KRAS<sup>G12C</sup>. The enriched pathway analysis of these deregulated metabolites showed that KRAS<sup>G12C</sup> alters the same metabolic pathways <italic>in vitro</italic> and <italic>in vivo</italic>, including pathways involved in protein biosynthesis, ammonia recycling, and urea cycle (<xref ref-type="bibr" rid="B25">25</xref>). Focusing on the deregulated metabolites whose abundance changed significantly <italic>in vitro</italic> and <italic>in vivo</italic> between WT KRAS and KRAS<sup>G12C</sup>, 11 and 16 metabolites were significantly altered, respectively. Moreover, in both <italic>in vitro</italic> and <italic>in vivo</italic> models, KRAS<sup>G12C</sup>, decreased glutamine and glutamate levels, two amino acids involved in nitrogen balance maintenance, supporting the central role of glutaminolysis and nitrogen anabolism to provide energy for cancer cell growth and proliferation. This indicates that cells expressing the KRAS<sup>G12C</sup> variant use glutaminolysis as a source of energy (<xref ref-type="bibr" rid="B25">25</xref>). In addition, KRAS<sup>G12C</sup>, mutation induced a significant increase in the levels of carnitine, acetyl-carnitine, and butyryl-carnitine, which are involved in the oxidation of fatty acids. This increase could be associated with the mitochondrial fatty acid beta-oxidation to respond to the increasing energy demand triggered by KRAS<sup>G12C</sup>, to fuel cell or tumor growth and proliferation (<xref ref-type="bibr" rid="B25">25</xref>).</p>
</sec>
<sec id="s3">
<title>KRAS<sup>G12C</sup> Inhibitors</title>
<p>The development of specific KRAS<sup>G12C</sup> inhibitors started with ARS-1620, a small covalent specific inhibitor, that showed <italic>in vitro</italic> and <italic>in vivo</italic> activity in <italic>KRAS</italic>
<sup>G12C</sup> mutant models (<xref ref-type="bibr" rid="B26">26</xref>). This was followed by the development of two KRAS<sup>G12C</sup> inhibitors, sotorasib (AMG 510) and adagrasib (MRTX849), supported by robust preclinical evidence and reaching clinical development in phase I/II trials (<xref ref-type="bibr" rid="B27">27</xref>, <xref ref-type="bibr" rid="B28">28</xref>). Both compounds have a common mechanism of action by inhibiting KRAS in its GDP-bound state, however, the binding properties of both inhibitors differ slightly. The KRAS<sup>G12C</sup> cryptic pocket is formed by residues H95/Y96/Q99 is exploited by the hydrogen mediated bonding of the hydroxyl group of Y96 with the pyrimidine ring of adagrasib (<xref ref-type="bibr" rid="B29">29</xref>) and by the water bridges between Y96 and a carboxyl group in sotorasib (<xref ref-type="bibr" rid="B30">30</xref>).</p>
<p>The phase I trial of sotorasib CodeBreak100 included pretreated 125 patients with metastatic KRAS<sup>G12C</sup> mutant solid tumors; 45.7% had non-small cell lung cancer (NSCLC) (<xref ref-type="bibr" rid="B31">31</xref>). The objective response was 32.2% in patients with lung cancer, and the disease control rate was 88.1%. No dose-limiting toxicities or treatment-related deaths were observed at the established phase II dose of 960mg (<xref ref-type="bibr" rid="B31">31</xref>). These results were recently confirmed by the phase II trial, which specifically included 122 patients with NSCLC. The objective response rate was 37.1%, with a median duration of response of 11 months and an 80.6% disease control rate. Median progression-free survival was 6.8 months, and median overall survival was 12.5 months (<xref ref-type="bibr" rid="B32">32</xref>). In the explorative analysis, assessing the association between response to sotorasib and the presence of previously described co-occurring mutations (STK11, KEAP1, and TP53), which define three subgroups of KRAS mutant cancers with different biology and response to treatment (<xref ref-type="bibr" rid="B33">33</xref>), sotorasib showed efficacy in all subgroups, with a lower percentage of response in patients with KEAP1 mutated tumors, although this was not statistically significant. Also, similar response rates were observed in PDL-1 positive or negative (score &lt;1%) patients as well as in tumors with high (&#x2265;10 mutations per megabase) or low (&lt;10 mutations per megabase) mutational burden. These findings led to the FDA&#x2019;s accelerated approval in May 2021 of sotorasib in previously treated patients with mutant KRASG12C NSCLC. Efficacy of sotorasib versus docetaxel in previously treated patients KRAS<sup>G12C</sup> mutant NSCLC is currently being tested on a phase III clinical trial (NCT04303780). Moreover, sotorasib as first-line treatment is under investigation on a phase II trial (NCT04933695).</p>
<p>In a similar manner, data from the phase I/II KRYSTAL-I clinical trial, that included 79 previously treated patients with advanced stage <italic>KRAS<sup>G12C</sup>
</italic> mutant NSCLC treated with adagrasib, showed an objective response rate of 45% and a 96% diseases control rate (<xref ref-type="bibr" rid="B34">34</xref>). This trial is still ongoing (NCT03785249).</p>
<p>Interestingly, response rates for KRAS<sup>G12C</sup> mutant colorectal cancer cohorts included in both trials were considerably lower, with 7% and 17% for sotorasib and adagrasib, respectively (<xref ref-type="bibr" rid="B31">31</xref>, <xref ref-type="bibr" rid="B34">34</xref>). This primary resistance is driven by upstream activation of EGFR, which can be overcome by combining KRAS<sup>G12C</sup> inhibitors with anti EGFR monoclonal antibodies, like sotorasib and cetuximab, respectively (<xref ref-type="bibr" rid="B35">35</xref>).</p>
<p>Given the clinical evidence of the efficacy of KRAS<sup>G12C</sup> inhibitors in lung cancer, a considerable proportion of patients do not experience a tumor response or have primary progression, for which treatment intensification may be required. Also, compared to other targeted therapies like EGFR, ALK, and ROS1, patients with KRAS mutant tumors that initially achieve a partial response have a shorter duration of responses, driven by acquired resistance mechanisms (<xref ref-type="bibr" rid="B36">36</xref>).</p>
</sec>
<sec id="s4">
<title>Resistance to KRAS<sup>G12C</sup> Inhibitors</title>
<p>Despite the encouraging clinical results, about half of the patients included in clinical trials with sotorasib and adagrasib do not experience significant tumor shrinkage with specific KRAS<sup>G12C</sup> inhibitors. Moreover, nearly 10% of patients will experience primary disease progression. On the other hand, as with other target therapies, all patients who initially experience an objective response or stable disease will eventually progress with KRAS<sup>G12C</sup> inhibitors, given the emergence of resistance mechanisms in cancer cells. In general, biologic mechanisms of resistance can be categorized into two main groups: on-target resistance, driven by mutations or amplification in KRAS that halters drug binding, and off-target or bypass mechanisms of resistance, when KRAS is inhibited, but another effector commands oncogenic signaling. In addition, other resistance mechanisms imply histologic transformation and other events affecting epigenetic modifications and apoptosis. A summary of biologic resistance mechanisms to KRAS<sup>G12C</sup> inhibitors is shown in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Summery primary and acquired resistance mechanisms to KRAS<sup>G12C</sup> inhibitors.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-11-787585-g001.tif"/>
</fig>
<sec id="s4_1">
<title>Intrinsic or Primary Resistance Mechanisms</title>
<p>A lack of response to targeted therapies can be in part due to intrinsic resistance in cancer cells. One potential cause of the lack of efficacy of KRAS<sup>G12C</sup> inhibitors is that not all <italic>KRAS</italic> mutant cells depend on KRAS activation to maintain their viability. In an attempt to identify a gene expression signature that correlates with the KRAS dependency KRAS mutant cells, Singh et&#xa0;al. found a subgroup of lung cancer-derived cellular lines that maintain their viability despite ablation of the KRAS mutant protein. Moreover, activation of the two main downstream effectors (ERK and AKT) was not suppressed after KRAS knockdown (<xref ref-type="bibr" rid="B37">37</xref>). For example, alternative PIK3-AKT pathway activation can be due to oncogenic mutations in <italic>AKT1, AKT2, PIK3CA</italic>, or <italic>PTEN</italic> (<xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B38">38</xref>), therefore maintaining activated pathway singling to cell proliferation and survival, independently of the status of KRAS. Lessons learned from efforts to inhibit the RAS-RAF-MEK pathway in other tumor types have revealed that a major mechanism of resistance is the adaptive feedback resistance, in which the loss of downstream signaling by the blocked mutant target, leads to reactivation of receptor tyrosine kinase (RTK) mediated signaling through wild type RAS and RAF (<xref ref-type="bibr" rid="B39">39</xref>). This adaptive feedback resistance was evaluated in KRAS<sup>G12C</sup> inhibited cell lines using ARS-1610 and AMG-510, finding a rapid and consistent reactivation of signaling by a rebound activation of downstream ERK and RSK in addition to increase levels of active GTP-bound NRAS and HRAS wild type. Also, increased EGFR, HER2, FGFR, and c-MET was observed (<xref ref-type="bibr" rid="B39">39</xref>), suggesting that RTKs upstream activation is one of the critical resistance mechanisms KRAS<sup>G12C</sup> inhibitors. In another study addressing the heterogeneity of initial response in KRAS<sup>G12C</sup> mutant lung cancer cells, Xue and colleagues described that tumor cells initially adopt a quiescent state, in which some cells will die. Still, other cells will rapidly evade inhibition by the synthesis of new KRAS<sup>G12C</sup> that is quickly converted to its active state due to upstream stimuli mediated by epithelial growth factor receptor (EGFR) and Aurora Kinase A (AURKA) (<xref ref-type="bibr" rid="B40">40</xref>). Hence, primary resistance relies on that as a canonical and fundamental pathway for cell survival, RAS-RAF-ERK has multiple independent mechanisms that can maintain signaling in its active state while being selectively targeted.</p>
</sec>
<sec id="s4_2">
<title>Acquired Resistance Mechanisms</title>
<p>As stated before, eventually all patients treated with target therapies will eventually develop progressive disease. In some cases, progression will occur after an initial response as a consequence of acquired resistance mechanisms triggered by the selective pressure of target therapies (<xref ref-type="bibr" rid="B41">41</xref>, <xref ref-type="bibr" rid="B42">42</xref>).</p>
</sec>
<sec id="s4_3">
<title>On-Target Mechanisms</title>
<p>The main mechanism of on-target resistance to kinase inhibitors is the acquisition of mutations in key regions within the driver protein that impedes adequate drug binding and target inhibition. <italic>In vitro</italic> modeling of on-target resistance, mechanisms can be performed using N-ethyl-N-nitrosourea (ENU) mutagenesis screens, which can predict a broad spectrum of resistance that can eventually occur in patients. In a preclinical study using this technique by exposing KRAS<sup>G12C</sup> mutant Ba/F3 cells to sotorasib and adagrasib, 142 acquired resistant clones were identified, of which 124 (87%) harbored secondary KRAS mutations (Y96D, A59T, A59S, R68M, R68M, M721, V8E, G13D, Q61L, Q99L, and H358). The Y96D mutation, as previously stated, occurs at a relevant position for sotorasib and adagrasib binding, leading to resistance to high concentrations (&gt;1000nM) of both specific inhibitors (<xref ref-type="bibr" rid="B43">43</xref>). These mutations were also found in patients, as recently reported by Awad and colleagues, by performing a translational biomarker study of a patient treated with adagrasib in the KRYSTAL-1 study who had acquired resistance (<xref ref-type="bibr" rid="B44">44</xref>). Acquired resistance was defined as the disease progression after 12 weeks of stable disease or after partial or complete response. This study used next-generation sequencing (NGS) on tissue samples or circulating tumor DNA (ctDNA). A total of 38 patients were included (27 NSCLC), from whom resistance mechanisms were identify in 17 (45%), 10 (26%) corresponding to patients with NSCLC. In four patients with NSCLC, on-target mechanisms were identified, including acquired secondary <italic>KRAS</italic> mutations associated with the switch II pocket to which KRAS inhibitors bind, Y96C, R86S, and H95D mutations. In addition, acquired activating KRAS mutations other than G12C, including G12D, G12V, and G12W occurring <italic>in trans</italic>, were found, alone or concomitantly with acquired mutations in the switch II pocket. This complex resistance reveals that some clones may acquire resistance by impeding drug binding in KRAS<sup>G12C</sup> cells, while others acquire mutations that are not targetable by specific G12C inhibitors. In addition, target amplification in the KRAS<sup>G12C</sup> allele has been identified as an independent resistance mechanism, as previously observed with crizotinib in ALK-rearranged lung cancer (<xref ref-type="bibr" rid="B45">45</xref>). On target, mechanisms are summarized in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>. The same research group performed a preclinical analysis to better characterize the role of the secondary KRAS mutations at the Switch II region in NSCLC patients; double-mutant alleles including Y96C, H95D, and R68S Ba/F3 cells were tested with adagrasib and sotorasib (<xref ref-type="bibr" rid="B44">44</xref>).. Tanaka and colleagues also described multiple co-occurring acquired resistance mechanisms in a patient treated with adagrasib using cell-free DNA next-generation sequencing (NGS including two KRAS activating mutations (G12D and G12D) <italic>in trans</italic> and a Y96D mutation affecting the cryptic Switch II pocket (<xref ref-type="bibr" rid="B29">29</xref>). As stated before, the residue Y96 is critical in forming hydrogen bonds with sotorasib and adagrasib; the Y96D mutation disrupts the bonds between adagrasib and sotorasib ARS-1620. Double mutant KRAS<sup>G12C/Y96D</sup> Ba/F cells are resistant to all three KRAS<sup>G12C</sup> inhibitors (<xref ref-type="bibr" rid="B29">29</xref>), nevertheless other mutations at the cryptic pocket such as R68S and H95D, that confer resistance to adagrasib remain sensitive to sotorasib (<xref ref-type="bibr" rid="B44">44</xref>). Hence, these findings could support the use of sotorasib in certain clinical situations were adagrasib resistance mutations retina sensitivity to sotorasib. However, clinical evidence of activity in this situation is needed. On-target mechanisms include novel acquired mutations in key residues including Y96, H95, and R68 which directly affect the switch II region, impeding KRAS<sup>G12C</sup> inhibitors to bind allosterically: the acquisition of activating mutations different to KRAS<sup>G12C</sup> occurring in the wild type KRAS allele (<italic>in trans)</italic> and KRAS<sup>G12C</sup> amplification. Strategies to overcome these resistances mechanisms will be further discussed.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Acquired resistance mechanisms to KRAS<sup>G12C</sup> inhibitors in the preclinical setting and clinical trial patients.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Ref.</th>
<th valign="top" align="center">KRAS<sup>G12C</sup> inhibitor</th>
<th valign="top" align="center">Case Number</th>
<th valign="top" align="center">Acquired secondary KRAS mutations</th>
<th valign="top" align="center">Acquired activating KRAS Mutations</th>
<th valign="top" align="center">KRAS<sup>G12C</sup> Amplification</th>
<th valign="top" align="center">Acquired TRK/MAPK/PI3K</th>
<th valign="top" align="center">Squamous Cell Transformation</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" colspan="8" align="center">
<bold>Preclinical setting</bold>
</td>
</tr>
<tr>
<td valign="top" rowspan="4" align="left">(<xref ref-type="bibr" rid="B43">43</xref>)</td>
<td valign="top" rowspan="4" align="center">adagrasib</td>
<td valign="top" rowspan="4" align="center">
<bold>-</bold>
</td>
<td valign="top" align="center">Y96D</td>
<td valign="top" rowspan="4" align="center"/>
<td valign="top" rowspan="4" align="center"/>
<td valign="top" rowspan="4" align="center"/>
<td valign="top" rowspan="4" align="center"/>
</tr>
<tr>
<td valign="top" align="center">Q99L</td>
</tr>
<tr>
<td valign="top" align="center">R68S</td>
</tr>
<tr>
<td valign="top" align="center">A59S</td>
</tr>
<tr>
<td valign="top" rowspan="4" align="left">(<xref ref-type="bibr" rid="B43">43</xref>)</td>
<td valign="top" rowspan="4" align="center">sotorasib</td>
<td valign="top" rowspan="4" align="center">
<bold>-</bold>
</td>
<td valign="top" align="center">Y96D</td>
<td valign="top" rowspan="4" align="center"/>
<td valign="top" rowspan="4" align="center"/>
<td valign="top" rowspan="4" align="center"/>
<td valign="top" rowspan="4" align="center"/>
</tr>
<tr>
<td valign="top" align="center">R68M</td>
</tr>
<tr>
<td valign="top" align="center">A59T</td>
</tr>
<tr>
<td valign="top" align="center">A59S</td>
</tr>
<tr>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B46">46</xref>)</td>
<td valign="top" align="center">sotorasib</td>
<td valign="top" align="center">
<bold>-</bold>
</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">MET amplification</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" colspan="8" align="center">
<bold>Clinical trial patients</bold>
</td>
</tr>
<tr>
<td valign="top" rowspan="10" align="left">(<xref ref-type="bibr" rid="B44">44</xref>)</td>
<td valign="top" rowspan="10" align="center">adagrasib</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">Y96C</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="center">3</td>
<td valign="top" align="center">H95D R68S</td>
<td valign="top" align="center">G12V G12W</td>
<td valign="top" align="center"/>
<td valign="top" align="center">BRAF V600E</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="center">7</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">Yes</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="center">9</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">MET amplification</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="center">10</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">MET amplification</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="center">11</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">Yes</td>
</tr>
<tr>
<td valign="top" align="center">12</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">Yes</td>
</tr>
<tr>
<td valign="top" align="center">13</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">MAP2K1 E102_103del</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="center">15</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">RET M918T</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="center">16</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">PIK3CA H1047R</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B29">29</xref>)</td>
<td valign="top" align="center">adagrasib</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">Y96D</td>
<td valign="top" align="center">G12V G13D</td>
<td valign="top" align="center"/>
<td valign="top" align="center">NRAS Q61L&#x2003;&#x2003;NRAS Q61R&#x2003;&#x2003;NRAS Q61K&#x2003;&#x2003;BRAF V600E&#x2003;MAP2K1 Q56P MAP2K1 E102_104del</td>
<td valign="top" align="center"/>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s4_4">
<title>Off-Target Mechanisms</title>
<p>Resistance mechanisms due to biological alterations independent of KRAS<sup>G12C</sup> inhibition have also been described and characterized. As previously mentioned, GTP-bound KRAS activates two main canonical pathways, BRAF-MEK-ERK and PI3K-AKT-mTOR (<xref ref-type="bibr" rid="B3">3</xref>). As seen in EGRF mutant NSCLC, off-target mechanisms such as MET amplification confer resistance to tyrosine kinase inhibitors (TKIs) by activating the HGF/MET pathway that leads to AKT and ERK activation bypassing RAS (<xref ref-type="bibr" rid="B47">47</xref>). This mechanism was successfully targeted in EGFR-mutant NSCLC by combining the EGFR inhibitor osimertinib and a MET inhibitor savolitinib (<xref ref-type="bibr" rid="B48">48</xref>). In the preclinical setting, Suzuki et&#xa0;al. exposed mutant KRAS<sup>G12C</sup> cells to sotorsaib finding <italic>MET</italic> amplifications in resistant cells. To further confirm this as the resistance mechanisms, they demonstrated thar after <italic>MET</italic> knockdown using siRNA, cells recovered sensitivity to sotorasib (<xref ref-type="bibr" rid="B46">46</xref>). Moreover, they found that <italic>MET</italic> amplified cells had higher levels of GTP-bound (active) RAS, mainly in other isoforms such as NRAS, suggesting that <italic>MET</italic> amplification could confer resistance by the reactivation of RAS-BRAF-MEK-ERK pathway by direct activation of other RAS isoforms. Similar to the findings in EGFR resistant NSCLC, MET amplification was found in 2 patients (7%) at the time of progression with adagrasib (<xref ref-type="bibr" rid="B44">44</xref>). Similar to MET amplification, RET kinase domain activation leads to the oncogenic signaling of BRAF-MEK-ERK, PI3K-AKT-mTOR and JNKs pathways (<xref ref-type="bibr" rid="B49">49</xref>), favoring cell survival and cancer development. Rearrangements in RET are found in 1%-2% of all NSCLC (<xref ref-type="bibr" rid="B50">50</xref>); moreover, RET point mutations are not frequently found in lung cancer but play a key role in hereditary neuroendocrine syndromes such as MEN2B (<xref ref-type="bibr" rid="B49">49</xref>). In the same study by Awad et&#xa0;al., a CCDC6-RET fusion was detected in one patient, and a RET M918T was found in another patient; interestingly M918T is highly associated with MEN2B and is found in about 50% of sporadic medullary thyroid carcinomas (<xref ref-type="bibr" rid="B51">51</xref>, <xref ref-type="bibr" rid="B52">52</xref>). Despite these findings, <italic>RET</italic> mutations in lung cancer are extremely rare, but RET fusions have also been previously described to emerge as a bypass resistance mechanism in EGFR mutant NSCLC. In addition, other fusions have been found at the time of resistance to adagrasib like <italic>EML4-ALK</italic> and <italic>FGFR3&#x2212;TACC3</italic> which are known to translate in oncogenic fusion proteins. Several fusions involving MAPK pathway effectors have also been described: <italic>AKAP9&#x2212;BRAF</italic>, <italic>NRF1</italic>&#x2212;<italic>BRAF</italic>, <italic>RAF1</italic>&#x2212;<italic>CCDC176</italic>, <italic>RAF1</italic>&#x2212;<italic>TRAK1</italic>.</p>
<p>The <italic>RAS</italic> family genes encode four proteins (KRAS4A, KRAS4B, HRAS, and NRAS), being <italic>KRAS</italic> the most frequently mutated isoform in NSCLC (20-40%). Mutations in <italic>NRAS</italic> are rare in this tumor type (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B53">53</xref>). However, three different activating NRAS mutations (NRAS Q61L, NRAS Q61R, NRAS Q61K) were described in the same patient (<xref ref-type="bibr" rid="B29">29</xref>), suggesting the polyclonal activation of other RAS isoforms could play a key role in the acquisition of resistance to KRAS<sup>G12C</sup> inhibitors.</p>
<p>In addition to parallel bypass activation, other genomic alterations in downstream effectors of KRAS, like point mutations and deletions in MAPK pathway effectors, confer resistance to KRASG12C inhibitors <italic>MAP2K1</italic> mutations (MAP2K1 K57N, <italic>MAP2K1</italic> Q56P and two MAP2K1 <italic>E102_103del)</italic>, <italic>BRAF</italic> V600E driver mutation. The <italic>BRAF</italic> V600E mutation confers monomeric activation and signaling and is found in about 2-4% of NSCLC and can be targeted with dabrafenib (BRAF inhibitor) and trametinib (MEK inhibitor) (<xref ref-type="bibr" rid="B54">54</xref>). Moreover, activating mutations in the PIK3-AKT-MTOR pathway like PIK3CA H1047R, PIK3CA H1047R were found, confirming bypass activation of oncogenic signaling. Other mutations activating the same pathway were found in colorectal cancer (PIK3R1 S361fs, PTEN N48K, and PTEN G209V).</p>
<p>Finally, as seen with other TKIs, histologic transformation also occurs in KRAS<sup>G12C</sup> mutant lung adenocarcinoma, given the squamous cell carcinoma transformation report as a resistance mechanism to adagrasib (<xref ref-type="bibr" rid="B44">44</xref>, <xref ref-type="bibr" rid="B55">55</xref>).</p>
</sec>
</sec>
<sec id="s5">
<title>Therapeutic Strategies for KRAS<sup>G12C</sup> Resistance</title>
<p>The complex and diverse resistance mechanisms to KRAS<sup>G12C</sup> inhibitors pose a challenge to design clinical strategies to overcome or prevent resistance. A main mechanism of primary resistance is feedback reactivation mediated by multiple RTKs, leading to preclinical research aiming to combine the inhibition of KRAS<sup>G12C</sup> and other RTKs such as EGFR, FGFR, and MET (<xref ref-type="bibr" rid="B56">56</xref>). In this setting the combination of sotorasib and <italic>MET</italic> inhibitors such as crizotinib and capmatinib has shown to overcome resistance to KRAS<sup>G12C</sup> inhibitors <italic>in vitro</italic> in cancer cells with <italic>MET</italic> amplification (<xref ref-type="bibr" rid="B46">46</xref>). One of the main focuses of current development is targeting transduction molecules situated downstream from RTKs such as SHP2 and SOS1 which after phosphorylation favor de GTP-bound state thus activating the ERK pathway (<xref ref-type="bibr" rid="B57">57</xref>). Consequently, targeting SHP2 and SOS1 can synergize with KRAS<sup>G12C</sup> inhibitors given in combination. Preclinical research showed that the combination of a KRAS<sup>G12C</sup> inhibition (ARS-1620) with a SHP2 inhibitor (SHP099) conveyed a more profound suppression of KRAS-GTP and total RAS-GTP <italic>in vitro</italic> and enhance tumor regression in xenograft models compared to ARS-1620 and SHP099 alone (<xref ref-type="bibr" rid="B39">39</xref>). In the same manner the combination of sotorasib and BI-3406, a SOS1 inhibitor, resulted in diminished activity of the ERK pathway in KRAS<sup>G12C</sup> mutant cells (<xref ref-type="bibr" rid="B46">46</xref>). Multiple clinical trials are ongoing to test the efficacy of the combination of KRAS<sup>G12C</sup> and SHP2 inhibitors including: the phase 1/2 KRYSTAL 2 trial evaluating the combination of MRTX849 and TNO155 in patients with solid tumor with KRAS<sup>G12C</sup> mutation (NCT04330664) and a phase Ib/II evaluating JDQ443 (KRAS<sup>G12C</sup> inhibitor) and TNO155 (NCT04699188). Other strategies to overcome primary resistance are being evaluated in preclinical models including combination of KRAS<sup>G12C</sup> inhibitors with: PI3K/AKT inhibitors, chemotherapy, CDK4/6 inhibitors targeting alterative pathways, cell cycle and DNA damage (<xref ref-type="bibr" rid="B56">56</xref>). RM-108 is a specific KRAS<sup>G12C</sup> inhibitor which binds to a chaperone protein forming a &#x201c;tri-complex&#x201d; that prevents the association to the downstream effector proteins (<xref ref-type="bibr" rid="B58">58</xref>). This has shown to be active in KRAS<sup>G12C/Y96D</sup> resistant BA/F3 models (<xref ref-type="bibr" rid="B29">29</xref>). These strategies represent multiple opportunities to overcome primary and acquired resistance, which need validation in clinical trials.</p>
<p>In addition to the efficacy of single targeted therapies and combinations, cell death induced by KRAS<sup>G12C</sup> inhibitors induce a pro-inflammatory microenvironment that set the bases for the observed synergism between KRAS<sup>G12C</sup> and anti-PD1 immune checkpoint inhibitors in murine models (<xref ref-type="bibr" rid="B27">27</xref>, <xref ref-type="bibr" rid="B59">59</xref>); this combination strategy is being evaluated in the multi-arm CodeBreak 101 trial (NCT04185883) with an estimated enrollment of 1273 participants. This trial includes both an experimental arm of sotorasib plus pembrolizumab in dose exploration and dose expansion cohorts and a sotorasib plus atezolizumab cohort. Other arms in this trial include the combination of sotorasib plus: afatinib, palbociclib, chemotherapy, everolimus, among others. In a similar manner the phase 2 KRYSTAL-7 trial is designed to include 250 patients with treatment na&#xef;ve advanced KRAS<sup>G12C</sup> mutant NSCLC to evaluate the clinical activity of adagrasib in combination with pembrolizumab in (NCT04613596).</p>
</sec>
<sec id="s6" sec-type="conclusions">
<title>Conclusions</title>
<p>Given the recent clinical approval of specific KRAS<sup>G12C</sup> inhibitors and the ongoing development of other strategies to target other <italic>KRAS</italic> mutations, understanding the biological mechanisms that confer primary and acquired resistance is necessary to improve patients&#x2019; clinical outcomes to the response rates and progression free survival.</p>
<p>Resistance to KRAS<sup>G12C</sup> is still not fully understood. However initial reports show that these mechanisms are complex, heterogeneous, and can emerge concomitantly during treatment. In contrast with other targets like EGFR-mutant NSCLC in which a single the T790M mutation is responsible for approximately half of the progressions after first- or second-line specific inhibitors (<xref ref-type="bibr" rid="B60">60</xref>), progressions after treatment with KRAS<sup>G12C</sup> inhibitors are caused by both single and combined mechanisms, including: on-target mutations affecting the docking site of this inhibitors; other activating KRAS mutations; activation of the canonical pathways by mutations or activation of upstream and downstream effectors and also activation of non-mutant RAS isoforms. These early reports may be selecting patients with tumors that have more complex biology; hence there is a need to further explore resistance mechanisms in patients that experience a more extended benefit with KRAS<sup>G12C</sup> inhibitors. In the clinical setting, liquid biopsy NGS has proven to be a useful tool in identifying the heterogeneity of resistance mechanisms occurring in a single patient (<xref ref-type="bibr" rid="B61">61</xref>). The identification and understanding of acquired resistance mutations to test and develop new therapies to target them.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author Contributions</title>
<p>JB, AC, and GR: drafted and critically reviewed the work. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s8" sec-type="COI-statement">
<title>Conflict of Interest</title>
<p>JB reports educational grants from Amgen, GR reports grants from Amgen, personal fees from Roche, Bayer, BMS, MSD, Pfizer, Takeda, and Amgen. AC disclosed financial research support from MSD, Boehringer Ingelheim, Roche, BMS, and The Foundation for Clinical and Applied Cancer Research - FICMAC. Additionally, he was linked and received honoraria as an advisor, participated in speakers&#x2019; bureau, and gave expert testimony to MSD, Boehringer Ingelheim, Roche, BMS, Pfizer, Novartis, Celldex Therapeutics, Foundation Medicine, Eli Lilly, and Foundation for Clinical and Applied Cancer Research - FICMAC.</p>
</sec>
<sec id="s9" sec-type="disclaimer">
<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>
</body>
<back>
<ack>
<title>Acknowledgments</title>
<p>
<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>: created with <uri xlink:href="https://biorender.com">BioRender.com</uri>.</p>
</ack>
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