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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">OL</journal-id>
<journal-title-group>
<journal-title>Oncology Letters</journal-title>
</journal-title-group>
<issn pub-type="ppub">1792-1074</issn>
<issn pub-type="epub">1792-1082</issn>
<publisher>
<publisher-name>D.A. Spandidos</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3892/ol.2019.10325</article-id>
<article-id pub-id-type="publisher-id">OL-0-0-10325</article-id>
<article-categories>
<subj-group>
<subject>Articles</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Phenotypic characterization of the novel, non-hotspot oncogenic KRAS mutants E31D and E63K</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>Angeles</surname><given-names>Arlou Kristina J.</given-names></name>
<xref rid="af1-ol-0-0-10325" ref-type="aff">1</xref>
<xref rid="fn4-ol-0-0-10325" ref-type="fn">4</xref></contrib>
<contrib contrib-type="author"><name><surname>Yu</surname><given-names>Ryan Timothy D.</given-names></name>
<xref rid="af1-ol-0-0-10325" ref-type="aff">1</xref></contrib>
<contrib contrib-type="author"><name><surname>Cutiongco-De La Paz</surname><given-names>Eva Maria</given-names></name>
<xref rid="af2-ol-0-0-10325" ref-type="aff">2</xref>
<xref rid="af3-ol-0-0-10325" ref-type="aff">3</xref></contrib>
<contrib contrib-type="author"><name><surname>Garcia</surname><given-names>Reynaldo L.</given-names></name>
<xref rid="af1-ol-0-0-10325" ref-type="aff">1</xref>
<xref rid="af3-ol-0-0-10325" ref-type="aff">3</xref>
<xref rid="c1-ol-0-0-10325" ref-type="corresp"/></contrib>
</contrib-group>
<aff id="af1-ol-0-0-10325"><label>1</label>Disease Molecular Biology and Epigenetics Laboratory, National Institute of Molecular Biology and Biotechnology, National Science Complex, University of the Philippines Diliman, Quezon City 1101, Philippines</aff>
<aff id="af2-ol-0-0-10325"><label>2</label>Institute of Human Genetics, National Institutes of Health, University of the Philippines Manila, Manila 1000, Philippines</aff>
<aff id="af3-ol-0-0-10325"><label>3</label>Philippine Genome Center, University of the Philippines System, Quezon City 1101, Philippines</aff>
<author-notes>
<corresp id="c1-ol-0-0-10325"><italic>Correspondence to</italic>: Professor Reynaldo L. Garcia, Disease Molecular Biology and Epigenetics Laboratory, National Institute of Molecular Biology and Biotechnology, National Science Complex, University of the Philippines Diliman, Regidor Street, Quezon City 1101, Philippines, E-mail: <email>reygarcia@mbb.upd.edu.ph</email></corresp>
<fn fn-type="present-address" id="fn4-ol-0-0-10325"><p><italic>Present address</italic>: <sup>4</sup>Division of Cancer Genome Research, German Cancer Research Center and National Center for Tumor Diseases, Im Neuenheimer Feld 460, Heidelberg, D-69120, Germany</p></fn>
</author-notes>
<pub-date pub-type="ppub">
<month>07</month>
<year>2019</year></pub-date>
<pub-date pub-type="epub">
<day>06</day>
<month>05</month>
<year>2019</year></pub-date>
<volume>18</volume>
<issue>1</issue>
<fpage>420</fpage>
<lpage>432</lpage>
<history>
<date date-type="received"><day>20</day><month>10</month><year>2018</year></date>
<date date-type="accepted"><day>02</day><month>04</month><year>2019</year></date>
</history>
<permissions>
<copyright-statement>Copyright: &#x00A9; Angeles et al.</copyright-statement>
<copyright-year>2019</copyright-year>
<license license-type="open-access">
<license-p>This is an open access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by-nc-nd/4.0/">Creative Commons Attribution-NonCommercial-NoDerivs License</ext-link>, which permits use and distribution in any medium, provided the original work is properly cited, the use is non-commercial and no modifications or adaptations are made.</license-p></license>
</permissions>
<abstract>
<p>KRAS proto-oncogene, GTPase (KRAS) functions as a molecular switch at the apex of multiple signaling pathways controlling cell proliferation, differentiation, migration, and survival. Canonical KRAS mutants, such as those in codons 12 and 13, produce constitutively active oncoproteins that short-circuit epidermal growth factor receptor (EGFR)-initiated signaling, resulting in dysregulated downstream effectors associated with cellular transformation. Therefore, anti-EGFR therapy provides little to no clinical benefit to patients with activating <italic>KRAS</italic> mutations. Current genotyping procedures based on canonical mutation detection only account for ~40&#x0025; of non-responders, highlighting the need to identify additional predictive biomarkers. In the present study, two novel non-hotspot <italic>KRAS</italic> mutations were functionally characterized <italic>in vitro</italic>: KRAS E31D was identified from a genetic screen of colorectal cancer specimens at the UP-National Institutes of Health. KRAS E63K is curated in the Catalogue of Somatic Mutations in Cancer database. Similar to the canonical mutants KRAS G12D and KRAS G13D, NIH3T3 cells overexpressing KRAS E31D and KRAS E63K showed altered morphology and were characteristically smaller, rounder, and highly refractile compared with their non-transformed counterparts. Filamentous actin staining also indicated cytoplasmic shrinkage, membrane ruffling, and formation of pseudopod protrusions. Further, they displayed higher proliferative rates and higher migratory rates in scratch wound assays compared with negative controls. These empirical findings suggest the activating impact of the novel <italic>KRAS</italic> mutations, which may contribute to resistance to anti-EGFR therapy. Complementary studies to elucidate the molecular mechanisms underlying the transforming effect of the rare mutants are required. In parallel, their oncogenic capacity <italic>in vivo</italic> should also be investigated.</p>
</abstract>
<kwd-group>
<kwd>KRAS proto-oncogene</kwd>
<kwd>GTPase</kwd>
<kwd>colorectal cancer</kwd>
<kwd>oncogene</kwd>
<kwd>carcinogenesis</kwd>
<kwd>epidermal growth factor receptor pathway</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec sec-type="intro">
<title>Introduction</title>
<p>In the clinical setting, KRAS Proto-Oncogene, GTPase (KRAS) genotyping is a powerful predictive tool used to stratify patients with colorectal cancer (CRC) for anti-epidermal growth factor receptor (EGFR) therapy (<xref rid="b1-ol-0-0-10325" ref-type="bibr">1</xref>). KRAS is a molecular switch protein at the apex of multiple signaling cascades that control diverse biological processes, including cell proliferation, differentiation and apoptosis (<xref rid="b2-ol-0-0-10325" ref-type="bibr">2</xref>). Activating <italic>KRAS</italic> mutations, known to occur in 35&#x2013;40&#x0025; of colorectal tumors, result in the expression of active oncoproteins that continuously transmit positive growth signals to downstream effectors (<xref rid="b3-ol-0-0-10325" ref-type="bibr">3</xref>). As KRAS functions downstream of EGFR, blocking the receptor provides little therapeutic benefit to patients with activating <italic>KRAS</italic> mutations. <italic>KRAS</italic> testing is therefore, imperative prior to anti-EGFR indication to avoid administration of ineffective, potentially toxic, and highly expensive therapy (<xref rid="b4-ol-0-0-10325" ref-type="bibr">4</xref>,<xref rid="b5-ol-0-0-10325" ref-type="bibr">5</xref>).</p>
<p>Activating <italic>KRAS</italic> mutations in CRC are single point mutations found mostly in codons 12 or 13 of exon 2, and codon 61 of exon 3 (<xref rid="b6-ol-0-0-10325" ref-type="bibr">6</xref>). These missense mutations produce constitutively active protein products capable of initiating cellular transformation in relevant cell line models including primary mouse embryonic fibroblasts (MEFs) (<xref rid="b7-ol-0-0-10325" ref-type="bibr">7</xref>), murine NIH3T3 (<xref rid="b8-ol-0-0-10325" ref-type="bibr">8</xref>) and rat Rat-1 fibroblasts (<xref rid="b9-ol-0-0-10325" ref-type="bibr">9</xref>). Although the morphological, functional, and molecular features conferred by these mutations have already been extensively studied, current <italic>KRAS</italic> genotyping guidelines limited to testing only for these canonical mutants could present possible complications (<xref rid="b10-ol-0-0-10325" ref-type="bibr">10</xref>,<xref rid="b11-ol-0-0-10325" ref-type="bibr">11</xref>). Firstly, occurrence of canonical <italic>KRAS</italic> mutations only accounts for 30&#x2013;40&#x0025; of anti-EGFR non-responders (<xref rid="b4-ol-0-0-10325" ref-type="bibr">4</xref>). Hence, additional predictive markers, such as genetic lesions downstream of KRAS, including B-Raf proto-oncogene, serine/threonine kinase, phosphatidylinositol-4,5-bisphosphate 3-kinase catalytic subunit &#x03B1;, phosphatase and tensin homolog or in the NRAS proto-oncogene GTPase isoform, are currently being investigated as potential biomarkers in association with anti-EGFR therapy, for patients with the wild-type <italic>KRAS</italic> allele (<xref rid="b5-ol-0-0-10325" ref-type="bibr">5</xref>,<xref rid="b12-ol-0-0-10325" ref-type="bibr">12</xref>,<xref rid="b13-ol-0-0-10325" ref-type="bibr">13</xref>). Another problem lies with the fact that the bulk of epidemiological data used to establish the predominance of the canonical KRAS mutations in CRC were collected from western countries and other developed nations (<xref rid="b14-ol-0-0-10325" ref-type="bibr">14</xref>). In addition, based on the varying epidemiological distribution of mutations reported in different countries such as the U.K. (27.4&#x0025;) (<xref rid="b14-ol-0-0-10325" ref-type="bibr">14</xref>), Switzerland (37&#x0025;) (<xref rid="b15-ol-0-0-10325" ref-type="bibr">15</xref>), Jordan (44&#x0025;) (<xref rid="b16-ol-0-0-10325" ref-type="bibr">16</xref>) and China (42.2&#x0025;) (<xref rid="b17-ol-0-0-10325" ref-type="bibr">17</xref>), KRAS mutation frequency and spectrum in CRC are most likely dependent on the population under study (<xref rid="b14-ol-0-0-10325" ref-type="bibr">14</xref>,<xref rid="b18-ol-0-0-10325" ref-type="bibr">18</xref>). In light of this paradigm, investigations on the functional consequence of rare and novel KRAS mutations across populations are crucial in improving CRC diagnostics, prognostics, and therapeutics.</p>
<p>Between 2003 and 2010, a retrospective survey of exon 2 <italic>KRAS</italic> mutations in 153 histopathologically verified malignant colorectal tissue samples at the University of the Philippines Manila-National Institutes of Health revealed novel mutations in addition to the canonical mutations in codons 12 and 13 (unpublished data: Cutiongco-Dela Paz <italic>et al</italic>). One such mutation was observed in <italic>KRAS</italic> exon 2, codon 31 (NM_004985.3: c.93A&#x003E;T). The significance of this mutation is currently unknown. This missense mutation changes the amino acid at position 31 from glutamate to aspartate (p.31E&#x003E;D; E31D). Another putative activating <italic>KRAS</italic> mutation detected in CRC tissues was reported for codon 63 in exon 2 (<xref rid="b19-ol-0-0-10325" ref-type="bibr">19</xref>). This mutation (NM_004985.3: c.187G&#x003E;A) changes a glutamic acid residue into lysine (p.63E&#x003E;K; E63K), strongly hinting at probable functional alterations in the wild-type protein due to charge alteration at a position critical in stabilizing the guanosine triphosphate (GTP) hydrolysis reaction (<xref rid="b20-ol-0-0-10325" ref-type="bibr">20</xref>). Similar to the novel mutation found in codon 31, functional characterization studies of the codon 63 mutant, to the best of our knowledge, have yet to be reported in the literature. In the present study, the functional characterization of the E31D and E63K mutations in KRAS were reported. Their effects on proliferative rates, invasiveness, cytoskeletal organization and general morphology were investigated.</p>
</sec>
<sec sec-type="materials|methods">
<title>Materials and methods</title>
<sec>
<title/>
<sec>
<title>Cloning and site-directed mutagenesis of wild-type and KRAS mutant variants</title>
<p>The wild-type KRAS isoform b precursor (NM_004985.3) was re-amplified from a previous clone in pGem<sup>&#x00AE;</sup>-T Easy (Promega Corporation, Madison, WI, USA) available in the laboratory, using wild-type primers appended with restriction sites for <italic>Hin</italic>dIII and <italic>Not</italic>I at the 5&#x2032; and 3&#x2032; ends, respectively. The primers used to generate all KRAS variants used in this study are as follows: KRAS, F 5&#x2032;-GCCGTCCTGAAGCTTCGCCGGATGACTGAATATAAACTTG-3&#x2032;, R 5&#x2032;-GTCGTGCCGCGGCCGCGTGCCGTTACATAATTACACACTTTG-3&#x2032;; KRAS E31D, R 5&#x2032;-GTTGGATCATAA&#x002A;TCGTCCAC-3&#x2032;, F 5&#x2032;-GTGGACGAT&#x002A;TATGATCCAAC-3&#x2032;; KRAS E63K, R 5&#x2032;-GCACTGTACTT&#x002A;CTCTTGACC-3&#x2032;, F 5&#x2032;-GGTCAAGAGA&#x002A;AGTACAGTGC-3&#x2032;; KRAS G12D, F 5&#x2032;-GCCGTCCTGAAGCTTCGCCGGATGACTGAATAT; AAACTTGTGGTAGTTGGAGCTGA&#x002A;TGGCGTAGG-3&#x2032;; KRAS G13D, F 5&#x2032;-GCCGTCCTGAAGCTTCGCCGGATGACTGAATAT;AAACTTGTGGTAGTTGGAGCTGGTGA&#x002A;CGTAGG-3&#x2032;.</p>
<p>Site-directed mutagenesis by overlap extension PCR was used to generate the mutants. The general PCR components and conditions used in this study are as follows. Each reaction mixture contained a final concentration of 1X PCR buffer (Titanium<sup>&#x00AE;</sup> Taq PCR buffer, Clontech Laboratories, Inc., Mountain View, CA, USA), 0.125 mM of each deoxynucleoside triphosphate (iNtRON Biotechnology, Inc., Sangdaewon-Dong, Jungwon-Seongnam, South Korea), 2 mM each of the appropriate forward and reverse primers, 1X Taq polymerase (Titanium<sup>&#x00AE;</sup> Taq polymerase, Clontech Laboratories), and 50 ng of the cloned pTargeT&#x2122;-KRAS WT template. The template DNA was initially denatured at 94&#x00B0;C for 5 min. Twenty cycles of denaturation at 94&#x00B0;C for 5 min, annealing at 55&#x00B0;C for 30 sec, and extension at 72&#x00B0;C for 1 min were then performed using the C1000 Touch&#x2122; Thermal Cycler (Bio-Rad Laboratories, Inc., Hercules, CA, USA).</p>
<p>Two fragments of the same mutant were then fused using overlap extension-PCR, where 25 ng of each fragment was used as a template with KRAS-F and KRAS-R as primers. The same PCR conditions stated above were used with the additions of a final extension step at 72&#x00B0;C for 10 min after 20 cycles of amplification to ensure the addition of A-overhangs for TA-cloning into the pTargeT&#x2122; mammalian expression vector (Promega Corporation). Amplified PCR products were cloned directly into pTargeT&#x2122; and verified error-free and in the correct orientation by Sanger sequencing.</p>
</sec>
<sec>
<title>Cell culture and transfection of NIH3T3 cells</title>
<p>NIH3T3 cells were purchased from the American Type Culture Collection (ATCC; Manassas, Virginia, USA; cat. no. CRL-1658). The cells were maintained in Dulbecco&#x0027;s modified Eagle&#x0027;s medium (DMEM; Gibco; Thermo Fisher Scientific, Inc., Waltham, MA, USA) supplemented with 10&#x0025; bovine calf serum (BCS; Gibco; Thermo Fisher Scientific, Inc.), 3 mg/ml sodium bicarbonate (NaHCO<sub>3</sub>), 100 U/ml penicillin/streptomycin, and incubated in a humidified atmosphere containing 5&#x0025; CO<sub>2</sub> at 37&#x00B0;C. Cells were seeded onto 12-well polypropylene culture plates. At 80&#x2013;90&#x0025; confluency, the cells in each well were transfected with 2 &#x00B5;g pTargeT&#x2122; construct, using 4 &#x00B5;l Lipofectamine&#x2122; 2000 (Invitrogen; Thermo Fisher Scientific, Inc.). A mammalian expression vector containing a green fluorescent protein gene reporter (pmR-ZsGreen1; Clontech Laboratories) was also transfected vis-&#x00E0;-vis the KRAS expression constructs to approximate transfection efficiency. For particular experiments, each pTargeT&#x2122; construct was co-transfected with pmR-ZsGreen1 in a 1:7 vector ratio (pmiR-ZsGreen1: pTargeT) to fluorescently track cells that were most likely transfected and are overexpressing the KRAS variant. Transfection efficiency was assessed by fluorescence microscopy between 24 and 72 h post-transfection, and the cells were observed or harvested for subsequent morphological, functional and molecular characterization experiments. Routinely and periodically, all constructs were also tested for ability to express the transcript and/or protein via RT-PCR and western blot, respectively.</p>
</sec>
<sec>
<title>Morphological characterization</title>
<p>Morphological appearance, including size, refringency, presence of filopodia, presence of lamellipodia, and depolarization of transfected fibroblasts was examined under an inverted brightfield microscope at 100&#x00D7; magnification 48 h post-transfection. To quantitatively compare the transforming effect on cellular morphology by the different forms of KRAS, percentage of cells exhibiting transformed characteristics was determined for each transfection setup. Each transfected well was imaged in three random fields of view. Using the Fiji opensource platform for biological image analysis (<xref rid="b21-ol-0-0-10325" ref-type="bibr">21</xref>), fibroblasts with aberrant morphology were counted for each documented field. A total cell count per view was also performed. The mean percentage of morphologically transformed cells was then computed for all fields of view. The values were then statistically compared among all transfectants.</p>
</sec>
<sec>
<title>Monitoring changes in actin cytoskeletal architecture</title>
<p>NIH3T3 cells were seeded into an 8-well glass chamber slide (EMD Millipore, Burlington, MA, USA), and transfected the next day as described previously. Forty-eight hours post-transfection, the cells were fixed, permeabilized, and stained with a phalloidin fluorescent conjugate. All steps were performed at room temperature. Briefly, cells were washed twice with 1X PBS, and fixed for 20 min using 4&#x0025; paraformaldehyde. The fixative was removed, cells were washed twice, and subsequently permeabilized for 5 min using 0.1&#x0025; Triton-X in 1X PBS. Cells were then blocked with 1&#x0025; bovine serum albumin (Sigma-Aldrich; Merck KGaA, Darmstadt, Germany) in 1X PBS for 20 min. After washing, cells were stained for 30 min with Alexa Fluor&#x2122;488 Phalloidin (Thermo Fisher Scientific, Inc.), by adding 100 &#x00B5;l of the working stain solution (0.165 &#x00B5;M) to each well in the dark. The cells were washed twice, and counterstained with Hoechst 33342 for 15 min by adding 100 &#x00B5;l of the working stain solution (1 &#x00B5;g/ml) to each well in the dark. Stained cells were mounted in 1X PBS and sealed with a cover slip. Slides were observed under a fluorescence microscope (Olympus FSX100&#x2122;; Olympus Corporation, Tokyo, Japan) at 400&#x00D7; magnification, using the green fluorescent filter (&#x03BB;ex/&#x03BB;em: 490/525 nm) to visualize stained filamentous actin structures, and the blue fluorescent filter (&#x03BB;ex/&#x03BB;em: 355/465 nm) to visualize the nuclei.</p>
</sec>
<sec>
<title>Scratch wound assay</title>
<p>Cells were seeded and transfected with a pTargeT&#x2122; KRAS construct (wild-type or mutant) in 12-well plates as previously described. Upon reaching full confluence, the cell monolayer was scratched with a sterile white pipette tip, washed with 1X PBS, and fed with serum-depleted media (2.5&#x0025; BCS). Bright field and fluorescence images of the same gap area were captured in 4-h intervals starting immediately after the scratch was made. The rate of wound closure was quantified over a 16-h interval, at which point the gaps were still defined by drawing parallel lines along the cell migration front and measuring the difference in gap distance using imaging software (Olympus DP2-BSW; Olympus Soft Imaging Solutions GmbH, M&#x00FC;nster, Germany). Additional scratch wound assay experiments were performed to visually track migrating cells. In these parallel experiments, cells were cotransfected with each pTargeT&#x2122; construct and pmR-ZsGreen1 in a 1:7 vector ratio (pmiR-ZsGreen1: pTargeT) as previously described and wound gaps were observed over a 40-h interval, to track the expression of the fluorescent reporter.</p>
</sec>
<sec>
<title>Cell proliferation assay</title>
<p>CellTiter 96<sup>&#x00AE;</sup> AQueous One Solution Cell Proliferation Assay (Promega Corporation) was used to measure the rate of cell proliferation. Transfected cells in 12-well plates were trypsinized at 37&#x00B0;C 24 h post-transfection. For each transfection reaction, the detached cell suspension was split into two aliquots, and cells were collected via centrifugation at 400 &#x00D7; g at room temperature for 2 min. One half of the cells was resuspended in complete, serum-rich media (10&#x0025; BCS), while the other half was resuspended in serum-depleted media (2.5&#x0025; BCS). The cells in both suspensions were stained at room temperature with trypan blue for 5 min and subsequently quantified using a hemocytometer. The suspensions were diluted to a final concentration of 2,500 cells/100 &#x00B5;l. An equal number of cells (i.e., 2,500) were seeded in triplicate in two 96-well plates, corresponding to two time points at which the number of viable cells was measured (i.e., 48 and 72 h post-transfection). The plates were incubated in a humidified atmosphere containing 5&#x0025; CO<sub>2</sub> at 37&#x00B0;C and processed 48 and 72 h post-transfection. To process a plate for spectrophotometric analysis, 10 &#x00B5;l of CellTiter 96<sup>&#x00AE;</sup> AQueous One Solution was added to each well followed by a 2 h incubation to facilitate color development. Simultaneously, wells with predetermined cell counts were also prepared to serve as standards. Absorbance value of each well was measured at 490 nm by a colorimetric plate reader (FLUOstar Omega Microplate Reader, BMG LABTECH, Cary, NC, USA). A standard curve showing the linear relationship between absorbance value and cell count was generated and used to quantify the number of viable cells in each well. The cell counts of all transfectants were compared at both time points and statistically analyzed.</p>
</sec>
<sec>
<title>ELK1, ETS transcription factor-transactivation domain (ELK-TAD) luciferase reporter assay</title>
<p>The 293 cells with an ELK-TAD luciferase reporter assay system (Signosis Inc., Silicon Valley, San Francisco, USA; cat. no. SL-0040-FP) was used to measure the ability of the KRAS mutants to activate the mitogen-activated protein kinase (MAPK) signaling pathway. The cell line is stably integrated with a fusion protein of the ELK-transactivation domain and Gal4. Activation of ELK-TAD through the MAPK pathway drives the expression of firefly luciferase, which is regulated by Gal4-UAS. Cells were maintained in DMEM supplemented with 10&#x0025; fetal bovine serum (FBS; Gibco; Thermo Fisher Scientific, Inc.) and 100 U/ml penicillin/streptomycin, then incubated in a humidified atmosphere containing 5&#x0025; CO<sub>2</sub> at 37&#x00B0;C. For the luciferase assay, 10,000 cells were seeded into each well of a 96-well plate. Cells were then transfected with 200 ng of the pTargeT-KRAS constructs per well using Lipofectamine&#x2122; 2000. Twenty-four hours post-transfection, the media was changed to DMEM supplemented with 4&#x0025; FBS to serum deprive the cells, which were then allowed to grow a further 24 h prior to the assay. Cells were lysed by adding 20 &#x00B5;l of Passive Lysis Buffer (cat. no. E1941; Promega Corporation) into each well, followed by a 20-min incubation at room temperature. The cell lysates were transferred into an opaque 96-well white plate, and 100 &#x00B5;l of the Luciferase Assay Reagent (Promega Corporation; cat. no. E1483) was added into each well. The plate was read using a luminometric plate reader (FLUOstar Omega Microplate Reader, BMG LABTECH) under the pre-set Firefly luciferase settings. Readings were normalized against the relative cell count measured through fluorescent staining of the cells&#x0027; DNA using the CyQUANT NF Cell Proliferation Assay kit (Thermo Fisher Scientific Inc.; cat. no. C35007), according to the manufacturer&#x0027;s protocols, on transfected cells in parallel wells. Cells in these wells had their media removed, and 100 &#x00B5;l of the CyQuant NF reagent was added per well. The plate was then incubated at 37&#x00B0;C for 1 h. Fluorescence measurements were performed using a plate reader (FLUOstar Omega Microplate Reader, BMG LABTECH) with an excitation wavelength of 485 nm, and emission detection at 530 nm.</p>
</sec>
<sec>
<title>Bioinformatics-based prediction of potential functional impact of mutations</title>
<p>The functional impact of KRAS E31D and E63K mutations was assessed using three sequence-based prediction platforms: Polymorphism Phenotyping (POLYPHEN-2; version 2) (<xref rid="b22-ol-0-0-10325" ref-type="bibr">22</xref>), Sorting Intolerant From Tolerant (SIFT; version 5.2.2) (<xref rid="b23-ol-0-0-10325" ref-type="bibr">23</xref>) and Mutation Assessor (release 2) (<xref rid="b24-ol-0-0-10325" ref-type="bibr">24</xref>).</p>
<p>The impact of the amino acid changes on KRAS protein structure was evaluated by building homology models of the mutants based on the solved 3D structure of human KRAS (PDB: 3GFT). As 3GFT harbors the Q61H mutation, the wild-type structure was initially prepared by reverting this activating mutation <italic>in silico</italic>. The mutants were built in Accelrys Discovery Studio Client 2.5 (Dassault Syst&#x00E8;mes BIOVIA, San Diego, CA, USA) using the MODELER protocol, which scores and optimizes the conformation of a mutated residue and its neighbors within a defined structure (<xref rid="b15-ol-0-0-10325" ref-type="bibr">15</xref>). The global main chain root-mean-square distance (RMSD) of each mutant model was then computed based on sequence alignment with the wild-type.</p>
<p>The putative effect of the mutants on GTP binding was assessed by simulating ligand-receptor interactions. First, the GTP ligand was prepared by generating multiple docking poses based on optimum conformations, tautomers, and isomers at the physiological pH. Similarly, the mutated KRAS structures were prepared using a general protocol that cleans the protein structure, removes water molecules, and optimizes the side-chain conformation for residues within the binding site (<xref rid="b25-ol-0-0-10325" ref-type="bibr">25</xref>). A minimization step was also performed to the cleaned protein models in order to minimize the energy of the structure, relax the protein conformation, and remove steric overlaps that may produce inaccurate interactions. Using the binding site coordinates defined by the reference solved crystal structure, the generated ligand poses were docked within the binding sphere of each KRAS protein variant. The CDOCKER algorithm was used to generate the docked conformations of the ligand (<xref rid="b26-ol-0-0-10325" ref-type="bibr">26</xref>). The calculated docking scores were compared among the different forms of KRAS.</p>
</sec>
<sec>
<title>Statistical analysis</title>
<p>All quantitative data were presented as mean &#x00B1; standard error. One-way analysis of variance with post hoc Tukey&#x0027;s Honest Significant Differences was performed to compare and evaluate the quantitative results of the cellular assays. A P-value of 0.05 was used for all assays.</p>
</sec>
</sec>
</sec>
<sec sec-type="results">
<title>Results</title>
<sec>
<title/>
<sec>
<title>Rare mutants E31D and E63K induce cell rounding, refringency, and cytoplasmic shrinkage</title>
<p>The flattened phenotype of normal non-transformed NIH3T3 fibroblasts was predominant in cells transfected with the empty expression vector. Non-transformed cells are reasoned to be flat and well-spread because of the appropriate and well established adhesion of cells onto the culture substrate (<xref rid="b27-ol-0-0-10325" ref-type="bibr">27</xref>). On the other hand, transformed NIH3T3 cells are characteristically smaller, rounder, and highly refractile compared with their non-transformed counterparts (<xref rid="b28-ol-0-0-10325" ref-type="bibr">28</xref>,<xref rid="b29-ol-0-0-10325" ref-type="bibr">29</xref>). Transformed cells also possess pronounced pseudopods and cellular protrusions (<xref rid="b8-ol-0-0-10325" ref-type="bibr">8</xref>). These characteristics likely reflect cytoskeletal reorganization resulting in poor surface adhesion and promotion of cellular motility.</p>
<p>Compared with the vector control, no significant morphological changes were seen in cells overexpressing the wild-type protein (<xref rid="f1-ol-0-0-10325" ref-type="fig">Fig. 1</xref>). This observation is corroborated by previous reports that amplified expression of normal RAS is usually not sufficient for cellular transformation and therefore produces no discernible morphological changes in NIH3T3 cells (<xref rid="b28-ol-0-0-10325" ref-type="bibr">28</xref>,<xref rid="b29-ol-0-0-10325" ref-type="bibr">29</xref>).</p>
<p>As expected, a significant fraction of cells transfected with constitutively active forms of KRAS, including KRAS G12D and KRAS G13D, showed morphological features that mirror those of transformed fibroblasts, as the cells became smaller, rounder, and more refringent (<xref rid="f1-ol-0-0-10325" ref-type="fig">Fig. 1</xref>). Cytoplasmic shrinkage was also apparent in the transfected fibroblasts. A significant percentage (P&#x003C;0.05) of cells transfected with either the KRAS E31D (33&#x0025;) or KRAS E63K (38&#x0025;) mutant also share the morphology typical of transformed cells, hinting at the transformation potential of the rare mutations. While equal cell densities among the treated cells could not be guaranteed at the observation time-point, considering the combined cytotoxic and proliferative effects of transfection and KRAS overexpression, respectively, the trend of increased morphological aberration in KRAS-mutant overexpressing cells was highly reproducible. In all our experiments it was also ensured that morphology assessment was performed before cells reached full confluence and that any perceived differences in cell densities can be attributed to the aforementioned morphological changes.</p>
</sec>
<sec>
<title>Cytochemical staining of filamentous actin in cells overexpressing KRAS mutants reveals altered cytoskeletal organization</title>
<p>Activating <italic>RAS</italic> mutations are known to affect actin organization, consequently facilitating the onset of cellular transformation (<xref rid="b30-ol-0-0-10325" ref-type="bibr">30</xref>). To determine if the rare <italic>KRAS</italic> mutations under study have the same deleterious impact on cytoskeletal dynamics similar to canonical mutants, filamentous actin of transfected cells was visualized via fluorescence staining. Transfected cells cultured in 8-well chamber slides were washed, fixed and permeabilized prior to staining. High-affinity binding of phalloidin to actin was used to visualize the actin cytoskeleton. Hoechst was used to counter-stain the nuclei.</p>
<p>Whereas the vector control- and wild-type-expressing cells exhibited prominent and well-oriented stress fibers, all canonical- and rare mutant-expressing cells developed poorly defined and thin stress fibers (<xref rid="f2-ol-0-0-10325" ref-type="fig">Fig. 2</xref>). In KRAS E31D- and KRAS E63K-transfected cells, as well as in the positive controls, cell depolarization was apparent with extensive membrane ruffling and lamellipodia formation around the cell periphery. Formation of filopodia and pseudopodia were also increased. Altogether, these cytoskeletal features are typical of contractile and motile cells with highly dynamic actin networks, suggesting the effect of the rare KRAS mutants on cellular migration.</p>
</sec>
<sec>
<title>KRAS E31D and E63K mutations confer increased proliferative capacity</title>
<p>The proliferation rates of cells transfected with the KRAS E31D and KRAS E63K mutants were assessed and compared with the vector, wild-type, and canonical mutant controls (<xref rid="f3-ol-0-0-10325" ref-type="fig">Fig. 3</xref>). This was done by seeding an equal number of cells that have been transfected for 24 h onto 96-well plates in triplicates and quantifying the number of viable cells via a colorimetric reagent 48 and 72 h post-transfection. At high serum concentration (10&#x0025;), all transfectants showed comparable number of viable cells at the observed time points (<xref rid="f3-ol-0-0-10325" ref-type="fig">Fig. 3A</xref>). In contrast, in serum-depleted (2.5&#x0025;) conditions, cells expressing KRAS G12D, KRAS G13D, KRAS E31D, and KRAS E63K all showed a significant increase in cell count 72 h post-transfection (<xref rid="f3-ol-0-0-10325" ref-type="fig">Fig. 3B</xref>). The assays also indicated that the absolute number of viable cells was, as expected, dependent on serum concentration.</p>
</sec>
<sec>
<title>Cells expressing canonical and rare KRAS mutants show increased cell migration rates in scratch wound assays</title>
<p>Given the impact of KRAS E31D and KRAS E63K overexpression on cellular morphology and cytoskeletal actin, scratch wound assays were performed to investigate cell motility and its association with the expression of the rare mutants. The transfected cell monolayers were grown to full confluence, upon which a scratch was introduced using a sterile pipette tip. The cultures were then shifted to serum-depleted media (2.5&#x0025;) and the wound fields were observed in a time-course manner. In some trials, pmR-ZsGreen1 was co-transfected with the expression vectors to ascertain, through expression of the fluorescent protein, whether migrating cells were positively transfected or otherwise.</p>
<p>Wound gaps were routinely observed at 4-h intervals until the confluent monolayer for each transfected culture was restored. As it became difficult to delineate the opposing migrating fronts beyond a certain time point, as cells started to extensively populate the gap wound from either side, the rate of wound closure was calculated 16 h post-scratch (<xref rid="f4-ol-0-0-10325" ref-type="fig">Fig. 4A</xref>). The gap closure rates in cells expressing KRAS E31D and KRAS E63K mutants were significantly higher (P&#x003C;0.05) compared with the vector and wild-type controls, and comparable with cells expressing the constitutively active forms of KRAS (<xref rid="f4-ol-0-0-10325" ref-type="fig">Fig. 4B</xref>). Further, in co-transfected setups, fluorescent cells were particularly prominent midway the closing gap for cultures transfected with either KRAS E31D or KRAS E63K (<xref rid="f4-ol-0-0-10325" ref-type="fig">Fig. 4C</xref>). The same was observed for cultures transfected with either canonical mutant. Although non-fluorescent cells were also present in the gap it is highly likely that these cells harbor the KRAS construct regardless, since cells were transfected with a 1:7 vector ratio (pmiR-ZsGreen1: pTargeT). Altogether, these results imply that positively transfected cells were more likely to migrate into the gap, suggesting the functional consequence of the mutations on cell motility.</p>
<p>In contrast, at 40 h following wounding, even fewer fluorescent cells were spotted halfway into the scratch wound of cells transfected with either the empty vector or wild-type KRAS, and a conspicuous gap could still be seen under the green fluorescent filter. Because transfection efficiency was consistent among treatments based on fluorescent quantification using fluorescence microscopy (data not shown), this underscores the comparable tendency for migration of empty vector- and KRAS-WT-transfected cells, adding evidence to the limited transforming effect of wild-type KRAS overexpression. For the empty vector and wild-type KRAS-transfected cultures, non-fluorescent cells were able to migrate into the gaps, due to the relatively long observation period. These cells most likely reached their terminal positions at reduced velocities, as indicated by the data on wound closure rates.</p>
</sec>
<sec>
<title>Effect of KRAS mutations on ELK transactivation</title>
<p>To determine whether KRAS E31D and KRAS E63K have an effect on downstream targets, an ELK-TAD luciferase reporter assay was employed. ELK-1 is an established nuclear target and one of the best characterized substrates of ERK, a downstream effector of KRAS (<xref rid="b31-ol-0-0-10325" ref-type="bibr">31</xref>,<xref rid="b32-ol-0-0-10325" ref-type="bibr">32</xref>). The different KRAS constructs were transfected into a 293 cell line harboring a stably integrated ELK/luc reporter to monitor their effects on ELK-1 transactivation. As shown in <xref rid="f5-ol-0-0-10325" ref-type="fig">Fig. 5</xref>, the canonical mutants KRAS G12D and KRAS G13D, as well as the novel mutant KRAS E63K, consistently stimulated ELK-1-mediated transcriptional response. KRAS E31D, on the other hand, only showed stimulation of ELK-1 in two out of three trials and only achieved significance in one trial (P&#x003C;0.05). As discussed below, <italic>in silico</italic> analyses suggested that the effects of this mutation may be benign. However, given the consistent and comparably aggressive phenotypic readout of this mutant compared with KRAS G12D and KRAS G13D in the different cancer hallmark assays, this may mean that KRAS E31D mediates its effects not through ELK-1, but via another downstream target.</p>
</sec>
<sec>
<title>Functional consequences of KRAS E31D and KRAS E63K mutations as predicted through in silico protein modelling and docking simulations</title>
<p>The effect of E31D and E63K mutations on KRAS GTPase function was predicted using three bioinformatics platforms: PolyPhen-2 (<xref rid="b22-ol-0-0-10325" ref-type="bibr">22</xref>), which utilizes a physical and comparative approach in relating structure to function; SIFT (<xref rid="b23-ol-0-0-10325" ref-type="bibr">23</xref>), which yields predictions based on sequence homology and physical properties of pertinent amino acids; and Mutation Assessor (<xref rid="b24-ol-0-0-10325" ref-type="bibr">24</xref>), which relies on the evolutionary conservation of the mutated amino acid in protein homologs. In all platforms, E31D was predicted to have null to minimal effect on protein function, whereas E63K scored high ratings of potential functional impact in PolyPhen-2 and SIFT (<xref rid="tI-ol-0-0-10325" ref-type="table">Table I</xref>). However, these predictions only analyze the protein in isolation, precluding the possible effects of a mutation on the binding of regulators, including adaptors, scaffolds, and other proteins in a signalosome, in addition to effectors.</p>
<p>Similar to the canonical mutants KRAS G12D and KRAS G13D, both KRAS E31D and KRAS E63K have minimal effect on the overall structure of KRAS, based on the calculated RMSD values (<xref rid="f6-ol-0-0-10325" ref-type="fig">Fig. 6</xref>). However, all mutants resulted in apparent conformational changes in a region critical to the GTPase activity of the protein, the mobile loop switch I, whose relative orientation dictates the activity status of KRAS. In both KRAS E31D and KRAS E63K, noticeable repositioning of the switch I loop was observed. The canonical mutants KRAS G12D and KRAS G13D resulted in a reorientation of the same loop. Perturbations caused by the canonical mutants are corroborated by crystal structures solved previously (<xref rid="b33-ol-0-0-10325" ref-type="bibr">33</xref>).</p>
<p>Docking simulations using CDOCKER were performed to determine the effect of mutations on ligand binding. CDOCKER functions on an algorithm wherein the receptor is held rigid while the ligand is allowed to flex during pose refinement. The homology mutant models of KRAS E31D, E63K, G12D, and G13D were prepared and minimized prior to docking. A total of 64 poses of the pH-optimized GTP ligand were generated for the simulations, with considerations to possible conformations, tautomers, and isomers. For each variant of KRAS, 192 GTP-receptor complex poses were scored. As shown by the minimum docking scores, KRAS G13D had the most favorable interaction with GTP, followed by the wild-type, E31D, E63K, and finally, the G12D mutant (<xref rid="f7-ol-0-0-10325" ref-type="fig">Fig. 7</xref>). The exergonic CDOCKER energy values for all KRAS variants predicted unimpeded and highly favorable ligand binding. In all cases, the highly negative triphosphate moiety of GTP was correctly oriented toward the positively charged metal cofactor within the binding pocket.</p>
</sec>
</sec>
</sec>
<sec sec-type="discussion">
<title>Discussion</title>
<p>Based on the varying epidemiological distribution of mutations reported in different countries, <italic>KRAS</italic> mutation frequency and spectrum are most likely dependent on the population under study (<xref rid="b14-ol-0-0-10325" ref-type="bibr">14</xref>,<xref rid="b18-ol-0-0-10325" ref-type="bibr">18</xref>). Even with the 2&#x2013;4-fold increase in the incidence of the disease in Asian countries, molecular statistics considering the regional population is lacking (<xref rid="b18-ol-0-0-10325" ref-type="bibr">18</xref>). It is therefore paramount to investigate rare and novel <italic>KRAS</italic> mutations detected in the local population in association with their impact on CRC diagnostics, prognostics, and therapeutics.</p>
<p>Another reason for examining the functional consequences of novel <italic>KRAS</italic> mutations is intratumor heterogeneity. This suggests that cancer cell clones coexisting within a tumor present a divergent set of genetic aberrations (<xref rid="b34-ol-0-0-10325" ref-type="bibr">34</xref>). Cells with similar phenotypes may also segregate and enrich a particular region of the tumor, leading to sampling bias and subsequent underestimation of important mutations and biomarkers (<xref rid="b35-ol-0-0-10325" ref-type="bibr">35</xref>). The genetic variation within a tumor has also been cited as a cause of targeted drug resistance: Low-frequency cells carrying resistance-conferring mutations eventually outgrow the dominant clones susceptible to the therapy (<xref rid="b34-ol-0-0-10325" ref-type="bibr">34</xref>,<xref rid="b36-ol-0-0-10325" ref-type="bibr">36</xref>). Taking the aforementioned into consideration, the presence of rare mutations could ultimately be predictive of treatment outcome.</p>
<p>Further underscoring the significance of low-frequency <italic>KRAS</italic> mutations in CRC is a recent report on the non-responsiveness of patients harboring mutations beyond the canonical hotspots to cetuximab treatment (<xref rid="b37-ol-0-0-10325" ref-type="bibr">37</xref>,<xref rid="b38-ol-0-0-10325" ref-type="bibr">38</xref>). Although a definitive correlation could not be established between the occurrence of the reported rare mutations and refractory cancer due to low patient numbers, there is sufficient evidence to suggest that these mutations are significant in predicting tumor susceptibility to anti-EGFR treatment (<xref rid="b39-ol-0-0-10325" ref-type="bibr">39</xref>,<xref rid="b40-ol-0-0-10325" ref-type="bibr">40</xref>).</p>
<p>The functional impact of two previously reported <italic>KRAS</italic> mutations was assessed in this study. The first mutation, E31D in exon 2 (NM_004985.3: c.93A&#x003E;T; p.31E&#x003E;D), was surveyed from a genetic screen of histopathologically positive CRC tissues from Filipino patients at the Philippine General Hospital. Alternative codon 31 mutations in <italic>KRAS</italic> have also previously been reported in CRC (<xref rid="b41-ol-0-0-10325" ref-type="bibr">41</xref>), papillary thyroid carcinoma (<xref rid="b42-ol-0-0-10325" ref-type="bibr">42</xref>), and adrenal tumors (<xref rid="b43-ol-0-0-10325" ref-type="bibr">43</xref>). To the best of our knowledge, the functional effects of these mutations have yet to be investigated. The other mutation, E63K in exon 3 (NM_004985.3: c.187G&#x003E;A; p.63E&#x003E;K), is curated in the COSMIC database and has been reported to occur in lesions of the large intestine, genital tract, thyroid, lymphoid tissue, and medulla (<xref rid="b19-ol-0-0-10325" ref-type="bibr">19</xref>). Eight separate E63K mutations were cited in COSMIC, and three were identified in CRC (<xref rid="b19-ol-0-0-10325" ref-type="bibr">19</xref>). The results obtained in the current study demonstrated that, the E63K mutation scored high ratings of potential functional impact from two predictive amino acid substitution tools (i.e., PolyPhen-2 and SIFT). Despite the rarity of these KRAS mutations, the aforementioned reports suggest the significance of amino acid positions 31 and 63 in the normal cycling of the protein, and the potential transformative effects brought about by mutations in the two loci.</p>
<p>In the present study, the transforming potential of the rare KRAS mutations E31D and E63K were revealed based on morphological and functional characterization of NIH3T3 cells overexpressing the mutant oncoproteins. The murine embryonic fibroblast NIH3T3 were selected as the heterologous host, due to its well documented phenotypic response upon overexpression of activating RAS genes (<xref rid="b44-ol-0-0-10325" ref-type="bibr">44</xref>&#x2013;<xref rid="b48-ol-0-0-10325" ref-type="bibr">48</xref>). Unlike other common CRC lines including HCT-116 (G13D), DLD-1 (G13D), SW480 (G12V), and SW948 (Q61L), NIH3T3 has a wild-type KRAS background, which is necessary for the evaluation of putative activating mutants. Finally, unlike a number of cell lines and primary cultures that require complementation of cooperative oncogenes, NIH3T3 cells readily exhibit oncogenic phenotypes upon lone expression of a transforming <italic>RAS</italic> variant (<xref rid="b49-ol-0-0-10325" ref-type="bibr">49</xref>). A caveat in our approach to functionalize the novel mutants is the use of a transient overexpression system in the cellular assays. To mitigate the potential confounding effects of inconsistent transfection efficiencies, the robustness of the procedure was ensured by co-transfection with pmiR-ZsGreen1, which encodes a green fluorescent protein marker, followed by assessment by fluorescence microscopy.</p>
<p>Cells overexpressing the rare mutants were indicated to share phenotypic features with G12D or G13D-transfected cells in terms of morphology, actin cytoskeleton organization, proliferative capacity, and migration rate, validating the hypothesis that the rare mutants could induce cellular transformation. The non-transforming effect of wild-type KRAS transient overexpression was also observed in the cellular assays, which was in accordance with previous reports (<xref rid="b28-ol-0-0-10325" ref-type="bibr">28</xref>,<xref rid="b29-ol-0-0-10325" ref-type="bibr">29</xref>).</p>
<p>Enhanced cell motility by E31D and E63K overexpressing cells was only observed in serum-depleted conditions. In serum-rich media, all transfected cells showed comparable rates of wound gap closure. Mitogens, cytokines, and growth factors present in the serum may have saturated cell surface receptors, which were significant to effector pathways associated with cell motility and proliferation, including members of the ErbB family of receptors (<xref rid="b50-ol-0-0-10325" ref-type="bibr">50</xref>). On the other hand, utilizing serum-depleted media allows cells to synchronize and enter the quiescent G<sub>0</sub>/G<sub>1</sub> phase, preventing the mistaken collection of wound gap closure data on actively proliferating cells (<xref rid="b51-ol-0-0-10325" ref-type="bibr">51</xref>). Working with a serum-depleted background ensures differential pressures of the wild-type and mutant KRAS oncoproteins on associated signaling pathways, without the unwanted contribution of excess growth factors.</p>
<p>The majority of viable cells observed for both E31D and E63K transfectants was further evidence of the transforming potential of the rare mutants. This increase in proliferative capacity may be attributed to the activation of the Raf-MEK-ERK signaling pathway resulting from ectopic expression of either KRAS E31D or E63K. Parallel experiments performed in high-serum conditions yielded comparable cell counts across all transfectants at the same time points, underlining the importance of the background medium in obtaining biologically significant readout from such sensitive assays. Notable differences in cell counts were observed only upon reaching the 72-h post-transfection time point, suggesting the time required to accelerate the mobilization of molecular and cellular components necessary for cell proliferation that are contingent on KRAS activation.</p>
<p>The ability of both canonical and novel KRAS mutants to activate ELK-1, a downstream nuclear target and well-characterized substrate of ERK, was also assessed through the ELK-TAD luciferase reporter assay. Similar to the canonical mutants KRAS G12D and KRAS G13D, the novel mutant KRAS E63K showed activation of ELK, compared with KRAS WT and vector-only control. In contrast, KRAS E31D only showed activation of ELK in two of three trials and achieved significance only in one. While this may be consistent with our <italic>in silico</italic> predictions of a benign phenotype for E31D, the results of cellular assays as described above prove otherwise. Therefore, it is reasonable to speculate that KRAS E31D may be mediating its effects via a different downstream effector. ERK has a plethora of downstream targets, including transcription factors c-Fos (<xref rid="b52-ol-0-0-10325" ref-type="bibr">52</xref>), c-Jun (<xref rid="b53-ol-0-0-10325" ref-type="bibr">53</xref>), cytoskeletal elements (<xref rid="b54-ol-0-0-10325" ref-type="bibr">54</xref>) and intercellular domains of membrane receptors (<xref rid="b55-ol-0-0-10325" ref-type="bibr">55</xref>). Therefore, it may be more instructive to assess the effect of the novel KRAS mutants on the more upstream effectors MEK and ERK, through phosphorylation assays. Given that KRAS also signals via at least two other pathways implicated in colorectal cancer, the effects of the mutants on the PI3K-AKT-mTOR and RAL-GEF pathways should also be assessed (<xref rid="b56-ol-0-0-10325" ref-type="bibr">56</xref>,<xref rid="b57-ol-0-0-10325" ref-type="bibr">57</xref>).</p>
<p>The present study examined the possibility of structural changes elicited by the non-hotspot mutants on the KRAS protein by performing mutation modeling and simulating protein-ligand docking. Based on the generated global RMSD values, incorporation of either E31D or E63K mutation elicits minimal changes on the overall structure of KRAS. The constancy of the phosphate binding loop structure also indicates intact GTP-binding capability of the mutants. However, <italic>in silico</italic> analysis revealed perturbations introduced by the rare mutations in the switch I loop. The spatial influence of E31D on switch I may stem from its position near the N-terminal flank of the loop, while the positively charged amine side chain of E63K, as part of the switch II loop, could introduce a change in the local electrostatic environment that may affect the conformation of switch I indirectly. It is speculated that the altered conformation in such close proximity to the GTP-binding cleft interferes with GTP hydrolysis via steric effects.</p>
<p>The unique range of docking energy values generated upon simulation of GTP binding to the active site of the wild-type and mutant KRAS also hint at perturbation of protein structure. The negative CDOCKER energy values point to the spontaneous binding of GTP to the active site of wild-type and mutant KRAS. In general, the following trend in terms of favorability of binding (i.e., most negative docking score) was observed: G12D&#x003C;E63K&#x003C;E31D&#x003C;wild-type&#x003C;G13D. The trend G12D&#x003C;wild-type&#x003C;G13D was previously reported using the iGEMDOCK algorithm (<xref rid="b58-ol-0-0-10325" ref-type="bibr">58</xref>). These observations indicate that the oncogenic potential of a certain KRAS mutant does not solely rely on the strength of nucleotide binding. Although loss-of-function mutations can be identified through binding studies, the more important and more informative parameter in considering an activating mutation in KRAS, is its effect on the rate of GTP hydrolysis (<xref rid="b33-ol-0-0-10325" ref-type="bibr">33</xref>). Future docking simulations of representative GTPase-activating proteins which facilitate GTP hydrolysis, guanine nucleotide exchange factors which modulate nucleotide exchange from inactive RAS-GDP to active RAS-GTP, and other signal mediators to the KRAS mutants would provide additional insight with respect to the biochemical interactions perturbed by the amino acid alterations that ultimately lead to the observed transformed-like phenotypes in NIH3T3 cells. These aforementioned binding studies would be particularly interesting for the rare mutants, considering that amino acid positions 31 and 63 are in close proximity with the switch loops critical to GTP hydrolysis.</p>
<p>Scaffold proteins also spatially regulate the activation of RAS effectors by providing platforms for assembly, and localizing signaling molecules to specific sites in the cell (<xref rid="b59-ol-0-0-10325" ref-type="bibr">59</xref>,<xref rid="b60-ol-0-0-10325" ref-type="bibr">60</xref>). A number of these proteins also protect activated signaling molecules from inactivation. For example, RAS-dependent activation of Raf in the ERK module has been shown to be accelerated, due to the binding of a scaffold protein, Shoc2/SUR-8, to RAS-GTP, reserving it for subsequent Raf interaction (<xref rid="b61-ol-0-0-10325" ref-type="bibr">61</xref>). These interactions emphasize the complex molecular mechanisms underlying signal transduction through RAS. <italic>In silico</italic> modelling of the ternary structures involving the ligand, receptor, regulators, and/or scaffolds is therefore recommended. The complete and more definitive assessment of the structural impact of the mutants can only be achieved through x-ray crystallography and nuclear magnetic resonance techniques. It is crucial that computational and predictive analyses be complemented by cellular assays, as performed in the present study, to elucidate the functional consequences of a mutation within a proper physiological context.</p>
<p>Lastly, the oncogenic capacity of the novel KRAS mutants E31D and E63K requires further validation through <italic>in vivo</italic> animal studies and its potential association with clinical outcomes determined, in order for them to be useful as predictive biomarkers for non-responsiveness to anti-EGFR therapy.</p>
</sec>
</body>
<back>
<ack>
<title>Acknowledgements</title>
<p>The authors thank Dr Junie Billones (Department of Physical Sciences and Mathematics, University of the Philippines, Manila, Philippines) for advice on protein modeling, Mr. Joshua Malapit (Disease Molecular Biology and Epigenetics Laboratory, National Institute of Molecular Biology and Biotechnology, University of the Philippines, Diliman, Philippines) for helpful discussions on protein-ligand docking, and Ms. Isabelle Viola (Disease Molecular Biology and Epigenetics Laboratory, National Institute of Molecular Biology and Biotechnology, University of the Philippines, Diliman, Philippines) for assistance with preparation of figures.</p>
</ack>
<sec>
<title>Funding</title>
<p>This work was supported by grants from the University of the Philippines System (grant no. 06-008) and the Philippine Council for Health Research and Development (grant no. FP150025).</p>
</sec>
<sec>
<title>Availability of data and materials</title>
<p>The data presented in this study, including those for additional trials, are available from the corresponding author on reasonable request.</p>
</sec>
<sec>
<title>Authors&#x0027; contributions</title>
<p>RLG and EMCDP conceived project and wrote the project proposal. AKJA and RTDY performed experiments. AKJA, RTDY and RLG analyzed and organized the data. AKJA and RLG wrote manuscript. All authors have read and approved of the final version of the manuscript.</p>
</sec>
<sec>
<title>Ethics approval and consent to participate</title>
<p>Not applicable.</p>
</sec>
<sec>
<title>Patient consent for publication</title>
<p>Not applicable.</p>
</sec>
<sec>
<title>Competing interests</title>
<p>The authors declare no competing financial interest.</p>
</sec>
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<floats-group>
<fig id="f1-ol-0-0-10325" position="float">
<label>Figure 1.</label>
<caption><p>KRAS E31D- and KRAS E63K-transfected cells show altered gross cellular morphology similar to canonical mutant controls (representative of three trials). (A) NIH3T3 cells were co-transfected with a pTargeT&#x2122; construct and empty pmiR-ZsGreen1, the latter to visualize transfected cells. The black arrows point to KRAS mutant transfectants with altered cell morphology. Scale bars: 50 &#x00B5;m. (B) NIH3T3 cells overexpressing canonical and novel KRAS mutants that exhibit apparent morphological alterations were counted and divided by the total number of fibroblasts in each view. The fraction of cells with morphological irregularities was significantly greater in populations overexpressing a mutant variant of the protein. &#x002A;P&#x003C;0.01. WT, wild-type. KRAS, KRAS Proto-Oncogene, GTPase.</p></caption>
<graphic xlink:href="ol-18-01-0420-g00.tif"/>
</fig>
<fig id="f2-ol-0-0-10325" position="float">
<label>Figure 2.</label>
<caption><p>Cytoskeletal features associated with motility are prominent in cells transfected with KRAS E31D and KRAS E63K. Red arrows indicate polymerized actin of pseudopod extensions in cells transfected with the canonical (pTgTKRASG12D and pTgTKRASG13D) and novel KRAS (pTgTKRASE31D and pTgTKRASE63K) mutants. White arrows indicate filopodial actin. In addition to an overall diffused cytoskeletal actin, emergence of pseudopods and filopodial structures were observed in cells transfected with mutant KRAS constructs. KRAS, KRAS Proto-Oncogene, GTPase.</p></caption>
<graphic xlink:href="ol-18-01-0420-g01.tif"/>
</fig>
<fig id="f3-ol-0-0-10325" position="float">
<label>Figure 3.</label>
<caption><p>NIH3T3 cells transfected with canonical and novel KRAS mutants increased cellular proliferation (representative of three trials). Experiment showing the effect of KRAS mutant overexpression on cell proliferation. (A) Cells fed with 10&#x0025; serum showed comparable proliferation capacity. (B) Cells transfected with mutant KRAS, canonical and novel, showed significant increase in proliferative capacity at 72-h post-transfection when grown in serum-depleted conditions. &#x002A;P&#x003C;0.01. BCS, bovine calf serum; WT, wild-type; KRAS, KRAS Proto-Oncogene, GTPase.</p></caption>
<graphic xlink:href="ol-18-01-0420-g02.tif"/>
</fig>
<fig id="f4-ol-0-0-10325" position="float">
<label>Figure 4.</label>
<caption><p>Overexpression of canonical and novel KRAS mutants resulted in increased cell migration <italic>in vitro</italic>. Scratch wound assays were conducted using transfected NIH3T3 cells grown in 2.5&#x0025; serum. (A) Micrographs of wound fields directly after scratching the monolayer (0 h), and 16 h post-scratch. Compared with the controls (i.e., vector, pTgTKRASWT), narrower scratch gaps were noticeable for cells overexpressing KRAS mutant variants. Scale bars: 100 &#x00B5;m. Representative of three trials. (B) The distance between lines approximating the cell migration front was measured for each setup at time points 0 and 16 h, and the rate of front migration was calculated. Wound closure was significantly faster for cells overexpressing the mutant protein. &#x002A;P&#x003C;0.01. (C) NIH3T3 cells positively transfected with mutant KRAS constructs have an increased tendency to migrate into wound gaps. Cells used for scratch wound assays were co-transfected with a transfection marker, pmiR-ZsGreen1. Migrating fibroblasts were tracked directly after scratching the monolayer (0 h), and 40 h post-scratch to verify that cells facilitating the gap closure are positively transfected. Scale bars: 100 &#x00B5;m. WT, wild-type; KRAS, KRAS Proto-Oncogene, GTPase.</p></caption>
<graphic xlink:href="ol-18-01-0420-g03.tif"/>
</fig>
<fig id="f5-ol-0-0-10325" position="float">
<label>Figure 5.</label>
<caption><p>ELK-TAD luciferase reporter assay showed increased activation of ELK-1 by KRAS mutants. &#x002A;&#x002A;P &#x003C;0.001 and &#x002A;&#x002A;&#x002A;P &#x003C;0.0001. ELK-1, ELK1, ETS transcription factor; WT, wild-type; KRAS, KRAS Proto-Oncogene, GTPase.</p></caption>
<graphic xlink:href="ol-18-01-0420-g04.tif"/>
</fig>
<fig id="f6-ol-0-0-10325" position="float">
<label>Figure 6.</label>
<caption><p>Superposition of modeled KRAS mutants with the solved crystal structure of human KRAS showed structural perturbations introduced by E31D and E63K mutations in a region critical to GTPase activity (PDB ID: 3GFT; cyan ribbon). Canonical and novel mutants are represented in red In each overlay image, the sphere represents the GTP-binding site of KRAS. Critical residues of the protein are highlighted in the wild-type schematics as follows: Yellow, phosphate binding-loop; green, switch I; black, switch II. Apparent deviations in the protein conformation brought about by the single amino acid mutations are denoted by arrows. Global RMSD values were also predicted via sequence alignment function for each mutant in comparison with the wild-type. RMSD, root-mean-square distance; KRAS, KRAS Proto-Oncogene, GTPase.</p></caption>
<graphic xlink:href="ol-18-01-0420-g05.tif"/>
</fig>
<fig id="f7-ol-0-0-10325" position="float">
<label>Figure 7.</label>
<caption><p>Simulated interactions of GTP to wild-type and mutant KRAS yielded variable binding energies. The solved x-ray crystal structure of human KRAS. (A) PDB: 3GFT was used to build mutant homologues (B) G12D, (C) G13D, (D) E31D and (E) E63K. GTP binding was implemented using the CDOCKER algorithm. The ligand conformation with the lowest (i.e., most negative) CDOCKER energy is shown for each interaction diagram. For the mutant proteins, the amino acid change is highlighted in red and labelled accordingly. The magnesium ion cofactor is shown as a grey sphere above the bound GTP. WT, wild-type; KRAS, KRAS Proto-Oncogene, GTPase.</p></caption>
<graphic xlink:href="ol-18-01-0420-g06.jpg"/>
</fig>
<table-wrap id="tI-ol-0-0-10325" position="float">
<label>Table I.</label>
<caption><p>Functional effects of KRAS E31D and E63K as predicted by multiple bioinformatics platforms.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="bottom">Mutation</th>
<th align="center" valign="bottom">Polyphen-2 (score)</th>
<th align="center" valign="bottom">SIFT (score)</th>
<th align="center" valign="bottom">Mutation assessor (score)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">E31D</td>
<td align="left" valign="top">Benign (0.000)</td>
<td align="left" valign="top">Tolerated (0.06)</td>
<td align="left" valign="top">Neutral (0.49)</td>
</tr>
<tr>
<td align="left" valign="top">E63K</td>
<td align="left" valign="top">Probably damaging<sup><xref rid="tfn1-ol-0-0-10325" ref-type="table-fn">a</xref></sup> (0.985)</td>
<td align="left" valign="top">Affect protein function (0.00)</td>
<td align="left" valign="top">Low (1.485)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="tfn1-ol-0-0-10325"><label>a</label><p>Introduced substitution is predicted to be damaging with high confidence (<xref rid="b62-ol-0-0-10325" ref-type="bibr">62</xref>). Polyphen-2, polymorphism phenotyping v2; SIFT, Sorting Intolerant From Tolerant; KRAS, KRAS Proto-Oncogene, GTPase.</p></fn>
</table-wrap-foot>
</table-wrap>
</floats-group>
</article>
