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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Plant Sci.</journal-id>
<journal-title>Frontiers in Plant Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Plant Sci.</abbrev-journal-title>
<issn pub-type="epub">1664-462X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpls.2022.931324</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Plant Science</subject>
<subj-group>
<subject>Perspective</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Back From the Dead: The Atypical Kinase Activity of a Pseudokinase Regulator of Cation Fluxes During Inducible Immunity</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Brauer</surname> <given-names>Elizabeth K.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x2020;</sup></xref>
<xref ref-type="author-notes" rid="fn003"><sup>&#x2021;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/405911/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Ahsan</surname> <given-names>Nagib</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x2020;</sup></xref>
<xref ref-type="author-notes" rid="fn003"><sup>&#x2021;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1793341/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Popescu</surname> <given-names>George V.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x2020;</sup></xref>
<xref ref-type="author-notes" rid="fn003"><sup>&#x2021;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1825103/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Thelen</surname> <given-names>Jay J.</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x2020;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/13412/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Popescu</surname> <given-names>Sorina C.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c002"><sup>&#x002A;</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x2020;</sup></xref>
<xref ref-type="author-notes" rid="fn003"><sup>&#x2021;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/25981/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Boyce Thompson Institute for Plant Research</institution>, <addr-line>Ithaca, NY</addr-line>, <country>United States</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Plant Pathology and Plant-Microbe Biology, Cornell University</institution>, <addr-line>Ithaca, NY</addr-line>, <country>United States</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Biochemistry, Christopher S. Bond Life Sciences Center, University of Missouri</institution>, <addr-line>Columbia, MO</addr-line>, <country>United States</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Jens Staal, Ghent University, Belgium</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Thomas Dandekar, Julius Maximilian University of W&#x00FC;rzburg, Germany</p></fn>
<corresp id="c001">&#x002A;Correspondence: Elizabeth K. Brauer, <email>elizabeth.brauer@agr.gc.ca</email></corresp>
<corresp id="c002">Sorina C. Popescu, <email>spopescu@bch.msstate.edu</email></corresp>
<fn fn-type="other" id="fn002"><p><sup>&#x2020;</sup>ORCID: Elizabeth K. Brauer, <ext-link ext-link-type="uri" xlink:href="http://orcid.org/0000-0002-6957-266X">orcid.org/0000-0002-6957-266X</ext-link>; Nagib Ahsan, <ext-link ext-link-type="uri" xlink:href="http://orcid.org/0000-0002-6813-7527">orcid.org/0000-0002-6813-7527</ext-link>; George V. Popescu, <ext-link ext-link-type="uri" xlink:href="http://orcid.org/0000-0002-7580-6792">orcid.org/0000-0002-7580-6792</ext-link>; Jay J. Thelen, <ext-link ext-link-type="uri" xlink:href="http://orcid.org/0000-0001-5995-1562">orcid.org/0000-0001-5995-1562</ext-link>; Sorina C. Popescu, <ext-link ext-link-type="uri" xlink:href="http://orcid.org/0000-0001-5780-8252">orcid.org/0000-0001-5780-8252</ext-link></p></fn>
<fn fn-type="present-address" id="fn003"><p><sup>&#x2021;</sup>Present addresses: Elizabeth K. Brauer, Ottawa Research and Development centre, Agriculture and Agri-Food Canada, Ottawa, ON, Canada; Department of Biology, University of Ottawa, Ottawa, ON, Canada; Nagib Ahsan, Department of Chemistry and Biochemistry, The University of Oklahoma, Norman, OK, United States; Mass Spectrometry, Proteomics, and Metabolomics Core Facility, Stephenson Life Sciences Research Center, The University of Oklahoma, Norman, OK, United States; George V. Popescu, Institute for Genomics, Biocomputing and Biotechnology, Mississippi State University, Starkville, MS, United States; Sorina C. Popescu, Department of Biochemistry, Molecular Biology, Plant Pathology, and Entomology, Mississippi State University, Starkville, MS, United States</p></fn>
<fn fn-type="other" id="fn004"><p>This article was submitted to Plant Pathogen Interactions, a section of the journal Frontiers in Plant Science</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>11</day>
<month>08</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>13</volume>
<elocation-id>931324</elocation-id>
<history>
<date date-type="received">
<day>28</day>
<month>04</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>27</day>
<month>05</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2022 Brauer, Ahsan, Popescu, Thelen, Popescu and Her Majesty the Queen in Right of Canada, as represented by the Minister of Agriculture and Agri-Food Canada for the contribution of Elizabeth Brauer.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Brauer, Ahsan, Popescu, Thelen, Popescu and Her Majesty the Queen in Right of Canada, as represented by the Minister of Agriculture and Agri-Food Canada for the contribution of Elizabeth Brauer</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>Pseudokinases are thought to lack phosphotransfer activity due to altered canonical catalytic residues within their kinase domain. However, a subset of pseudokinases maintain activity through atypical phosphotransfer mechanisms. The Arabidopsis ILK1 is a pseudokinase from the Raf-like MAP3K family and is the only known plant pseudokinase with confirmed protein kinase activity. ILK1 activity promotes disease resistance and molecular pattern-induced root growth inhibition through its stabilization of the HAK5 potassium transporter with the calmodulin-like protein CML9. ILK1 also has a kinase-independent function in salt stress suggesting that it interacts with additional proteins. We determined that members of the ILK subfamily are the sole pseudokinases within the Raf-like MAP3K family and identified 179 novel putative ILK1 protein interactors. We also identified 70 novel peptide targets for ILK1, the majority of which were phosphorylated in the presence of Mn<sup>2+</sup> instead of Mg<sup>2+</sup> in line with modifications in ILK1&#x2019;s DFG cofactor binding domain. Overall, the ILK1-targeted or interacting proteins included diverse protein types including transporters (HAK5, STP1), protein kinases (MEKK1, MEKK3), and a cytokinin receptor (AHK2). The expression of 31 genes encoding putative ILK1-interacting or phosphorylated proteins, including AHK2, were altered in the root and shoot in response to molecular patterns suggesting a role for these genes in immunity. We describe a potential role for ILK1 interactors in the context of cation-dependent immune signaling, highlighting the importance of K<sup>+</sup> in MAMP responses. This work further supports the notion that ILK1 is an atypical kinase with an unusual cofactor dependence that may interact with multiple proteins in the cell.</p>
</abstract>
<kwd-group>
<kwd>pseudokinase</kwd>
<kwd>Raf-like MAP3K</kwd>
<kwd>integrin-linked kinase</kwd>
<kwd>cation signaling</kwd>
<kwd>innate immunity</kwd>
<kwd>microbe-associated molecular pattern</kwd>
</kwd-group>
<contract-sponsor id="cn001">National Science Foundation<named-content content-type="fundref-id">10.13039/100000001</named-content></contract-sponsor><contract-sponsor id="cn002">National Science Foundation<named-content content-type="fundref-id">10.13039/100000001</named-content></contract-sponsor>
<counts>
<fig-count count="2"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="69"/>
<page-count count="9"/>
<word-count count="7284"/>
</counts>
</article-meta>
</front>
<body>
<sec id="S1" sec-type="intro">
<title>Introduction</title>
<p>Protein kinases form the basis of the phosphorylation cascades that transmit cellular signals by facilitating phosphotransfer from ATP to serine, threonine, tyrosine, and histidine residues in a substrate protein or peptide (<xref ref-type="bibr" rid="B35">Kwon et al., 2019</xref>). The highly conserved eukaryotic kinase domain contains three catalytic residues essential for binding and positioning ATP in conjunction with metal ion cofactors such as Mn<sup>2+</sup> and Mg<sup>2+</sup> to facilitate phosphotransfer (<xref ref-type="bibr" rid="B1">Adams, 2001</xref>). Approximately 5% of all plant genes encode proteins containing a kinase domain, and at least one-third of plant proteins are phosphorylated (<xref ref-type="bibr" rid="B35">Kwon et al., 2019</xref>). Based on bioinformatic analyses, eukaryotic kinases have been divided into canonical (catalytically active) kinases and pseudokinases, which are usually catalytically inactive due to a non-canonical catalytic residue (<xref ref-type="bibr" rid="B35">Kwon et al., 2019</xref>). The catalytic residues include aspartate in the DFG subdomain that binds divalent cations to co-ordinate &#x03B2; and &#x03B3; phosphates of ATP, the lysine in the VAIK subdomain that anchors and orients ATP for substrate transfer and the aspartate in the HRD domain of the catalytic loop that is a base acceptor to achieve proton transfer (<xref ref-type="bibr" rid="B1">Adams, 2001</xref>). Over 17% of predicted protein kinases encoded in the Arabidopsis genome are classified as peudokinases and recent research on plant pseudokinases confirm that they perform distinct biological functions in plant defense against microbial pathogens through establishing protein-protein interactions, as opposed to phosphotransfer (<xref ref-type="bibr" rid="B35">Kwon et al., 2019</xref>). For example, several kinase catalytic subdomains of the ZED1 pseudokinase influences its binding to PBL proteins and the ZAR1 nucleotide-binding leucine-rich repeat (NLR) protein during activation of effector-triggered immunity (ETI) (<xref ref-type="bibr" rid="B4">Bastedo et al., 2019</xref>). The BIR2 pseudokinase regulates microbial-associated molecular pattern (MAMP)-induced signaling by binding the BAK1 co-receptor to prevent its untimely interaction with the FLS2 receptor which is involved in perception of the flagellin-derived flg22 (<xref ref-type="bibr" rid="B19">Halter et al., 2014</xref>). The GHR1 receptor pseudokinase is involved in inducing stomatal closure following MAMP treatment through its interactions with the calcium-responsive CDPK3 (<xref ref-type="bibr" rid="B22">Hua et al., 2012</xref>; <xref ref-type="bibr" rid="B61">Sierla et al., 2018</xref>).</p>
<p>While a majority of pseudokinases lack phospho-transfer activity, a small subset maintain atypical kinase activity through catalytic residue substitutions with similar amino acids elsewhere in the catalytic site (<xref ref-type="bibr" rid="B35">Kwon et al., 2019</xref>). For example, some pseudokinases including CASK do not require a cofactor to initiate phosphotransfer indicating the divergence of their mechanisms from typical protein kinases (<xref ref-type="bibr" rid="B47">Mukherjee et al., 2010</xref>; <xref ref-type="bibr" rid="B36">Lewis et al., 2014</xref>; <xref ref-type="bibr" rid="B35">Kwon et al., 2019</xref>). The integrin-liked kinase 1 (ILK1) from Medicago and Arabidopsis are the only plant pseudokinases that are active kinases <italic>in vitro</italic> and <italic>in vivo</italic> with demonstrated auto- and substrate-phosphorylation activity (<xref ref-type="bibr" rid="B15">Chinchilla et al., 2008</xref>; <xref ref-type="bibr" rid="B48">Nemoto et al., 2011</xref>; <xref ref-type="bibr" rid="B8">Brauer et al., 2016</xref>). ILK1 belongs to the ILK family of Raf-like MAP3Ks found in both metazoans and plants though the nature of ILK catalytic residue degeneration is distinct between kingdoms (<xref ref-type="bibr" rid="B25">Ichimura et al., 2002</xref>; <xref ref-type="bibr" rid="B53">Popescu et al., 2017</xref>). In animals, the ILKs lack the catalytic aspartate in the HRD domain and have variable changes in the DFG domain (<xref ref-type="bibr" rid="B53">Popescu et al., 2017</xref>). Several studies indicate that the metazoan ILKs are inactive, though some evidence suggests that they maintain kinase activity <italic>in vitro</italic> (<xref ref-type="bibr" rid="B16">Dagnino, 2011</xref>; <xref ref-type="bibr" rid="B20">Hannigan et al., 2011</xref>). In the plant kingdom, many species encode both pseudokinase ILKs and ILKs with canonical kinase domains, though more ancient lineages including the green algae only encode non-pseudokinase ILKs (<xref ref-type="bibr" rid="B53">Popescu et al., 2017</xref>). For example, in Arabidopsis, <italic>ILK1, ILK2</italic>, and <italic>ILK3</italic> encode pseudokinases while <italic>ILK4, ILK5</italic>, and <italic>ILK6</italic> encode kinases. The plant pseudokinase ILKs have a common GFG motif in place of the DFG motif and some species encode ILKs that lack the catalytic aspartate in the HRD domain (<xref ref-type="bibr" rid="B53">Popescu et al., 2017</xref>). This suggests that degradation of the ILK kinase domains occurred independently in plants and animals and that the GFG motif is maintained across evolutionary time in plants, potentially due to a link with ILK function. However, it remains unclear how frequently these atypical catalytic residues occur in the closely related Raf-like MAP3K family members.</p>
<p>Previous work on pseudokinase ILKs from Arabidopsis (ILK1) and Medicago (MsILK1) indicate that they are able to phosphorylate substrates <italic>in vitro</italic> with an unusual preference for the Mn<sup>2+</sup> cofactor compared to Mg<sup>2+</sup> in keeping with their modified cofactor-binding domain (DFG) (<xref ref-type="bibr" rid="B15">Chinchilla et al., 2008</xref>; <xref ref-type="bibr" rid="B8">Brauer et al., 2016</xref>). While mutation of the aspartate residue in the HRD catalytic loop to asparagine eliminates kinase activity in most protein kinases, this mutation increased ILK1 activity further demonstrating the uniqueness of its enzymatic mechanism (<xref ref-type="bibr" rid="B64">Strong et al., 2011</xref>; <xref ref-type="bibr" rid="B8">Brauer et al., 2016</xref>). Ectopic expression of the Medicago ILK1 containing the same HRD- &#x003E; HRN mutation in Arabidopsis reduced lateral root formation relative to the native Medicago ILK1, suggesting a role for MsILK1 in root development (<xref ref-type="bibr" rid="B15">Chinchilla et al., 2008</xref>). Complementation of the <italic>ilk1</italic> knock out mutant in Arabidopsis with kinase-dead or kinase-active ILK1 revealed that ILK1 activity is essential for pattern-triggered root growth inhibition in response to flg22, pep1, and elf18 (<xref ref-type="bibr" rid="B8">Brauer et al., 2016</xref>; <xref ref-type="bibr" rid="B53">Popescu et al., 2017</xref>). Kinase function of the ILK1 pseudokinase as also required for resistance to the bacterial pathogen <italic>Pseudomonas syringae</italic> pv. <italic>tomato</italic> DC3000 in the leaf (<xref ref-type="bibr" rid="B8">Brauer et al., 2016</xref>; <xref ref-type="bibr" rid="B53">Popescu et al., 2017</xref>). Our previous proteomic screens using functional protein microarrays (FPM) and a kinase client assay (KiC) revealed seven transporters that interacted with ILK1, including the HAK5 potassium transporter that mediates potassium uptake under limiting conditions (<xref ref-type="bibr" rid="B56">Qi et al., 2008</xref>). Further confirmation of the ILK1-HAK5 interaction <italic>in vivo</italic> and functional analysis of the <italic>hak5-3</italic> knock out mutant indicate that the role of ILK1 in defense and MAMP response seems to be partly dependent on its maintenance of HAK5 potassium transporter stability in conjunction with the calmodulin-like protein CML9 (<xref ref-type="bibr" rid="B8">Brauer et al., 2016</xref>). Indeed, MAMP treatment triggers bulk loss of K<sup>+</sup>, Mn<sup>2+</sup> and accumulation of P<sup>3&#x2013;</sup>, S<sup>2&#x2013;</sup>, Zn<sup>2+</sup>, and Fe<sup>3+</sup> in Arabidopsis seedlings, where K<sup>+</sup> and Mn<sup>2+</sup> are influenced by <italic>ILK1</italic> expression (<xref ref-type="bibr" rid="B8">Brauer et al., 2016</xref>). Recent work indicates that ILK1 also promotes transcriptional changes of cell wall modifying enzymes in response to MAMPs as well as lignification of the root xylem which has previously been linked to maintenance of ion transport throughout the plant (<xref ref-type="bibr" rid="B7">Boyce et al., 2004</xref>; <xref ref-type="bibr" rid="B17">Dimlioglu et al., 2022</xref>). Kinase-independent functions for ILK1 include the promotion of germination during salt and osmotic stresses suggesting that much like the metazoan ILKs that scaffold multiple proteins to promote cell adhesion, ILK1 may also interact with more than one protein <italic>in vivo</italic> (<xref ref-type="bibr" rid="B8">Brauer et al., 2016</xref>; <xref ref-type="bibr" rid="B11">Chastney et al., 2021</xref>). Together, this suggests a role for ILK1 in maintaining ion homeostasis and that this regulation is essential for plant adaptive responses to biotic and abiotic stress.</p>
<p>Two non-pseudokinases ILK4 and ILK5 have overlapping functions with ILK1 in regulating root lignification, secondary root formation and root growth during osmotic stress or following MAMP treatment in Arabidopsis (<xref ref-type="bibr" rid="B17">Dimlioglu et al., 2022</xref>). It is unclear if this functional overlap is due to similar phosphorylation targets or protein interactors between the ILKs. Recent advances place ILK5 as a true MAP3K functioning downstream of the extracellular ATP receptor P2K1 to promote pattern-triggered responses (<xref ref-type="bibr" rid="B30">Kim D. et al., 2022</xref>). Ligand-activated P2K1 phosphorylates ILK5 which in turn initiates the MKK5-MPK3/MPK6 phosphorylation cascade to induce stomatal closure and resistance to <italic>P. syringae</italic> DC3000 (<xref ref-type="bibr" rid="B30">Kim D. et al., 2022</xref>). Thus, the ILKs may contribute to plant responses to multiple patterns through the endogenous ATP signaling pathway which is activated in response to wounding and abiotic stress (<xref ref-type="bibr" rid="B45">Matthius et al., 2019</xref>). Externally applied ATP inhibits root elongation and increases cell wall lignification potentially through elevation of auxin (<xref ref-type="bibr" rid="B45">Matthius et al., 2019</xref>). A similar mechanism regulates root growth inhibition in response to the pep1 endogenous pattern, where pep1 triggers altered distribution of auxin efflux carriers and auxin accumulation which induces premature cell differentiation and inhibited root growth (<xref ref-type="bibr" rid="B29">Jing et al., 2019</xref>). Whether ATP plays a role in pep1 or microbial pattern-induced root growth inhibition remains unclear.</p>
<p>Understanding the plant ILK interactions and phosphorylation patterns would expand our comprehension of the active pseudokinases and facilitate future work on modeling alternative active sites. While our previous work focused on transporter interactors of ILK1, we expand this approach in this work by using two unbiased <italic>in vitro</italic> proteomic screens to identify putative ILK1 interacting proteins. The importance of the Mn<sup>2+</sup> or Mg<sup>2+</sup> cofactors on ILK1 phosphorylation of target peptides is also evaluated to determine the relationship between substrate selectivity and cofactor binding for these atypical kinases.</p>
</sec>
<sec id="S2" sec-type="results">
<title>Results</title>
<sec id="S2.SS1">
<title>Putative ILK1 Phosphorylation Targets</title>
<p>Our previous survey of plant ILKs indicates the DFG- &#x003E; GFG substitution in the catalytic site occurred prior to the divergence between the gymnosperms and the angiosperms (<xref ref-type="bibr" rid="B53">Popescu et al., 2017</xref>). We surveyed variation within the three essential catalytic residues to determine if similar substitutions exist across the Raf-like MAP3K family in Arabidopsis. The ILKs were the only members of the Raf-like MAP3Ks containing altered catalytic residues in the DFG, VAIK and HRD subdomains indicating that they are the only pseudokinases (<xref ref-type="supplementary-material" rid="TS1">Supplementary Table 1</xref>). This suggests that the GFG substitution within the ILK pseudokinase family members developed independently, likely from a canonical ILK kinase (<xref ref-type="supplementary-material" rid="TS1">Supplementary Table 1</xref>). The ILKs are also non-RD kinases (HRD- &#x003E; HCD) and are overrepresented alongside the B4 subfamily as non-RD kinases within Raf-like MAP3K family (<xref ref-type="supplementary-material" rid="TS1">Supplementary Table 1</xref>). Non-RD kinases do not require activation loop phosphorylation to become active and can instead be activated through other conformational changes and autophosphorylation sites in ILK1 are indeed outside of activation loop (<xref ref-type="bibr" rid="B51">Nolan et al., 2004</xref>; <xref ref-type="bibr" rid="B8">Brauer et al., 2016</xref>).</p>
<p>To further characterize the unusual kinase activity of ILK1, we identified phosphorylation targets of ILK1 using the KiC assay. This approach involves incubation of a purified protein kinase with a synthetic peptide library comprised of approximately 2,100 peptides, representing over 4,000 <italic>in vivo</italic>, experimentally mapped phosphorylation sites, and detection of phosphorylated sites by mass spectrometry (<xref ref-type="bibr" rid="B24">Huang et al., 2010</xref>; <xref ref-type="bibr" rid="B23">Huang and Thelen, 2012</xref>; <xref ref-type="bibr" rid="B2">Ahsan et al., 2013</xref>). We identified 32 and 18 phosphorylated peptides using either Mn<sup>2+</sup> or Mg<sup>2+</sup> as cofactors, respectively (<xref ref-type="fig" rid="F1">Figure 1</xref>, <xref ref-type="supplementary-material" rid="TS2">Supplementary Tables 2</xref>, <xref ref-type="supplementary-material" rid="DS1">3</xref>, and <xref ref-type="supplementary-material" rid="DS1">Supplementary Data 1</xref>). Four peptides were phosphorylated in both conditions, including one derived from a pectin methylesterase involved in cell wall-mediated defense (PME39, AT4G02300), the BYPASS1 protein which is required for root responses to <italic>Rhizobium</italic> infection, an ankyrin repeat protein (AT3G04470) and an RNA helicase family protein (AT1G08050) that is oxidized following flg22 or salicylic acid treatments (<xref ref-type="bibr" rid="B5">Bethke et al., 2009</xref>; <xref ref-type="bibr" rid="B38">Liu et al., 2015</xref>; <xref ref-type="bibr" rid="B3">Arthikala et al., 2018</xref>). The majority of the ILK1 peptide targets were localized to the nucleus or plasma membrane, consistent with previous observations that ILK1 can be found in the plasma membrane, the endoplasmic reticulum, and the nucleus (<xref ref-type="bibr" rid="B8">Brauer et al., 2016</xref>; <xref ref-type="supplementary-material" rid="DS1">Supplementary Figure 1A</xref> and <xref ref-type="supplementary-material" rid="DS1">Supplementary Data 1</xref>). Applying the KiC approach using the hyperactive ILK1<sup>D319N</sup> isoform revealed 26 and 16 phosphorylated peptides with Mn<sup>2+</sup> or Mg<sup>2+</sup>, respectively, 15 of which were also identified as phosphorylated by ILK1. Altogether, 70 peptide targets were phosphorylated by ILK1 and ILK1<sup>D319N</sup> including transporters, protein kinases, enzymes involved in metabolite biosynthesis, and scaffold proteins (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure 1B</xref>). Notable potential targets included the HAK5 transporter which was confirmed as an ILK1-interacting protein previously, MEKK1, which promotes basal defense downstream of PRRs and MEKK7, which interacts with the FLS2 PRR to suppress flg22-induced immune responses (<xref ref-type="bibr" rid="B8">Brauer et al., 2016</xref>; <xref ref-type="bibr" rid="B46">Mithoe et al., 2016</xref>; <xref ref-type="bibr" rid="B65">Sun and Zhang, 2022</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>Topological relationship of the potential phosphorylation targets for ILK1 and the ILK<sup>D316N</sup> hyperactive mutant identified by screening the phosphorylation status of a synthetic peptide library after incubation with purified ILK1 protein. Cofactor conditions included the use of either 5 mM MgCl<sub>2</sub> or MnCl<sub>2</sub>. The cartograph was assembled by Cytoscape 2.8.3 (<ext-link ext-link-type="uri" xlink:href="http://www.cytoscape.org">http://www.cytoscape.org</ext-link>).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-13-931324-g001.tif"/>
</fig>
<p>In general, both ILK1 and ILK1<sup>D319N</sup> kinases phosphorylated primarily serine and threonine residues, but tyrosine phosphorylation was also recorded on a small subset of peptides, including one derived from the HAK5 transporter (<xref ref-type="supplementary-material" rid="TS2">Supplementary Tables 2</xref>, <xref ref-type="supplementary-material" rid="DS1">3</xref>). A higher number of targets was observed with Mn<sup>2+</sup> as a cofactor compared to Mg<sup>2+</sup> which is interesting considering that Mg<sup>2+</sup> is preferred by most serine/threonine protein kinases while tyrosine kinases seem to prefer Mn<sup>2+</sup> as a cofactor (<xref ref-type="bibr" rid="B66">Swarup et al., 1984</xref>; <xref ref-type="bibr" rid="B6">Bossemeyer et al., 1993</xref>). Thus, ILK1 appears to be an exception to these trends, being primarily a serine/threonine kinase with a preference for the Mn<sup>2+</sup> cofactor.</p>
</sec>
<sec id="S2.SS2">
<title>Putative ILK1 Protein Interactors</title>
<p>To understand the protein-protein interaction specificity of ILK1, we surveyed half (15,000) of the predicted Arabidopsis proteome using functional protein microarrays to identify 179 putative interactors of our purified ILK1-V5 protein (<xref ref-type="supplementary-material" rid="DS1">Supplementary Data 2</xref>). Interactors were identified across three replicate arrays by subtracting the V5 signal from the background and normalizing to positive and negative control spots on the chip as described previously and identifying spots with significantly higher signal compared to control slides (<xref ref-type="bibr" rid="B10">Brauer et al., 2014</xref>). Most of the interactors localize to the nucleus or the cytosol, and are involved in metabolite conversion, protein modification, or transcriptional regulation (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure 1</xref> and <xref ref-type="supplementary-material" rid="DS1">Supplementary Data 2</xref>). Interactors within the MAPK family included the MEKK3 that promotes MTI and signal transduction downstream of PRR activation (<xref ref-type="bibr" rid="B65">Sun and Zhang, 2022</xref>). We also identified MEKK19, and MPK19 as potential interactors, though the function of these kinases is unknown. Several transporters were also identified as potential ILK1 interactors including the KUP5 potassium transporter which is closely related to HAK5, and is expressed across diverse root cell types (<xref ref-type="bibr" rid="B37">Lhamo and Luan, 2021</xref>). This indicates that ILK1 can interact with a wide range of protein types <italic>in vitro</italic>, supporting the notion that additional ILK1-protein interactions beyond the CML9 and HAK5 proteins may exist in plant cells.</p>
</sec>
<sec id="S2.SS3">
<title>Trends Across Putative ILK1 Protein Interactors and Substrates</title>
<p>Overall, we identified 249 peptides or proteins which interacted with purified ILK1 <italic>in vitro</italic> and are not significantly enriched for specific biological or molecular functions. Interestingly, we did not identify the same ILK1 targets in both the KiC and functional protein microarray, though these approaches shared 709 peptides or fusion proteins derived from the same cognate protein (<xref ref-type="bibr" rid="B55">Popescu et al., 2007</xref>; <xref ref-type="bibr" rid="B2">Ahsan et al., 2013</xref>). Within the shared protein list, 28 ILK1-phosphorylated peptides had their cognate proteins spotted on the functional microarray but were not identified as ILK1-interacting proteins on the microarray. These included the HAK5 transporter that interacts with ILK1 <italic>in vivo</italic>, the MEKK1 immune signaling kinase, the STP1 sugar transporter, and the THE1 receptor kinase that detects cell wall modifications to promote resistance against necrotrophic pathogens (<xref ref-type="bibr" rid="B8">Brauer et al., 2016</xref>; <xref ref-type="bibr" rid="B57">Qu et al., 2017</xref>). This would suggest that protein microarrays may generate false negatives likely due to the influence of the interaction surface on the protein folding and interaction site availability. Indeed, previous analysis of protein microarray fidelity revealed false positive rates of 14% (<xref ref-type="bibr" rid="B62">Stiffler et al., 2006</xref>). Nevertheless the two assays give us complementary views of ILK1 as both an active kinase and protein scaffold potentially establishing protein-protein interactions through its ankyrin domain like the metazoan ILKs (<xref ref-type="bibr" rid="B11">Chastney et al., 2021</xref>). While further work is needed to confirm these interactions <italic>in vivo</italic>, combining proteomic approaches enabled us to assemble a calcium-responsive complex between CML9, ILK1, and HAK5 in addition to confirmed substrates for the P2K1 receptor kinase (<xref ref-type="bibr" rid="B55">Popescu et al., 2007</xref>; <xref ref-type="bibr" rid="B8">Brauer et al., 2016</xref>; <xref ref-type="bibr" rid="B12">Chen et al., 2017</xref>; <xref ref-type="bibr" rid="B13">Chen et al., 2021</xref>). Further, the genes transcribing 31 of the putative ILK1 interactors were transcriptionally responsive to MAMP treatments in roots or shoots suggesting a role in immunity (<xref ref-type="fig" rid="F2">Figure 2</xref> and <xref ref-type="supplementary-material" rid="DS1">Supplementary Table 4</xref>). These included three transporters, the cytokinin receptor AHK2 and the pectinesterase inhibitor PMEI4, both of which influence root growth (<xref ref-type="bibr" rid="B21">Hocq et al., 2017</xref>; <xref ref-type="bibr" rid="B33">Kubiasov&#x00E1; et al., 2020</xref>). Thus, ILK1&#x2019;s influence on MAMP-induced root growth inhibition may be linked to its effect on nutrient transport, cell wall modifications or cytokinin signaling and further functional work is needed to explore these possibilities.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>Differential expression of ILK1 targets in Arabidopsis leaves 3 h after 1 &#x03BC;M flg22 treatment relative to the 0 h time point (from <xref ref-type="bibr" rid="B17">Dimlioglu et al., 2022</xref>). All of the targets were identified by KiC in the presence of ILK1-V5 (I) of ILK1<sup>D319N</sup>-V5 (D) purified proteins with MnCl<sub>2</sub> (Mn) or MgCl<sub>2</sub> (Mg) as cofactors.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-13-931324-g002.tif"/>
</fig>
</sec>
</sec>
<sec id="S3" sec-type="discussion">
<title>Discussion</title>
<p>Here, we describe the putative protein-protein interactions and phosphorylation activity of the atypical protein kinase ILK1. Members of the ILK family were the only pseudokinases identified within the Raf-like MAP3Ks and the ILK1 is one of the only pseudokinases in plants with demonstrated phosphotransfer activity demonstrated <italic>in vitro</italic> and <italic>in vivo</italic> (<xref ref-type="bibr" rid="B8">Brauer et al., 2016</xref>). In line with its unusual metal ion cofactor-binding domain, we demonstrate that ILK1 phosphorylates a broader range of peptides in the presence of Mn<sup>2+</sup> compared to Mg<sup>2+</sup> but that it primarily phosphorylates serine and threonine residues. Our survey of ILK1 protein interactors revealed interactions with diverse proteins, including transporters, protein kinases, cell wall modifying enzymes, and hormone receptors. Together, this indicates that ILK1 is an active kinase with a potentially broad range of interactions with diverse substrates. While its kinase-dependent role in MAMP-induced growth and defense responses seems to align with its regulation of the HAK5 potassium transporter, we cannot exclude the possibility that additional phosphorylation targets of ILK1 may exist in the cell. Indeed, it is increasingly apparent that protein kinases interact with a wide range of proteins <italic>in vitro</italic> and <italic>in vivo</italic>, suggesting that the functional specificity of kinases is related to their localization, protein complexing, and posttranslational modifications as opposed to interaction specificities (<xref ref-type="bibr" rid="B54">Popescu et al., 2009</xref>; <xref ref-type="bibr" rid="B9">Brauer et al., 2018</xref>).</p>
<p>Root growth is influenced by both potassium and MAMPs through ILK1 and HAK5 indicating shared components of potassium and immune signaling pathways (<xref ref-type="bibr" rid="B56">Qi et al., 2008</xref>; <xref ref-type="bibr" rid="B8">Brauer et al., 2016</xref>). Blocking K<sup>+</sup> channels abolishes flg22-induced root growth inhibition which is counterintuitive if the function of K<sup>+</sup> in this process is strictly to promote nutrition (<xref ref-type="bibr" rid="B8">Brauer et al., 2016</xref>; <xref ref-type="bibr" rid="B59">Shabala, 2017</xref>). The importance of potassium in defense is further underlined by the fact that the rice blast pathogen <italic>Magnaporthe oryzae</italic> targets the AKT1 potassium channel using the AvrPiz-t effector to promote virulence during infection (<xref ref-type="bibr" rid="B60">Shi et al., 2018</xref>). However, it remains unclear if the role of K<sup>+</sup> in plant defense is due to a direct influence on signaling or if these observations reflect a broader scope of changes in ion homeostasis and their impact on immunity as K<sup>+</sup> influences transport of diverse nutrients and influences membrane charge and fluidity (<xref ref-type="bibr" rid="B49">Nieves-Cordones et al., 2019</xref>). MAMP exposure induces K<sup>+</sup> and Mn<sup>2+</sup> loss and accumulation of P<sup>3&#x2013;</sup> S<sup>2&#x2013;</sup>, Zn<sup>2+</sup>, and Fe<sup>3+</sup> in Arabidopsis seedlings within minutes of flg22 application though this shift is transient since Fe<sup>3+</sup> accumulation returns to control levels by 6 h (<xref ref-type="bibr" rid="B8">Brauer et al., 2016</xref>; <xref ref-type="bibr" rid="B50">Nobori et al., 2018</xref>). Indeed, suppression of phosphate transport through the PHT1;4 uptake transporter in roots is regulated downstream of MAMP recognition by BIK1 and PBL1 receptor-like cytosolic kinases and influences infection by <italic>Ralstonia solanacearum</italic> (<xref ref-type="bibr" rid="B18">Dindas et al., 2022</xref>). On the pathogen side, <italic>P. syringae</italic> DC3000 sulfur starvation responses are induced when plants are pre-treated with flg22 indicating that bacteria may sense the nutritional shift in plants during immune activation (<xref ref-type="bibr" rid="B40">Lovelace et al., 2018</xref>). The pH of the plant rhizosphere is manipulated by bacterial release of gluconic acid and influenced by bacterial amino acid synthesis, which has a direct impact on root defense responses and microbiome profiles (<xref ref-type="bibr" rid="B69">Yu et al., 2019</xref>; <xref ref-type="bibr" rid="B39">Liu et al., 2021</xref>). This indicates the dynamic interplay between plant nutrition status and plant-microbe interactions.</p>
<p>At the cellular level, MAMP recognition induces transient influx of Ca<sup>2+</sup>, H<sup>+</sup>, and efflux of K<sup>+</sup>, Cl<sup>&#x2013;</sup>, and NO3<sup>&#x2013;</sup> (<xref ref-type="bibr" rid="B27">Jeworutzki et al., 2010</xref>). Cation transport contributes to the rate but not the extent of membrane depolarization which is primarily mediated by anions (<xref ref-type="bibr" rid="B26">Jabs et al., 1997</xref>; <xref ref-type="bibr" rid="B27">Jeworutzki et al., 2010</xref>; <xref ref-type="bibr" rid="B8">Brauer et al., 2016</xref>). Cation fluxes through La<sup>3+</sup>-sensitive channels are essential to trigger MAMP-triggered plasma membrane depolarization and defense compound production (<xref ref-type="bibr" rid="B26">Jabs et al., 1997</xref>; <xref ref-type="bibr" rid="B27">Jeworutzki et al., 2010</xref>). While these effects are attributed to Ca<sup>2+</sup>-depending signaling, La<sup>3+</sup> blocks both Ca<sup>2+</sup> and K<sup>+</sup> channels in plants and thus a more nuanced understanding of the relationship between cation fluxes and immune signaling is warranted (<xref ref-type="bibr" rid="B67">Terry et al., 1992</xref>). For example, K<sup>+</sup> levels influence the sensitivity of the plasma membrane to flg22, potentially through its influence on membrane polarity (<xref ref-type="bibr" rid="B14">Chi et al., 2021</xref>). Mn<sup>2+</sup> homeostasis also changes in response to flg22 which could impact cofactor availability for ILK1 as well as tyrosine phosphorylation of pattern recognition receptors such as the lipid MAMP-binding LORE receptor and the elf18-binding EFR receptor (<xref ref-type="bibr" rid="B43">Macho et al., 2015</xref>; <xref ref-type="bibr" rid="B41">Luo et al., 2020</xref>). In mammals, cation leakage from pore-forming toxins or atypical cation pore formation is detected by the cell to induce MAPK signaling (<xref ref-type="bibr" rid="B32">Kloft et al., 2009</xref>; <xref ref-type="bibr" rid="B52">Olabisi et al., 2016</xref>). In plants, recent work indicates that the NB-LRRs form cation-conducting channels in the plasma membrane upon avirulence factor recognition to activate ETI (<xref ref-type="bibr" rid="B31">Kim N.H. et al., 2022</xref>). These resistosome channels can conduct calcium, but may also conduct other cations (<xref ref-type="bibr" rid="B31">Kim N.H. et al., 2022</xref>). The signaling mechanisms connecting cation efflux with downstream activation of ETI signaling remains unclear but could involve similar mechanisms as PTI. For example, cation-induced changes in plasma membrane polarity influences the voltage-regulated vacuolar two-pore channels and potassium channels including GORK and SKOR (<xref ref-type="bibr" rid="B34">Kurusu et al., 2005</xref>; <xref ref-type="bibr" rid="B68">Wu et al., 2018</xref>). Membrane polarity also influences membrane fluidity and the microdomains in which immune signaling proteins are recruited and thus disruption of these microdomains or protein interactions therein could trigger signaling pathways leading to defense induction (<xref ref-type="bibr" rid="B44">Malinsky et al., 2016</xref>). Alternatively, cations movement may be sensed directly as has been recently demonstrated during salt stress, where GIPC sphingolipids bind Na<sup>+</sup> ions to activate Ca<sup>2+</sup> influx channels and downstream signaling pathways regulating root growth (<xref ref-type="bibr" rid="B28">Jiang et al., 2019</xref>). Our understanding of the influence of cation fluxes on inducible immunity remains unclear, but the recent breakthroughs in our understanding of resistosomes will no doubt advance our progress in this area.</p>
<p>This work improves our understanding of the atypical protein kinases and reinforces the notion that functionally relevant alternative protein kinase mechanisms exist. Further characterization of the ILK family and their role as either scaffolding proteins or protein kinases will help to illuminate the function of these pseudokinases in plant defense and stress responses.</p>
</sec>
<sec id="S4">
<title>Methods</title>
<sec id="S4.SS1">
<title>Protein Purification and Protein Microarray</title>
<p>The ILK1-V5 and ILK1D319N-V5 proteins were purified as described previously and protein purity was validated by mass spectrometry indicating a lack of background kinases within the samples (<xref ref-type="bibr" rid="B10">Brauer et al., 2014</xref>, <xref ref-type="bibr" rid="B8">2016</xref>). Both Mn<sup>2+</sup> and Mg<sup>2+</sup> (5 mM) were included during ILK1 incubation on the arrays as cofactors and the experiment was conducted in triplicate as described in <xref ref-type="bibr" rid="B8">Brauer et al. (2016)</xref>. Briefly, protein microarrays (AtPMA-5000 and AtPMA-10000) were blocked in TBS-T [20 mM Tris, 137 mM NaCl, 0.1% (v/v) Tween-20) with 1% (w/v) BSA for 1 h, drained, and kept in a humid chamber. 150 &#x03BC;l of purified ILK1 or cleavage buffer (both mixed with 1% (w/v) BSA and 5 mM MgCl2 and MnCl2) were applied to the slides for 1.5 h. Slides were washed in washing buffer (PBS, 5 mM MgCl2, and MnCl2, 0.05% (v/v) Triton X-100, 5% (v/v) glycerol, 1% (w/v) BSA], incubated with 500 &#x03BC;l Cy5-conjugated anti-V5 antibody (1:8,000, Agrisera) for 30 min, washed and incubated with 500 &#x03BC;l &#x03B1;-rabbit-DyLight649 (1:10,000, Jackson Immuno Research) for 30 min and washed with the same buffer once again. Slides were dipped in water, spun-dried, and scanned in a Scanarray<sup>&#x00AE;</sup> express scanner (Perkin Elmer); images were processed using GenePix<sup>&#x00AE;</sup> Pro 7 Acquisition and Analysis Software (Molecular Devices) as described in <xref ref-type="bibr" rid="B54">Popescu et al. (2009)</xref>. We performed three experiments using ILK1 as a probe and two experiments without probe as a control.</p>
</sec>
<sec id="S4.SS2">
<title>Protein Microarray Bioinformatics</title>
<p>To analyze candidates with stronger binding signals than the control we implemented in Matlab a cross-array normalization method followed by a statistical testing method. All microarrays (probe and control) datasets were normalized using a linear regression model as follows: (1) background median intensity was subtracted from signal median intensity; (2) linear regression coefficients for each probe and control pairs were calculated: <inline-formula><mml:math id="INEQ3"><mml:mrow><mml:mrow><mml:mo>{</mml:mo><mml:mover accent="true"><mml:mi>a</mml:mi><mml:mo stretchy="false">^</mml:mo></mml:mover><mml:mo>,</mml:mo><mml:mover accent="true"><mml:mi>b</mml:mi><mml:mo stretchy="false">^</mml:mo></mml:mover><mml:mo>}</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mrow><mml:munder><mml:mtext>argmin</mml:mtext><mml:mrow><mml:mi>i</mml:mi><mml:mo>&#x2208;</mml:mo><mml:mrow><mml:mo stretchy="false">{</mml:mo><mml:mn>1</mml:mn><mml:mo>.</mml:mo><mml:mo>.</mml:mo><mml:mi>N</mml:mi><mml:mo stretchy="false">}</mml:mo></mml:mrow></mml:mrow></mml:munder><mml:mrow><mml:mo stretchy="false">{</mml:mo><mml:msup><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mrow><mml:msub><mml:mi>y</mml:mi><mml:mi>P</mml:mi></mml:msub><mml:mo>&#x2062;</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>i</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow><mml:mo>-</mml:mo><mml:mrow><mml:mi>a</mml:mi><mml:mo>&#x2062;</mml:mo><mml:msub><mml:mi>y</mml:mi><mml:mi>C</mml:mi></mml:msub><mml:mo>&#x2062;</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>i</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow><mml:mo>-</mml:mo><mml:mi>b</mml:mi></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">}</mml:mo></mml:mrow></mml:mrow></mml:mrow></mml:math></inline-formula>, where <italic>N</italic> is the number of proteins printed on the microarray; 3) &#x201C;between arrays&#x201D; normalization was performed using a linear transformation of probe datasets (using the estimated regression coefficients) and scaling of control datasets: <inline-formula><mml:math id="INEQ4"><mml:mrow><mml:mrow><mml:msubsup><mml:mtext mathvariant="bold-italic">y</mml:mtext><mml:mi>P</mml:mi><mml:mo>&#x2032;</mml:mo></mml:msubsup><mml:mo>&#x2062;</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>j</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow><mml:mo>=</mml:mo><mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mrow><mml:msub><mml:mtext mathvariant="bold-italic">y</mml:mtext><mml:mi>P</mml:mi></mml:msub><mml:mo>&#x2062;</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>j</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow><mml:mo>-</mml:mo><mml:mrow><mml:mover accent="true"><mml:mi>b</mml:mi><mml:mo stretchy="false">^</mml:mo></mml:mover><mml:mo>&#x2062;</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>j</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>/</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mover accent="true"><mml:mi>a</mml:mi><mml:mo stretchy="false">^</mml:mo></mml:mover><mml:mo>&#x2062;</mml:mo><mml:msup><mml:mrow><mml:mo>(</mml:mo><mml:mi>j</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>&#x002A;</mml:mo></mml:msup><mml:mo>&#x2062;</mml:mo><mml:mi>m</mml:mi><mml:mo>&#x2062;</mml:mo><mml:mi>e</mml:mi><mml:mo>&#x2062;</mml:mo><mml:mi>a</mml:mi><mml:mo>&#x2062;</mml:mo><mml:mi>n</mml:mi><mml:mo>&#x2062;</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:msub><mml:mtext mathvariant="bold-italic">y</mml:mtext><mml:mi>C</mml:mi></mml:msub><mml:mo>&#x2062;</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mi>j</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:mrow></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="INEQ5"><mml:mrow><mml:mrow><mml:msubsup><mml:mtext mathvariant="bold-italic">y</mml:mtext><mml:mi>C</mml:mi><mml:mo>&#x2032;</mml:mo></mml:msubsup><mml:mo>&#x2062;</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>j</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow><mml:mo>=</mml:mo><mml:mrow><mml:msub><mml:mtext mathvariant="bold-italic">y</mml:mtext><mml:mi>C</mml:mi></mml:msub><mml:mo>&#x2062;</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>j</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:mrow></mml:math></inline-formula>/ <inline-formula><mml:math id="INEQ7"><mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:msub><mml:mtext mathvariant="bold-italic">y</mml:mtext><mml:mi>C</mml:mi></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>j</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:mrow></mml:math></inline-formula>, <italic>j</italic> = 1..<italic>M</italic>, the number of (probe, control) pair datasets. To select probe binding candidates we used a one-side <italic>t</italic>-test: <inline-formula><mml:math id="INEQ8"><mml:mrow><mml:mo>=</mml:mo><mml:mstyle scriptlevel='+1'><mml:mfrac bevelled='true'><mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:msub><mml:mrow><mml:mover accent='true'><mml:mtext mathvariant="bold-italic">y</mml:mtext><mml:mo stretchy='true'>&#x00AF;</mml:mo></mml:mover></mml:mrow><mml:mi>P</mml:mi></mml:msub><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mrow><mml:mover accent='true'><mml:mtext mathvariant="bold-italic">y</mml:mtext><mml:mo stretchy='true'>&#x00AF;</mml:mo></mml:mover></mml:mrow><mml:mi>C</mml:mi></mml:msub></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mrow><mml:msub><mml:mtext mathvariant="bold-italic">s</mml:mtext><mml:mrow><mml:msub><mml:mrow><mml:mover accent='true'><mml:mi>y</mml:mi><mml:mo stretchy='true'>&#x00AF;</mml:mo></mml:mover></mml:mrow><mml:mi>P</mml:mi></mml:msub><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mrow><mml:mover accent='true'><mml:mi>y</mml:mi><mml:mo stretchy='true'>&#x00AF;</mml:mo></mml:mover></mml:mrow><mml:mi>C</mml:mi></mml:msub></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:math></inline-formula>, where <inline-formula><mml:math id="INEQ9"><mml:mrow><mml:msub><mml:mtext mathvariant="bold-italic">s</mml:mtext><mml:mrow><mml:msub><mml:mrow><mml:mover accent='true'><mml:mi>y</mml:mi><mml:mo stretchy='true'>&#x00AF;</mml:mo></mml:mover></mml:mrow><mml:mi>P</mml:mi></mml:msub><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mrow><mml:mover accent='true'><mml:mi>y</mml:mi><mml:mo stretchy='true'>&#x00AF;</mml:mo></mml:mover></mml:mrow><mml:mi>C</mml:mi></mml:msub></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>is the standard error of the difference between the means; using pooled variance and 5% significance level (due to the small sample set). We controlled type II errors by applying an FDR method (<xref ref-type="bibr" rid="B63">Storey et al., 2002</xref>).</p>
</sec>
<sec id="S4.SS3">
<title>Kinase Client Assay</title>
<p>The same ILK1 purified proteins that were used for the protein microarray were also used for the KiC as described previously (<xref ref-type="bibr" rid="B2">Ahsan et al., 2013</xref>; <xref ref-type="bibr" rid="B8">Brauer et al., 2016</xref>). Peptide spectral matches were evaluated primarily using the XCorr scoring function of SEQUEST, employing a 1% false discovery rate for a randomized database of the peptide library. Phosphorylation-site localization was performed using phosphoRS (pRS) (Proteome Discoverer, v1.0.3, Thermo Fisher). An empty vector was used as a control against the 2.1k peptide library, peptides that overlapped with the empty vector control were excluded as potential clients, as these likely represented &#x201C;background&#x201D; kinase activities as described in <xref ref-type="bibr" rid="B8">Brauer et al. (2016)</xref>.</p>
</sec>
<sec id="S4.SS4">
<title>Annotation and Enrichment Analysis</title>
<p>To determine functional enrichment for ILK1 interactors or ILK1 phosphorylation targets within a dataset, the PANTHER GO Term Enrichment<sup><xref ref-type="fn" rid="footnote1">1</xref></sup> was used with a cut-off value of <italic>p</italic> &#x003C; 0.05.</p>
<p>Enrichment was measured against both the entire Arabidopsis genome as the background or using the genes specifically present in the KiC library or protein microarray.</p>
</sec>
</sec>
<sec id="S5" sec-type="data-availability">
<title>Data Availability Statement</title>
<p>The original contributions presented in this study are included in the article/<xref ref-type="supplementary-material" rid="DS1">Supplementary Material</xref>, further inquiries can be directed to the corresponding author/s.</p>
</sec>
<sec id="S6">
<title>Author Contributions</title>
<p>EB and SP conceived of the study and designed the experiments. EB and NA conducted the proteomic experiments. EB, NA, and GP analyzed the data. EB wrote the manuscript. All authors interpreted the data and contributed to writing the manuscript.</p>
</sec>
<sec id="conf1" sec-type="COI-statement">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="pudiscl1" 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>
<sec id="S7" sec-type="funding-information">
<title>Funding</title>
<p>This work was supported by a post-graduate fellowship to EB from the National Science and Engineering Research Council of Canada and by the National Science Foundation under project grants no. IOS-1025642 to SP and no. IOS-2048410 to JT. The USDA-National Institute of Food and Agriculture Hatch project MIS-145120 and 043040 and the Mississippi Agricultural &#x0026; Forestry Experiment Station to SP provided funding for this work. GP acknowledges the support from the USDA-Agricultural Research Unit through the Big Data: Biocomputing, Bioinformatics, and Biological Discovery project 6066-21310-004-25S.</p>
</sec>
<sec id="S8" sec-type="supplementary-material">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fpls.2022.931324/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fpls.2022.931324/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.docx" id="DS1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Table_1.xlsx" id="TS1" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Table_2.xlsx" id="TS2" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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