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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Microbiol.</journal-id>
<journal-title>Frontiers in Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">1664-302X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmicb.2022.792315</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Microbiology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Hybrid Histidine Kinase WelA of <italic>Sphingomonas</italic> sp. WG Contributes to WL Gum Biosynthesis and Motility</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Li</surname> <given-names>Hui</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/919687/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Chen</surname> <given-names>Mengqi</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhang</surname> <given-names>Zaimei</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Li</surname> <given-names>Benchao</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Liu</surname> <given-names>Jianlin</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Xue</surname> <given-names>Han</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Ji</surname> <given-names>Sixue</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Guo</surname> <given-names>Zhongrui</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Wang</surname> <given-names>Jiqian</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1505201/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Zhu</surname> <given-names>Hu</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="c002"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/617088/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>State Key Laboratory of Heavy Oil Processing and Centre for Bioengineering and Biotechnology, China University of Petroleum (East China)</institution>, <addr-line>Qingdao</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Engineering Research Center of Industrial Biocatalysis, Fujian Province Universities, College of Chemistry and Materials Science, Fujian Normal University</institution>, <addr-line>Fuzhou</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Hari S. Misra, Bhabha Atomic Research Centre (BARC), India</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Ravikumar Sambandam, Aarupadai Veedu Medical College &#x0026; Hospital, India; Harinder Singh, SVKM&#x2019;s Narsee Monjee Institute of Management Studies, India</p></fn>
<corresp id="c001">&#x002A;Correspondence: Jiqian Wang, <email>jqwang@upc.edu.cn</email></corresp>
<corresp id="c002">Hu Zhu, <email>zhuhu@fjnu.edu.cn</email></corresp>
<fn fn-type="other" id="fn004"><p>This article was submitted to Microbial Physiology and Metabolism, a section of the journal Frontiers in Microbiology</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>01</day>
<month>03</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>13</volume>
<elocation-id>792315</elocation-id>
<history>
<date date-type="received">
<day>10</day>
<month>10</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>08</day>
<month>02</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2022 Li, Chen, Zhang, Li, Liu, Xue, Ji, Guo, Wang and Zhu.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Li, Chen, Zhang, Li, Liu, Xue, Ji, Guo, Wang and Zhu</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<p><italic>Sphingomonas</italic> sp. WG produced WL gum with commercial utility potential in many industries. A hybrid sensor histidine kinase/response regulator WelA was identified to regulate the WL gum biosynthesis, and its function was evaluated by gene deletion strategy. The WL gum production and broth viscosity of mutant &#x0394;<italic>welA</italic> was only 44% and 0.6% of wild type strain at 72 h. The transcriptomic analysis of differentially expressed genes showed that WelA was mapped to CckA; ChpT, and CtrA in the CckA-ChpT-CtrA pathway was up-regulated. One phosphodiesterase was up-regulated by CtrA, and the intracellular c-di-GMP was decreased. Most genes involved in WL gum biosynthesis pathway was not significantly changed in &#x0394;<italic>welA</italic> except the up-regulated <italic>atrB</italic> and <italic>atrD</italic> and the down-regulated <italic>pmm</italic>. Furthermore, the up-regulated regulators <italic>ctrA, flaEY</italic>, <italic>flbD</italic>, and <italic>flaF</italic> may participate in the regulation of flagellar biogenesis and influenced motility. These results suggested that CckA-ChpT-CtrA pathway and c-di-GMP were involved in WL gum biosynthesis regulation. This work provides useful information on the understanding of molecular mechanisms underlying WL gum biosynthesis regulation.</p>
</abstract>
<kwd-group>
<kwd><italic>Sphingomonas</italic> sp. WG</kwd>
<kwd>WelA</kwd>
<kwd>regulatory pathway</kwd>
<kwd>WL gum</kwd>
<kwd>c-di-GMP</kwd>
<kwd>flagellar assembly</kwd>
</kwd-group>
<counts>
<fig-count count="6"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="64"/>
<page-count count="14"/>
<word-count count="9884"/>
</counts>
</article-meta>
</front>
<body>
<sec id="S1" sec-type="intro">
<title>Introduction</title>
<p>Exopolysaccharides (EPSs) secreted by many bacterial strains are ubiquitous and have a wide range of industrial applications, including emulsification, thickening, and pharmaceutical applications (<xref ref-type="bibr" rid="B22">Kumar et al., 2007</xref>; <xref ref-type="bibr" rid="B15">Freitas et al., 2011</xref>; <xref ref-type="bibr" rid="B49">Schmid et al., 2015</xref>). Several EPSs such as xanthan, gellan, curdlan, and succinoglucan have been commercially produced and applied in recent years (<xref ref-type="bibr" rid="B29">Lelchat et al., 2015</xref>). Sphingans such as gellan, S-88, welan, and diutan are EPSs produced by the genus <italic>Sphingomonas</italic> sp. They have a similar repeating tetrasaccharide backbone structure as glucose-glucuronic acid-glucose-rhamnose or mannose (<xref ref-type="bibr" rid="B12">Fialho et al., 2008</xref>). It has been proved that the known sphingans with special side chains have unique rheological characteristics and commercial applications in petroleum, food, concrete, and pharmaceutical industries as gelling, emulsifiers, stabilizers, and viscosifiers agents (<xref ref-type="bibr" rid="B12">Fialho et al., 2008</xref>). WL gum was one novel sphingan produced by the strain <italic>Sphingomonas</italic> sp. WG with high viscosity, pseudoplastic behavior, good resistance to high temperature and high concentration of salts, stability to a broad range of pH (1&#x2013;14). As a result, it can be used in food, concrete, enhanced oil recovery, and many other industries (<xref ref-type="bibr" rid="B31">Li et al., 2016b</xref>).</p>
<p>Due to these valuable properties, studies were performed to improve the WL gum production. For example, the medium composition and fermentation parameters optimization strategy has been used, and the WL gum production reached 39.95 g/L, 2.37-fold of the initial production (16.82 g/L) (<xref ref-type="bibr" rid="B34">Li et al., 2018</xref>). However, the normal optimization of the fermentation process is restricted by the physiological limitation of strains. Therefore, metabolic engineering with increased sphingans production or volumetric productivity attracted more attention. A further understanding for the fundamental biosynthesis process and regulation mechanism is critical for genetic and metabolic engineering approaches. In our previous work, the genome of <italic>Sphingomonas</italic> sp. WG was sequenced and annotated (<xref ref-type="bibr" rid="B32">Li et al., 2016a</xref>), and the <italic>wel</italic> cluster for WL gum biosynthesis was predicted. Similar to the previously reported sphingans [gellan gum (<xref ref-type="bibr" rid="B17">Harding et al., 2004</xref>), S88 (<xref ref-type="bibr" rid="B62">Yamazaki et al., 1996</xref>), diutan gum (<xref ref-type="bibr" rid="B9">Coleman et al., 2008</xref>), and welan gum (<xref ref-type="bibr" rid="B50">Schmid et al., 2014</xref>)], the biosynthesis of WL gum might follow a Wzx/Wzy-dependent pathway and three sequential steps involved: (i) intracellular synthesis of nucleotide-sugar precursors catalyzed by PGM, UGP, UGD, etc.; (ii) assembly of the tetrasaccharide repeating units by different glycosyltransferases; (iii) polymerization of the assembled repeating units to form longer chains and export of the polysaccharide in the general Wzx/Wzy-dependent pathway. Our previous work has characterized the function of some enzymes, including PGM, UGP, and WelK (<xref ref-type="bibr" rid="B33">Li et al., 2019</xref>, <xref ref-type="bibr" rid="B35">2021</xref>). The over-expression of a single gene or gene clusters for other sphingans was also employed to enhance the carbon flux toward the final polymer. However, it had a negative effect in many cases (<xref ref-type="bibr" rid="B54">Thorne et al., 2000</xref>; <xref ref-type="bibr" rid="B46">Sa-Correia et al., 2002</xref>). Therefore, the elucidation of the regulation mechanism of sphingan biosynthesis will allow the understanding of the bottlenecks of the sphingan biosynthesis pathway and provide the target for metabolic engineering.</p>
<p>The putative protein GelA, which is homologous to hybrid sensor kinase and response regulatory protein, was supposed to be involved in the gellan biosynthesis regulation because the mutants were non-mucoid on solid YM medium (<xref ref-type="bibr" rid="B17">Harding et al., 2004</xref>; <xref ref-type="bibr" rid="B12">Fialho et al., 2008</xref>). The over-expression of <italic>gelA</italic> in <italic>Sphingomonas elodea</italic> resulted in enhanced gellan biosynthesis, which might be related to the increased transportation of sugar units through comparative two-dimensional gel electrophoresis analysis (<xref ref-type="bibr" rid="B27">Lee et al., 2017</xref>). However, the signaling pathway of GelA in the regulation of gellan gum biosynthesis was still unclear. <italic>welA</italic>, a homologous version of <italic>gelA</italic> (78% identity), is annotated in the draft genome of <italic>Sphingomonas</italic> sp. WG and proposed to encode the regulator for WL gum biosynthesis. Therefore, in this work, <italic>welA</italic> was knocked out from the genome of <italic>Sphingomonas</italic> sp. WG and its effects on WL gum production were investigated. Furthermore, the transcriptomic analysis was performed between the wild strain and the mutant strain with the aim of better understanding the metabolic pathways such as motility and WL gum biosynthesis regulated by WelA. The results obtained in this manuscript provided useful information on molecular mechanisms underlying the regulation of WL gum biosynthesis.</p>
</sec>
<sec id="S2" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="S2.SS1">
<title>Strains, Plasmids, Culture Conditions, and Chemicals</title>
<p>The strain <italic>Sphingomonas</italic> sp. WG (CCTCC No. M2013161) was maintained on Luria-Bertani (LB) agar slants at 4&#x00B0;C and was activated in seed medium (10 g/L glucose, 1 g/L yeast extract (YE), 5 g/L tryptone, 2 g/L KH<sub>2</sub>PO<sub>4</sub>, and 0.1 g/L MgSO<sub>4</sub>) at 28&#x00B0;C. The activated strain was sequentially transferred to a 250 mL flask containing 50 mL fermentation medium (67 g/L glucose, 3.4 g/L YE, 3 g/L K<sub>2</sub>HPO<sub>4</sub>, 0.1 g/L MgSO<sub>4</sub>, pH 7.0; <xref ref-type="bibr" rid="B64">Zhou et al., 2017</xref>), and incubated at 32&#x00B0;C, 150 rpm for 72 h to produce WL gum. To amplify the recombinant plasmid DNA, <italic>Escherichia coli</italic> DH5&#x03B1; was chosen as the host strain, and related recombinant <italic>E. coli</italic> DH5&#x03B1; strains were the donor strains in bacterial conjugation. <italic>E.</italic> coli DH5&#x03B1; was cultivated at 37&#x00B0;C in LB medium supplemented with tetracycline or gentamicin when necessary. The plasmid pJQ200SK containing the <italic>sacB</italic> gene as the counter-selectable marker (<xref ref-type="bibr" rid="B43">Pelicic et al., 1996</xref>) was applied to construct the <italic>welA</italic> deletion strain &#x25B3;<italic>welA</italic>. The plasmid pBBR1MCS-3 (<xref ref-type="bibr" rid="B21">Kovach et al., 1995</xref>) was used to introduce <italic>welA</italic> gene into the &#x25B3;<italic>welA</italic> to construct the complemented strain &#x25B3;<italic>welA</italic>/pBBR1MCS-3-<italic>welA</italic>. The plasmid pET32a<sup>(+)</sup> and <italic>E. coli</italic> BL21(DE3) were used to express the possible diguanylate phosphodiesterase encoded by Gene 1094. Both plasmids pJQ200SK and pBBR1MCS-3 were obtained from Wuhan Miaoling Bioscience and Technology Co., Ltd. Enzymes used in molecular cloning, including restriction enzymes, LA Taq DNA polymerase, and the DNA Ligation Kit were obtained from TaKaRa Biotechnology (Dalian, China). KOD FX DNA Polymerase was purchased from TOYOBO (shanghai) Biotech Co., Ltd. Primers were synthesized by Shanghai Sangon Biotechnology (Shanghai, China). All antibiotics used were obtained from Sigma Chemical Co. (St. Louis, MO, United States). Other reagents were obtained from Sinopharm Chemical Reagent Co., Ltd. (Shanghai, China) and Shanghai Macklin Biochemical Co., Ltd.</p>
</sec>
<sec id="S2.SS2">
<title>Bioinformatic Analysis of WelA</title>
<p>Based on the amino acid similarity to GelA in gellan biosynthesis pathway (<xref ref-type="bibr" rid="B17">Harding et al., 2004</xref>), the gene <italic>welA</italic> (Gene 3707) was annotated on the whole genome of <italic>Sphingomonas</italic> sp. WG (GenBank no. LNOS00000000) (<xref ref-type="bibr" rid="B32">Li et al., 2016a</xref>) and its deduced protein WelA was obtained and analyzed by multiple bioinformatical tools. Firstly, the physical and chemical properties, hydrophilicity of WelA were predicted using ProtParam<sup><xref ref-type="fn" rid="footnote1">1</xref></sup> and ProtScale<sup><xref ref-type="fn" rid="footnote2">2</xref></sup> on the ExPASy Server (<xref ref-type="bibr" rid="B58">Wilkins et al., 1999</xref>). Furthermore, the related amino acid sequences were retrieved in the GenBank database using BlastP<sup><xref ref-type="fn" rid="footnote3">3</xref></sup> (<xref ref-type="bibr" rid="B3">Altschul et al., 1990</xref>) program, and the phylogenetic tree was constructed using ClustalX version 2.0 (<xref ref-type="bibr" rid="B25">Larkin et al., 2007</xref>) and the MEGA7 program (<xref ref-type="bibr" rid="B23">Kumar et al., 2016</xref>). The secondary structure prediction and domain architecture analysis were performed by SOPMA<sup><xref ref-type="fn" rid="footnote4">4</xref></sup> (<xref ref-type="bibr" rid="B16">Geourjon and Deleage, 1995</xref>) and SMART<sup><xref ref-type="fn" rid="footnote5">5</xref></sup> (<xref ref-type="bibr" rid="B30">Letunic et al., 2015</xref>), respectively.</p>
</sec>
<sec id="S2.SS3">
<title>Construction of the Mutants &#x25B3;<italic>welA</italic> and the Complemented Strain</title>
<p><italic>welA</italic> gene was knocked out from the chromosome of <italic>Sphingomonas</italic> sp. WG by double homologous recombination methods. Firstly, the upstream and downstream fragments (approximately 1,000 bp) of <italic>welA</italic> were amplified by PCR with primers welA5flFor/welA5flRev and welA3flFor/welA3flRev containing the tails with identity to the ends of each other (underlined) (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>), respectively. Secondly, the obtained fragments were gel purified and fused into one DNA fragment with the help of their tails by fusing PCR reaction using &#x201C;nested&#x201D; primers welAdelFor/welAdelRev containing <italic>Sac</italic>I and <italic>Xba</italic>I recognition sites (underlined). Thirdly, the resulting fusion product was inserted into the <italic>Sac</italic>I-<italic>Xba</italic>I digested pJQ200SK to obtain the recombinant plasmid pJQ200SK-&#x25B3;<italic>welA</italic>. Finally, the pJQ200SK-&#x25B3;<italic>welA</italic> was transferred into <italic>Sphingomonas</italic> sp. WG from <italic>E. coli</italic> DH5&#x03B1; by triparental conjugal mating with the help of <italic>E. coli</italic> pRK2013. The single-crossover recombinants were screened by streptomycin and gentamicin. The deletion strains that undergo double-crossover recombination were screened on LB plates supplemented with 5% sucrose since single-crossover recombinants bearing the <italic>sacB</italic> gene are lethal in the presence of sucrose. The single-crossover recombinants were identified by PCR using two pairs of primers welA5flFor/welAinRev and welAinFor/welA3flRev, and the deletion strain &#x25B3;<italic>welA</italic> was confirmed by PCR using welAinFor/welAinRev as primers.</p>
<p>A <italic>welA</italic> fragment was inserted into the plasmid pBBR1MCS-3 to complement the <italic>welA</italic> gene. The ORF of <italic>welA</italic> was obtained by PCR using the <italic>Sphingomonas</italic> sp. WG genomic DNA as the template and welAexFor/welAexRev (The underlined parts were <italic>Xho</italic>I and <italic>Xba</italic>I recognition sties) as primers. Subsequentially, the gel-purified PCR product was digested by <italic>Xho</italic>I and <italic>Xba</italic>I and ligated into the linearized pBBR1MCS-3. The recombinant plasmid pBBR1MCS-3-<italic>welA</italic> was confirmed by colony PCR and DNA sequencing. Finally, the complemented strain of &#x25B3;<italic>welA</italic> with pBBR1MCS-3-<italic>welA</italic> was obtained by triparental conjugal mating and screened on LB supplemented with streptomycin and tetracycline. The complemented strain designated as &#x25B3;<italic>welA</italic>/pBBR1MCS-3-<italic>welA</italic> was further identified by colony PCR using the specific primers welAinFor/welAinRev for partial <italic>welA</italic> gene. The wild type containing the empty vector pBBR1MCS-3 named as WT/pBBR1MCS-3 was constructed through triparental conjugal mating using the method as described in our previous work (<xref ref-type="bibr" rid="B35">Li et al., 2021</xref>).</p>
</sec>
<sec id="S2.SS4">
<title>Measurement of Cell Growth, Broth Viscosity, Exopolysaccharide Production of Different <italic>Sphingomonas</italic> sp. WG Strains</title>
<p>To elucidate the possible role of WelA in the EPS production, four different strains, wild-type of <italic>Sphingomonas</italic> sp. WG (WT), &#x25B3;<italic>welA,&#x25B3;welA</italic>/pBBR1MCS-3-<italic>welA</italic> and WT/pBBR1MCS-3 were cultivated in 50 mL fermentation medium in 250 mL shake flasks at 32.5&#x00B0;C, 200 rpm for different time. The fermentation parameters such as the biomass, the WL gum production, and the fermentation broth viscosity were measured as previously described (<xref ref-type="bibr" rid="B34">Li et al., 2018</xref>). The specific growth rate &#x03BC; and time for the bacterial population to double (tD) were calculated according to the growth curve. The EPS production was determined with the phenol-sulfuric acid colorimetric method described previously using glucose as the standard (<xref ref-type="bibr" rid="B64">Zhou et al., 2017</xref>). The viscosity of fermentation broth was measured on a Brookfield Viscometer DV-III equipped with an ultra-low adaptor (Brookfield Engineering Laboratories) using the rotor spindle LV3 at 5 rpm at 25&#x00B0;C.</p>
</sec>
<sec id="S2.SS5">
<title>Motility Assay of Different Strains in Semisolid Agar</title>
<p>The WT, &#x25B3;<italic>welA</italic>, and &#x25B3;<italic>welA</italic>/pBBR1MCS-3-<italic>welA</italic> strains were cultured in the LB medium at 30&#x00B0;C until OD<sub>600</sub> was 0.6. The motility was tested on SIM media or fermentation medium supplemented with 0.3% (for swimming motility) and 0.5% (for swarming motility) of agar where 5 &#x03BC;L of bacterial suspension was dropped in each plate center and inoculated for 72 h (for swimming motility) and for 168 h (for swarming motility) at 28&#x00B0;C. The radius of circles formed by bacterial migration was measured to express the motility.</p>
</sec>
<sec id="S2.SS6">
<title>RNA Extraction, cDNA Library Construction, Illumina Deep Sequencing, and Data Analysis</title>
<p>Cells of WT and &#x25B3;<italic>welA</italic> at the exponential phase (about 16 h of fermentation) were collected and harvested by centrifugation, respectively. Total RNA was extracted using RNAiso Plus (TaKaRa Biotechnology Company, China), and RNA integrity was assessed by an Agilent 2100 Bioanalyzer system (Agilent Technologies, CA, United States). RNA with a RIN value higher than 8.0 was chosen to produce a transcriptome library. According to the manufacturer&#x2019;s instructions, cDNA libraries were generated using a NEBNext Ultra Directional RNA library prep kit for Illumina (NEB, United States). The cDNA library was sequenced on an Illumina sequencing platform (Illumina HiSeq&#x2122; 4000 platform) by the Shanghai Personal Biotechnology Co., Ltd. Library quality was assessed on an Agilent Bioanalyzer 2100 system.</p>
<p>Raw data (raw reads) in fastq format were filtered by removing low-quality reads, reads containing adapters, and ploy-N to obtain high-quality clean data used in all downstream analyses. The high-quality clean reads were mapped to the reference genome of <italic>Sphingomonas</italic> sp. WG (GenBank no. LNOS00000000) using Bowtie2-2.2.3 (<xref ref-type="bibr" rid="B24">Langmead and Salzberg, 2012</xref>). The level of gene expression was estimated by FPKM (Fragments Per Kilo bases per Million fragment). Differential expression analysis of the two groups (WT as the control and &#x25B3;<italic>welA</italic> as the experiment group) was performed using the DESeq (version 1.18.0) (<xref ref-type="bibr" rid="B4">Anders and Huber, 2010</xref>). Genes with a minimal twofold difference in expression (| log2 fold change (FC)| &#x2265; 1) and <italic>p</italic>-value &#x003C; 0.05 were identified as differentially expressed genes (DEGs). Thus, the number of up-regulated and down-regulated genes was calculated based on the log<sub>2</sub>FC value.</p>
<p>DEGs with similar expression patterns were clustered by the Pheatmap R package using the Complete Linkage method. Furthermore, functional enrichment analysis was performed by Gene Ontology (GO) and KEGG enrichment analysis. For GO enrichment analysis, each DEG was mapped to GO terms in the Gene Ontology database<sup><xref ref-type="fn" rid="footnote6">6</xref></sup> by topGO (<xref ref-type="bibr" rid="B2">Alexa et al., 2006</xref>). The DEGs were also mapped to the KEGG orthology terms in the KEGG pathway database<sup><xref ref-type="fn" rid="footnote7">7</xref></sup> using the KOBAS software (<xref ref-type="bibr" rid="B7">Bu et al., 2021</xref>).</p>
</sec>
<sec id="S2.SS7">
<title>Experimental Validation of Gene Expression by Quantitative Real-Time PCR (qRT-PCR)</title>
<p>The expressional levels of 10 typical DEGs identified by RNA-Seq were examined using qRT-PCR. Total RNA of WT and &#x25B3;<italic>welA</italic> cultured for 16 h were reverse-transcribed by a PrimeScript<sup>&#x00AE;</sup> RT Reagent Kit with gDNA Eraser (Perfect Real Time) (TaKaRa, Dalian, China) according to the manufacturer&#x2019;s instructions. qRT-PCR was performed using the primers listed in <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 2</xref> with a TB Green<sup>&#x00AE;</sup>Premix Ex Taq&#x2122; II (Tli RNaseH Plus) kit (TaKaRa, Dalian, China) on ABI 7500 instrument (Applied Biosystems). The qRT-PCR reaction system and conditions were the same as described in our previous work (<xref ref-type="bibr" rid="B34">Li et al., 2018</xref>). The relative expression of each gene was calculated according to the 2<sup>&#x2013;&#x0394;&#x0394;</sup> <sup>Ct</sup> formula, and the 16S rRNA gene served as an internal standard to standardize results. The expression of each gene was repeatedly detected at least three times. The data are expressed as arithmetic means &#x00B1; the standard deviation.</p>
</sec>
<sec id="S2.SS8">
<title>Quantitation of Intracellular c-di-GMP by HPLC-MS/MS</title>
<p>Firstly, WT, &#x25B3;<italic>welA, and</italic> &#x25B3;<italic>welA/</italic>pBBR1MCS-<italic>welA</italic> were cultured in fermentation media for about 12 h and harvested by centrifugation, respectively. Secondly, nucleotide extraction was carried out as previously reported (<xref ref-type="bibr" rid="B41">Newell et al., 2011</xref>) and was resuspended in 500 &#x03BC;L water under vigorous vortexing. Finally, the concentration of c-di-GMP was analyzed by reversed phase-coupled HPLC-MS/MS on a Waters Xevo TQ-S Triple Quad Mass Spectrometer using the method reported by <xref ref-type="bibr" rid="B53">Spangler et al. (2010)</xref>.</p>
<p>Heterologous expression of possible diguanylate phosphodiesterase encoded by Gene 1094 in <italic>E. coli</italic> BL21 (DE3) and its activity assay.</p>
<p>Firstly, the recombinant expression plasmid was constructed. the ORF of Gene 1094 was amplified by PCR using the <italic>Sphingomonas</italic> sp. WG genomic DNA as the template and gene1094exFor/gene1094exRev containing <italic>Bam</italic>HI and <italic>Hin</italic>dIII recognition sties as primers (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>). Sequentially, PCR product was gel-purified, digested by <italic>Bam</italic>HI and <italic>Hin</italic>dIII and ligated into the linearized pET32a<sup>(+)</sup>. The recombinant plasmid pET32a-1094 was confirmed by PCR using gene1094exFor/gene1094exRev as primers and DNA sequencing. Secondly, the recombinant plasmid was transformed into the <italic>E. coli</italic> BL21 (DE3) host to obtain the expression strain. Thirdly, the protein expression was induced by 0.8 mM isopropyl-D-thiogalactopyranoside (IPTG) at 28&#x00B0;C for 16 h in accordance with the pET system manual (Novagen, Germany). The cells untreated with IPTG was used as the control group. Then the crude enzyme samples were obtained by ultrasonic disruption of the cells, centrifugation and ultrafiltration. The samples were analyzed by sodium dodecyl sulfate&#x2013;polyacrylamide gel electrophoresis (SDS-PAGE) to confirm the expression of the target protein.</p>
<p>Finally, the hydrolysis reaction of c-di-GMP was carried out in the mixture as follows: 50 mM Tris-HCl buffer (pH 9.35) containing 50 mM NaCl, 5 mM MgCl<sub>2</sub> and 0.5 mM EDTA, 100 &#x03BC;M c-di-GMP as the substrate and the crude enzyme. The reaction was performed at 37&#x00B0;C for 2 h and was terminated by heating the samples at 100&#x00B0;C for 3 min. The precipitated proteins were removed by centrifugation at 16,000 &#x00D7; <italic>g</italic> and the obtained supernatant was filtered using a 0.22 &#x03BC;m membrane and analyzed by an HPLC instrument (Agilent 1260 Infinity II) equipped with a ZORBAX SB-C18 column (15 &#x00D7; 4.6 mm) and detected at 254 nm. The mobile phase A was 100 mM KH<sub>2</sub>PO<sub>4</sub> containing 4 mM tetrabutylammonium hydrogen sulfate, and mobile phase B contained 75% phase A and 25% methanol. The phase B content in mobile phase was gradient from 0 to 30% from 2.5 to 5 min; 30 to 60% from 5 to 10 min; 60 to 100% from 10 to 14 min and at 100% for 7 min, then from 100 to 50% from 21 to 22 min and finally to 0 at 23 min. c-di-GMP was used as the standard. The enzyme activity (1 U) was defined as the amounts of enzyme required to hydrolyze 1 &#x03BC;M c-di-GMP per minute in 1 ml reaction mixture.</p>
</sec>
</sec>
<sec id="S3" sec-type="results">
<title>Results</title>
<sec id="S3.SS1">
<title>Bioinformatical Analysis of WelA</title>
<p>One putative hybrid sensor histidine kinase (HK)/response regulator (RR) encoding gene <italic>welA</italic> was annotated in the genome of <italic>Sphingomonas</italic> sp. WG (<xref ref-type="bibr" rid="B32">Li et al., 2016a</xref>). The length of the open reading frame of <italic>welA</italic> was 2,385 bp, and therefore, the deduced protein WelA contained 794 amino acids. According to the predicted results of ProtParam, the calculated molecular mass and pI of WelA were 84.5 kDa and 5.14, respectively. The secondary structure prediction results by SOMPA showed the percentages of &#x03B1;-helix, extended strand, &#x03B2; turn, and random coil predicted were about 42.57, 18.14, 6.30, and 33.00. Structural domain analysis by SMART showed that this protein contains two PAS domains (residue 76&#x2013;145 and residue 293&#x2013;358), a HisKA domain (residue 418&#x2013;484), a HATPase_c domain (residue 525&#x2013;653), and a REC domain (residue 676&#x2013;787), suggesting that this protein had both HK and RR domains and might be a hybrid sensor HK/RR. Besides, it also had two transmembrane regions (residue 15&#x2013;34 and 41&#x2013;63), indicating that it might be associated with the cell membrane.</p>
<p>Subsequently, proteins homologous to WelA were retrieved from the Swissprot database by the BLASTp program. A phylogenetic tree was constructed by ClustalX multiple sequence alignment program version 2.0 (<xref ref-type="bibr" rid="B25">Larkin et al., 2007</xref>) and MEGA 7 program (<xref ref-type="bibr" rid="B23">Kumar et al., 2016</xref>; <xref ref-type="fig" rid="F1">Figure 1A</xref>). WelA from <italic>Sphingomonas</italic> sp. WG showed 50.12% identity with the hybrid sensor HK CckA (Genbank no. P0DOA0.1) (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure 1</xref>) which initiated the conserved CckA&#x2013;ChpT&#x2013;CtrA&#x2013;CpdR regulatory system controlling cell division, replication, and virulence of <italic>Brucella abortus</italic> (<xref ref-type="bibr" rid="B59">Willett et al., 2015</xref>). It also showed similarity to other sensor kinases such as DivL and FixL in varying degrees.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>The phylogenetic analysis of WelA and verification of <italic>welA</italic> knock-out and complemented strain. <bold>(A)</bold> The phylogenetic tree of WelA based on the amino acid sequences. Sequence alignment was conducted by ClustalX2 software, and the tree was generated by MEGA 7 software using the neighbor-joining method. Bootstrap values, expressed as the percentages of 1,000 replications, are given at the branching points when they are higher than 50. Scale bar, 0.20 amino acid substitutions/site. <bold>(B)</bold> Identification of &#x0394;<italic>welA</italic> mutant by PCR using primers welainfor/welainrev for partial <italic>welA</italic> encoding sequence. The PCR templates of different lanes were as follows: Lane 1: WT strain, Lane 2: &#x0394;<italic>welA</italic> mutant. <bold>(C)</bold> Identification of the complemented strain by PCR using primers welAinFor and welAinRev for partial <italic>welA</italic> coding sequence. The PCR templates of different lanes were as follows: Lane 3: &#x0394;<italic>welA</italic> mutant as negative control, Lane 4: complemented strain, M: D8000 DNA marker with the bands at 8,000, 5,000, 3,000, 2,000, 1,000, 750, 500, 250, and 100 bp. The right band was indicated by the arrow.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-13-792315-g001.tif"/>
</fig>
</sec>
<sec id="S3.SS2">
<title>The Effect of WelA on WL Gum Production</title>
<p>To investigate if WelA is involved in the regulation of WL gum biosynthesis, <italic>welA</italic> was deleted from the genome of <italic>Sphingomonas</italic> sp. WG by double homologous recombination using the method reported in our previous work (<xref ref-type="bibr" rid="B35">Li et al., 2021</xref>). The mutant strain &#x0394;<italic>welA</italic> was verified by PCR with primers welAinFor and welAinRev (<xref ref-type="fig" rid="F1">Figure 1B</xref>), and the specific product about 530 bp was lost. Besides, the <italic>welA</italic> coding sequence was introduced into &#x0394;<italic>welA</italic> to obtain the complemented strain &#x0394;<italic>welA</italic>/pBBR1MCS-3-<italic>welA</italic>, which was also elucidated by amplifying the partial <italic>welA</italic> coding sequence using welAinFor and welAinRev as primers (<xref ref-type="fig" rid="F1">Figure 1C</xref>).</p>
<p>Subsequently, the fermentation of the WT, &#x0394;<italic>welA</italic>, and &#x0394;<italic>welA</italic>/pBBR1MCS-3-<italic>welA</italic> was performed (<xref ref-type="fig" rid="F2">Figure 2</xref>). As the fermentation proceeded, the WT strain and the &#x0394;<italic>welA</italic> strain entered the log phase or exponential phase very quickly (within 6 h), and their biomass increased significantly. Compared with WT strain, the deletion of <italic>welA</italic> did not reduce the cell growth rate, in contrast, it led to the enhanced growth rate. The &#x03BC;<sub>max</sub> for WT strain and &#x0394;<italic>welA</italic> in the log phase was about 0.17 and 0.25 h<sup>&#x2013;1</sup>, respectively. &#x0394;<italic>welA</italic>/pBBR1MCS-3-<italic>welA</italic> showed a different growth curve in which it had a long lag phase for about 21 h and then entered the log phase with a &#x03BC; about 0.12 h<sup>&#x2013;1</sup>. The tD time for WT, &#x0394;<italic>welA</italic>, and &#x0394;<italic>welA</italic>/pBBR1MCS-3-<italic>welA</italic> was 4.26, 3.23, and 5.85 h, respectively. The slow specific growth rate of the complementary strain might be related to the replication burden of the plasmid pBBR1MCS-3-<italic>welA</italic> or the dose-dependent effect of the <italic>welA</italic> overexpression. Therefore, the growth curve of the other strain WT/pBBR1MCS-3 was determined. The empty vector had a very slight impact on the growth of the bacteria. Therefore, the slow growth rate of the complemented strain might be caused by a dose-dependent effect of the <italic>welA</italic> overexpression. Due to the influence of the metabolites such as organic acids, the pH of the fermentation broth changed. The pH value of WT was decreased and was the lowest among the three strains. The pH of the &#x0394;<italic>welA</italic>/pBBR1MCS-3-<italic>welA</italic> was the highest, which might be related to its lowest biomass. Furthermore, the viscosity of the fermentation broth was detected as the accumulation of the EPS will enhance the viscosity. The viscosity of &#x0394;<italic>welA</italic> fermentation broth was only 0.6% of WT, while the broth viscosity of the complemented strain could restore to 40% and 44% when cultured for 72 and 84 h, respectively. Similar to viscosity, <italic>welA</italic> regulated the WL gum biosynthesis, and the deletion of <italic>welA</italic> resulted in a remarkable decrease in WL gum production. The WL gum yield of &#x0394;<italic>welA</italic> was only 44% and 49% of WT when cultured for 72 and 84 h. The gene complementation could restore the WL gum production to 73% and 74% of WT at 72 and 84 h. All these phenomena suggested that WelA plays important regulatory role in the WL gum biosynthesis process.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>The fermentation results of WT, &#x0394;<italic>welA</italic> mutant, and complemented strain &#x25B3;<italic>welA</italic>/pBBR1MCS-3-<italic>welA</italic>. <bold>(A)</bold> Comparison of biomass. <bold>(B)</bold> Comparison of pH. <bold>(C)</bold> Comparison of broth viscosity. <bold>(D)</bold> Comparison of WL gum production.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-13-792315-g002.tif"/>
</fig>
</sec>
<sec id="S3.SS3">
<title>Transcriptome Analysis of WT Strain and &#x0394;welA Mutant Strain</title>
<p>Transcriptome analysis of WT (the control group) and &#x0394;<italic>welA</italic> (the experiment group) was conducted to understand the genes differentially regulated by WelA. An average of 32,410,509 and 36,273,418 raw sequencing reads in the control group and experimental group was generated by Illumina sequencing, respectively. After the trimming process, about 93% and 90% of the libraries remained clean reads, respectively (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table 3</xref>). The correlation of gene expression level between samples was checked to test the sequencing reliability of the experiment and the rationality of sample selection, and the results were shown in <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure 2</xref>. The square of Pearson correlation coefficient (<italic>R</italic><sup>2</sup>) between biological repeats was higher than 0.92 and suggested that the difference between individuals was very small and the sequence results were credible. Moreover, the six samples could be clustered into two groups, the WT and &#x0394;<italic>welA</italic> group, which indicated that the deletion of <italic>welA</italic> resulted in a significant change of gene expression (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure 2</xref>). Therefore, differential expression analysis was performed. A total of 386 DEGs with 187 up-regulated genes and 199 down-regulated genes were detected (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure 3</xref>). To validate the accuracy of RNA-seq results, the expression of 10 typical DEGs that involved in signaling transduction pathway, sugar metabolism and WL gum biosynthesis, and c-di-GMP biosynthesis or hydrolysis was further confirmed by qRT-PCR. The results were shown in <xref ref-type="fig" rid="F3">Figure 3</xref>. According to correlation analysis, the expression results of qRT-PCR were strongly positively consistent with those from RNA-Seq (<italic>R</italic><sup>2</sup> = 0.7642), which suggested that the data from the transcriptome were reliable.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption><p>Validation of RNA-Seq results using qRT-PCR. <bold>(A)</bold> Comparison of the expression levels of ten DEGs detected by RNA-Seq and qRT-PCR method. <bold>(B)</bold> The correlation between RNA-Seq and qRT-PCR of the expression levels of ten DEGs.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-13-792315-g003.tif"/>
</fig>
</sec>
<sec id="S3.SS4">
<title>Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) Enrichment Analysis</title>
<p>GO enrichment analysis was performed to gain the information of DEGs functional categories. The results (<xref ref-type="fig" rid="F4">Figure 4</xref>) showed that the &#x201C;bacterial-type flagellum (GO:0009288)&#x201D; and &#x201C;cell projection (GO:0042995)&#x201D; were the top GO terms in the &#x201C;cellular component&#x201D; group; The &#x201C;methyltransferase activity (GO:0008168)&#x201D; and &#x201C;transferase activity, transferring one-carbon groups (GO:0016741)&#x201D; were significantly enriched in &#x201C;molecular function&#x201D; group. The &#x201C;secretion (GO:0046903),&#x201D; &#x201C;secretion by cell (GO:0032940),&#x201D; &#x201C;protein secretion (GO:0009306),&#x201D; and &#x201C;peptide secretion (GO:0002790)&#x201D; were significantly more clustered in the &#x201C;biological process category.&#x201D; Besides, the DEGs were also mapped to different KEGG categories, including cellular processes, environmental information processing, genetic information processing, human diseases, and metabolism. The top 20 enriched pathways were also shown in <xref ref-type="fig" rid="F4">Figure 4</xref>. The most DEGs were enriched in &#x201C;Flagellar assembly (ko02040),&#x201D; &#x201C;Porphyrin and chlorophyll metabolism (ko00860),&#x201D; &#x201C;Valine, leucine, and isoleucine biosynthesis (ko 00290),&#x201D; &#x201C;C5-Branched dibasic acid metabolism (ko00660).&#x201D; Since we focused on the role of WelA on the biosynthesis of WL gum, the regulation pathway of WelA was mainly analyzed in the following step.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption><p>Gene ontology (GO) classification and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analysis of the differentially expressed genes in &#x0394;<italic>welA</italic>. <bold>(A)</bold> The DEGs categorized based on Cell component; <bold>(B)</bold> the DEGs categorized based on Molecular function; <bold>(C)</bold> the DEGs categorized based on biological process. <bold>(D)</bold> KEGG pathway enrichment analysis of DEGs.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-13-792315-g004.tif"/>
</fig>
</sec>
<sec id="S3.SS5">
<title>DEGs in Two-Component Signal Transduction Systems</title>
<p>WelA was mapped to the two-component signal transduction systems (ko02020) due to its identity to CckA, and its deletion resulted in the up-regulated expression of <italic>chpT</italic> (Gene 3285) and <italic>ctrA</italic> (Gene 1411) (<xref ref-type="table" rid="T1">Table 1</xref>). It has been reported that CtrA is an active transcriptional regulator controlling genes involved in cell cycle progression and flagellar motility in <italic>Caulobacter crescentus</italic> (<xref ref-type="bibr" rid="B26">Laub et al., 2000</xref>). Besides CtrA, CpdR (Gene 1015) is another RR that can also be phosphorylated by ChpT. Normally, CpdR inhibits CtrA, and this inhibition effect could be relieved by phosphorylation. However, the expression level of CpdR was not significantly changed after <italic>welA</italic> deletion. In general, genes controlled by CtrA are enriched in certain functional categories, i.e., cell motility, signal transduction, and cell wall/membrane envelope biogenesis (<xref ref-type="bibr" rid="B6">Brilli et al., 2010</xref>). In <italic>C. crescentus</italic>, the architecture of the CtrA promoters has been analyzed, and two classes of CtrA binding motifs: a full site represented by the sequence TTAA (N<sub>7</sub>) TTAA, and a half site (TTAA) were revealed (<xref ref-type="bibr" rid="B63">Zhou et al., 2015</xref>). It has been reported that the expression of the fla2 genes involved in the biosynthesis of polar flagella of <italic>Rhodobacter sphaeroides</italic> is dependent on the two-component system, including CckA-ChpT-CtrA (<xref ref-type="bibr" rid="B56">Vega-Baray et al., 2015</xref>). Based on the motif sequence scanning, CtrA might regulate the expression of many genes. The expression of two special genes involved in c-di-GMP hydrolysis and flagellar assembly was up-regulated by CtrA. The first gene was Gene1094 encoding the diguanylate phosphodiesterase that might be related to hydrolysis of c-di-GMP. The heterologous expression of Gene 1094 in <italic>E. coli</italic> BL21 (DE3) showed that the crude enzyme had weak activity to catalyze the hydrolysis of c-di-GMP (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure 4</xref>). Its highly expression level indicated that c-di-GMP level might decreased and was involved in the regulation of WL gum biosynthesis. Therefore, the intracellular c-di-GMP was extracted and determined. As expected, the intracellular c-di-GMP concentration was significantly decreased in &#x0394;<italic>welA</italic> (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure 5</xref>). Generally, reduced c-di-GMP level might increase flagellar motility and decrease the biofilm formation (<xref ref-type="bibr" rid="B13">Floyd et al., 2020</xref>). The second one is FlgN (Gene 283), which is the flagellar synthesis and assembly chaperone, and therefore, the motility might be changed.</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>The expression level of genes in two-component system and in WL gum biosynthesis.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Gene ID</td>
<td valign="top" align="center">Gene product description</td>
<td valign="top" align="center">Log<sub>2</sub>FC</td>
<td valign="top" align="center"><italic>p</italic>-value</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" colspan="4"><bold>DEGs in two-component system</bold></td>
</tr>
<tr>
<td valign="top" align="left">Gene3285</td>
<td valign="top" align="center">Histidine phosphotransferase ChpT</td>
<td valign="top" align="center">1.12</td>
<td valign="top" align="center">0.0036</td>
</tr>
<tr>
<td valign="top" align="left">Gene1411</td>
<td valign="top" align="center">Cell cycle transcriptional regulator CtrA</td>
<td valign="top" align="center">1.40</td>
<td valign="top" align="center">1.86E-09</td>
</tr>
<tr>
<td valign="top" align="left">Gene1015</td>
<td valign="top" align="center">Two-component system cell cycle RR CpdR</td>
<td valign="top" align="center">0.67</td>
<td valign="top" align="center">0.0087</td>
</tr>
<tr>
<td valign="top" align="left">Gene1094</td>
<td valign="top" align="center">Diguanylate phosphodiesterase</td>
<td valign="top" align="center">1.10</td>
<td valign="top" align="center">0.026</td>
</tr>
<tr>
<td valign="top" align="left">Gene283</td>
<td valign="top" align="center">Flagellar protein FlgN</td>
<td valign="top" align="center">1.09</td>
<td valign="top" align="center">0.0053</td>
</tr>
<tr>
<td valign="top" align="left">Gene1533</td>
<td valign="top" align="center">C4-dicarboxylate transport protein DctA</td>
<td valign="top" align="center">1.88</td>
<td valign="top" align="center">2.55E-05</td>
</tr>
<tr>
<td valign="top" align="left">Gene 3280</td>
<td valign="top" align="center">Chemotaxis protein CheR</td>
<td valign="top" align="center">-1.01</td>
<td valign="top" align="center">0.0023</td>
</tr>
<tr>
<td valign="top" align="left">Gene 371</td>
<td valign="top" align="center">Cytochrome C</td>
<td valign="top" align="center">-1.44</td>
<td valign="top" align="center">0.025</td>
</tr>
<tr>
<td valign="top" align="left" colspan="4"><bold>Genes in WL gum Biosynthesis</bold></td>
</tr>
<tr>
<td valign="top" align="left">Gene ID</td>
<td valign="top" align="center">Gene product</td>
<td valign="top" align="center">Log<sub>2</sub>FC</td>
<td valign="top" align="center"><italic>p</italic>-value</td>
</tr>
<tr>
<td valign="top" align="left">Gene3585</td>
<td valign="top" align="center">WelG</td>
<td valign="top" align="center">0.21</td>
<td valign="top" align="center">0.31</td>
</tr>
<tr>
<td valign="top" align="left">Gene3586</td>
<td valign="top" align="center">WelS</td>
<td valign="top" align="center">0.17</td>
<td valign="top" align="center">0.50</td>
</tr>
<tr>
<td valign="top" align="left">Gene3587</td>
<td valign="top" align="center">WelR</td>
<td valign="top" align="center">0.26</td>
<td valign="top" align="center">0.23</td>
</tr>
<tr>
<td valign="top" align="left">Gene3588</td>
<td valign="top" align="center">WelQ</td>
<td valign="top" align="center">0.34</td>
<td valign="top" align="center">0.16</td>
</tr>
<tr>
<td valign="top" align="left">Gene3589</td>
<td valign="top" align="center">WelI</td>
<td valign="top" align="center">0.08</td>
<td valign="top" align="center">0.74</td>
</tr>
<tr>
<td valign="top" align="left">Gene3590</td>
<td valign="top" align="center">Welk</td>
<td valign="top" align="center">-0.11</td>
<td valign="top" align="center">0.58</td>
</tr>
<tr>
<td valign="top" align="left">Gene3591</td>
<td valign="top" align="center">WelL</td>
<td valign="top" align="center">-0.41</td>
<td valign="top" align="center">0.075</td>
</tr>
<tr>
<td valign="top" align="left">Gene3592</td>
<td valign="top" align="center">WelJ</td>
<td valign="top" align="center">0.23</td>
<td valign="top" align="center">0.33</td>
</tr>
<tr>
<td valign="top" align="left">Gene3593</td>
<td valign="top" align="center">Hypothetical protein</td>
<td valign="top" align="center">0.48</td>
<td valign="top" align="center">0.17</td>
</tr>
<tr>
<td valign="top" align="left">Gene3594</td>
<td valign="top" align="center">WelF</td>
<td valign="top" align="center">0.33</td>
<td valign="top" align="center">0.17</td>
</tr>
<tr>
<td valign="top" align="left">Gene3595</td>
<td valign="top" align="center">WelD</td>
<td valign="top" align="center">0.56</td>
<td valign="top" align="center">0.021</td>
</tr>
<tr>
<td valign="top" align="left">Gene3596</td>
<td valign="top" align="center">WelC</td>
<td valign="top" align="center">0.47</td>
<td valign="top" align="center">0.036</td>
</tr>
<tr>
<td valign="top" align="left">Gene3597</td>
<td valign="top" align="center">WelE</td>
<td valign="top" align="center">0.45</td>
<td valign="top" align="center">0.063</td>
</tr>
<tr>
<td valign="top" align="left">Gene3598</td>
<td valign="top" align="center">WelM</td>
<td valign="top" align="center">0.26</td>
<td valign="top" align="center">0.25</td>
</tr>
<tr>
<td valign="top" align="left">Gene3599</td>
<td valign="top" align="center">WelN</td>
<td valign="top" align="center">-0.64</td>
<td valign="top" align="center">0.0084</td>
</tr>
<tr>
<td valign="top" align="left">Gene3600</td>
<td valign="top" align="center">AtrD</td>
<td valign="top" align="center">1.32</td>
<td valign="top" align="center">0.00033</td>
</tr>
<tr>
<td valign="top" align="left">Gene3601</td>
<td valign="top" align="center">AtrB</td>
<td valign="top" align="center">2.09</td>
<td valign="top" align="center">1.1E-05</td>
</tr>
<tr>
<td valign="top" align="left">Gene3602</td>
<td valign="top" align="center">Hypothetical protein</td>
<td valign="top" align="center">-0.25</td>
<td valign="top" align="center">0.30</td>
</tr>
<tr>
<td valign="top" align="left">Gene3603</td>
<td valign="top" align="center">WelB</td>
<td valign="top" align="center">0.67</td>
<td valign="top" align="center">0.0031</td>
</tr>
<tr>
<td valign="top" align="left">Gene3604</td>
<td valign="top" align="center">RmlA</td>
<td valign="top" align="center">0.12</td>
<td valign="top" align="center">0.64</td>
</tr>
<tr>
<td valign="top" align="left">Gene3605</td>
<td valign="top" align="center">RmlC</td>
<td valign="top" align="center">0.38</td>
<td valign="top" align="center">0.24</td>
</tr>
<tr>
<td valign="top" align="left">Gene3606</td>
<td valign="top" align="center">RmlB</td>
<td valign="top" align="center">-0.08</td>
<td valign="top" align="center">0.87</td>
</tr>
<tr>
<td valign="top" align="left">Gene3607</td>
<td valign="top" align="center">RmlD</td>
<td valign="top" align="center">-0.74</td>
<td valign="top" align="center">0.0016</td>
</tr>
<tr>
<td valign="top" align="left">Gene 896</td>
<td valign="top" align="center">PGM</td>
<td valign="top" align="center">0.65</td>
<td valign="top" align="center">0.094</td>
</tr>
<tr>
<td valign="top" align="left">Gene3404</td>
<td valign="top" align="center">UGP</td>
<td valign="top" align="center">0.53</td>
<td valign="top" align="center">0.026</td>
</tr>
<tr>
<td valign="top" align="left">Gene3147</td>
<td valign="top" align="center">UGD</td>
<td valign="top" align="center">0.63</td>
<td valign="top" align="center">0.031</td>
</tr>
<tr>
<td valign="top" align="left">Gene592</td>
<td valign="top" align="center">PMM</td>
<td valign="top" align="center">-1.19</td>
<td valign="top" align="center">5.6E-06</td>
</tr>
</tbody>
</table></table-wrap>
<p>Besides the CckA-ChpT-CtrA pathway, the other three genes were mapped to the two-component signal transduction systems (ko02020), including the up-regulated DctP (Gene1533) in the C4-Dicarboxyate transport, the down-regulated CheR (Gene 3280) in flageller assembly, and Cyt C (Gene 371) in electron transfer system in Oxidative phosphorylation process.</p>
</sec>
<sec id="S3.SS6">
<title>Genes Involved in WL Gum Biosynthesis</title>
<p>Many genes were involved in the biosynthesis of WL gum. However, most genes related to the biosynthesis of nucleotide-sugar precursors such as <italic>pgm</italic>, <italic>ugp</italic>, <italic>ugd</italic>, and <italic>rlmA</italic> to <italic>rmlD</italic>, the tetrasaccharide repeating unit assembly such as <italic>welB</italic>, <italic>welK</italic>, <italic>welL</italic>, and <italic>welQ</italic>, polymerization of the assembled repeating units such as <italic>welS</italic>, <italic>welG</italic>, <italic>welE</italic>, <italic>welC</italic>, etc., were not identified as DEGs (<xref ref-type="table" rid="T1">Table 1</xref>). The expressional level of gene encoding PMM (Gene 592) catalyzing the synthesis of &#x03B1;-D-mannose 1-phosphate, the precursor of GDP-mannose, was down-regulated (the log2FC was -1.19). Besides, two genes (Gene 3600 and 3601) encoding AtrD and AtrB in the <italic>wel</italic> cluster were identified as up-regulated DEGs.</p>
</sec>
<sec id="S3.SS7">
<title>Regulation of Flagella Synthesis and Motility of WelA</title>
<p>According to the GO enrichment results (<xref ref-type="fig" rid="F4">Figure 4</xref>), the DEGs under the category of biological process related to processes of flagellum-dependent cell motility (GO:0001539) and under the categories of the cellular component involved in bacterial-type flagellum (GO:0009288) were highly expressed. KEGG pathway analysis revealed that 14 DEGs were involved in flagellar biosynthesis, including 12 highly and 2 lowly expressed genes. Taken together, WelA might play a regulatory role in flagellar biosynthesis of <italic>Sphingomonas</italic> sp. WG. Therefore, the organization of the genes for flagellar biosynthesis was analyzed. Most of the genes were clustered together in the smaller cluster I and the larger cluster II within the chromosome, as shown in <xref ref-type="fig" rid="F5">Figure 5</xref> and <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 4</xref>. Most of the highly expressed genes in &#x0394;<italic>welA</italic> encode essential components for flagellar biosynthesis, including flagellin, flagellar basal body protein, flagellar hook-associated protein, and export apparatus for flagellar components. Furthermore, three genes that encode transcriptional regulatory proteins FlbD, FlaEY, and FlaF were also highly expressed. However, some genes in the chemosensory system that also influence motility, such as CheR, McpA, and twitching motility protein PilT, were down-regulated.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption><p>The expressional levels of genes involved in flagellar assembly and effects on motility. <bold>(A)</bold> Cluster I and II involved in flagellar assembly. Highly expressed genes are red and lowly expressed genes are green. <bold>(B)</bold> The Schematic diagram of the differentially expressed genes involved in flagellar assembly (KEGG pathway ko02040). Highly expressed genes are red and lowly expressed genes are green. <bold>(C)</bold> Swimming motility on SIM medium. <bold>(D)</bold> Swimming motility on solid fermentation medium. <bold>(E)</bold> Swarming motility. &#x002A; means <italic>p</italic> &#x003C; 0.05.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-13-792315-g005.tif"/>
</fig>
<p>Therefore, it is inferred that the flagellar formation and the motility of the mutant strain might change. Therefore, the swimming and swarming motilities of WT and <italic>welA</italic> mutant strain were measured. &#x0394;<italic>welA</italic> showed higher swimming motility than WT on SIM medium (<xref ref-type="fig" rid="F5">Figure 5C</xref>); however, when cultured on solid fermentation medium, its swimming motility was much lower (<xref ref-type="fig" rid="F5">Figure 5D</xref>). Its swarming motility independent of the presence of a flagellum was lost on both media (<xref ref-type="fig" rid="F5">Figure 5E</xref>).</p>
</sec>
</sec>
<sec id="S4" sec-type="discussion">
<title>Discussion</title>
<p>In prokaryotes, two-component signal transduction systems are the predominant means to respond to a wide range of external stimuli such as antibiotics and quorum-sensing signals. Normally, each two-component signal transduction system consists of a sensor HK protein that can be autophosphorylated and a RR protein with the N-terminal receiver domain (REC) receiving the phosphoryl group required for activation of the regulatory domain. Through the signal transduction, many physiological changes will be triggered by changing gene expression programs, altering swimming behavior etc. (<xref ref-type="bibr" rid="B51">Skerker et al., 2005</xref>; <xref ref-type="bibr" rid="B38">Mattos-Graner and Duncan, 2017</xref>). As a hybrid sensor HK/RR, besides HisKA and REC domain, WelA also contained two common conserved signal input PAS domains suggesting that the protein has a &#x201C;sensor&#x201D; capacity (<xref ref-type="bibr" rid="B8">Christensen and Serbus, 2015</xref>). Therefore, WelA might play important roles in WL gum biosynthesis and other cellular physiology. As expected, WelA affected the WL gum production and fermentation broth viscosity through gene deletion manipulation. Through KEGG enrichment analysis, WelA was mapped to CckA in the branched CckA-ChpT-CtrA phosphorelay pathway. The deletion of <italic>welA</italic> resulted in the hyperactive expression of ChpT and CtrA. Similarly, the deletion of <italic>cckA</italic> in <italic>Rhodobacter capsulatus</italic> resulted in increased expression of ChpT and CtrA (<xref ref-type="bibr" rid="B20">Koppenhofer and Lang, 2020</xref>). Besides CckA, ChpT might also receive signals from other kinase and transduce them to CtrA (<xref ref-type="bibr" rid="B20">Koppenhofer and Lang, 2020</xref>). The activity of CtrA was also higher in <italic>Sphingomonas melonis</italic> &#x0394;<italic>cckA</italic> than that of WT strain, which might be due to the absence of CckA phosphatase activity (<xref ref-type="bibr" rid="B14">Francez-Charlot et al., 2015</xref>). CtrA is a master regulator of motility and regulates EPS synthesis and cyclic-di-GMP signaling in <italic>S. melonis</italic> (<xref ref-type="bibr" rid="B14">Francez-Charlot et al., 2015</xref>). Thus, the more expressed ChpT and CtrA might influence many cellular metabolisms. One carbon metabolism was critical for DNA methylation and DNA synthesis (<xref ref-type="bibr" rid="B28">Lee et al., 2009</xref>) because it plays an important role in the formation of many methyl donors such as S-adenosylmethionine and donors that could be recognized by DNA, RNA, histone, and protein methyltransferases (<xref ref-type="bibr" rid="B36">Lyon et al., 2020</xref>). DNA methylation regulated many cellular processes such as protein&#x2013;protein interactions, DNA replication initiation and gene expression in bacteria (<xref ref-type="bibr" rid="B47">S&#x00E1;nchez-Romero and Casades&#x00FA;s, 2020</xref>). Therefore, the enriched genes in &#x201C;transferase activity, transferring one-carbon groups (GO:0016741)&#x201D; might involve in the gene expression regulation in <italic>welA</italic> mutant strain.</p>
<p>Firstly, the higher expressional level of genes involved in the flagellar assembly in <italic>welA</italic> mutant strain was detected. Many genes are required for the bacterial flagellum assembly, such as structural subunits, regulatory proteins, motor proteins, export apparatus for flagellar components, and the chemosensory machinery (<xref ref-type="bibr" rid="B1">Aldridge and Hughes, 2002</xref>). In many bacterial species, the expression of the flagellar genes was regulated in a hierarchical pattern in which genes might be classified into III classes and IV classes in some cases. For example, the transcriptional activator FlhD/FlhC, the sigma factor FliA (&#x03B4;<sup>28</sup>), and its specific anti-sigma factor FlgM regulated the hierarchical expression of flagellar genes in <italic>E. coli</italic> and <italic>Salmonella enterica</italic> (<xref ref-type="bibr" rid="B45">Rivera-Osorio et al., 2018</xref>). The FlhD and FlhC activated the genes for the hook and basal body assembly and FliA with the help of the sigma factor (&#x03B4;<sup>70</sup>). When the basal body and the hook are assembled, the exportation of FlgM is occurred, which resulted in the association of FliA with the core RNA polymerase to recognize the promoters of genes to facilitate filament formation and chemotaxis (<xref ref-type="bibr" rid="B37">Maruyama et al., 2015</xref>). In several species, the expression of the early flagellar genes is induced by sigma factor RpoN and an activator protein, while the late genes are regulated by FliA and FlgM (<xref ref-type="bibr" rid="B52">Smith and Hoover, 2009</xref>; <xref ref-type="bibr" rid="B55">Tsang and Hoover, 2014</xref>). In <italic>C. crescentus</italic> and <italic>Sinorhizobium meliloti</italic>, the expression of several genes involved in flagellar biosynthesis is directly activated by the transcriptional regulator CtrA (<xref ref-type="bibr" rid="B44">Pini et al., 2015</xref>; <xref ref-type="bibr" rid="B45">Rivera-Osorio et al., 2018</xref>). However, there is little information about flagellar biosynthesis and motility of Sphingomonads. In <italic>Sphingomonas wittichii</italic>, the genes involved in the biosynthesis and assembly of flagellar are in three chromosomal regions (Swit_0212-0213, Swit_1260-1293, and Swit_1458) and its biosynthesis might be regulated by a putative Fli-type RNA polymerase sigma-28 factor (Swit_1281). Furthermore, three genes encoding pili assembly proteins (Swit_0565, Swit_0615, and Swit_0616) were also characterized (<xref ref-type="bibr" rid="B18">Johnson et al., 2011</xref>). Two types (lateral and polar) of flagellar gene sets were found in <italic>Sphingomonas</italic> sp. strain A1, although it has a single polar flagellum, and the set II clusters contained the regulatory protein-encoding genes <italic>flhC</italic>, <italic>flhD</italic> and <italic>fliA</italic>. However, the regulation mechanism was unclear because no common motif for FlhD2C2 binding was found in its genome (<xref ref-type="bibr" rid="B37">Maruyama et al., 2015</xref>).</p>
<p>The organization of genes for flagellar biosynthesis in <italic>Sphingomonas</italic> sp. WG was similar to that of the sphingan<italic>-</italic>producing <italic>Sphingomonas</italic> sp. strain S2M10 (<xref ref-type="bibr" rid="B10">Czieborowski et al., 2020</xref>). However, it was different from that in <italic>Sphingomonas melonis</italic> (<xref ref-type="bibr" rid="B14">Francez-Charlot et al., 2015</xref>) and <italic>Sphingomonas</italic> A1 (<xref ref-type="bibr" rid="B37">Maruyama et al., 2015</xref>). The commonly regulatory protein-encoding gene such as <italic>flhC</italic>, <italic>flhD and fliA</italic> was not found in clusters I and II. It seemed that the hierarchical regulation pattern of flagellar biosynthesis in <italic>Sphingomonas</italic> sp. WG was similar to <italic>C. crescentus</italic> with the regulatory proteins CtrA, the &#x03B4;<sup>54</sup> transcriptional activator FlbD and its <italic>trans</italic>-acting regulator FliX, the repressor protein FlbT and post-transcriptional regulator FlaF, and the possible regulatory protein FlaEY. Genes encoding FlbD, FliX, FlbT, and FlaEY were in the cluster, and those encoding FlaF and CtrA were in other loci of the genome. The expressional level of <italic>flbT and fliX</italic> was not changed significantly. However, <italic>ctrA, flbD, flaEY</italic>, and <italic>flaF</italic> were up-regulated. CtrA might regulate the expression of <italic>flgN</italic>, which encodes the flagellar synthesis and assembly chaperones through the binding motif screening. Besides FlgN, three proteins FlhA, FliQ, and FliR were also up-regulated, which belong to the transmembrane export gate that acts as a proton/protein antiporter in the export machinery. The enhanced expression of FlgN, FlhA, FliQ, and FliR might be beneficial for the export machinery to transport the structural subunits of flagellar from the cytoplasm to the growing flagellar distal end (<xref ref-type="bibr" rid="B39">Minamino et al., 2021</xref>). FlbD and FliX tightly controlled the expression of the genes involved in the assembly of LP-ring, distal rod, and hook of the subpolar flagellum, and the extracellular polysaccharide production and biofilm formation in <italic>Bradyrhizobium diazoefficiens</italic> (<xref ref-type="bibr" rid="B11">Dardis et al., 2021</xref>). FlaE and FlaY have been proved to modulate the expression level of the flagellin genes and several genes encoding chemotaxis functions in <italic>C. crescentus</italic> (<xref ref-type="bibr" rid="B40">Minnich et al., 1988</xref>). In <italic>Sphingomonas</italic> sp. strain S2M10, the mutant of FlaQ, the homolog of FlaEY, was proved to enhance the expression of <italic>fliC</italic> and reduce the expression of <italic>flgI</italic> and a hypothetical protein (<xref ref-type="bibr" rid="B10">Czieborowski et al., 2020</xref>). Therefore, the more expressed master regulators might participate in the regulation of flagellar biogenesis; however, the flagellar regulatory cascade remains unclear.</p>
<p>Moreover, the changes of flagellar were related to the motility of the cells. For most bacteria, flagella are the major organelles responsible for swimming motility and type IV pili (TFP) are responsible for the twitching motility. The swimming motility might be related to the length of flagellum. When the FlaC was knocked out, short flagellum was formed and the swimming motility was decreased (<xref ref-type="bibr" rid="B19">Jung et al., 2021</xref>). In our work, we found that the swimming motility of the mutant stain was dependent on the medium, which might be related to the complicated regulation mechanism of flagellar formation. In the other respect, the swarming motility of <italic>Pseudomonas aeruginosa</italic> is dependent on flagella, TFP and presence of rhamnolipids (<xref ref-type="bibr" rid="B42">Overhage et al., 2007</xref>). Therefore, the down-regulated twitching motility protein PilT, an ATPase responsible for TFP, might lead to the decreased swarming motility.</p>
<p>The expressional levels of genes involved in sphingan WL gum production must also be given attention. Most genes in the biosynthesis pathway were not identified as DEGs. Similar results were observed in <italic>Sphingomonas</italic> sp. ATCC 31555. The expressional level of ten genes in welan gum biosynthesis was not changed between the inorganic nitrogen group, organic nitrogen group, and inorganic-organic combined nitrogen group, although their welan gum production was different (<xref ref-type="bibr" rid="B61">Xu et al., 2017</xref>). In &#x0394;<italic>welA</italic>, only three related genes encoding PMM, AtrB, and AtrD were DEGs. AtrB and AtrD showed similarity to several ABC-type transporter proteins from diverse genera of bacteria. They were mapped as HlyB/CyaB and HlyD/CyaD in the type I secretion system. However, the function of AtrB and AtrD in WL gum biosynthesis was unknown. ABC transporters are important components of a large class of proteins involved in many biological processes, such as uptake of nutrients and export of proteins, drugs, and capsular polysaccharides in many Gram-negative bacteria (<xref ref-type="bibr" rid="B60">Willis and Whitfield, 2013</xref>). The over-expression of AtrB and AtrD resulted in significant enhancement of WL gum production of <italic>Sphingomonas</italic> sp. WG (Data unpublished). Therefore, the enhanced AtrB and AtrD might be related to the WL gum biosynthesis in an unknown way. Besides, the lower expression of phosphomannomutase encoding gene <italic>pmm</italic> might lead to less GDP-mannose precursor formation, and thereby less WL gum biosynthesis. Furthermore, the regulation of EPS was at the mRNA level and at the protein level. The over-expression of GelA (the homologous of WelA) enhanced Gellan gum (<xref ref-type="bibr" rid="B27">Lee et al., 2017</xref>) and the EPS produced by <italic>Sphingobium chungbukense</italic> DJ77, and resulted in the up-regulated EPS export protein and one unknown protein and the down-regulated putative glucose dehydrogenase and bifunctional acetyltransferase. As the critical components for biofilm formation or virulence, many extracellular polysaccharides are directly or indirectly activated by the second massager cyclic-di-GMP, which plays important role in the intercellular signal transduction (<xref ref-type="bibr" rid="B48">Schmid et al., 2018</xref>). The intracellular concentration of this c-di-GMP can be modulated by the synthesis and degradation catalyzed by diguanylate cyclases and specific phosphodiesterases under environmental and physiological cues through complex signal transduction systems. Generally, high concentrations of c-di-GMP promote biofilm formation, including extracellular polysaccharides and other matrix components biosynthesis. c-di-GMP binds to specific effector proteins such as Alg44 with PilZ domain, FimX with the EAL domain, PopA with RxxD motif, and Clp or the responsive riboswitch (GEMM motif) (<xref ref-type="bibr" rid="B5">Boyd and O&#x2019;Toole, 2012</xref>). The expression of one possible phosphodiesterase regulated by CtrA was enhanced. Therefore, the intracellular c-di-GMP was decreased in &#x0394;<italic>welA</italic>. The lower c-di-GMP might involve in the WL gum biosynthesis and lead to the lower WL gum production. Notably, the possible effectors of c-di-GMP were not clear in the strain <italic>Sphingomonas</italic> sp. WG although its effectors of the other kinds of polysaccharides were investigated before. Therefore, the signal transduction pathway of c-di-GMP will be investigated in next experiment.</p>
<p>Both EPSs and motility are significant contributing factors in biofilm formation. Sphingan-dependent biofilm formation of <italic>Sphingomonas</italic> sp. strain S2M10 was observed in the presence of specific carbon sources (<xref ref-type="bibr" rid="B10">Czieborowski et al., 2020</xref>). Biofilm formation is a stepwise process. For the early stages of biofilm formation, cells transited from motile to a non-motile state for a reversible surface attachment. Then it might form multicellular aggregates based on the swarming motility and the production of EPS such as sphingans to establish the stable association with the substratum. Swarming motility did affect not only the formation but also the architecture of the biofilm. For example, for <italic>P. aeruginosa</italic>, hyper warming motility led to a flat and uniform biofilm, whereas lower swarming motility resulted in microcolonies (<xref ref-type="bibr" rid="B57">Wang et al., 2014</xref>). Therefore, WelA might influence the formation of biofilm of <italic>Sphingomonas</italic> sp. WG due to the lost swarming motility and lower EPS production.</p>
</sec>
<sec id="S5" sec-type="conclusion">
<title>Conclusion</title>
<p>In conclusion, it was obvious that WelA contributes to WL gum biosynthesis and motility of <italic>Sphingomonas</italic> sp. WG through the branched CckA-ChpT-CtrA pathway and c-di-GMP signaling pathway. A model that features the possible role of WelA in <italic>Sphingomonas</italic> sp. WG was shown in <xref ref-type="fig" rid="F6">Figure 6</xref>. Therefore, the functions of genes in the CckA-ChpT-CtrA pathway and c-di-GMP signaling pathway will be identified in our lab, which will provide more information on the regulation of WL gum biosynthesis and be beneficial for the construction of the WL gum highly producing strains by metabolic engineering.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption><p>A tentative model for the WelA regulatory circuit to regulate the WL gum biosynthesis and flagellar motility. The solid lines indicate the potential phosphate flow from CckA to CtrA via ChpT or activation of regulatory proteins. The dashed lines indicate the unknown regulatory pathway. Proteins in red color were up-regulated whereas those in green color were down-regulated. The red arrows indicated that the interactions result in activation while the green one indicated the inhibiting interactions.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-13-792315-g006.tif"/>
</fig>
</sec>
<sec id="S6" sec-type="data-availability">
<title>Data Availability Statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/<xref ref-type="supplementary-material" rid="SM1">Supplementary Material</xref>.</p>
</sec>
<sec id="S7">
<title>Author Contributions</title>
<p>HL and MC: writing&#x2014;original draft, writing&#x2014;review and editing, conceptualization, data curation, and formal analysis. ZZ and BL: methodology and data curation. JL and HX: writing&#x2014;review and editing, investigation, and data curation. SJ and ZG: investigation and data curation. JW and HZ: conceptualization, supervision, and project administration. All authors contributed to the article and approved the submitted version.</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="S8" sec-type="funding-information">
<title>Funding</title>
<p>This work was financially supported by the National Natural Science Foundation of China (Grant Nos. 31800075 and U1805234), 863 Program (Grant No. 2015AA020925), Program for Innovative Research Team in Science and Technology in Fujian Province University, 100 Talents Program of Fujian Province, Natural Science Foundation of Fujian Province of China, Fundamental Research Funds for the Central Universities and the Development Fund of State Key Laboratory of Heavy Oil Processing (Grant No. 20CX02202A), Engineering Research Center of Industrial Biocatalysis, Fujian Province Universities (Grant No. ERCIB2020-01).</p>
</sec>
<sec id="S9" 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/fmicb.2022.792315/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmicb.2022.792315/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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