<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article article-type="research-article" dtd-version="2.3" xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Genet.</journal-id>
<journal-title>Frontiers in Genetics</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Genet.</abbrev-journal-title>
<issn pub-type="epub">1664-8021</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">781272</article-id>
<article-id pub-id-type="doi">10.3389/fgene.2021.781272</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Genetics</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Comprehensive Transcriptomic Profiling of Murine Osteoclast Differentiation Reveals Novel Differentially Expressed Genes and LncRNAs</article-title>
<alt-title alt-title-type="left-running-head">Toor et&#x20;al.</alt-title>
<alt-title alt-title-type="right-running-head">Transcriptomic Changes in Osteoclast Differentiation</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Toor</surname>
<given-names>Salman M.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1017592/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wani</surname>
<given-names>Sachin</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1527730/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Albagha</surname>
<given-names>Omar M. E.</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">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/40172/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<label>
<sup>1</sup>
</label>College of Health and Life Sciences, Hamad Bin Khalifa University, <addr-line>Doha</addr-line>, <country>Qatar</country>
</aff>
<aff id="aff2">
<label>
<sup>2</sup>
</label>Rheumatology and Bone Disease Unit, Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer, University of Edinburgh, <addr-line>Edinburgh</addr-line>, <country>United&#x20;Kingdom</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1286485/overview">Long Guo</ext-link>, RIKEN Center for Integrative Medical Sciences, Japan</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/660016/overview">Vincent Everts</ext-link>, VU University Amsterdam, Netherlands</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/32317/overview">Helen Knowles</ext-link>, University of Oxford, United&#x20;Kingdom</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Omar M. E. Albagha, <email>oalbagha@hbku.edu.qa</email>
</corresp>
<fn fn-type="equal" id="fn1">
<label>
<sup>&#x2020;</sup>
</label>
<p>These authors contributed equally to this&#x20;study</p>
</fn>
<fn fn-type="other">
<p>This article was submitted to Genetics of Common and Rare Diseases, a section of the journal Frontiers in Genetics</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>15</day>
<month>11</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>12</volume>
<elocation-id>781272</elocation-id>
<history>
<date date-type="received">
<day>22</day>
<month>09</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>22</day>
<month>10</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2021 Toor, Wani and Albagha.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Toor, Wani and Albagha</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&#x20;terms.</p>
</license>
</permissions>
<abstract>
<p>Osteoclasts are the sole bone resorbing cells, which undertake opposing roles to osteoblasts to affect skeletal mass and structure. However, unraveling the comprehensive molecular mechanisms behind osteoclast differentiation is necessitated to overcome limitations and scarcity of available data, particularly in relation with the emerging roles of long non-coding RNAs (LncRNAs) in gene expression. In this study, we performed comprehensive and progressive analyses of the dynamic transcriptomes of murine osteoclasts, generated <italic>in&#x20;vitro</italic>. We compared the total RNA-based transcriptomes of murine bone marrow derived cells with differentiated osteoclasts, while focusing on potentially novel genes and LncRNAs, to uncover critical genes and their associated pathways, which are differentially regulated during osteoclast differentiation. We found 4,214 differentially regulated genes during osteoclast differentiation, which included various types of LncRNAs. Among the upregulated protein coding genes not previously associated with osteoclast are <italic>Pheta1</italic>, <italic>Hagh</italic>, <italic>Gfpt1</italic> and <italic>Nol4</italic>, while downregulated genes included <italic>Plau</italic>, <italic>Ltf</italic>, <italic>Sell</italic> and <italic>Zfp831</italic>. Notably, we report <italic>Nol4</italic> as a novel gene related to osteoclast activity since <italic>Nol4</italic> knockout mice <italic>Nol4</italic>
<sup>
<italic>em1(International Mouse Phenotyping Consortium)J</italic>
</sup> exhibit increased bone mineral density. Moreover, the differentially expressed LncRNAs included antisense and long intergenic non-coding RNAs, among others. Overall, immune-related and metabolism-related genes were downregulated, while anatomical morphogenesis and remodeling-related genes were upregulated in early-differentiated osteoclasts with sustained downregulation of immune-related genes in mature osteoclasts. The gene signatures and the comprehensive transcriptome of osteoclast differentiation provided herein can serve as an invaluable resource for deciphering gene dysregulation in osteoclast-related pathologic conditions.</p>
</abstract>
<kwd-group>
<kwd>osteoclast</kwd>
<kwd>osteopororosis</kwd>
<kwd>bone resorption</kwd>
<kwd>RANK ligand (RANKL)</kwd>
<kwd>differentiation</kwd>
</kwd-group>
<contract-num rid="cn001">G0800933/87390</contract-num>
<contract-num rid="cn002">311723-GENEPAD</contract-num>
<contract-sponsor id="cn001">Medical Research Council<named-content content-type="fundref-id">10.13039/501100000265</named-content>
</contract-sponsor>
<contract-sponsor id="cn002">European Research Council<named-content content-type="fundref-id">10.13039/501100000781</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>The balance between osteoclast and osteoblast activity can dictate pathogenesis of bone diseases. Osteoclasts are the exclusive bone resorbing cells involved in bone remodeling and resorption, and perform opposing roles to osteoblasts to affect skeletal mass and structure (<xref ref-type="bibr" rid="B41">Teitelbaum and Ross, 2003</xref>). Augmented osteoclast activity can lead to bone loss in osteoporosis, inflammatory arthritis and tumor invasion in bone, while osteopetrosis is characterized by increased bone mass and results from attenuation in osteoclast function/recruitment or arrested osteoclastogenesis (<xref ref-type="bibr" rid="B40">Teitelbaum, 2007</xref>). Abnormalities in osteoclasts are considered the primary cause of many bone diseases including osteoporosis, the most common bone disorder, and Paget disease of the bone (PDB) in which accelerated osteoclastic bone resorption leads to osteolytic or osteosclerotic bone lesions (<xref ref-type="bibr" rid="B38">Shaker, 2009</xref>).</p>
<p>Osteoclasts are multi-nucleated cells belonging to myeloid lineage, and generated via the fusion of monocytes/macrophage precursor cells (<xref ref-type="bibr" rid="B37">Roodman, 1999</xref>). Importantly, signaling via tumor necrosis factor (TNF)-family cytokine, receptor activator of nuclear factor (NF)-kappaB ligand (RANKL) and macrophage colony-stimulating factor (M-CSF) are identified as the primary pathways associated with osteoclast differentiation (<xref ref-type="bibr" rid="B3">Asagiri and Takayanagi, 2007</xref>). Osteoclast precursors express receptor activator of nuclear factor kappa B (RANK), while its ligand (RANKL) is expressed on osteoblasts/stromal cell precursors, and inhibited by the decoy receptor osteoprotegerin (OPG) (<xref ref-type="bibr" rid="B45">Yasuda et&#x20;al., 1998</xref>). Moreover, various genes including TNF receptor-associated factor (<italic>TRAF</italic>) 6, <italic>NFKB1</italic>, <italic>FOS</italic>, nuclear factor of activated T&#x20;cells 1 (<italic>NFATC1</italic>), and dendritic cell-specific transmembrane protein (<italic>DC-STAMP</italic>) have been associated with osteoclastogenesis (<xref ref-type="bibr" rid="B3">Asagiri and Takayanagi, 2007</xref>), while the tartrate-resistant acid phosphatase (TRAcP) and cathepsin K (CTSK), released by osteoclasts during resorption are identified as specific osteoclast markers (<xref ref-type="bibr" rid="B7">Boyle et&#x20;al., 2003</xref>; <xref ref-type="bibr" rid="B24">Kirstein et&#x20;al., 2006</xref>). Osteoclast functionality in bone resorption is dependent on &#x3b1;v&#x3b2;3&#x20;integrin-mediated induction, binding and polarization, while deficiencies in acidified bone resorptive components disrupt regulated bone remodeling, leading to osteopetrosis. Amplified stimulation of osteoclastogenesis primarily via NFKB signaling can lead to increased osteolysis in osteoporosis (<xref ref-type="bibr" rid="B34">Novack and Teitelbaum, 2008</xref>).</p>
<p>Genome-wide screening and the <italic>in&#x20;vitro</italic> induction of osteoclastogenesis using osteoclast precursor cells and soluble mediators has enabled the identification of molecular mechanisms governing osteoclast differentiation (<xref ref-type="bibr" rid="B3">Asagiri and Takayanagi, 2007</xref>). Sequencing techniques and microarray analyses have also contributed to disclosing important genes related to osteoclast differentiation (<xref ref-type="bibr" rid="B9">Cappellen et&#x20;al., 2002</xref>; <xref ref-type="bibr" rid="B12">Day et&#x20;al., 2004</xref>; <xref ref-type="bibr" rid="B33">Nomiyama et&#x20;al., 2005</xref>; <xref ref-type="bibr" rid="B16">Garlet et&#x20;al., 2008</xref>; <xref ref-type="bibr" rid="B11">Coudert et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B22">Kim and Lee, 2014</xref>; <xref ref-type="bibr" rid="B35">Purdue et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B29">Madel et&#x20;al., 2020</xref>). In addition, recent reports have highlighted the roles of long noncoding RNAs (LncRNAs), which have emerged as vital regulators of gene expression, epigenetics and protein translation (<xref ref-type="bibr" rid="B14">Fatica and Bozzoni, 2014</xref>), in osteoclast differentiation (<xref ref-type="bibr" rid="B15">Fei et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B26">Liu et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B44">Yang et&#x20;al., 2021</xref>). However, available data have primarily focused on differences between fully differentiated/generated osteoclasts compared to precursors or focused predominantly on targeted sets of genes, previously linked with osteoclast differentiation/activity. Therefore, a comprehensive insight into the differentially regulated genes and their associated pathways during osteoclast differentiation is warranted.</p>
<p>In this study, we performed sequential and comprehensive transcriptomic profiling of murine osteoclasts generated <italic>in&#x20;vitro</italic> by comparing the total RNA transcriptomes of bone marrow derived precursor cells with differentiated osteoclasts over different time points. Importantly, we focused on novel genes and LncRNAs, which have not been previously associated with osteoclast differentiation. These progressive analyses provide important insights into the differentially regulated genes and their associated pathways during osteoclast differentiation. Identification of novel gene signatures and LncRNAs associated with osteoclastogenesis can serve as molecular biomarkers for osteoclast differentiation or explored for therapeutic benefits, while the comprehensive transcriptome of osteoclast differentiation provided herein can serve as an invaluable resource for deciphering gene dysregulation in diseases related to osteoclast differentiation/activity.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>Materials and Methods</title>
<sec id="s2-1">
<title>Samples</title>
<p>C57 black 6 (CBL/6) mice, with access to adequate nutrition (pelleted RM1; SDS diets, Essex, United&#x20;Kingdom) and hydration, in a standard animal research facility were utilized in this study. All protocols were performed as per guidelines of the United&#x20;Kingdom Animals Act of 1986 (Scientific Procedures). Bone marrow (BM) was flushed from long bones of 3-4-month-old CBL/6 mice and cultured in specialized media designed to induce osteoclast differentiation, as described below. All experiments were performed adhering to applicable guidelines and regulations.</p>
</sec>
<sec id="s2-2">
<title>Osteoclast Differentiation</title>
<p>Osteoclast cultures were maintained as described previously (<xref ref-type="bibr" rid="B2">Alonso et&#x20;al., 2021</xref>). Briefly, BM cells from CBL/6 mice were cultured in complete growth media (&#x3b1;-MEM supplemented with 10% fetal calf serum, penicillin/streptomycin and glutamine) and in the presence of soluble M-CSF (Prospec Technology, United&#x20;Kingdom) at 100&#xa0;ng/ml to generate bone marrow derived macrophages (BMDM). Non-adherent cells were washed after 48 h, while adherent cells were removed using cell dissociation buffer (Gibco, United&#x20;Kingdom) and re-cultured in parallel in 6-well plates at a density of 3&#x20;&#xd7; 10<sup>5</sup> cells per well and in 96-well plates at 1&#x20;&#xd7; 10<sup>4</sup> cells per well in the presence of M-CSF (25&#xa0;ng/ml) and soluble RANKL (R&#x26;D Systems, United&#x20;Kingdom) at 100&#xa0;ng/ml. Cultures in 96-well plates were used to monitor osteoclast differentiation and mature osteoclasts were detected by staining for tartrate-resistant acid phosphatase (TRAcP). Cells with more than three nuclei and positive for TRAcP staining were considered osteoclasts. In addition, the resorptive activity of generated osteoclasts was determined using Osteo Assay plates (Corning, New York, United&#x20;States), as per manufacturer&#x2019;s guidelines. Quantification of resorption areas was carried out using ImageJ software (National Institutes of Health, Maryland, United&#x20;States). Unpaired <italic>t</italic>-test was used to investigate statistical significance between two groups, while one-way Anova test was performed to determine statistical significance between more than two groups (GraphPad Prism, version 9.0; GraphPad Software, California, United&#x20;States). A <italic>p</italic> value of &#x3c;0.05 was considered statistically significant.</p>
<p>Cultures in 6-well plates were used to collect RNA for gene expression profiling. Cells were collected at the following time points for gene expression analysis: day 0 (BMDM), day 3 (osteoclast precursor) and day 4 (osteoclast) for subsequent investigations.</p>
</sec>
<sec id="s2-3">
<title>RNA Isolation</title>
<p>RNA was isolated from BMDM cells (Day 0) and differentiated osteoclasts from different time points (Day 3 and Day 4) using GenElute Mammalian Total RNA Kit (Sigma-Aldrich, Missouri, United&#x20;States) by following manufacturer&#x2019;s protocol. Integrity and purity of RNA was assessed using Bioanalyzer 2100 (Agilent Technologies, California, United States). A total of nine RNA samples were obtained (representing three biological replicates at Day 0, Day 3 and Day&#x20;4).</p>
</sec>
<sec id="s2-4">
<title>Library Preparation and RNA-Sequencing</title>
<p>cDNA libraries were generated from isolated total RNA samples using TruSeq Stranded Total RNA kit with Ribo-Zero Globin (Illumina, California, United&#x20;States) by following manufacturer&#x2019;s protocol. Quality-passed libraries were sequenced on NovaSeq6000 system (Illumina) using 100&#xa0;bp paired-end protocol.</p>
</sec>
<sec id="s2-5">
<title>Data Processing and Differential Gene Expression Analyses</title>
<p>Data were analyzed and illustrated using multiple bioinformatics software under default settings unless otherwise stated. Reads were quality-trimmed using Cutadapt1 (version 1.9. dev2) and those with low quality and short reads (&#x3c;35&#xa0;bp) were trimmed along with Illumina TruSeq RNA kit adapters. Reads were aligned to the reference genome (<italic>Mus</italic> Musculus GRmc38) using STAR2 (version 2.5.2b) specifying paired-end reads. Reads were assigned to features of type &#x2018;exon&#x2019; in the input annotation grouped by gene_id in the reference genome using featureCounts3 (version 1.5.1). The raw counts table was filtered to remove genes consisting predominantly of near-zero counts, filtering on counts per million (CPM) to avoid artefacts due to library depth. Overall, three biological replicate datasets were generated for each time point (Day 0, Day 3, and Day 4). Abundance data were successively subjected to differential gene expression analyses. Z-scores were calculated from CPM values as described previously (<xref ref-type="bibr" rid="B30">Malone et&#x20;al., 2011</xref>) and heatmaps generated using GraphPad Prism software (GraphPad Software).</p>
<p>Differential gene expression analyses and gene ontology (GO) clustering analyses were performed using Integrated Differential Expression and Pathway (iDEP.92, South Dakota State University, United&#x20;States) online tool. Raw CPM values were uploaded and computed (min. CPM &#x3d; 1) to identify and generate various illustrations for gene clustering and differentially expressed genes. Differential expression analysis was performed using the DEseq2 method (<xref ref-type="bibr" rid="B27">Love et&#x20;al., 2014</xref>). PCA and Volcano plots were generated with Log2-fold change (FC) &#x3e; 2 and false discovery rate (FDR) cutoff &#x3c;0.05. K-Means clustering were used for performing gene enrichment analyses using GO biological processes pathway database (<xref ref-type="bibr" rid="B4">Ashburner et&#x20;al., 2000</xref>).</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<sec id="s3-1">
<title>Transcriptomic Changes in Osteoclast Differentiation</title>
<p>An overview of the study design to decipher the transcriptomic changes during murine osteoclast differentiation <italic>in&#x20;vitro</italic> is depicted in <xref ref-type="fig" rid="F1">Figure&#x20;1A</xref>. The morphological changes in osteoclast differentiation showed the progressive and statistically significant differences in the number of TRAcP&#x002B; osteoclasts (&#x2265;3 nuclei) formed during differentiation of BMDM cells to osteoclast (<xref ref-type="fig" rid="F1">Figures 1B,C</xref>). Osteoclast precursors exhibit a pre-fusion state whereby the cells cluster together to form multi-nucleated mature osteoclasts (Day 4). In addition, the functional activity of generated osteoclasts was assessed by Osteo Assay (resorptive activity assay), which showed statistically significant, distinct and large resorption areas with osteoclasts compared to osteoclast precursors and undifferentiated BMDM cells (<xref ref-type="fig" rid="F1">Figures 1D,E</xref>). Comprehensive investigations were performed on the differentially regulated genes disclosed during osteoclast differentiation, using stringent criteria and cutoffs as described&#x20;above.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Study design, and morphological and functional changes during osteoclast (OC) differentiation. <bold>(A)</bold> Bone marrow cells flushed from long bones of CBL/6 mice were cultured in the presence of soluble M-CSF and RANKL to induce OC differentiation. Libraries were generated from bone marrow derived macrophages (BMDM) (Day 0) and differentiated osteoclasts at different time points (Days 3 and 4) to perform comprehensive and progressive analyses of the dynamic transcriptomes of murine osteoclasts by RNA-Seq. Various bioinformatics tools were utilized for data analyses/visualization. Schematic representation of the study design is shown. <bold>(B)</bold> The generated OC were detected by staining for tartrate-resistant acid phosphatase (TRAcP). Cells positive for TRAcP staining and with more than three nuclei were identified as OC representative images of TRAcP stained cells show Bone marrow derived macrophages (BMDM) at day 0 (D0), OC precursors at D3 and mature OC at D4 of the culture. <bold>(C)</bold> Scatter/bar-hybrid plot shows the numbers with mean&#x20;&#xb1; standard deviation (SD) of TRAcP&#x002B; OC in D0, D3 and D4 comparisons. <bold>(D)</bold> The bone resorption activity of OC was investigated using Osteo Assay. Representative images show cultures from BMDM cells at D0, OC precursors at D3 and mature OC at D4 of the culture. Resorption areas are indicated by white arrow. <bold>(E)</bold> Scatter/bar-hybrid plot shows the differences in percentage resorption area (mean&#x20;&#xb1; SD) in D0, D3 and D4 cultures.</p>
</caption>
<graphic xlink:href="fgene-12-781272-g001.tif"/>
</fig>
<p>We generated comprehensive datasets for the transcriptomes of undifferentiated BMDM cells (Day 0) and differentiated osteoclasts on Days 3 and 4 (<xref ref-type="sec" rid="s11">Supplementary Tables S1-3</xref>). One replicate from day 3 failed the quality control measures and was removed from the analysis. PCA analyses showed close proximity of biological replicates for each time point: PC1 showed 87% variance and PC2 showed 7% variance (<xref ref-type="fig" rid="F2">Figure&#x20;2A</xref>). Hierarchical gene clustering during osteoclast differentiation showed distinct gene clusters (<xref ref-type="fig" rid="F2">Figure&#x20;2B</xref>). Overall, 4,214 differentially regulated genes (2,251 downregulated and 1,963 upregulated) were identified, which showed some overlap between the different timepoint comparisons, primarily between Day 3 versus Day 0 and Day 4 versus Day 0 comparisons (<xref ref-type="fig" rid="F2">Figure&#x20;2C</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Transcriptomic profiling of osteoclast differentiation. The transcriptomes of bone marrow derived macrophages (BMDM; D0) were compared with osteoclast precursors (D3) and fully differentiated osteoclasts (D4) by performing differential gene expression analyses. <bold>(A)</bold> PCA plot shows variability in gene expression among biological replicates between D0, D3 and D4. <bold>(B)</bold> Heatmap shows hierarchical clustering of gene expression in cells from D0, D3 and D4. <bold>(C)</bold> Venn diagram depicts the total numbers of overlapping differentially regulated (downregulated and upregulated) genes between D0, D3 and D4. <bold>(D)</bold> Heatmap shows gene enrichment and associated pathways in D0, D3 and D4. <bold>(E)</bold> Bar plot shows the numbers of genes corresponding to significantly up/downregulated functional pathways from gene ontology enrichment analyses. <bold>(F)</bold> Heat map shows the gene expression (Z-scores) of osteoclast-related gene panel for confirmation of osteoclast generation.</p>
</caption>
<graphic xlink:href="fgene-12-781272-g002.tif"/>
</fig>
<p>Importantly, K-Means clustering analyses revealed the corresponding pathways of gene enrichment observed during osteoclast differentiation (<xref ref-type="fig" rid="F2">Figure&#x20;2D</xref>). Our data showed that genes related to immune and inflammatory response, and response to stimulus were downregulated during osteoclast differentiation. Concurrently, genes related to anatomical morphogenesis and developmental process were upregulated in differentiated osteoclasts. Moreover, upregulation of genes related to osteoclast differentiation, bone remodeling and resorption was observed during osteoclast differentiation. Further analyses revealed that the number of upregulated genes related to osteoclast differentiation (n &#x3d; 12), tissue remodeling (n &#x3d; 14), bone remodeling (n &#x3d; 11) and bone resorption (n &#x3d; 9) was lower compared to the number of downregulated genes associated with immune response (n &#x3d; 294), response to stress (n &#x3d; 339), defense response (n &#x3d; 198), inflammatory response (n &#x3d; 131) and response to external stimulus (n &#x3d; 260) (<xref ref-type="fig" rid="F2">Figure&#x20;2E</xref>).</p>
<p>Of note, to confirm the <italic>in&#x20;vitro</italic> generation of osteoclasts, we investigated the expression levels of critical genes known to be expressed in osteoclasts (<xref ref-type="bibr" rid="B41">Teitelbaum and Ross, 2003</xref>; <xref ref-type="bibr" rid="B3">Asagiri and Takayanagi, 2007</xref>). These selective genes included <italic>Oscar</italic>, <italic>Ocstamp</italic>, <italic>Acp5</italic> (TRAcP), <italic>Ctsk</italic>, <italic>Dcstamp</italic>, <italic>Nfatc1</italic>, <italic>Traf6</italic>, <italic>Trap1</italic> and <italic>Nfkb1</italic>, among others. We found that all genes in our selected panel of osteoclast-related genes were upregulated following induction of osteoclast differentiation (<xref ref-type="fig" rid="F2">Figure&#x20;2F</xref>). These confirmatory data provided additional evidence for successful osteoclast generation.</p>
</sec>
<sec id="s3-2">
<title>Differentially Regulated Genes During Early Osteoclast Differentiation</title>
<p>An important aspect of this study was to uncover gene expression profiles during the course of osteoclast differentiation. In this pursuit, we first compared the transcriptomes of early-differentiated osteoclasts (Day 3) with BMDM cells (Day 0; <xref ref-type="fig" rid="F3">Figure&#x20;3</xref>). Our data revealed 3,351 differentially regulated genes, of which 1,736 genes were upregulated while 1,615 genes were downregulated in early-differentiated osteoclasts (<xref ref-type="fig" rid="F3">Figure&#x20;3A</xref>). Importantly, GO biological process enrichment analyses revealed distinct gene clusters between the transcriptomes of Day 3 versus Day 0 analyses (<xref ref-type="fig" rid="F3">Figure&#x20;3B</xref>). Upregulated genes predominantly corresponded to metabolic processes, whereas downregulated genes primarily corresponded to immune and stimulus response. Generation of precursor metabolites and energy- (n &#x3d; 102), small molecule metabolic process- (n &#x3d; 256), phosphate containing compound metabolic process- (n &#x3d; 365) and nucleotide metabolic process-related genes (n &#x3d; 114) comprised upregulated genes. In contrast, response to stress- (n &#x3d; 475), regulation of response to stimulus- (n &#x3d; 467), immune system process- (n &#x3d; 342) and inflammatory response-related genes (n &#x3d; 139) comprised downregulated genes during early osteoclast differentiation (<xref ref-type="fig" rid="F3">Figure&#x20;3C</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Differentially regulated genes in early osteoclast differentiation. The transcriptomes of osteoclast precursors (D3) were compared with bone marrow derived macrophages (BMDM) (D0). <bold>(A)</bold> Volcano plot represents significantly upregulated (red), downregulated (blue) or genes with unchanged expression levels (gray) between D3 and D0 comparison. <bold>(B)</bold> Heatmap shows gene enrichment and associated pathways in D3 versus D0. <bold>(C)</bold> Bar plot shows the numbers of genes corresponding to significantly up/downregulated functional pathways from gene ontology enrichment analyses. Heat maps show the gene expression (Z-scores) of top differentially-regulated long non-coding RNAs (LncRNA) <bold>(D)</bold> and protein coding genes <bold>(E)</bold> in D3 versus D0 comparison (Log2-FC &#x2265; 2).</p>
</caption>
<graphic xlink:href="fgene-12-781272-g003.tif"/>
</fig>
</sec>
<sec id="s3-3">
<title>Distinct Long Non-coding RNA and Protein Coding Genes Upregulated During Early Osteoclast Differentiation</title>
<p>Apart from protein coding genes, the importance of LncRNAs in the regulation of osteoclast differentiation has been recently described (<xref ref-type="bibr" rid="B15">Fei et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B26">Liu et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B44">Yang et&#x20;al., 2021</xref>). We compiled a list of differentially regulated LncRNAs during osteoclast differentiation (<xref ref-type="sec" rid="s11">Supplementary Figure&#x20;S4</xref>). These differentially regulated LncRNAs comprised of different subtypes as listed in <xref ref-type="table" rid="T1">Table&#x20;1</xref>. We found that 35 potentially novel LncRNAs were upregulated of which 20 LncRNAs showed Log2-FC &#x2265; 2, while 37 LncRNAs were downregulated with 15 LncRNAs showing Log2-FC &#x2265; 2 during early osteoclast differentiation. The top 20 differentially expressed LncRNAs during early osteoclast differentiation are presented in <xref ref-type="fig" rid="F3">Figure&#x20;3D</xref>. These data reflect that these LncRNA genes may have significant roles in osteoclastogenesis and warrant further scrutiny.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Differentially-regulated Long non-coding RNAs (LncRNAs) during osteoclast differentiation.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="left">LncRNA type</th>
<th align="center">Comparison</th>
<th colspan="2" align="center">D3 vs D0</th>
<th colspan="2" align="center">D4 vs D0</th>
<th colspan="2" align="center">D4 vs D3</th>
</tr>
<tr>
<th align="center">Regulation</th>
<th align="center">
<inline-graphic xlink:href="fgene-12-781272-fx1.tif"/>
</th>
<th align="center">
<inline-graphic xlink:href="fgene-12-781272-fx2.tif"/>
</th>
<th align="center">
<inline-graphic xlink:href="fgene-12-781272-fx3.tif"/>
</th>
<th align="center">
<inline-graphic xlink:href="fgene-12-781272-fx4.tif"/>
</th>
<th align="center">
<inline-graphic xlink:href="fgene-12-781272-fx5.tif"/>
</th>
<th align="center">
<inline-graphic xlink:href="fgene-12-781272-fx6.tif"/>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td colspan="2" align="left">Antisense</td>
<td align="char" char=".">40</td>
<td align="char" char=".">21</td>
<td align="char" char=".">29</td>
<td align="char" char=".">28</td>
<td align="char" char=".">3</td>
<td align="char" char=".">6</td>
</tr>
<tr>
<td colspan="2" align="left">LincRNA (long intergenic ncRNA)</td>
<td align="char" char=".">35</td>
<td align="char" char=".">37</td>
<td align="char" char=".">32</td>
<td align="char" char=".">40</td>
<td align="char" char=".">2</td>
<td align="char" char=".">11</td>
</tr>
<tr>
<td colspan="2" align="left">Bidirectional promoter LncRNA</td>
<td align="char" char=".">12</td>
<td align="center">&#x2014;</td>
<td align="char" char=".">4</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
</tr>
<tr>
<td colspan="2" align="left">Sense intronic</td>
<td align="char" char=".">1</td>
<td align="center">&#x2014;</td>
<td align="char" char=".">1</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
</tr>
<tr>
<td colspan="2" align="left">Sense overlapping</td>
<td align="char" char=".">1</td>
<td align="char" char=".">1</td>
<td align="char" char=".">1</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
</tr>
<tr>
<td colspan="2" align="left">
<bold>Total differentially-regulated LncRNAs</bold>
</td>
<td align="char" char=".">
<bold>89</bold>
</td>
<td align="char" char=".">
<bold>59</bold>
</td>
<td align="char" char=".">
<bold>67</bold>
</td>
<td align="char" char=".">
<bold>68</bold>
</td>
<td align="char" char=".">
<bold>5</bold>
</td>
<td align="char" char=".">
<bold>17</bold>
</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>In addition, we also identified the top upregulated protein coding genes, which have not been previously reported to be associated with osteoclast differentiation. The top 20 differentially expressed genes based on significance are presented in <xref ref-type="fig" rid="F3">Figure&#x20;3E</xref> while, the complete list of potentially novel differentially expressed genes during osteoclast differentiation is provided in <xref ref-type="sec" rid="s11">Supplementary Table S5</xref>. Additionally, the top 10 upregulated and 10 downregulated genes during osteoclast differentiation, based on FC and significance (<italic>p</italic> value), irrespective of novelty, are presented in <xref ref-type="sec" rid="s11">Supplementary Figure&#x20;S1</xref>.</p>
</sec>
<sec id="s3-4">
<title>Differentially Regulated Genes During Progressive Osteoclast Differentiation</title>
<p>Next, we compared the transcriptomes of early-differentiated osteoclasts (Day 3) with fully differentiated osteoclasts (Day 4). Interestingly, we found that the transcriptomes of committed osteoclasts did not show immense differences with fully differentiated osteoclasts. Overall, only 641 genes showed differential regulation between Day 4 and Day 3 comparison, of which 73 genes were upregulated while 552 genes were downregulated (<xref ref-type="fig" rid="F4">Figure&#x20;4A</xref>). Importantly, these differentially regulated genes showed further enrichment in downregulation of immune response-related genes, whereas cell cycle and DNA replication-related processes were upregulated (<xref ref-type="fig" rid="F4">Figure&#x20;4B</xref>). The downregulated genes corresponding to immune response-related processes were associated with process such as cytokine production (n &#x3d; 68), leukocyte activation (n &#x3d; 73), inflammatory (n &#x3d; 68) and immune response (n &#x3d; 112). The potentially novel genes not previously reported in association with osteoclast differentiation/activity are shown in <xref ref-type="fig" rid="F4">Figure&#x20;4D</xref>, while the top differentially regulated genes based on FC and significance, irrespective of novelty are presented in <xref ref-type="sec" rid="s11">Supplementary Figure&#x20;S1</xref>.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Differentially regulated genes in late osteoclast differentiation. The transcriptomes of fully differentiated osteoclasts (D4) were compared with osteoclast precursors (D3). <bold>(A)</bold> Volcano plot represents significantly upregulated (red), downregulated (blue) or genes with unchanged expression levels (gray) between D4 and D3 comparison. <bold>(B)</bold> Heatmap shows gene enrichment and associated pathways in D4 versus D3. <bold>(C)</bold> Bar plot shows the numbers of genes corresponding to significantly up/downregulated functional pathways from gene ontology enrichment analyses. <bold>(D)</bold> Heat maps show the gene expression (Z-scores) of downregulated and upregulated protein coding genes in D4 versus D3 comparison.</p>
</caption>
<graphic xlink:href="fgene-12-781272-g004.tif"/>
</fig>
</sec>
<sec id="s3-5">
<title>Identifying <italic>Nol4</italic> as a Vital Gene in Mature Osteoclasts</title>
<p>The upregulation of selected potentially novel protein coding genes in mature osteoclasts prompted us to explore their prospective roles in osteoclast functionality. Since these genes have not been previously linked with osteoclast generation or activity, we investigated their associated phenotypes in the International Mouse Phenotyping Consortium (IMPC) database (<xref ref-type="bibr" rid="B13">Dickinson et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B18">International Mouse Phenotyping Consortium, 2021</xref>). Interestingly, we found that Selectin L (<italic>Sell</italic>), Myosin Light Chain 10 (<italic>Myl10</italic>), Resistin-like gamma (<italic>Retnlg</italic>) and Ceruloplasmin (<italic>Cp</italic>) <italic>Signal Regulatory Protein Delta</italic> (<italic>Sirpd/</italic>Gm9733), Zinc Finger Protein 831 (<italic>Zfp831</italic>) and Nuclear Protein 4 (<italic>Nol4</italic>) were previously investigated in relation with bone-related phenotypes. However, only <italic>Nol4</italic> showed statistically significant associations with bone mineral density (BMD) (<xref ref-type="fig" rid="F5">Figure&#x20;5A</xref>), while <italic>Zfp831</italic> showed significant associations with tibia length (<xref ref-type="fig" rid="F5">Figure&#x20;5B</xref>) in data from IMPC. Performing a body composition (DEXA lean/fat) phenotypic assay on 4,448 mice (male and female) showed that homozygous <italic>Nol4</italic> knockout mic (<italic>Nol4</italic>
<sup>
<italic>em1(IMPC)J</italic>
</sup>
<italic>,</italic> n &#x3d; 15) exhibited a significant increase in BMD compared to wild type mice (<xref ref-type="fig" rid="F5">Figure&#x20;5A</xref>). While, performing phenotypic assays on <italic>Zfp831</italic> knockout mice (<italic>Zfp831</italic>
<sup>
<italic>tm1b(KOMP)Wtsi</italic>
</sup>) homozygote mutant mice (n &#x3d; 10) compared to controls (n &#x3d; 295) showed a significant reduction in bone (tibia) length (<xref ref-type="fig" rid="F5">Figure&#x20;5B</xref>). The downregulation of <italic>Zfp831</italic> in mature osteoclasts in our dataset therefore indicated its potential role in bone development/growth.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Bone-related phenotypes of Nol4 and Zfp831 knockout mice in the International Mouse Phenotyping (IMPC) datasets. <bold>(A)</bold> Violin plot shows the differences in Bone Mineral Density (excluding skull) in female (n &#x3d; 8), male (n &#x3d; 7) homozygote (HOM) mutants for the <italic>Nol4</italic>
<sup>
<italic>em1(IMPC)J</italic>
</sup> allele compared to female (n &#x3d; 2,203), male (n &#x3d; 2,190) wild type (WT) controls. <bold>(B)</bold> Violin plot shows the differences in Tibia length in female (n &#x3d; 5), male (n &#x3d; 5) HOM mutants for <italic>Zfp831</italic>
<sup>
<italic>tm1b(KOMP)Wtsi</italic>
</sup> allele compared to female (n &#x3d; 149) and male controls (n &#x3d; 136). The interquartile range, minimum and maximum data points, and individual points representing outliers of each dataset are presented. <italic>p</italic> values represent the statistical significance between each comparison [Data taken from the International Mouse Phenotyping Consortium (IMPC) (<xref ref-type="bibr" rid="B13">Dickinson et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B18">International Mouse Phenotyping Consortium, 2021</xref>)].</p>
</caption>
<graphic xlink:href="fgene-12-781272-g005.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>The molecular mechanisms behind osteoclast differentiation have been extensively explored. For instance, Capellen <italic>et&#x20;al.</italic>, used microarray analyses to decipher changes in gene expression during osteoclast differentiation and showed synergy between MCSF and RANKL-induced gene expression (<xref ref-type="bibr" rid="B9">Cappellen et&#x20;al., 2002</xref>). More recently, several potential genetic regulators of osteoclast differentiation have been identified. Nishikawa <italic>et&#x20;al.</italic>, reported the epigenetic control of osteoclast differentiation via DNA (cytosine-5)-methyltransferase 3A (Dnmt3a) (<xref ref-type="bibr" rid="B32">Nishikawa et&#x20;al., 2015</xref>) and Laha <italic>et&#x20;al.</italic>, reported regulation of osteoclastogenesis by KLF2 (kruppel-like factor 2 [lung]) via reduction in autophagic cells (<xref ref-type="bibr" rid="B25">Laha et&#x20;al., 2019</xref>). In addition, low-density lipoprotein receptor-related protein1 (LRP1), and COMMD1 were reported as critical regulators of osteoclastogenesis, osteoclast activity and bone mass (<xref ref-type="bibr" rid="B31">Murata et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B6">Bartelt et&#x20;al., 2018</xref>), while leucine-rich repeat-containing G-protein-coupled receptor 4 (LGR4) has been identified as another putative receptor for RANKL (<xref ref-type="bibr" rid="B28">Luo et&#x20;al., 2016</xref>).</p>
<p>While these studies revealed important osteoclast-related targets, a comprehensive list of genes provided in our study is of paramount significance in understanding the dynamic changes in gene expression during osteoclast differentiation. Irrefutably, the preexistent available literature related to osteoclast identification and functionality enabled us to confirm the generation of osteoclasts <italic>in&#x20;vitro</italic>. However, our data revealed the dynamic changes in osteoclast transcriptome during osteoclastogenesis, showing diminishing of genes related to immune processes with concurrent upregulation of genes associated with anatomical morphogenesis and development. Moreover, these genes encoded for important mediators of cell differentiation, structural morphogenesis and bone and tissue remodeling.</p>
<p>The potentially novel genes related to osteoclast differentiation disclosed herein include PH Domain Containing Endocytic Trafficking Adaptor 1 (<italic>Pheta1</italic>), Hydroxyacylglutathione hydrolase (<italic>Hagh</italic>), Solute Carrier Family 18 Member A1 (<italic>Slc18a1</italic>), Glutamine-Fructose-6-Phosphate transaminase 1 (<italic>Gfpt1</italic>), Coenzyme Q8A (<italic>Coq8a</italic>), Solute Carrier Family 14 Member 2 (<italic>Slc14a2</italic>), Whirlin (<italic>Whrn</italic>) and C-Type Lectin Domain Family four Member A (<italic>Clec4a4</italic>), among others. The proteins encoded by these genes are primarily associated with biochemical or signaling pathways at the cellular level and defects in expression may lead to certain disorders. For instance, anomalies in PHETA1/2 have been associated with abnormal bone formation resulting in craniofacial defects (<xref ref-type="bibr" rid="B5">Ates et&#x20;al., 2020</xref>), <italic>HAGH</italic> has been associated with skin, bone and joint infections in Yaws disease (<xref ref-type="bibr" rid="B10">Cheng et&#x20;al., 2018</xref>) and mutations in <italic>GFPT1</italic> have been associated with muscle weakness in congenital myasthenic syndrome (<xref ref-type="bibr" rid="B17">Helman et&#x20;al., 2019</xref>). In addition, histone-related genes H2B Clustered Histone 21 (<italic>H2bc21</italic>) and <italic>H2bc4</italic> were also significantly upregulated during osteoclast differentiation. Epigenetic regulation of bone development and remodeling has been extensively reported (<xref ref-type="bibr" rid="B46">Yi et&#x20;al., 2019</xref>). The upregulation of histone-related genes in osteoclast differentiation indicates chromatin remodeling as a critical step in osteoclast generation.</p>
<p>One of the pivotal novel findings of this study is the upregulation and confirmatory evidence of the potential role of <italic>Nol4</italic> in mature osteoclasts, which has not been reported previously. Investigating bone-related phenotypes of some of the potentially novel genes we recorded showed that selective genes including <italic>Pheta1</italic>, <italic>Hagh</italic>, Plasminogen Activator urokinase (<italic>Plau</italic>), <italic>Sell</italic>, <italic>Retnlg</italic> and <italic>Cp</italic> are related to bone phenotypes in the IMPC database (<xref ref-type="bibr" rid="B13">Dickinson et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B18">International Mouse Phenotyping Consortium, 2021</xref>). However, only <italic>Nol4</italic> and <italic>Zfp831</italic> showed statistically significant associations with BMD or tibia length, respectively. Importantly, the knockout of <italic>Nol4</italic> led to increase in BMD compared to wild type mice, thereby providing evidence for its role in bone biology. Our differential gene analyses showed upregulation of <italic>Nol4</italic> expression in differentiated osteoclasts, which supports their contribution in affecting BMD in bone resorption and presents <italic>Nol4</italic> as a key gene related to osteoclast functionality. Of note, downregulation of <italic>Zfp831</italic> in mature osteoclasts in our data and association of <italic>Zfp831</italic> knockout with reduced bone (tibia) length in IMPC datasets suggest its potential roles in osteoclast-mediated effects on bone growth and remodeling. However, further investigations are necessitated to fully explore the effects of these genes on bone biology. The protein encoded by <italic>Nol4</italic> is associated with RNA binding and has been identified as a cancer/testis antigen in humans, recently presented as a candidate target in small cell lung cancer (<xref ref-type="bibr" rid="B23">Kim et&#x20;al., 2021</xref>). However, the role of Nol4 in bone-related pathologies remains to be fully explored. Similarly, the protein encoded by <italic>Zfb831</italic> is associated with nucleic acid binding and was downregulated in tumor-infiltrating cytotoxic T lymphocytes (CTLs) compared to CTLs from spleen in a murine transplantable tumor model (<xref ref-type="bibr" rid="B42">Waugh et&#x20;al., 2016</xref>), but its effects in bone-related diseases are not explored.</p>
<p>Accumulating evidences have highlighted the roles of LncRNAs in controlling gene expression to affect cell differentiation and development (<xref ref-type="bibr" rid="B14">Fatica and Bozzoni, 2014</xref>). Importantly, in relation with osteoclasts. Liu <italic>et&#x20;al.</italic>, reported dysregulation in 1,117 LncRNAs in human osteoclasts differentiated from CD14<sup>&#x2b;</sup> monocytes <italic>in&#x20;vitro</italic> (<xref ref-type="bibr" rid="B26">Liu et&#x20;al., 2020</xref>). Fei <italic>et&#x20;al.</italic>, also reported 204 differentially expressed LncRNAs in male osteoporosis (<xref ref-type="bibr" rid="B15">Fei et&#x20;al., 2020</xref>), while Yang <italic>et&#x20;al.</italic>, identified 46 differentially expressed LncRNAs between osteoarthritis and osteolysis following total hip arthroplasty, and reported potential roles of specific LncRNA-mRNA pairs in regulating CD8A, CD8B and osteoclastogenesis in these patients (<xref ref-type="bibr" rid="B44">Yang et&#x20;al., 2021</xref>). Moreover, Bu <italic>et&#x20;al.</italic>, reported the role of LncRNA TSIX in promoting osteoblast apoptosis in particle induced osteolysis (PIO), evident from decreased BMD following implantation, via modulation of the microRNA miR-30a-5p (<xref ref-type="bibr" rid="B8">Bu et&#x20;al., 2018</xref>). These reports rationalize the significance of LncRNAs in osteoclast generation and activity. We performed comprehensive total RNA-based analyses to disclose the differentially regulated LncRNAs during osteoclast differentiation and exclusively reported LncRNA not previously reported or associated with osteoclasts. Importantly, we have highlighted the top 20 novel LncRNAs upregulated during murine osteoclast generation.</p>
<p>Osteoporosis is characterized by attenuated bone strength due to deterioration in bone microarchitecture and reduction in bone mass (<xref ref-type="bibr" rid="B39">Sozen et&#x20;al., 2017</xref>). While various risk factors have been identified for predisposition to osteoporosis, endocrine diseases have also been liked with osteoporosis (<xref ref-type="bibr" rid="B39">Sozen et&#x20;al., 2017</xref>). For instance, in diabetes-associated osteoporosis altered bone metabolism also leads to changes in BMD and has been linked with high osteoclast activity (<xref ref-type="bibr" rid="B21">Kemink et&#x20;al., 2000</xref>; <xref ref-type="bibr" rid="B36">Reni et&#x20;al., 2016</xref>). Importantly, insulin is identified as an essential mediator in osteoclast energy metabolism. Kim <italic>et&#x20;al.</italic>, investigated the effects on gene expression in insulin-induced osteoclast differentiation and reported that insulin conducts similar roles as RANKL in osteoclast activity (<xref ref-type="bibr" rid="B22">Kim and Lee, 2014</xref>). These reports reflect the significance of energy and metabolism in osteoclast activity, which leads to osteoporosis. We found that numerous genes encoding important metabolism/energy-related mediators were significantly increased during early osteoclast generation.</p>
<p>Osteoclast progenitors are essentially immune cells, due to their origins from monocytes/macrophage precursors and may present as innate immune cells within the bone (<xref ref-type="bibr" rid="B43">Wu et&#x20;al., 2008</xref>). Jacquin <italic>et&#x20;al.,</italic> showed that osteoclast progenitor populations in murine BM comprise CD45R<sup>&#x2212;</sup> CD11b<sup>&#x2212;/low</sup> populations (<xref ref-type="bibr" rid="B20">Jacquin et&#x20;al., 2006</xref>), while Jacome-Galarza <italic>et&#x20;al.</italic>, reported that B220<sup>&#x2212;</sup>CD3<sup>&#x2212;</sup>CD11b<sup>&#x2212;/low</sup>CD115<sup>&#x2b;</sup>CD117<sup>high</sup> mouse BM cells possess high osteoclastic potential (<xref ref-type="bibr" rid="B19">Jacome-Galarza et&#x20;al., 2013</xref>). Our data showed that osteoclast differentiation deviates their associations with other immunomodulatory cells, evident from downregulation of genes related to immune/inflammatory response and response to stress/stimulus in differentiated osteoclasts. Moreover, we found that the differences between the transcriptomes of fully-committed/differentiated and early-differentiated osteoclasts were predominantly limited to sustained downregulation of genes related to immune cell characteristics. These differentially expressed genes primarily encoded for cytokine production, leukocyte activation and immune response-related functions. Importantly, upregulation of genes related to cell cycle and DNA replication in fully differentiated osteoclasts exhibited the cellular expansion of committed osteoclasts. Of note, induction of bone resorption in inflammatory disorders and immune-related disorders results from the plethora of secreted cytokines, which induce osteoclastogenesis (<xref ref-type="bibr" rid="B1">Adamopoulos, 2018</xref>).</p>
<p>Overall, this study disclosed genes and their associated pathways during osteoclast differentiation which can be explored further in successive studies. Importantly, we highlighted the potentially novel genes and LncRNAs in relation to osteoclast differentiation and activity. However, functional studies are necessitated to disclose the roles of specific targets. The comprehensive list of differentially regulated genes provided herein can serve as an expedient tool in osteoclast-related research.</p>
</sec>
</body>
<back>
<sec id="s5">
<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 below: NCBI SRA, Accession no: PRJNA769960 (<ext-link ext-link-type="uri" xlink:href="https://www.ncbi.nlm.nih.gov/bioproject/PRJNA769960/">https://www.ncbi.nlm.nih.gov/bioproject/PRJNA769960/</ext-link>).</p>
</sec>
<sec id="s6">
<title>Ethics Statement</title>
<p>The animal study was reviewed and approved by Animal Welfare and the Ethical Review Body, University of Edinburgh.</p>
</sec>
<sec id="s7">
<title>Author Contributions</title>
<p>ST: Data curation, Formal analysis, Visualization, Writing&#x2013;original draft. SW: Data curation, Investigation, Methodology, Writing&#x2013;review and editing. OA: Conceptualization, Funding acquisition, Project administration, Resources, Supervision, Writing&#x2013;review and editing.</p>
</sec>
<sec id="s8">
<title>Funding</title>
<p>This work was supported by a grant from the Medical Research Council United&#x20;Kingdom (Grant No. G0800933/87,390) and by the European Research Council (ERC) consolidator grant awarded to Prof. Omar ME Albagha (Grant No. 311723-GENEPAD).</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s10">
<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>
<sec id="s11">
<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/fgene.2021.781272/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fgene.2021.781272/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table2.XLSX" id="SM1" mimetype="application/XLSX" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Table3.XLSX" id="SM2" mimetype="application/XLSX" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Table4.xlsx" id="SM3" mimetype="application/xlsx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Table1.XLSX" id="SM4" mimetype="application/XLSX" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Table5.xlsx" id="SM5" mimetype="application/xlsx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Image1.PDF" id="SM6" mimetype="application/PDF" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Adamopoulos</surname>
<given-names>I. E.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Inflammation in Bone Physiology and Pathology</article-title>. <source>Curr. Opin. Rheumatol.</source> <volume>30</volume> (<issue>1</issue>), <fpage>59</fpage>&#x2013;<lpage>64</lpage>. <pub-id pub-id-type="doi">10.1097/bor.0000000000000449</pub-id> </citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Alonso</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Wani</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Rose</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Van&#x27;t Hof</surname>
<given-names>R. J.</given-names>
</name>
<name>
<surname>Ralston</surname>
<given-names>S. H.</given-names>
</name>
<name>
<surname>Albagha</surname>
<given-names>O. M. E.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Insertion Mutation in Tnfrsf11a Causes a Paget&#x27;s Disease-like Phenotype in Heterozygous Mice and Osteopetrosis in Homozygous Mice</article-title>. <source>J.&#x20;Bone Miner Res.</source> <volume>36</volume>, <fpage>1376</fpage>. <pub-id pub-id-type="doi">10.1002/jbmr.4288</pub-id> </citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Asagiri</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Takayanagi</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2007</year>). <article-title>The Molecular Understanding of Osteoclast Differentiation</article-title>. <source>Bone</source> <volume>40</volume> (<issue>2</issue>), <fpage>251</fpage>&#x2013;<lpage>264</lpage>. <pub-id pub-id-type="doi">10.1016/j.bone.2006.09.023</pub-id> </citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ashburner</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Ball</surname>
<given-names>C. A.</given-names>
</name>
<name>
<surname>Blake</surname>
<given-names>J.&#x20;A.</given-names>
</name>
<name>
<surname>Botstein</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Butler</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Cherry</surname>
<given-names>J.&#x20;M.</given-names>
</name>
<etal/>
</person-group> (<year>2000</year>). <article-title>Gene Ontology: Tool for the Unification of Biology</article-title>. <source>Nat. Genet.</source> <volume>25</volume> (<issue>1</issue>), <fpage>25</fpage>&#x2013;<lpage>29</lpage>. <pub-id pub-id-type="doi">10.1038/75556</pub-id> </citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ates</surname>
<given-names>K. M.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Moreland</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Veeranan-Karmegam</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Jeter</surname>
<given-names>C.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Deficiency in the Endocytic Adaptor Proteins PHETA1/2 Impairs Renal and Craniofacial Development</article-title>. <source>Dis. Model. Mech.</source> <volume>13</volume> (<issue>5</issue>), <fpage>dmm041913</fpage>. <pub-id pub-id-type="doi">10.1242/dmm.041913</pub-id> </citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bartelt</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Behler-Janbeck</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Beil</surname>
<given-names>F. T.</given-names>
</name>
<name>
<surname>Koehne</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>M&#xfc;ller</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Schmidt</surname>
<given-names>T.</given-names>
</name>
<etal/>
</person-group> (<year>2018</year>). <article-title>Lrp1 in Osteoblasts Controls Osteoclast Activity and Protects against Osteoporosis by Limiting PDGF-RANKL Signaling</article-title>. <source>Bone Res.</source> <volume>6</volume>, <fpage>4</fpage>. <pub-id pub-id-type="doi">10.1038/s41413-017-0006-3</pub-id> </citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Boyle</surname>
<given-names>W. J.</given-names>
</name>
<name>
<surname>Simonet</surname>
<given-names>W. S.</given-names>
</name>
<name>
<surname>Lacey</surname>
<given-names>D. L.</given-names>
</name>
</person-group> (<year>2003</year>). <article-title>Osteoclast Differentiation and Activation</article-title>. <source>Nature</source> <volume>423</volume> (<issue>6937</issue>), <fpage>337</fpage>&#x2013;<lpage>342</lpage>. <pub-id pub-id-type="doi">10.1038/nature01658</pub-id> </citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zheng</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>LncRNA TSIX Promotes Osteoblast Apoptosis in Particle-Induced Osteolysis by Down-Regulating miR-30a-5p</article-title>. <source>Connect. Tissue Res.</source> <volume>59</volume> (<issue>6</issue>), <fpage>534</fpage>&#x2013;<lpage>541</lpage>. <pub-id pub-id-type="doi">10.1080/03008207.2017.1413362</pub-id> </citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cappellen</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Luong-Nguyen</surname>
<given-names>N.-H.</given-names>
</name>
<name>
<surname>Bongiovanni</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Grenet</surname>
<given-names>O.</given-names>
</name>
<name>
<surname>Wanke</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>&#x160;u&#x161;a</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2002</year>). <article-title>Transcriptional Program of Mouse Osteoclast Differentiation Governed by the Macrophage Colony-stimulating Factor and the Ligand for the Receptor Activator of NF&#x3ba;B</article-title>. <source>J.&#x20;Biol. Chem.</source> <volume>277</volume> (<issue>24</issue>), <fpage>21971</fpage>&#x2013;<lpage>21982</lpage>. <pub-id pub-id-type="doi">10.1074/jbc.m200434200</pub-id> </citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cheng</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>VanPelt</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Bergstrom</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Bethel</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Katko</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Miller</surname>
<given-names>C.</given-names>
</name>
<etal/>
</person-group> (<year>2018</year>). <article-title>A Noncanonical Metal Center Drives the Activity of the Sediminispirochaeta Smaragdinae Metallo-&#x3b2;-Lactamase SPS-1</article-title>. <source>Biochemistry</source> <volume>57</volume> (<issue>35</issue>), <fpage>5218</fpage>&#x2013;<lpage>5229</lpage>. <pub-id pub-id-type="doi">10.1021/acs.biochem.8b00728</pub-id> </citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Coudert</surname>
<given-names>A. E.</given-names>
</name>
<name>
<surname>Del Fattore</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Baulard</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Olaso</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Schiltz</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Collet</surname>
<given-names>C.</given-names>
</name>
<etal/>
</person-group> (<year>2014</year>). <article-title>Differentially Expressed Genes in Autosomal Dominant Osteopetrosis Type II Osteoclasts Reveal Known and Novel Pathways for Osteoclast Biology</article-title>. <source>Lab. Invest.</source> <volume>94</volume> (<issue>3</issue>), <fpage>275</fpage>&#x2013;<lpage>285</lpage>. <pub-id pub-id-type="doi">10.1038/labinvest.2013.140</pub-id> </citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Day</surname>
<given-names>C. J.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>M. S.</given-names>
</name>
<name>
<surname>Stephens</surname>
<given-names>S. b. R. J.</given-names>
</name>
<name>
<surname>Simcock</surname>
<given-names>W. E.</given-names>
</name>
<name>
<surname>Aitken</surname>
<given-names>C. J.</given-names>
</name>
<name>
<surname>Nicholson</surname>
<given-names>G. C.</given-names>
</name>
<etal/>
</person-group> (<year>2004</year>). <article-title>Gene Array Identification of Osteoclast Genes: Differential Inhibition of Osteoclastogenesis by Cyclosporin A and Granulocyte Macrophage colony Stimulating Factor</article-title>. <source>J.&#x20;Cel. Biochem.</source> <volume>91</volume> (<issue>2</issue>), <fpage>303</fpage>&#x2013;<lpage>315</lpage>. <pub-id pub-id-type="doi">10.1002/jcb.10780</pub-id> </citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dickinson</surname>
<given-names>M. E.</given-names>
</name>
<name>
<surname>Flenniken</surname>
<given-names>A. M.</given-names>
</name>
<name>
<surname>Flenniken</surname>
<given-names>A. M.</given-names>
</name>
<name>
<surname>Ji</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Teboul</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Wong</surname>
<given-names>M. D.</given-names>
</name>
<etal/>
</person-group> (<year>2016</year>). <article-title>High-throughput Discovery of Novel Developmental Phenotypes</article-title>. <source>Nature</source> <volume>537</volume> (<issue>7621</issue>), <fpage>508</fpage>&#x2013;<lpage>514</lpage>. <pub-id pub-id-type="doi">10.1038/nature19356</pub-id> </citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fatica</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Bozzoni</surname>
<given-names>I.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Long Non-coding RNAs: New Players in Cell Differentiation and Development</article-title>. <source>Nat. Rev. Genet.</source> <volume>15</volume> (<issue>1</issue>), <fpage>7</fpage>&#x2013;<lpage>21</lpage>. <pub-id pub-id-type="doi">10.1038/nrg3606</pub-id> </citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fei</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Lin</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Yu</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Identification of Aberrantly Expressed Long Non-coding RNAs and Nearby Targeted Genes in Male Osteoporosis</article-title>. <source>Cia</source> <volume>15</volume>, <fpage>1779</fpage>&#x2013;<lpage>1792</lpage>. <pub-id pub-id-type="doi">10.2147/cia.s271689</pub-id> </citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Garlet</surname>
<given-names>T. P.</given-names>
</name>
<name>
<surname>Coelho</surname>
<given-names>U.</given-names>
</name>
<name>
<surname>Repeke</surname>
<given-names>C. E.</given-names>
</name>
<name>
<surname>Silva</surname>
<given-names>J.&#x20;S.</given-names>
</name>
<name>
<surname>Cunha</surname>
<given-names>F. d. Q.</given-names>
</name>
<name>
<surname>Garlet</surname>
<given-names>G. P.</given-names>
</name>
</person-group> (<year>2008</year>). <article-title>Differential Expression of Osteoblast and Osteoclast Chemmoatractants in Compression and Tension Sides during Orthodontic Movement</article-title>. <source>Cytokine</source> <volume>42</volume> (<issue>3</issue>), <fpage>330</fpage>&#x2013;<lpage>335</lpage>. <pub-id pub-id-type="doi">10.1016/j.cyto.2008.03.003</pub-id> </citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Helman</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Sharma</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Crawford</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Patra</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Jain</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Bent</surname>
<given-names>S. J.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>Leukoencephalopathy Due to Variants in GFPT1-Associated Congenital Myasthenic Syndrome</article-title>. <source>Neurology</source> <volume>92</volume> (<issue>6</issue>), <fpage>e587</fpage>&#x2013;<lpage>e593</lpage>. <pub-id pub-id-type="doi">10.1212/wnl.0000000000006886</pub-id> </citation>
</ref>
<ref id="B18">
<citation citation-type="web">
<collab>International Mouse Phenotyping Consortium</collab> (<year>2021</year>). <article-title>IMPC Data 2021</article-title>. <comment>Available at: <ext-link ext-link-type="uri" xlink:href="http://www.mousephenotype.org">www.mousephenotype.org</ext-link>
</comment> (<comment>Accessed August 18, 2021)</comment>. </citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jacome-Galarza</surname>
<given-names>C. E.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>S.-K.</given-names>
</name>
<name>
<surname>Lorenzo</surname>
<given-names>J.&#x20;A.</given-names>
</name>
<name>
<surname>Aguila</surname>
<given-names>H. L.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Identification, Characterization, and Isolation of a Common Progenitor for Osteoclasts, Macrophages, and Dendritic Cells from Murine Bone Marrow and Periphery</article-title>. <source>J.&#x20;Bone Miner Res.</source> <volume>28</volume> (<issue>5</issue>), <fpage>1203</fpage>&#x2013;<lpage>1213</lpage>. <pub-id pub-id-type="doi">10.1002/jbmr.1822</pub-id> </citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jacquin</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Gran</surname>
<given-names>D. E.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>S. K.</given-names>
</name>
<name>
<surname>Lorenzo</surname>
<given-names>J.&#x20;A.</given-names>
</name>
<name>
<surname>Aguila</surname>
<given-names>H. L.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>Identification of Multiple Osteoclast Precursor Populations in Murine Bone Marrow</article-title>. <source>J.&#x20;Bone Miner Res.</source> <volume>21</volume> (<issue>1</issue>), <fpage>67</fpage>&#x2013;<lpage>77</lpage>. <pub-id pub-id-type="doi">10.1359/JBMR.051007</pub-id> </citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kemink</surname>
<given-names>S. A. G.</given-names>
</name>
<name>
<surname>Hermus</surname>
<given-names>A. R. M. M.</given-names>
</name>
<name>
<surname>Swinkels</surname>
<given-names>L. M. J.&#x20;W.</given-names>
</name>
<name>
<surname>Lutterman</surname>
<given-names>J.&#x20;A.</given-names>
</name>
<name>
<surname>Smals</surname>
<given-names>A. G. H.</given-names>
</name>
</person-group> (<year>2000</year>). <article-title>Osteopenia in Insulin-dependent Diabetes Mellitus; Prevalence and Aspects of Pathophysiology</article-title>. <source>J.&#x20;Endocrinol. Invest.</source> <volume>23</volume> (<issue>5</issue>), <fpage>295</fpage>&#x2013;<lpage>303</lpage>. <pub-id pub-id-type="doi">10.1007/bf03343726</pub-id> </citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kim</surname>
<given-names>H. S.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>N. K.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Gene Expression Profiling in Osteoclast Precursors by Insulin Using Microarray Analysis</article-title>. <source>Mol. Cell</source> <volume>37</volume> (<issue>11</issue>), <fpage>827</fpage>&#x2013;<lpage>832</lpage>. <pub-id pub-id-type="doi">10.14348/molcells.2014.0223</pub-id> </citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kim</surname>
<given-names>Y.-R.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>K.-U.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>J.-H.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>D.-W.</given-names>
</name>
<name>
<surname>Chung</surname>
<given-names>J.-H.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>Y.-D.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Cancer Testis Antigen, NOL4, Is an Immunogenic Antigen Specifically Expressed in Small-Cell Lung Cancer</article-title>. <source>Curr. Oncol.</source> <volume>28</volume> (<issue>3</issue>), <fpage>1927</fpage>&#x2013;<lpage>1937</lpage>. <pub-id pub-id-type="doi">10.3390/curroncol28030179</pub-id> </citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kirstein</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Chambers</surname>
<given-names>T. J.</given-names>
</name>
<name>
<surname>Fuller</surname>
<given-names>K.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>Secretion of Tartrate-Resistant Acid Phosphatase by Osteoclasts Correlates with Resorptive Behavior</article-title>. <source>J.&#x20;Cel. Biochem.</source> <volume>98</volume> (<issue>5</issue>), <fpage>1085</fpage>&#x2013;<lpage>1094</lpage>. <pub-id pub-id-type="doi">10.1002/jcb.20835</pub-id> </citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Laha</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Deb</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Das</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>KLF2 (Kruppel-like Factor 2 [lung]) Regulates Osteoclastogenesis by Modulating Autophagy</article-title>. <source>Autophagy</source> <volume>15</volume> (<issue>12</issue>), <fpage>2063</fpage>&#x2013;<lpage>2075</lpage>. <pub-id pub-id-type="doi">10.1080/15548627.2019.1596491</pub-id> </citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Cai</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Xie</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>LncRNA&#x2010;mRNA Expression Profiles and Functional Networks in Osteoclast Differentiation</article-title>. <source>J.&#x20;Cel Mol. Med.</source> <volume>24</volume> (<issue>17</issue>), <fpage>9786</fpage>&#x2013;<lpage>9797</lpage>. <pub-id pub-id-type="doi">10.1111/jcmm.15560</pub-id> </citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Love</surname>
<given-names>M. I.</given-names>
</name>
<name>
<surname>Huber</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Anders</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Moderated Estimation of Fold Change and Dispersion for RNA-Seq Data with DESeq2</article-title>. <source>Genome Biol.</source> <volume>15</volume> (<issue>12</issue>), <fpage>550</fpage>. <pub-id pub-id-type="doi">10.1186/s13059-014-0550-8</pub-id> </citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Luo</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Yue</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Lin</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Qu</surname>
<given-names>G.</given-names>
</name>
<etal/>
</person-group> (<year>2016</year>). <article-title>LGR4 Is a Receptor for RANKL and Negatively Regulates Osteoclast Differentiation and Bone Resorption</article-title>. <source>Nat. Med.</source> <volume>22</volume> (<issue>5</issue>), <fpage>539</fpage>&#x2013;<lpage>546</lpage>. <pub-id pub-id-type="doi">10.1038/nm.4076</pub-id> </citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Madel</surname>
<given-names>M. B.</given-names>
</name>
<name>
<surname>Ib&#xe1;&#xf1;ez</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Ciucci</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Halper</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Rouleau</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Boutin</surname>
<given-names>A.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Dissecting the Phenotypic and Functional Heterogeneity of Mouse Inflammatory Osteoclasts by the Expression of Cx3cr1</article-title>. <source>Elife</source> <volume>9</volume>, <fpage>e54493</fpage>. <pub-id pub-id-type="doi">10.7554/eLife.54493</pub-id> </citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Malone</surname>
<given-names>B. M.</given-names>
</name>
<name>
<surname>Tan</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Bridges</surname>
<given-names>S. M.</given-names>
</name>
<name>
<surname>Peng</surname>
<given-names>Z.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Comparison of Four ChIP-Seq Analytical Algorithms Using rice Endosperm H3K27 Trimethylation Profiling Data</article-title>. <source>PLoS One</source> <volume>6</volume> (<issue>9</issue>), <fpage>e25260</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0025260</pub-id> </citation>
</ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Murata</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Fang</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Terao</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Giannopoulou</surname>
<given-names>E. G.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>Y. J.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>M. J.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Hypoxia-Sensitive COMMD1 Integrates Signaling and Cellular Metabolism in Human Macrophages and Suppresses Osteoclastogenesis</article-title>. <source>Immunity</source> <volume>47</volume> (<issue>1</issue>), <fpage>66</fpage>&#x2013;<lpage>79</lpage>. <pub-id pub-id-type="doi">10.1016/j.immuni.2017.06.018</pub-id> </citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nishikawa</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Iwamoto</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Kobayashi</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Katsuoka</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Kawaguchi</surname>
<given-names>S.-i.</given-names>
</name>
<name>
<surname>Tsujita</surname>
<given-names>T.</given-names>
</name>
<etal/>
</person-group> (<year>2015</year>). <article-title>DNA Methyltransferase 3a Regulates Osteoclast Differentiation by Coupling to an S-Adenosylmethionine-Producing Metabolic Pathway</article-title>. <source>Nat. Med.</source> <volume>21</volume> (<issue>3</issue>), <fpage>281</fpage>&#x2013;<lpage>287</lpage>. <pub-id pub-id-type="doi">10.1038/nm.3774</pub-id> </citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nomiyama</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Egami</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Wada</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Tou</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Horiuchi</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Matsusaki</surname>
<given-names>H.</given-names>
</name>
<etal/>
</person-group> (<year>2005</year>). <article-title>Short Communication: Identification of Genes Differentially Expressed in Osteoclast-like Cells</article-title>. <source>J.&#x20;Interferon Cytokine Res.</source> <volume>25</volume> (<issue>4</issue>), <fpage>227</fpage>&#x2013;<lpage>231</lpage>. <pub-id pub-id-type="doi">10.1089/jir.2005.25.227</pub-id> </citation>
</ref>
<ref id="B34">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Novack</surname>
<given-names>D. V.</given-names>
</name>
<name>
<surname>Teitelbaum</surname>
<given-names>S. L.</given-names>
</name>
</person-group> (<year>2008</year>). <article-title>The Osteoclast: Friend or Foe?</article-title> <source>Annu. Rev. Pathol. Mech. Dis.</source> <volume>3</volume>, <fpage>457</fpage>&#x2013;<lpage>484</lpage>. <pub-id pub-id-type="doi">10.1146/annurev.pathmechdis.3.121806.151431</pub-id> </citation>
</ref>
<ref id="B35">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Purdue</surname>
<given-names>P. E.</given-names>
</name>
<name>
<surname>Crotti</surname>
<given-names>T. N.</given-names>
</name>
<name>
<surname>Shen</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Swantek</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Hill</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2014</year>). <article-title>Comprehensive Profiling Analysis of Actively Resorbing Osteoclasts Identifies Critical Signaling Pathways Regulated by Bone Substrate</article-title>. <source>Sci. Rep.</source> <volume>4</volume>, <fpage>7595</fpage>. <pub-id pub-id-type="doi">10.1038/srep07595</pub-id> </citation>
</ref>
<ref id="B36">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Reni</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Mangialardi</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Meloni</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Madeddu</surname>
<given-names>P.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Diabetes Stimulates Osteoclastogenesis by Acidosis-Induced Activation of Transient Receptor Potential Cation Channels</article-title>. <source>Sci. Rep.</source> <volume>6</volume>, <fpage>30639</fpage>. <pub-id pub-id-type="doi">10.1038/srep30639</pub-id> </citation>
</ref>
<ref id="B37">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Roodman</surname>
<given-names>G. D.</given-names>
</name>
</person-group> (<year>1999</year>). <article-title>Cell Biology of the Osteoclast</article-title>. <source>Exp. Hematol.</source> <volume>27</volume> (<issue>8</issue>), <fpage>1229</fpage>&#x2013;<lpage>1241</lpage>. <pub-id pub-id-type="doi">10.1016/s0301-472x(99)00061-2</pub-id> </citation>
</ref>
<ref id="B38">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shaker</surname>
<given-names>J.&#x20;L.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>Paget&#x27;s Disease of Bone: A Review of Epidemiology, Pathophysiology and Management</article-title>. <source>Ther. Adv. Musculoskelet.</source> <volume>1</volume> (<issue>2</issue>), <fpage>107</fpage>&#x2013;<lpage>125</lpage>. <pub-id pub-id-type="doi">10.1177/1759720x09351779</pub-id> </citation>
</ref>
<ref id="B39">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sozen</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Ozisik</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Calik Basaran</surname>
<given-names>N.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>An Overview and Management of Osteoporosis</article-title>. <source>Eur. J.&#x20;Rheumatol.</source> <volume>4</volume> (<issue>1</issue>), <fpage>46</fpage>&#x2013;<lpage>56</lpage>. <pub-id pub-id-type="doi">10.5152/eurjrheum.2016.048</pub-id> </citation>
</ref>
<ref id="B40">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Teitelbaum</surname>
<given-names>S. L.</given-names>
</name>
</person-group> (<year>2007</year>). <article-title>Osteoclasts: what Do They Do and How Do They Do it?</article-title> <source>Am. J.&#x20;Pathol.</source> <volume>170</volume> (<issue>2</issue>), <fpage>427</fpage>&#x2013;<lpage>435</lpage>. <pub-id pub-id-type="doi">10.2353/ajpath.2007.060834</pub-id> </citation>
</ref>
<ref id="B41">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Teitelbaum</surname>
<given-names>S. L.</given-names>
</name>
<name>
<surname>Ross</surname>
<given-names>F. P.</given-names>
</name>
</person-group> (<year>2003</year>). <article-title>Genetic Regulation of Osteoclast Development and Function</article-title>. <source>Nat. Rev. Genet.</source> <volume>4</volume> (<issue>8</issue>), <fpage>638</fpage>&#x2013;<lpage>649</lpage>. <pub-id pub-id-type="doi">10.1038/nrg1122</pub-id> </citation>
</ref>
<ref id="B42">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Waugh</surname>
<given-names>K. A.</given-names>
</name>
<name>
<surname>Leach</surname>
<given-names>S. M.</given-names>
</name>
<name>
<surname>Moore</surname>
<given-names>B. L.</given-names>
</name>
<name>
<surname>Bruno</surname>
<given-names>T. C.</given-names>
</name>
<name>
<surname>Buhrman</surname>
<given-names>J.&#x20;D.</given-names>
</name>
<name>
<surname>Slansky</surname>
<given-names>J.&#x20;E.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Molecular Profile of Tumor-specific CD8&#x2b; T&#x20;Cell Hypofunction in a Transplantable Murine Cancer Model</article-title>. <source>J.I.</source> <volume>197</volume> (<issue>4</issue>), <fpage>1477</fpage>&#x2013;<lpage>1488</lpage>. <pub-id pub-id-type="doi">10.4049/jimmunol.1600589</pub-id> </citation>
</ref>
<ref id="B43">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Humphrey</surname>
<given-names>M. B.</given-names>
</name>
<name>
<surname>Nakamura</surname>
<given-names>M. C.</given-names>
</name>
</person-group> (<year>2008</year>). <article-title>Osteoclasts-the Innate Immune Cells of the Bone</article-title>. <source>Autoimmunity</source> <volume>41</volume> (<issue>3</issue>), <fpage>183</fpage>&#x2013;<lpage>194</lpage>. <pub-id pub-id-type="doi">10.1080/08916930701693180</pub-id> </citation>
</ref>
<ref id="B44">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yang</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Tang</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Qiao</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Sun</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Identification of Critical Genes and lncRNAs in Osteolysis after Total Hip Arthroplasty and Osteoarthritis by RNA Sequencing</article-title>. <source>Biomed. Res. Int.</source> <volume>2021</volume>, <fpage>6681925</fpage>. <pub-id pub-id-type="doi">10.1155/2021/6681925</pub-id> </citation>
</ref>
<ref id="B45">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yasuda</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Shima</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Nakagawa</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Yamaguchi</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Kinosaki</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Mochizuki</surname>
<given-names>S.-i.</given-names>
</name>
<etal/>
</person-group> (<year>1998</year>). <article-title>Osteoclast Differentiation Factor Is a Ligand for Osteoprotegerin/osteoclastogenesis-Inhibitory Factor and Is Identical to TRANCE/RANKL</article-title>. <source>Proc. Natl. Acad. Sci.</source> <volume>95</volume> (<issue>7</issue>), <fpage>3597</fpage>&#x2013;<lpage>3602</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.95.7.3597</pub-id> </citation>
</ref>
<ref id="B46">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yi</surname>
<given-names>S. J.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>Y.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>Bone Remodeling: Histone Modifications as Fate Determinants of Bone Cell Differentiation</article-title>. <source>Int. J.&#x20;Mol. Sci.</source> <volume>20</volume> (<issue>13</issue>), <fpage>3147</fpage>. <pub-id pub-id-type="doi">10.3390/ijms20133147</pub-id> </citation>
</ref>
</ref-list>
</back>
</article>