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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Cell Dev. Biol.</journal-id>
<journal-title>Frontiers in Cell and Developmental Biology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Cell Dev. Biol.</abbrev-journal-title>
<issn pub-type="epub">2296-634X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">846723</article-id>
<article-id pub-id-type="doi">10.3389/fcell.2022.846723</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Cell and Developmental Biology</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>The Interplay Between TGF-&#x3b2; Signaling and Cell Metabolism</article-title>
<alt-title alt-title-type="left-running-head">Liu and Chen</alt-title>
<alt-title alt-title-type="right-running-head">TGF-&#x3b2; Signaling and Cell Metabolism</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Huidong</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/1663114/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Chen</surname>
<given-names>Ye-Guang</given-names>
</name>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1241204/overview"/>
</contrib>
</contrib-group>
<aff>
<institution>The State Key Laboratory of Membrane Biology</institution>, <institution>Tsinghua-Peking Center for Life Sciences</institution>, <institution>School of Life Sciences</institution>, <institution>Tsinghua University</institution>, <addr-line>Beijing, 100084</addr-line>, <country>China</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/1076828/overview">Long Zhang</ext-link>, Zhejiang University, China</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/1456597/overview">Terytty Yang Li</ext-link>, Swiss Federal Institute of Technology Lausanne, Switzerland</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/968075/overview">Vinay Bulusu</ext-link>, Indian Institute of Science Education and Research Berhampur (IISER), India</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Ye-Guang Chen, <email>ygchen@tsinghua.edu.cn</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Signaling, a section of the journal Frontiers in Cell and Developmental Biology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>09</day>
<month>03</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>846723</elocation-id>
<history>
<date date-type="received">
<day>31</day>
<month>12</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>14</day>
<month>02</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Liu and Chen.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Liu and Chen</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>The transforming growth factor-&#x3b2; (TGF-&#x3b2;) signaling plays a critical role in the development and tissue homeostasis in metazoans, and deregulation of TGF-&#x3b2; signaling leads to many pathological conditions. Mounting evidence suggests that TGF-&#x3b2; signaling can actively alter metabolism in diverse cell types. Furthermore, metabolic pathways, beyond simply regarded as biochemical reactions, are closely intertwined with signal transduction. Here, we discuss the role of TGF-&#x3b2; in glucose, lipid, amino acid, redox and polyamine metabolism with an emphasis on how TGF-&#x3b2; can act as a metabolic modulator and how metabolic changes can influence TGF-&#x3b2; signaling. We also describe how interplay between TGF-&#x3b2; signaling and cell metabolism regulates cellular homeostasis as well as the progression of multiple diseases, including cancer.</p>
</abstract>
<kwd-group>
<kwd>TGF-&#x3b2; signaling</kwd>
<kwd>Smad</kwd>
<kwd>glucose metabolism</kwd>
<kwd>lipid metabolism</kwd>
<kwd>amino acid metabolism</kwd>
</kwd-group>
<contract-num rid="cn001">31988101 31730056</contract-num>
<contract-num rid="cn002">2017YFA0103601</contract-num>
<contract-sponsor id="cn001">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content>
</contract-sponsor>
<contract-sponsor id="cn002">National Key Research and Development Program of China<named-content content-type="fundref-id">10.13039/501100012166</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Comprising 33 members in mammalian cells, the transforming growth factor-&#x3b2; (TGF-&#x3b2;) superfamily is distinct from other cytokines owning to its more widespread and pleiotropic effects (<xref ref-type="bibr" rid="B80">Morikawa et&#x20;al., 2016</xref>). The TGF-&#x3b2; signaling pathway contributes to a broad range of physiological and pathological processes, and its key roles in development, immunity, wound healing, cancer, fibrosis, skeletal and cardiac diseases have been extensively studied (<xref ref-type="bibr" rid="B73">Massague, 2008</xref>; <xref ref-type="bibr" rid="B125">Wu and Hill, 2009</xref>; <xref ref-type="bibr" rid="B28">Dobaczewski et&#x20;al., 2011</xref>; <xref ref-type="bibr" rid="B115">Travis and Sheppard, 2014</xref>; <xref ref-type="bibr" rid="B75">Meng et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B80">Morikawa et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B101">Salazar et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B53">Kiritsi and Nystrom, 2018</xref>; <xref ref-type="bibr" rid="B25">Derynck et&#x20;al., 2020</xref>). A plethora of cellular activities, including cell proliferation, differentiation, apoptosis, adhesion and migration, are controlled by TGF-&#x3b2; superfamily members in a context-dependent manner (<xref ref-type="bibr" rid="B30">Feng and Derynck, 2005</xref>; <xref ref-type="bibr" rid="B82">Moustakas and Heldin, 2009</xref>; <xref ref-type="bibr" rid="B72">Massague, 2012</xref>; <xref ref-type="bibr" rid="B23">David and Massague, 2018</xref>). Although cellular responses to TGF-&#x3b2; signaling are mainly induced via its transcriptional regulation of genes (<xref ref-type="bibr" rid="B70">Massague and Chen, 2000</xref>; <xref ref-type="bibr" rid="B74">Massague and Wotton, 2000</xref>), other means have been recognized for TGF-&#x3b2; signaling to shape cell behavior, such as epigenetic modification, mRNA splicing and miRNA expression (<xref ref-type="bibr" rid="B24">Derynck and Budi, 2019</xref>). In addition, accumulating evidence indicates that TGF-&#x3b2; signal can also remodel cell metabolism.</p>
<p>As a network of chemical reactions essential for sustaining life, metabolism has long been centered in energy provision, building of blocks for biomacromolecules and elimination of compounds that are otherwise toxic to the organism. Studies in the past decades, especially with the aid of metabolomics, have further unraveled the profound interactions between metabolism and the regulation of protein activity and genes expression (<xref ref-type="bibr" rid="B98">Rinschen et&#x20;al., 2019</xref>). Metabolic substrates, beyond serving as &#x201c;ingredients&#x201d; or biomarkers, are able to modify the chromatin structure and regulate gene expression (<xref ref-type="bibr" rid="B60">Li et&#x20;al., 2018</xref>). On the other hand, metabolic enzymes, in response to signaling cues, can fulfill many moonlighting functions other than catalyzing (<xref ref-type="bibr" rid="B127">Xu et&#x20;al., 2021</xref>). Therefore, these non-metabolic roles of metabolites and metabolic enzymes have been shown to play a critical role in signal transduction.</p>
<p>In this review, we discuss the current knowledge of how TGF-&#x3b2; signaling functions by altering various facets of cell metabolism and how metabolic changes can result in modulation of TGF-&#x3b2; signaling, thereby affecting an array of cellular processes. Such interplay between TGF-&#x3b2; signaling and cell metabolism is thought to be instrumental in maintaining homeostasis, and its aberration contributes to disease development. Due to the large number of TGF-&#x3b2; superfamily members, the scope of this review is restricted to the TGF-&#x3b2; ligands (TGF-&#x3b2;1, 2 and 3), which have been most extensively studied.</p>
</sec>
<sec id="s2">
<title>Basics of the TGF-&#x3b2; Signaling Pathway</title>
<p>Based on the similarities in protein sequence and structure, the mammalian TGF-&#x3b2; members, with a few exceptions, can be classified into three major groups: the TGF-&#x3b2; family, the inhibin/activin family and the BMP (bone morphogenic protein)/GDF (growth and differentiation factor) family (<xref ref-type="bibr" rid="B80">Morikawa et&#x20;al., 2016</xref>). The TGF-&#x3b2; family consists of TGF-&#x3b2;1, 2 and 3 that have largely redundant functions. Each isoform contains nine highly conserved cysteine residues, mediating the formation of inter- or intramolecular disulfide bonds that interlock two TGF-&#x3b2; polypeptides as a dimer (<xref ref-type="bibr" rid="B45">Hinck et&#x20;al., 2016</xref>). The dimeric TGF-&#x3b2; ligand associates with the pro-region-derived latency-associated peptide (LAP) and a latent TGF-&#x3b2; binding protein (LTBP) and forms a large latent complex (LLC), which is trapped in the extracellular matrix (ECM) (<xref ref-type="bibr" rid="B99">Robertson and Rifkin, 2016</xref>). Activation of TGF-&#x3b2; ligands is mediated by different proteins in various tissues, serving as a way to ensure the precision of signal presentation (<xref ref-type="bibr" rid="B97">Rifkin, 2005</xref>).</p>
<p>Once activated, the dimeric TGF-&#x3b2; initiates signaling by promoting the assembly of two type I (T&#x3b2;RI) and two type II (T&#x3b2;RI) transmembrane receptors (<xref ref-type="bibr" rid="B41">Hata and Chen, 2016</xref>) (<xref ref-type="fig" rid="F1">Figure&#x20;1</xref>). In the absence of TGF-&#x3b2; ligands, both T&#x3b2;RI and T&#x3b2;RII exist as monomers (<xref ref-type="bibr" rid="B144">Zhang et&#x20;al., 2009</xref>; <xref ref-type="bibr" rid="B145">Zhang et&#x20;al., 2010</xref>), although early studies reported that they exist as homodimers (<xref ref-type="bibr" rid="B16">Chen and Derynck, 1994</xref>; <xref ref-type="bibr" rid="B43">Henis et&#x20;al., 1994</xref>; <xref ref-type="bibr" rid="B34">Gilboa et&#x20;al., 1998</xref>), most likely due to their overexpression. Both of T&#x3b2;RI and T&#x3b2;RII possess Ser/Thr kinase activity in the cytoplasmic domain. Ligand binding results in the tetramer receptor complex formation with two T&#x3b2;RI and two T&#x3b2;RII, in which T&#x3b2;RI is activated via phosphorylation of Thr and Ser residues in its GS domain (TTSGSGSG) by the constitutively active T&#x3b2;RII (<xref ref-type="bibr" rid="B122">Wrana et&#x20;al., 1994</xref>). The phosphorylation-induced conformational change activates the T&#x3b2;RI kinase that relays the signal to the effector Smad proteins (<xref ref-type="bibr" rid="B47">Huse et&#x20;al., 1999</xref>; <xref ref-type="bibr" rid="B48">Huse et&#x20;al., 2001</xref>; <xref ref-type="bibr" rid="B11">Chaikuad and Bullock, 2016</xref>; <xref ref-type="bibr" rid="B41">Hata and Chen, 2016</xref>) (<xref ref-type="fig" rid="F1">Figure&#x20;1A</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>The TGF-&#x3b2; Signaling Pathways. Binding of TGF-&#x3b2; to T&#x3b2;RII leads to the tetramer assembly of monomeric T&#x3b2;RII and T&#x3b2;RI receptors. <bold>(A)</bold> In Smad-dependent TGF-&#x3b2; signal transduction, T&#x3b2;RII trans-phosphorylates T&#x3b2;RI and activates its kinase activity, which in turn phosphorylates Smad2/3 at the C-terminal tail. Phosphorylated Smad2/3 form a trimeric complex with Smad4 and is translocated into the nucleus. The Smad complex binds DNA via their MH1 domains and controls gene expression through interacting with other transcription co-regulators. <bold>(B)</bold> TGF-&#x3b2; receptors trigger non-Smad signaling pathways. For instance, TGF-&#x3b2; receptors have been reported to recruit Shc, Grb2 and Sos to activate Ras, thereby initiating MAPK signaling. TGF-&#x3b2; receptors also activate TAK1 through TRAF6, which is required for TGF-&#x3b2;-induced JNK, p38 and NF-&#x3ba;B activation. It has been proposed that interaction of TRAF6 with T&#x3b2;RI also leads to PI3K/Akt activation. Figure is created with <ext-link ext-link-type="uri" xlink:href="http://Biorender.com">Biorender.com</ext-link>.</p>
</caption>
<graphic xlink:href="fcell-10-846723-g001.tif"/>
</fig>
<p>There are three subgroups of Smad proteins: the receptor-activated Smads (R-Smads, Smad2/3 for TGF-&#x3b2;/activin/inhibin receptors and Smad1/5/8 for BMP/GDF receptors), the common-mediator Smad (Co-Smad, i.e.,&#x20;Smad4) that interacts with R-Smads, and the inhibitory Smads (I-Smads, Smad6 and Smad7). Both R- and Co-Smads propagate signals, while I-Smads dampen the signal transduction (<xref ref-type="bibr" rid="B41">Hata and Chen, 2016</xref>). All R-Smad proteins contain a highly conserved C-terminal MH2 domain that, via an inner L3 loop, engages in Smad-receptor and Smad-Smad interactions (<xref ref-type="bibr" rid="B65">Lo et&#x20;al., 1998</xref>). The conserved N-terminal MH1 domain in R-Smads and Co-Smad has a nuclear localization signal and a DNA-binding &#x3b2;-hairpin (<xref ref-type="bibr" rid="B41">Hata and Chen, 2016</xref>; <xref ref-type="bibr" rid="B11">Chaikuad and Bullock, 2016</xref>; <xref ref-type="bibr" rid="B107">Shi et&#x20;al., 1998</xref>; <xref ref-type="bibr" rid="B44">Hill, 2016</xref>). Upon activation of T&#x3b2;RI kinase activity, Smad2/3 is phosphorylated at two serine residues in the SSXS motif and subsequently is dissociated from the T&#x3b2;RI kinase domain, forming a trimeric Smad complex composed of two Smad2/3 and one Smad4 (<xref ref-type="bibr" rid="B41">Hata and Chen, 2016</xref>; <xref ref-type="bibr" rid="B11">Chaikuad and Bullock, 2016</xref>; <xref ref-type="bibr" rid="B51">Kawabata et&#x20;al., 1998</xref>; <xref ref-type="bibr" rid="B10">Chacko et&#x20;al., 2004</xref>; <xref ref-type="bibr" rid="B128">Xu et&#x20;al., 2016</xref>). This Smad complex is then accumulated in the nucleus and acts as a transcription factor to regulate contextual expression of target genes through collaboration with diverse co-factors (<xref ref-type="bibr" rid="B82">Moustakas and Heldin, 2009</xref>; <xref ref-type="bibr" rid="B71">Massague et&#x20;al., 2005</xref>) (<xref ref-type="fig" rid="F1">Figure&#x20;1A</xref>). TGF-&#x3b2; ligands can also signal independently of Smad proteins through crosstalk with other signaling pathways (see <xref ref-type="bibr" rid="B146">Zhang, 2017</xref>; <xref ref-type="bibr" rid="B24">Derynck and Budi, 2019</xref>) (<xref ref-type="fig" rid="F1">Figure&#x20;1B</xref>).</p>
<p>While it is clear that TGF-&#x3b2; signaling targets genes related to cell cycle progression, ECM production and epithelial-mesenchymal transition (EMT), a panoramic view of metabolic genes whose transcription directly controlled by TGF-&#x3b2; signaling are not attained. It remains even more obscure precisely how metabolic changes regulate the TGF-&#x3b2; signal transduction. In the following sections, we will illustrate the interplay between TGF-&#x3b2; signaling and multiple aspects of cell metabolism with a discussion on their important physiological or pathological roles in mammalian&#x20;cells.</p>
</sec>
<sec id="s3">
<title>TGF-&#x3b2; Signaling and Glucose Metabolism</title>
<p>The first evidence that TGF-&#x3b2; regulates glucose metabolism perhaps comes from work on Swiss mouse 3T3 cells demonstrating TGF-&#x3b2; treatment upregulates <italic>Glut1</italic> (glucose transporter type 1) mRNA level and increases glucose uptake (<xref ref-type="bibr" rid="B54">Kitagawa et&#x20;al., 1991</xref>). This observation is later reproduced in rat glomerular mesangial cells and is associated with excessive glucose uptake-induced overproduction of ECM proteins (<xref ref-type="bibr" rid="B49">Inoki et&#x20;al., 1999</xref>), which is a hallmark of diabetic nephropathy. In a different model using mouse normal mammary gland (NMuMG) cells to study TGF-&#x3b2;-induced EMT, however, Glut1 expression is reduced at both the protein and mRNA levels during short-term TGF-&#x3b2; exposure but is later restored, which may be explained by differential effects of TGF-&#x3b2; on proliferation of epithelial and mesenchymal cells through regulation of glucose uptake (<xref ref-type="bibr" rid="B85">Nilchian et&#x20;al., 2020</xref>). In mesangial cells, high glucose can potently increase autocrine secretion of TGF-&#x3b2; (<xref ref-type="bibr" rid="B147">Ziyadeh et&#x20;al., 1994</xref>; <xref ref-type="bibr" rid="B55">Kolm et&#x20;al., 1996</xref>; <xref ref-type="bibr" rid="B56">Kolm-Litty et&#x20;al., 1998</xref>) (<xref ref-type="fig" rid="F2">Figure&#x20;2</xref>). It seems that a positive feedback loop, in which elevated glucose levels stimulate TGF-&#x3b2; production and TGF-&#x3b2;, in turn, enhances glucose uptake, may pathologically contribute to the progression of diabetic nephropathy. Interestingly, production of TGF-&#x3b2; induced by high glucose is impaired by inhibition of Gfat (Glutamine:fructose-6-phosphate aminotransferase, the rate-limiting enzyme that converts fructose-6-phosphate into glucosamine-6-phosphate) (<xref ref-type="bibr" rid="B56">Kolm-Litty et&#x20;al., 1998</xref>), suggesting a potential role of glucosamine-6-phosphotse in regulating TGF-&#x3b2; expression (<xref ref-type="fig" rid="F2">Figure&#x20;2</xref>). In addition to promote TGF-&#x3b2; ligand production, high glucose is shown to increase cell membrane levels of both T&#x3b2;RI and T&#x3b2;RII and to induce latent-TGF-&#x3b2; activation by matrix metalloproteinases, leading to activation of the Akt-mTOR pathway and consequently causing cell hypertrophy in fibroblasts and epithelial cells (<xref ref-type="bibr" rid="B124">Wu and Derynck, 2009</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Crosstalk Between TGF-&#x3b2; Signaling and Glycolysis. In the glycolytic pathway, glucose is converted to pyruvates via a cascade of enzymatic reactions. It has been reported that TGF-&#x3b2; signaling can either increase or decrease the expression of GLUT1 and HK2, depending on the cell types. This cell type-context effect is also seen on PKM2, an enzyme that catalyzes pyruvate into lactate. TGF-&#x3b2; signaling upregulates PFKFB3, leading to increased F26BP levels, which, in turn, accelerate conversion of F6P to F16BP. It has been suggested that glucose and lactate can promote TGF-&#x3b2; signaling; and inhibition of GFAT prevents glucose-induced expression of TGF-&#x3b2; ligands, implying a potential role of glucosamine-6-phosphotase in mediating this process. The conversion of F16BP to pyruvate has been omitted for clarity. Blue texts and arrows, glycolysis and its branches; gray arrows, cell-type dependent effect. Abbreviations: G6P, glucose-6-phosphate; F6P, fructose-6-phosphate; F16BP, fructose-1,6-biphosphate; F26BP, fructose-2,6-biphosphate; PEP, phosphoenolpyruvate; GLUT1, glucose transport 1; HK2, hexokinase 2; GFAT, glutamine:fructose-6-phosphate aminotransferase; PFKFB3, 6-phosphofructo-2-kinase/fructose-2,6-biphosphatase 3; PKM2, pyruvate kinase M2. Figure is created with <ext-link ext-link-type="uri" xlink:href="http://BioRender.com">BioRender.com</ext-link>.</p>
</caption>
<graphic xlink:href="fcell-10-846723-g002.tif"/>
</fig>
<p>TGF-&#x3b2; signaling also regulates other components in the glycolytic pathway (<xref ref-type="fig" rid="F2">Figure&#x20;2</xref>; <xref ref-type="table" rid="T1">Table&#x20;1A</xref>). For example, TGF-&#x3b2; treatment significantly decreases hexokinase 2 (HK2) expression in murine thymic-derived Tregs (<xref ref-type="bibr" rid="B90">Priyadharshini et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B18">Chen et&#x20;al., 2020</xref>). However, HK2 levels are slightly increased in TGF-&#x3b2;-treated articular chondrocytes from patients with osteoarthritis (<xref ref-type="bibr" rid="B121">Wang et&#x20;al., 2018</xref>). TGF-&#x3b2; stimulation also specifically increases HK2 abundance in murine and human lung fibroblasts, which is required for profibrotic actions of TGF-&#x3b2; possibly through upregulating YAP/TAZ protein levels by an unknown mechanism (<xref ref-type="bibr" rid="B137">Yin et&#x20;al., 2019</xref>). These results together suggest a cell-type dependent effect of TGF-&#x3b2; signaling on HK2 regulation. Phosphofructokinase 2 (PFK2), an enzyme that generates fructose-2,6-biphosphate that allosterically activates phosphofructokinases, is overexpressed in many cancer cells. TGF-&#x3b2; induces PFK2 expression in glioblastoma and pancreatic cancer cells (<xref ref-type="bibr" rid="B100">Rodriguez-Garcia et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B131">Yalcin et&#x20;al., 2017</xref>), which is required for activation of SNAI1 transcription and promotes cell invasion (<xref ref-type="bibr" rid="B131">Yalcin et&#x20;al., 2017</xref>). In SW480 colon cancer cells, increased pyruvate kinase M2 (PKM2) expression by TGF-&#x3b2; and EGF has been reported to be indispensable for EMT (<xref ref-type="bibr" rid="B39">Hamabe et&#x20;al., 2014</xref>). In podocytes, the interaction of Smad4 with PKM2 interrupts the active PKM2 tetramer and reduces glycolysis activity (<xref ref-type="bibr" rid="B59">Li et&#x20;al., 2020</xref>).</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>TGF-&#x3b2;-induced metabolic changes.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Target</th>
<th align="center">Effect on metabolism</th>
<th align="center">Implication</th>
<th align="center">Cell type</th>
<th align="center">Reference</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td colspan="5" align="left">A. Glucose metabolism</td>
</tr>
<tr>
<td align="left">&#x2003;GLUT1</td>
<td align="left">Glucose uptake &#x2191;</td>
<td align="left">Proliferation</td>
<td align="left">Fibroblasts</td>
<td align="left">
<xref ref-type="bibr" rid="B54">Kitagawa et&#x20;al. (1991)</xref>
</td>
</tr>
<tr>
<td align="left"/>
<td align="left">Glucose uptake &#x2191;</td>
<td align="left">ECM production</td>
<td align="left">Mesangial cells</td>
<td align="left">
<xref ref-type="bibr" rid="B49">Inoki et&#x20;al. (1999)</xref>
</td>
</tr>
<tr>
<td align="left"/>
<td align="left">Glucose uptake &#x2193;</td>
<td align="left">Antiproliferation, EMT</td>
<td align="left">Mammary epithelial cells</td>
<td align="left">
<xref ref-type="bibr" rid="B85">Nilchian et&#x20;al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;HK2</td>
<td align="left">Glycolysis &#x2193;</td>
<td align="left">NA</td>
<td align="left">Thymic Treg cells</td>
<td align="left">
<xref ref-type="bibr" rid="B90">Priyadharshini et&#x20;al. (2018)</xref>; <xref ref-type="bibr" rid="B18">Chen et&#x20;al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left"/>
<td align="left">Glycolysis &#x2191;</td>
<td align="left">Osteoarthritis</td>
<td align="left">Articular chondrocytes</td>
<td align="left">
<xref ref-type="bibr" rid="B121">Wang et&#x20;al. (2018)</xref>
</td>
</tr>
<tr>
<td align="left"/>
<td align="left">Glycolysis &#x2191;</td>
<td align="left">Fibrosis</td>
<td align="left">Lung fibroblasts</td>
<td align="left">
<xref ref-type="bibr" rid="B137">Yin et&#x20;al. (2019)</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;PFKFB3</td>
<td align="left">Glycolysis &#x2191;</td>
<td align="left">Invasion</td>
<td align="left">Glioblastoma, pancreatic cancer cells</td>
<td align="left">
<xref ref-type="bibr" rid="B100">Rodriguez-Garcia et&#x20;al. (2017)</xref>; <xref ref-type="bibr" rid="B131">Yalcin et&#x20;al. (2017)</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;PKM2</td>
<td align="left">Aerobic glycolysis &#x2191;</td>
<td align="left">EMT</td>
<td align="left">Colon cancer cells</td>
<td align="left">
<xref ref-type="bibr" rid="B39">Hamabe et&#x20;al. (2014)</xref>
</td>
</tr>
<tr>
<td align="left"/>
<td align="left">Glycolysis &#x2193;</td>
<td align="left">Diabetic injury</td>
<td align="left">Podocytes</td>
<td align="left">
<xref ref-type="bibr" rid="B59">Li et&#x20;al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;PDC</td>
<td align="left">OXPHOS &#x2193;</td>
<td align="left">Kidney injury</td>
<td align="left">Fibroblasts</td>
<td align="left">
<xref ref-type="bibr" rid="B110">Smith and Hewitson, (2020)</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;Fumarase</td>
<td align="left">Moonlighting effect</td>
<td align="left">Cell cycle arrest</td>
<td align="left">Lung cancer cells</td>
<td align="left">
<xref ref-type="bibr" rid="B17">Chen et&#x20;al. (2019)</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;COX IV</td>
<td align="left">OXPHOS &#x2193;</td>
<td align="left">Cell cycle arrest</td>
<td align="left">Lung epithelial cells</td>
<td align="left">
<xref ref-type="bibr" rid="B138">Yoon et&#x20;al. (2005)</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;COX I</td>
<td align="left">OXPHOS &#x26; fatty acid oxidation &#x2191;</td>
<td align="left">EMT</td>
<td align="left">Breast cancer cells</td>
<td align="left">
<xref ref-type="bibr" rid="B62">Liu et&#x20;al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;ATP synthase</td>
<td align="left">OXPHOS &#x2193;</td>
<td align="left">Impaired tumor immunity</td>
<td align="left">Effector memory T&#x20;cells</td>
<td align="left">
<xref ref-type="bibr" rid="B26">Dimeloe et&#x20;al. (2019)</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;G6PC3</td>
<td align="left">Gluconeogenesis &#x2191;</td>
<td align="left">HSC differentiation</td>
<td align="left">Zebrafish embryonic cells</td>
<td align="left">
<xref ref-type="bibr" rid="B141">Zhang et&#x20;al. (2018)</xref>
</td>
</tr>
<tr>
<td colspan="5" align="left">B. Lipid metabolism</td>
</tr>
<tr>
<td align="left">&#x2003;SCD</td>
<td align="left">Unsaturated fatty acid synthesis &#x2191;</td>
<td align="left">NA</td>
<td align="left">Epithelial cells and fibroblasts</td>
<td align="left">
<xref ref-type="bibr" rid="B102">Samuel et&#x20;al. (2002)</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;FASN</td>
<td align="left">Fatty acid synthesis &#x2193;</td>
<td align="left">EMT</td>
<td align="left">Breast and lung cancer cells</td>
<td align="left">
<xref ref-type="bibr" rid="B50">Jiang et&#x20;al. (2015)</xref>; <xref ref-type="bibr" rid="B136">Yang et&#x20;al. (2016)</xref>; <xref ref-type="bibr" rid="B62">Liu et&#x20;al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;SPHK1</td>
<td align="left">Sphingosine-1P &#x2191;</td>
<td align="left">NA</td>
<td align="left">Fibroblasts</td>
<td align="left">
<xref ref-type="bibr" rid="B133">Yamanaka et&#x20;al. (2004)</xref>
</td>
</tr>
<tr>
<td align="left"/>
<td align="left">Sphingosine &#x2191;</td>
<td align="left">Dysfunctional placentae</td>
<td align="left">Choriocarcinoma cells</td>
<td align="left">
<xref ref-type="bibr" rid="B12">Chauvin et&#x20;al. (2015)</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;ASAH1</td>
<td align="left">Sphingosine &#x2191;</td>
<td align="left">Dysfunctional placentae</td>
<td align="left">Choriocarcinoma cells</td>
<td align="left">
<xref ref-type="bibr" rid="B12">Chauvin et&#x20;al. (2015)</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;SHIP</td>
<td align="left">PI(3, 4, 5)P<sub>3</sub> &#x2193;</td>
<td align="left">Apoptosis</td>
<td align="left">Immune cells</td>
<td align="left">
<xref ref-type="bibr" rid="B117">Valderrama-Carvajal et&#x20;al. (2002)</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;CYP24A1</td>
<td align="left">1,25(OH)<sub>2</sub>D<sub>3</sub> &#x2193;</td>
<td align="left">Impaired host defense</td>
<td align="left">Airway epithelial cells</td>
<td align="left">
<xref ref-type="bibr" rid="B104">Schrumpf et&#x20;al. (2020)</xref>
</td>
</tr>
<tr>
<td rowspan="2" align="left">&#x2003;Ceramide</td>
<td align="left">Ceramide &#x2191;</td>
<td align="left">ECM production</td>
<td align="left">Fibroblasts</td>
<td align="left">
<xref ref-type="bibr" rid="B103">Sato et&#x20;al. (2003)</xref>
</td>
</tr>
<tr>
<td align="left">Ceramide &#x2193;</td>
<td align="left">Cell survival</td>
<td align="left">Fibroblasts</td>
<td align="left">
<xref ref-type="bibr" rid="B14">Chen et&#x20;al. (2003)</xref>
</td>
</tr>
<tr>
<td rowspan="3" align="left">&#x2003;Lipid droplet</td>
<td align="left">Fatty acids storage &#x2191;</td>
<td align="left">EMT, invasion</td>
<td align="left">Acidosis-adapted cancer cells</td>
<td align="left">
<xref ref-type="bibr" rid="B21">Corbet et&#x20;al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">Fatty acids storage &#x2191;</td>
<td align="left">Impaired tumor immunity</td>
<td align="left">Dendritic cells</td>
<td align="left">
<xref ref-type="bibr" rid="B116">Trempolec et&#x20;al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">Fatty acids storage &#x2191;</td>
<td align="left">Impaired tumor immunity</td>
<td align="left">Macrophages</td>
<td align="left">
<xref ref-type="bibr" rid="B6">Bose et&#x20;al. (2019)</xref>
</td>
</tr>
<tr>
<td colspan="5" align="left">C. Amino acid metabolism</td>
</tr>
<tr>
<td align="left">&#x2003;P4HA3</td>
<td align="left">Reprogrammed amino acid metabolism</td>
<td align="left">EMT</td>
<td align="left">Lung cancer cells</td>
<td align="left">
<xref ref-type="bibr" rid="B83">Nakasuka et&#x20;al. (2021)</xref>
</td>
</tr>
<tr>
<td rowspan="4" align="left">&#x2003;GLS1</td>
<td align="left">Glutamine anaplerosis &#x2191;</td>
<td align="left">NA</td>
<td align="left">Hepatocellular carcinoma cells</td>
<td align="left">
<xref ref-type="bibr" rid="B112">Soukupova et&#x20;al. (2017)</xref>
</td>
</tr>
<tr>
<td align="left">Glutaminolysis &#x2191;</td>
<td align="left">EMT</td>
<td align="left">Breast cancer cells</td>
<td align="left">
<xref ref-type="bibr" rid="B58">Lee et&#x20;al. (2016)</xref>
</td>
</tr>
<tr>
<td align="left">Glutaminolysis &#x2191;</td>
<td align="left">Fibrosis</td>
<td align="left">Myofibroblasts</td>
<td align="left">
<xref ref-type="bibr" rid="B4">Bernard et&#x20;al. (2018)</xref>
</td>
</tr>
<tr>
<td align="left">Glutaminolysis &#x2191;</td>
<td align="left">Fibrosis</td>
<td align="left">Fibroblasts</td>
<td align="left">
<xref ref-type="bibr" rid="B20">Choudhury et&#x20;al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;ARG1</td>
<td align="left">Polyamine synthesis &#x2191;</td>
<td align="left">Immunosuppression</td>
<td align="left">Dendritic cells</td>
<td align="left">
<xref ref-type="bibr" rid="B79">Mondanelli et&#x20;al. (2017)</xref>
</td>
</tr>
<tr>
<td rowspan="2" align="left"/>
<td align="left">Polyamine synthesis &#x2191;</td>
<td align="left">Impaired tumor immunity</td>
<td align="left">Macrophages</td>
<td align="left">
<xref ref-type="bibr" rid="B8">Boutard et&#x20;al. (1995)</xref>
</td>
</tr>
<tr>
<td align="left">Polyamine and proline synthesis &#x2191;</td>
<td align="left">ECM production</td>
<td align="left">Vascular smooth muscle cells</td>
<td align="left">
<xref ref-type="bibr" rid="B29">Durante et&#x20;al. (2001)</xref>
</td>
</tr>
<tr>
<td rowspan="2" align="left">&#x2003;IDO1</td>
<td align="left">Moonlighting effect</td>
<td align="left">Immunosuppression</td>
<td align="left">Dendritic cells</td>
<td align="left">
<xref ref-type="bibr" rid="B79">Mondanelli et&#x20;al. (2017)</xref>
</td>
</tr>
<tr>
<td align="left">Moonlighting effect</td>
<td align="left">Self-tolerance</td>
<td align="left">Dendritic cells</td>
<td align="left">
<xref ref-type="bibr" rid="B88">Pallotta et&#x20;al. (2011)</xref>
</td>
</tr>
<tr>
<td align="left"/>
<td align="left">Tryptophan metabolism &#x2191;</td>
<td align="left">NA</td>
<td align="left">Fibroblasts</td>
<td align="left">
<xref ref-type="bibr" rid="B139">Yuan et&#x20;al. (1998)</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;ATF4</td>
<td align="left">Serine-glycine synthetic pathway &#x2191;</td>
<td align="left">ECM production</td>
<td align="left">Lung fibroblasts</td>
<td align="left">
<xref ref-type="bibr" rid="B106">Selvarajah et&#x20;al. (2019)</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;SLC3A2</td>
<td align="left">Leucine uptake &#x2193;</td>
<td align="left">Cell cycle arrest</td>
<td align="left">Mammary epithelial cells</td>
<td align="left">
<xref ref-type="bibr" rid="B66">Loayza-Puch et&#x20;al. (2017)</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;P5CS, PYCR1/2</td>
<td align="left">Proline synthesis &#x2191;</td>
<td align="left">Fibrosis</td>
<td align="left">Fibroblasts</td>
<td align="left">
<xref ref-type="bibr" rid="B105">Schworer et&#x20;al. (2020)</xref>
</td>
</tr>
<tr>
<td colspan="5" align="left">D. Redox, polyamine and other aspects of cell metabolism</td>
</tr>
<tr>
<td align="left">&#x2003;NOX4</td>
<td align="left">ROS &#x2191;</td>
<td align="left">Fibrosis, cancer</td>
<td align="left">Multiple tissues of origin</td>
<td align="left">
<xref ref-type="bibr" rid="B22">Cucoranu et&#x20;al. (2005)</xref>; <xref ref-type="bibr" rid="B113">Sturrock et&#x20;al. (2006)</xref>; <xref ref-type="bibr" rid="B9">Carmona-Cuenca et&#x20;al. (2008)</xref>; <xref ref-type="bibr" rid="B76">Michaeloudes et&#x20;al. (2011)</xref>; <xref ref-type="bibr" rid="B7">Boudreau et&#x20;al. (2012)</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;Glutathione</td>
<td align="left">Glutathione metabolism &#x2193;</td>
<td align="left">Fibrosis</td>
<td align="left">Multiple tissues of origin</td>
<td align="left">see <xref ref-type="bibr" rid="B63">Liu and Gaston Pravia, (2010)</xref> for review</td>
</tr>
<tr>
<td align="left"/>
<td align="left">Glutathione metabolism &#x2191;</td>
<td align="left">Drug resistance</td>
<td align="left">Squamous cell carcinoma cells</td>
<td align="left">
<xref ref-type="bibr" rid="B87">Oshimori et&#x20;al. (2015)</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;ODC1</td>
<td align="left">Polyamine synthesis &#x2193;</td>
<td align="left">NA</td>
<td align="left">Leukemia cells</td>
<td align="left">
<xref ref-type="bibr" rid="B81">Motyl et&#x20;al. (1993)</xref>
</td>
</tr>
<tr>
<td align="left"/>
<td align="left">Polyamine synthesis &#x2191;</td>
<td align="left">NA</td>
<td align="left">Myofibroblasts</td>
<td align="left">
<xref ref-type="bibr" rid="B5">Blachowski et&#x20;al. (1994)</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;AMD1</td>
<td align="left">Polyamine synthesis &#x2193;</td>
<td align="left">NA</td>
<td align="left">Leukemia cells</td>
<td align="left">
<xref ref-type="bibr" rid="B81">Motyl et&#x20;al. (1993)</xref>
</td>
</tr>
<tr>
<td align="left"/>
<td align="left">Polyamine synthesis &#x2191;</td>
<td align="left">NA</td>
<td align="left">Myofibroblasts</td>
<td align="left">
<xref ref-type="bibr" rid="B5">Blachowski et&#x20;al. (1994)</xref>
</td>
</tr>
<tr>
<td rowspan="2" align="left">&#x2003;Putrescine</td>
<td align="left">Putrescine &#x2191;</td>
<td align="left">Impaired tumor immunity</td>
<td align="left">Macrophages</td>
<td align="left">
<xref ref-type="bibr" rid="B8">Boutard et&#x20;al. (1995)</xref>
</td>
</tr>
<tr>
<td align="left">Putrescine &#x2191;</td>
<td align="left">ECM production</td>
<td align="left">Vascular smooth muscle cells</td>
<td align="left">
<xref ref-type="bibr" rid="B29">Durante et&#x20;al. (2001)</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;Spermidine</td>
<td align="left">Spermidine &#x2191;</td>
<td align="left">Self-tolerance</td>
<td align="left">Dendritic cells</td>
<td align="left">
<xref ref-type="bibr" rid="B79">Mondanelli et&#x20;al. (2017)</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;PNPO</td>
<td align="left">Vitamin B6 metabolism &#x2191;</td>
<td align="left">Cell proliferation</td>
<td align="left">Ovarian cancer cells</td>
<td align="left">
<xref ref-type="bibr" rid="B143">Zhang et&#x20;al. (2017b)</xref>
</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>GLUT1, Glucose Transporter 1; HK2, Hexokinase 2; PFKFB3, Fructose-2,6-Biphosphatase 3; PKM2, Pyruvate Kinase M2; PDC, Pyruvate Dehydrogenase Complex; OXPHOS, oxidative phosphorylation; COX, Cytochrome c Oxidase; G6PC3, Glucose-6-Phosphatase Catalytic Subunit 3; SCD, Stearoyl-CoA Desaturase; FASN, Fatty Acid Synthase; SPHK1, Sphingosine Kinase 1; ASAH1, N-Acylsphingosine Amidohydrolase 1; SHIP, SH2&#x20;domain-containing 5&#x2032; Inositol Phosphatase; CYP24A1, Cytochrome P450 Family 24 Subfamily A Member 1; P4HA3, Prolyl 4-Hydroxylase Subunit Alpha 3; GLS, Glutaminase; ARG1, Arginase 1; IDO1, Indoleamine 2,3-Dioxygenase 1; ATF4, Activating Transcription Factor 4; SLC3A2, Solute Carrier Family 3 Member 2; P5CS, Delta-1-Pyrroline-5-Carboxylate Synthase; PYCR1/2, Pyrroline-5-Carboxylate Reductase 1/2; NOX4, NADPH Oxidase 4; ROS, reactive oxygen species; ODC1, Ornithine Decarboxylase 1; AMD1, Adenosylmethionine Decarboxylase 1; PNPO, Pyridoxamine 5&#x2032;-Phosphate Oxidase; &#x2191;, increase. &#x2193;, decrease.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Lactate, the product of anaerobic glycolysis generated from pyruvate, appears to positively modulate TGF-&#x3b2; signaling (<xref ref-type="fig" rid="F2">Figure&#x20;2</xref>; <xref ref-type="table" rid="T2">Table&#x20;2A</xref>). For instance, lactate induces TGF-&#x3b2;2 expression in glioma cells and knockdown of lactate dehydrogenase A (LDHA), an enzyme that catalyzes lactate production, downregulates TGF-&#x3b2;2 levels (<xref ref-type="bibr" rid="B2">Baumann et&#x20;al., 2009</xref>). Lactate generated during exercising is associated with increased bioactive TGF-&#x3b2; concentration in rat cerebrospinal fluid (<xref ref-type="bibr" rid="B132">Yamada et&#x20;al., 2012</xref>). Consistently, injection of lactate into mice results in elevated serum TGF-&#x3b2;2 levels, and incubation of adipocytes with lactate causes increased TGF-&#x3b2;2 concentrations in the media (<xref ref-type="bibr" rid="B114">Takahashi et&#x20;al., 2019</xref>), though the underlying mechanism remains to be determined.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Modulation of TGF-&#x3b2; signaling by metabolic changes.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Metabolic Event</th>
<th align="center">Effect on TGF-&#x3b2; signaling</th>
<th align="center">Outcome</th>
<th align="center">Reference</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td colspan="4" align="left">A. Glucose metabolism</td>
</tr>
<tr>
<td rowspan="3" align="left">High glucose</td>
<td align="left" rowspan="2">TGF-&#x3b2; production/ secretion &#x2191;</td>
<td align="left">ECM production</td>
<td align="left">
<xref ref-type="bibr" rid="B147">Ziyadeh et&#x20;al. (1994)</xref>; <xref ref-type="bibr" rid="B55">Kolm et&#x20;al. (1996)</xref>; <xref ref-type="bibr" rid="B56">Kolm-Litty et&#x20;al. (1998)</xref>
</td>
</tr>
<tr>
<td align="left">Cell hypertrophy</td>
<td align="left">
<xref ref-type="bibr" rid="B124">Wu and Derynck, (2009)</xref>
</td>
</tr>
<tr>
<td align="left">T&#x3b2;RI/II membrane levels and TGF-&#x3b2; bioactivity &#x2191;</td>
<td align="left">Cell hypertrophy</td>
<td align="left">
<xref ref-type="bibr" rid="B124">Wu and Derynck, (2009)</xref>
</td>
</tr>
<tr>
<td align="left">Inhibition of GFAT</td>
<td align="left">TGF-&#x3b2; production/ secretion &#x2193;</td>
<td align="left">ECM reduction</td>
<td align="left">
<xref ref-type="bibr" rid="B56">Kolm-Litty et&#x20;al. (1998)</xref>
</td>
</tr>
<tr>
<td rowspan="2" align="left">Increased lactate</td>
<td rowspan="2" align="left">TGF-&#x3b2; production/ secretion &#x2191;</td>
<td align="left">Cell migration</td>
<td align="left">
<xref ref-type="bibr" rid="B2">Baumann et&#x20;al. (2009)</xref>
</td>
</tr>
<tr>
<td align="left">Energy expenditure</td>
<td align="left">
<xref ref-type="bibr" rid="B132">Yamada et&#x20;al. (2012)</xref>; <xref ref-type="bibr" rid="B114">Takahashi et&#x20;al. (2019)</xref>
</td>
</tr>
<tr>
<td colspan="4" align="left">B. Lipid metabolism</td>
</tr>
<tr>
<td align="left">Increased &#x3b2;-hydroxybutyrate</td>
<td align="left">
<italic>TGFB</italic> expression &#x2191;</td>
<td align="left">ECM production</td>
<td align="left">
<xref ref-type="bibr" rid="B36">Guh et&#x20;al. (2003)</xref>
</td>
</tr>
<tr>
<td align="left">Overexpression of SGMS1</td>
<td align="left">
<italic>TGFBRI</italic> expression &#x2193;</td>
<td align="left">EMT inhibition</td>
<td align="left">
<xref ref-type="bibr" rid="B64">Liu et&#x20;al. (2019)</xref>
</td>
</tr>
<tr>
<td align="left">Treatment of ceramide</td>
<td align="left">T&#x3b2;RI/II membrane levels &#x2193;</td>
<td align="left">Inhibition of cell migration/invasion</td>
<td align="left">
<xref ref-type="bibr" rid="B33">Gencer et&#x20;al. (2017)</xref>
</td>
</tr>
<tr>
<td align="left">Treatment of S1P</td>
<td align="left">p-Smad2 levels &#x2191;</td>
<td align="left">NA</td>
<td align="left">
<xref ref-type="bibr" rid="B133">Yamanaka et&#x20;al. (2004)</xref>
</td>
</tr>
<tr>
<td align="left">Loss of Nsdhl</td>
<td align="left">
<italic>Tgfb1</italic> expression and TGF-&#x3b2; production/ secretion &#x2191;</td>
<td align="left">EMT</td>
<td align="left">
<xref ref-type="bibr" rid="B31">Gabitova-Cornell et&#x20;al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">Expression of NSDHL</td>
<td align="left">T&#x3b2;RII levels &#x2191;</td>
<td align="left">Metastasis</td>
<td align="left">
<xref ref-type="bibr" rid="B15">Chen et&#x20;al. (2021)</xref>
</td>
</tr>
<tr>
<td align="left">Treatment of RA with TGF-&#x3b2;</td>
<td align="left">Smad3 and p-Smad3 levels &#x2191;</td>
<td align="left">Treg differentiation</td>
<td align="left">
<xref ref-type="bibr" rid="B126">Xiao et&#x20;al. (2008)</xref>
</td>
</tr>
<tr>
<td align="left">Treatment of vitamin D</td>
<td align="left">p-Smad2 levels &#x2193;</td>
<td align="left">Fibrosis inhibition</td>
<td align="left">
<xref ref-type="bibr" rid="B38">Halder et&#x20;al. (2011)</xref>; <xref ref-type="bibr" rid="B3">Beilfuss et&#x20;al. (2015)</xref>
</td>
</tr>
<tr>
<td align="left">Activation of VDR</td>
<td align="left">Smad3 binding to target DNA &#x2193;</td>
<td align="left">Fibrosis inhibition</td>
<td align="left">
<xref ref-type="bibr" rid="B27">Ding et&#x20;al. (2013)</xref>
</td>
</tr>
<tr>
<td colspan="4" align="left">C. Redox, polyamine and other aspects of cell metabolism</td>
</tr>
<tr>
<td rowspan="2" align="left">Depletion of intracellular PA</td>
<td rowspan="2" align="left">T&#x3b2;RI/II levels &#x2191; Total nuclear Smad3, 4 levels &#x2191;</td>
<td rowspan="2" align="left">Cell cycle arrest</td>
<td align="left">
<xref ref-type="bibr" rid="B89">Patel et&#x20;al. (1998)</xref>; <xref ref-type="bibr" rid="B93">Rao et&#x20;al. (2000)</xref>
</td>
</tr>
<tr>
<td align="left">
<xref ref-type="bibr" rid="B61">Liu et&#x20;al. (2003)</xref>
</td>
</tr>
<tr>
<td align="left">Secretion of adenosine</td>
<td align="left">p-Smad2/3 levels &#x2193;</td>
<td align="left">ECM reduction</td>
<td align="left">
<xref ref-type="bibr" rid="B118">Vasiukov et&#x20;al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">Downregulation of XDH</td>
<td align="left">TGF-&#x3b2; production/ secretion and p-Smad2/3 levels &#x2191;</td>
<td align="left">EMT</td>
<td align="left">
<xref ref-type="bibr" rid="B13">Chen et&#x20;al. (2017)</xref>
</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>GFAT, Glutamine:Fructose-6-Phosphate Aminotransferase; SGMS1, Sphingomyelin Synthase 1; S1P, Sphingosine-1-Phosphatase; NSDHL, NAD(P) Dependent Steroid Dehydrogenase-Like; RA, Retinoic Acid; VDR, Vitamin D Receptor; PA, Polyamine; XDH, xanthine dehydrogenase. &#x2191;, increase; &#x2193;, decrease.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>When oxygen is plentiful, pyruvate generally enters the TCA cycle, and most ATP is produced via oxidative phosphorylation (OXPHOS). TGF-&#x3b2; signaling has been shown to attenuate pyruvate dehydrogenase complex (PDC) activity in fibroblasts from injured kidneys and reduces free acetyl-CoA levels (<xref ref-type="bibr" rid="B110">Smith and Hewitson, 2020</xref>). TGF-&#x3b2; also causes phosphorylation of fumarase at T90 via the p38 pathway (<xref ref-type="bibr" rid="B17">Chen et&#x20;al., 2019</xref>). Although the phosphorylated fumarase seems to retain normal catalytic activity, it gains non-metabolic functions and can shuttle into the nucleus to activate p21 expression through interaction with the CSL/RBPJ-p53 complex, thereby facilitating cell cycle arrest (<xref ref-type="bibr" rid="B17">Chen et&#x20;al., 2019</xref>). TGF-&#x3b2; signaling also targets OXPHOS (<xref ref-type="table" rid="T1">Table&#x20;1A</xref>). In murine and human natural killer cells, TGF-&#x3b2; signaling dampens cell metabolism and represses OXPHOS (<xref ref-type="bibr" rid="B119">Viel et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B140">Zaiatz-Bittencourt et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B109">Slattery et&#x20;al., 2021</xref>), in a mTOR signaling-dependent (<xref ref-type="bibr" rid="B119">Viel et&#x20;al., 2016</xref>) or -independent manner (<xref ref-type="bibr" rid="B140">Zaiatz-Bittencourt et&#x20;al., 2018</xref>). In addition, TGF-&#x3b2; suppresses the activity of ATP synthase in effector memory CD4<sup>&#x2b;</sup> T&#x20;cells and therefore reduces mitochondria respiratory capacity (<xref ref-type="bibr" rid="B26">Dimeloe et&#x20;al., 2019</xref>). Since mitochondria are critical to many key immune functions (<xref ref-type="bibr" rid="B78">Mills et&#x20;al., 2017</xref>), these inhibitory effects on OXPHOS in immune cells may underlie some negative effects of TGF-&#x3b2; in immunity. In mink lung epithelial Mv1Lu cells, TGF-&#x3b2; inhibits mitochondria complex IV activity and increases intracellular ROS accumulation, leading to senescence (<xref ref-type="bibr" rid="B138">Yoon et&#x20;al., 2005</xref>). However, TGF-&#x3b2; has also been reported to enhance OXPHOS. For instance, in MCF-7 breast cancer cells, TGF-&#x3b2; increases the expression of OXPHOS-associated proteins, including NADH:ubiquinone oxidoreductase subunit B8 (NDUFB8), cytochrome c oxidase subunit I (COX I) and mitochondrial transcription factor A (TFAM) during EMT, a cellular process that is thought to promote metastasis (<xref ref-type="bibr" rid="B62">Liu et&#x20;al., 2020</xref>). In addition, TGF-&#x3b2; signaling in precursors of exhausted effector T&#x20;cells promotes OXPHOS by repressing mTOR, enabling the preservation of mitochondrial metabolism that supports long-term T&#x20;cell responses during chronic infection (<xref ref-type="bibr" rid="B32">Gabriel et&#x20;al., 2021</xref>).</p>
<p>Aerobic glycolysis, or the Warburg effect, is widely adopted in many cancer cells (<xref ref-type="bibr" rid="B40">Hanahan and Weinberg, 2011</xref>), which is characterized by the preference of glycolysis over oxidative phosphorylation as a major source of energy production even when oxygen is abundant. Aerobic glycolysis can be induced in normal mammary fibroblasts by overexpression of constitutively active T&#x3b2;RI, powering the metabolically reprogrammed fibroblasts to fuel growth of cancer cells via energy transfer (<xref ref-type="bibr" rid="B37">Guido et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B69">Martinez-Outschoorn et&#x20;al., 2012</xref>). In prostate cancer cells, overexpression of Smad2/3 enhances aerobic glycolysis independently of TGF-&#x3b2; stimulation but requires PKC&#x3b5;-mediated phosphorylation of the Smad3 linker region, which assists binding of Smad3 to the promoter of glycolytic genes (<xref ref-type="bibr" rid="B129">Xu et&#x20;al., 2018</xref>). However, most of the studies were carried out in cell lines, and whether endogenous activation of TGF-&#x3b2; signaling promotes aerobic glycolysis in tumor cells awaits further investigation.</p>
<p>Compared to glucose catabolism, TGF-&#x3b2;1 has been documented to increase gluconeogenesis via the c-Jun/G6PC3 (glucose-6-phosphatase catalytic subunit 3) axis in zebrafish embryos, which fosters the nascent hematopoietic stem cells (<xref ref-type="bibr" rid="B141">Zhang et&#x20;al., 2018</xref>). It would be worth exploring whether this mechanism can be applied to mammals or humans. Furthermore, there are many other metabolic pathways other than glycolysis that require glucose, including the pentose phosphate pathway, the hexosamine pathway, glycogenesis, the serine biosynthesis pathway and its many branches (<xref ref-type="bibr" rid="B42">Hay, 2016</xref>). Whether TGF-&#x3b2; signaling interacts with these pathways is unclear.</p>
</sec>
<sec id="s4">
<title>TGF-&#x3b2; Signaling and Lipid Metabolism</title>
<p>Lipids are a large group of water-insoluble molecules that, according to their diverse cellular functions, can be roughly divided into three categories represented by triglycerides that store energy; phosphoglycerides, sphingolipids and sterols that build the main structure of biological membrane; and many derivatives that actively engage in signal transduction and enzymatic reaction (<xref ref-type="bibr" rid="B96">Ridgway and McLeod, 2008</xref>).</p>
<p>Fatty acids can be released from triglycerides and provide the energetic needs through fatty acid oxidation (&#x3b2;-oxidation) in mitochondria. Blocking TGF-&#x3b2; signaling in mice via Smad3 ablation promotes brown adipogenesis within white adipose tissue and boosts mitochondria biogenesis in adipocytes, causing a significant elevation in fatty acid oxidation (<xref ref-type="bibr" rid="B130">Yadav et&#x20;al., 2011</xref>). Conditional knockout of <italic>Tgfbr2</italic> in hepatocytes ameliorates CDAA (choline-deficient <sc>l</sc>-amino acid-defined) diet-induced steatohepatitis in mice, prevents CDAA-induced expression of genes related to lipogenesis, and enhances gene expression involved in &#x3b2;-oxidation (<xref ref-type="bibr" rid="B135">Yang et&#x20;al., 2014</xref>). As inhibition of TGF-&#x3b2; signaling promotes fatty acid oxidation, it is plausible to postulate that TGF-&#x3b2; signaling activates the synthesis of fatty acids. Indeed, all three types of the TGF-&#x3b2; ligands, but not other members of the TGF-&#x3b2; superfamily, are shown to increase stearoyl-CoA desaturase expression in a Smad-dependent way in many human cell lines (<xref ref-type="bibr" rid="B102">Samuel et&#x20;al., 2002</xref>). However, other studies demonstrate that the effect of TGF-&#x3b2; on fatty acid oxidation or synthesis is context-dependent (see <xref ref-type="table" rid="T1">Table&#x20;1B</xref> for details). Many studies report that TGF-&#x3b2; suppresses the expression of fatty acid synthase during the induction of EMT in cancer cells (<xref ref-type="bibr" rid="B50">Jiang et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B136">Yang et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B62">Liu et&#x20;al., 2020</xref>). In Hep3B&#x20;cells, TGF-&#x3b2; causes a significant reduction in carnitine-conjugated fatty acids, which coincides with upregulation of fatty acid transporter genes, implying increased carnitine-mediated entry of fatty acids into mitochondria that are destined for &#x3b2;-oxidation (<xref ref-type="bibr" rid="B111">Soukupova et&#x20;al., 2021</xref>). In addition, TGF-&#x3b2;2 or TGF-&#x3b2;3, but not TGF-&#x3b2;1, is shown to reinforce fatty acid oxidation in myotubules and adipocytes (<xref ref-type="bibr" rid="B114">Takahashi et&#x20;al., 2019</xref>). Ketone bodies are formed in the liver from acetyl-CoA produced by oxidation of fatty acids. As a major form of ketone body, &#x3b2;-hydroxybutyrate has been reported to increase TGF-&#x3b2; expression in HK-2 renal cells (<xref ref-type="bibr" rid="B36">Guh et&#x20;al., 2003</xref>). However, the effect of TGF-&#x3b2; on the ketone bodies remains unknown.</p>
<p>TGF-&#x3b2; signaling also regulates the metabolism of some structural lipids that define the membrane architecture (<xref ref-type="table" rid="T1">Table&#x20;1B</xref>). Sphingolipids are a large class of membrane lipids, among which ceramide is the only one that can be <italic>de novo</italic> synthesized and serves as the structural precursor of higher sphingolipid members (<xref ref-type="fig" rid="F3">Figure&#x20;3</xref>). Ceramide can be hydrolyzed by N-acylsphingosine amidohydrolase 1 (ASAH1) into sphingosine, which can be phosphorylated by sphingosine kinase 1/2 (SPHK1/2) into sphingosine-1-phosphate (S1P) to regulate a variety of physiological and pathological processes (<xref ref-type="bibr" rid="B67">Maceyka et&#x20;al., 2012</xref>). In NMuMG cells and human normal bladder HCV29 cells, TGF-&#x3b2; can rewire glycosphingolipid composition to promote EMT by reducing intracellular levels of gangliotetraosylceramide or GM2 (<xref ref-type="bibr" rid="B35">Guan et&#x20;al., 2009</xref>). TGF-&#x3b2; enhances the activity and expression of SPHK1 in human fibroblasts that are important for the expression of TIMP-1 (<xref ref-type="bibr" rid="B133">Yamanaka et&#x20;al., 2004</xref>). In contrast, TGF-&#x3b2;1 and TGF-&#x3b2;3 downregulates SPHK1 expression but upregulates ASAH1 expression in the human choriocarcinoma JEG-3 cell line, leading to aberrant sphingosine accumulation characteristic of dysfunctional placentae in intrauterine growth restriction (<xref ref-type="bibr" rid="B12">Chauvin et&#x20;al., 2015</xref>). TGF-&#x3b2; can also diminish ceramide production to inhibit apoptosis in NIH3T3 cells during serum starvation (<xref ref-type="bibr" rid="B14">Chen et&#x20;al., 2003</xref>), while increasing ceramide levels in human dermal fibroblasts and Mv1Lu cells (<xref ref-type="bibr" rid="B103">Sato et&#x20;al., 2003</xref>). The increased ceramide is shown to act as a positive regulator of TGF-&#x3b2; signaling by facilitating TGF-&#x3b2;-induced COL1A2 expression in foreskin fibroblasts (<xref ref-type="bibr" rid="B103">Sato et&#x20;al., 2003</xref>). Ceramide has also been reported to inhibit T&#x3b2;RI/II trafficking to primary cilia by stabilizing the T&#x3b2;RI-Smad7 interaction, thereby attenuating cell migration and metastasis (<xref ref-type="bibr" rid="B33">Gencer et&#x20;al., 2017</xref>). Consistent with the observation that TGF-&#x3b2; induces SPHK1 expression, exogenous sphingosine 1-phosphate can elevate phosphorylated Smad2 levels and increase TIMP-1 expression in rat renal mesangial cells (<xref ref-type="bibr" rid="B133">Yamanaka et&#x20;al., 2004</xref>). Moreover, overexpression of sphingomyelin synthase 1, a key enzyme that converts ceramides into sphingomyelins, downregulates T&#x3b2;RI expression and thus impairs TGF-&#x3b2;-induced EMT in breast cancer cell lines (<xref ref-type="bibr" rid="B64">Liu et&#x20;al., 2019</xref>). Aside from sphingolipid metabolism, the metabolic pathway of cholesterol has been shown to regulate TGF-&#x3b2; signaling (<xref ref-type="table" rid="T2">Table&#x20;2B</xref>). Cholesterol is enriched in lipid rafts, a membrane microdomain which modulates TGF-&#x3b2; signaling. TGF-&#x3b2; receptors can be internalized via lipid raft-dependent endocytosis and transported to lysosome for degradation (<xref ref-type="bibr" rid="B19">Chen, 2009</xref>), while the location at lipid rafts of TGF-&#x3b2; receptors is required for TGF-&#x3b2; activation of MAP kinases (<xref ref-type="bibr" rid="B148">Zuo and Chen, 2009</xref>). Cholesterol depletion specifically inhibits TGF-&#x3b2;-induced activation of extracellular signal-regulated kinase (ERK) and p38 and therefore impairs EMT and cell migration (<xref ref-type="bibr" rid="B148">Zuo and Chen, 2009</xref>). In addition, loss of the rate limiting enzyme Nsdhl (NAD(P)-dependent steroid dehydrogenase-like) involved in cholesterol synthesis in mouse pancreatic ductal adenocarcinoma cells activates <italic>Srebp1</italic> (sterol regulatory element-binding protein 1), which enhances TGF-&#x3b2;1 expression and secretion and consequently facilitates EMT (<xref ref-type="bibr" rid="B31">Gabitova-Cornell et&#x20;al., 2020</xref>). However, another study reported an opposite observation in human breast cancer cells: NSDHL expression augments TGF-&#x3b2; signaling by inhibiting T&#x3b2;RII degradation and therefore promotes cell migration (<xref ref-type="bibr" rid="B15">Chen et&#x20;al., 2021</xref>). Hence, like in many other cases, this regulation is cell-specific.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Interaction of TGF-&#x3b2; Signaling with Sphingolipid Metabolism. TGF-&#x3b2; differentially regulates SPHK1 expression in a context-dependent manner and can upregulate ASAH1 to promote aberrant accumulation of sphingosine. Ceramide, the only sphingolipid that can be <italic>de novo</italic> synthesized, has been shown to constrain TGF-&#x3b2; signaling. Overexpression of SGMS1, which catalyzes synthesis of sphingomyelin from ceramide, also inhibits TGF-&#x3b2; signal transduction. Moreover, sphingosine-1P can evoke TGF-&#x3b2;-like responses in cells (see text). For simplicity, synthesis of other sphingolipid and the downstream catabolism of sphingosine-1P have been omitted. Purple texts and arrows, the sphingolipid metabolic pathway; gray arrows, cell-type dependent effect. Abbreviations: SPHK1, sphingosine kinase 1; ASAH1, N-acylsphingosine amidohydrolase 1; SGMS1, sphingomyelin synthase 1. Figure is created with <ext-link ext-link-type="uri" xlink:href="http://BioRender.com">BioRender.com</ext-link>.</p>
</caption>
<graphic xlink:href="fcell-10-846723-g003.tif"/>
</fig>
<p>The phosphorylated derivatives of phosphatidylinositol (PI) play a critical role in intracellular signal transduction. Phosphorylation of PI(4, 5)P<sub>2</sub> to PI(3, 4, 5)P<sub>3</sub> by PI-3-kinase triggers activation of Akt, inhibiting apoptosis and promoting cell survival (<xref ref-type="bibr" rid="B68">Manning and Toker, 2017</xref>). In hematopoietic cells, TGF-&#x3b2; signals are shown to counteract Akt signaling and promote apoptosis by upregulating the expression of the SH2-containing inositol phosphatase SHIP (<xref ref-type="bibr" rid="B117">Valderrama-Carvajal et&#x20;al., 2002</xref>), which breaks down PI(3, 4, 5)P<sub>3</sub> to PI(3, 4)P<sub>2</sub>. The interplay between TGF-&#x3b2; signaling and lipophilic hormones such as retinoic acid and vitamin D is well studied (<xref ref-type="table" rid="T1">Tables 1B</xref>, <xref ref-type="table" rid="T2">2B</xref>). Retinoic acid has been shown to synergistically increase the expression and phosphorylation of Smad3 in the presence of TGF-&#x3b2; during differentiation of CD4<sup>&#x2b;</sup> T&#x20;cells toward Treg (<xref ref-type="bibr" rid="B126">Xiao et&#x20;al., 2008</xref>). The biologically active form of vitamin D, 1&#x3b1;,25-dihydroxyvitamin D<sub>3</sub> (1,25(OH)<sub>2</sub>D<sub>3</sub>), has been reported to revert TGF-&#x3b2;-increased OXPHOS and reactive oxygen species (ROS) in human bronchial epithelial cells (<xref ref-type="bibr" rid="B94">Ricca et&#x20;al., 2019</xref>). 1,25(OH)<sub>2</sub>D<sub>3</sub> has also been shown to antagonize TGF-&#x3b2;-mediated fibrogenesis. In the presence of the ligands, the vitamin D receptor (VDR) occupies Smad3-binding sites at profibrotic genes and reduces TGF-&#x3b2;-mediated hepatic fibrosis (<xref ref-type="bibr" rid="B27">Ding et&#x20;al., 2013</xref>). Similarly, VDR ablation abolishes the antagonistic effect of 1,25(OH)<sub>2</sub>D<sub>3</sub> on TGF-&#x3b2;-promoted hepatic fibrosis (<xref ref-type="bibr" rid="B3">Beilfuss et&#x20;al., 2015</xref>). In human leiomyoma cells, 1,25(OH)<sub>2</sub>D<sub>3</sub> can reduce Smad2 expression or activation by TGF-&#x3b2; and thus expression of profibrotic genes (<xref ref-type="bibr" rid="B38">Halder et&#x20;al., 2011</xref>). In hepatic stellate cells, vitamin D supplementation also showed similar effects (<xref ref-type="bibr" rid="B3">Beilfuss et&#x20;al., 2015</xref>). Reversely, TGF-&#x3b2; can cause vitamin D catabolism through upregulation of the vitamin D-24A-hydroxylase CYP24A1, resulting in undermined host defense in airway epithelium (<xref ref-type="bibr" rid="B104">Schrumpf et&#x20;al., 2020</xref>). Interestingly, Smad3 can form a complex with VDR in a ligand-dependent manner and enhances its transactivation activity (<xref ref-type="bibr" rid="B134">Yanagisawa et&#x20;al., 1999</xref>).</p>
<p>Lipid droplets (LD) are a type of organelle instrumental in lipid and energy homeostasis and also involved in diverse cellular activities other than lipid metabolism (<xref ref-type="bibr" rid="B86">Olzmann and Carvalho, 2019</xref>; <xref ref-type="bibr" rid="B120">Walther and Farese, 2012</xref>). TGF-&#x3b2; has been demonstrated to induce its formation in many cell types (<xref ref-type="table" rid="T1">Table&#x20;1B</xref>). TGF-&#x3b2;2 induces fatty acids storage and LD formation in acidosis-adapted cancer cells, which meets cellular energetic needs for EMT and cell invasion (<xref ref-type="bibr" rid="B21">Corbet et&#x20;al., 2020</xref>). It also increases LD content in dendritic cells under acidic circumstances (<xref ref-type="bibr" rid="B116">Trempolec et&#x20;al., 2020</xref>). In addition, treatment of murine macrophages with TGF-&#x3b2; causes LD accumulation, accompanied by a shift of macrophages from M1 phenotype to the pathological M2 phenotype (<xref ref-type="bibr" rid="B6">Bose et&#x20;al., 2019</xref>). However, the mechanisms underlying TGF-&#x3b2;-induced LD formation are currently unclear.</p>
</sec>
<sec id="s5">
<title>TGF-&#x03B2; Signaling and Amino Acid Metabolism</title>
<p>It has come to appreciate that amino acids, besides their fundamental role as substrates for protein synthesis, also perform multifarious cellular functions including energy homeostasis, cell growth and immune response (<xref ref-type="bibr" rid="B123">Wu, 2009</xref>). Taking advantage of metabolomics, Nakasuka and others have nicely demonstrated that TGF-&#x3b2; can change intracellular amino acid levels in non-small cell lung cancer cells (<xref ref-type="bibr" rid="B83">Nakasuka et&#x20;al., 2021</xref>). Depletion of a particular amino acid (e.g., Phe, Thr, Leu, Ile, or Tyr), whose intracellular concentrations are significantly decreased by TGF-&#x3b2;, in culture media, induces EMT-like elongated morphology. They further showed that TGF-&#x3b2; induces the expression of prolyl 4-hydroxylase subunit alpha 3, an enzyme catalyzing proline to 4-hydroxylproline, whose knockdown abrogates TGF-&#x3b2;-induced amino acid changes and EMT (<xref ref-type="bibr" rid="B83">Nakasuka et&#x20;al., 2021</xref>). It would be intriguing to know how altered expression of one gene involved in proline metabolism can cause global changes of amino acid levels.</p>
<p>In addition to its comprehensive effects on amino acid metabolism, TGF-&#x3b2; signaling also specifically mediates certain amino acid metabolic pathways (<xref ref-type="table" rid="T1">Table&#x20;1C</xref>). For instance, TGF-&#x3b2; modulates glutamine metabolism, which takes a key part in tumor development (<xref ref-type="bibr" rid="B142">Zhang et&#x20;al., 2017a</xref>). In hepatocellular carcinoma cells, TGF-&#x3b2; augments glutamine metabolism by inducing the expression of glutamine transporter and glutaminase 1 (GLS1) and reduces oxidative metabolism, concomitant with enhanced EMT and cell migration (<xref ref-type="bibr" rid="B112">Soukupova et&#x20;al., 2017</xref>). Interestingly, the way TGF-&#x3b2; induces <italic>GLS1</italic> expression seems to cell type-specific. In MCF-7 cells, TGF-&#x3b2;-induced <italic>GLS1</italic> expression is mediated by the transcription factor Dlx-2, leading to enhanced glutamine metabolism that contributes to EMT (<xref ref-type="bibr" rid="B58">Lee et&#x20;al., 2016</xref>). In myofibroblasts, however, TGF-&#x3b2; upregulates <italic>GLS1</italic> expression via Smad3 and p38 and promotes myofibroblast differentiation (<xref ref-type="bibr" rid="B4">Bernard et&#x20;al., 2018</xref>). Furthermore, TGF-&#x3b2; elevates GLS1 levels in AKR-2B mouse fibroblasts by repressing the transcription factor SIRT7 and FOXO4, and the process requires Smad2/3 as well as mTOR (<xref ref-type="bibr" rid="B20">Choudhury et&#x20;al., 2020</xref>).</p>
<p>Tryptophan metabolism, especially in immune cells, exemplifies another aspect of amino acid metabolism modulated by TGF-&#x3b2; signaling (<xref ref-type="table" rid="T1">Table&#x20;1C</xref>). At the core of tryptophan metabolism lies the kynurenine pathway, in which kynurenine is generated from tryptophan, serving as the common precursor for the synthesis of various downstream metabolites including NAD<sup>&#x2b;</sup> (<xref ref-type="bibr" rid="B57">Kolodziej et&#x20;al., 2011</xref>). Two serial enzymatic reactions convert tryptophan to kynurenine, and the first and rate-limiting step is catalyzed by three different enzymes: IDO-1 (indoleamine 2,3-dioxygenase-1), IDO-2 (indoleamine 2,3-dioxygenase-2) or TDO (tryptophan 2,3-dioxygenase). TGF-&#x3b2; prominently abolishes IFN-&#x3b3;-induced IDO expression in human fibroblasts (<xref ref-type="bibr" rid="B139">Yuan et&#x20;al., 1998</xref>). In contrast, IDO expression is upregulated by TGF-&#x3b2; in dendritic cells, which relies on the TGF-&#x3b2;-induced expression of arginase 1 and increased abundance of spermidine (<xref ref-type="bibr" rid="B79">Mondanelli et&#x20;al., 2017</xref>). Importantly, TGF-&#x3b2; also confers IDO immunoregulatory function independently of its metabolic activity. By inducing phosphorylation of IDO at the putative immunoreceptor tyrosine-based inhibitory motifs (ITIMs) via the kinase Fyn, TGF-&#x3b2; promotes the complex formation of IDO with two tyrosine phosphatase SHP-1 and SHP-2, thereby activating a circuit of downstream signaling events required to maintain self-tolerance (<xref ref-type="bibr" rid="B88">Pallotta et&#x20;al., 2011</xref>).</p>
<p>TGF-&#x3b2; also regulates other amino acid metabolic pathways (<xref ref-type="table" rid="T1">Table&#x20;1C</xref>). In human lung fibroblasts, TGF-&#x3b2; activates expression of ATF4, a master transcription factor of amino acid metabolism (<xref ref-type="bibr" rid="B1">Ameri and Harris, 2008</xref>; <xref ref-type="bibr" rid="B52">Kilberg et&#x20;al., 2009</xref>), and leads to upregulation of <italic>PHGDH</italic>, <italic>PSAT1</italic>, <italic>PSPH</italic> and <italic>SHMT2</italic>, which are key players involved in glycine-serine synthesis (<xref ref-type="bibr" rid="B84">Nigdelioglu et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B106">Selvarajah et&#x20;al., 2019</xref>). TGF-&#x3b2; inhibits leucine transporter SLC3A2 expression and therefore impairs leucine uptake, contributing to TGF-&#x3b2;-induced cell cycle arrest of mammary epithelial cells (<xref ref-type="bibr" rid="B66">Loayza-Puch et&#x20;al., 2017</xref>). In NIH3T3 fibroblasts, the TGF-&#x3b2;/Smad signaling stimulates proline synthesis from glutamate by elevating protein levels of pyrroline-5-carboxylate synthase and pyrroline-5-carboxylate reductase 1/2 in the synthetic pathway to buffer mitochondrial redox stress (<xref ref-type="bibr" rid="B105">Schworer et&#x20;al., 2020</xref>).</p>
</sec>
<sec id="s6">
<title>TGF-&#x3b2; Signaling and Other Aspects of Cell Metabolism</title>
<p>Homeostasis of redox metabolism is crucial to an extensive range of cellular and physiological conditions. The redox imbalance, often arises from aberrant accumulation of ROS and is marked by oxidative stress, can promote progression of multiple diseases (<xref ref-type="bibr" rid="B108">Sies et&#x20;al., 2017</xref>). The crosstalk between redox metabolism and TGF-&#x3b2; signaling during cancer and fibrosis is comprehensively reviewed elsewhere (<xref ref-type="bibr" rid="B95">Richter et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B92">Ramundo et&#x20;al., 2021</xref>). Noteworthy, the enzyme NADPH oxidase 4 (NOX4) appears to play a main role in mediating TGF-&#x3b2;-induced ROS generation under many circumstances (<xref ref-type="bibr" rid="B22">Cucoranu et&#x20;al., 2005</xref>; <xref ref-type="bibr" rid="B113">Sturrock et&#x20;al., 2006</xref>; <xref ref-type="bibr" rid="B9">Carmona-Cuenca et&#x20;al., 2008</xref>; <xref ref-type="bibr" rid="B76">Michaeloudes et&#x20;al., 2011</xref>; <xref ref-type="bibr" rid="B7">Boudreau et&#x20;al., 2012</xref>). TGF-&#x3b2; can also inhibit the key antioxidant systems by downregulating glutathione (GSH) metabolism (<xref ref-type="bibr" rid="B63">Liu and Gaston Pravia, 2010</xref>). However, increased GSH metabolism and alleviated ROS levels are also observed in TGF-&#x3b2;-mediated drug resistance of squamous cell carcinoma cells (<xref ref-type="bibr" rid="B87">Oshimori et&#x20;al., 2015</xref>).</p>
<p>The polyamine metabolic pathway attracts great interests in the past decade due to their roles in cell biology beyond early described importance for cell proliferation (<xref ref-type="bibr" rid="B77">Miller-Fleming et&#x20;al., 2015</xref>). Depending on the cell types, TGF-&#x3b2; signaling can differentially regulate the activity of the two rate-limiting enzymes ornithine decarboxylase (ODC1) and adenosylmethionine decarboxylase 1 (AMD1) in polyamine synthesis (<xref ref-type="fig" rid="F4">Figure&#x20;4</xref>; <xref ref-type="table" rid="T1">Table&#x20;1D</xref>). TGF-&#x3b2; suppresses the enzymatic activity of ODC1 and AMD1 in leukemic cells (<xref ref-type="bibr" rid="B81">Motyl et&#x20;al., 1993</xref>), while stimulating their activities in myofibroblasts (<xref ref-type="bibr" rid="B5">Blachowski et&#x20;al., 1994</xref>). TGF-&#x3b2; can also indirectly regulates the polyamine synthesis in immune cells and vascular smooth muscle cells. By inducing the expression of arginase 1, an enzyme that converts arginine to ornithine that serves as the common precursor for polyamine synthesis, TGF-&#x3b2; is able to increase the arginine-dependent production of specific polyamines (<xref ref-type="bibr" rid="B79">Mondanelli et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B8">Boutard et&#x20;al., 1995</xref>; <xref ref-type="bibr" rid="B29">Durante et&#x20;al., 2001</xref>). However, a recent study reported that the TGF-&#x3b2; blunt the increased influx of arginine to putrescine and spermidine during polarization of CD4<sup>&#x2b;</sup> na&#xef;ve T&#x20;cells (<xref ref-type="bibr" rid="B91">Puleston et&#x20;al., 2021</xref>). Polyamine metabolism can also modulate the TGF-&#x3b2; signal transduction (<xref ref-type="table" rid="T2">Table&#x20;2C</xref>). In mouse intestinal epithelial cells, depletion of intracellular polyamines by an ODC1 inhibitor DFMO leads to increased expression of TGF-&#x3b2;, T&#x3b2;RI, Smad3 and Smad4 as well as nuclear accumulation of these Smads, sensitizing cells to TGF-&#x3b2;-induced cytostasis (<xref ref-type="bibr" rid="B89">Patel et&#x20;al., 1998</xref>; <xref ref-type="bibr" rid="B93">Rao et&#x20;al., 2000</xref>; <xref ref-type="bibr" rid="B61">Liu et&#x20;al., 2003</xref>).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Interplay Between TGF-&#x3b2; Signaling and Polyamine Synthesis. The main biosynthetic pathway of polyamines begins with ODC1-catalyzed formation of putrescine from ornithine, a product of the urea cycle, which is generated from arginine through hydrolysis by ARG1. Synthesis of spermidine and spermine requires transfer of aminopropyl groups from dcAdoMet, a decarboxylated product of AdoMet (S-adenosylmethionine) catalyzed by AMD1. Putrescine and spermidine may inhibit TGF-&#x3b2; signaling since depletion of cellular putrescine and spermidine has been shown to enhance T&#x3b2;RI/II levels and Smad nuclear translocation, while TGF-&#x3b2; signaling promotes synthesis of putrescine and spermidine through upregulation of ARG1. In addition, TGF-&#x3b2; signals can stimulate or dampen the activity of ODC1 and AMD1 depending on the cell types. Pink texts and arrows, the urea cycle and polyamine synthesis. Abbreviations: MTA, methylthioadenosine; ARG1, arginase 1; ODC1, ornithine decarboxylase 1; AMD1, adenosylmethionine decarboxylase 1. Figure is created with <ext-link ext-link-type="uri" xlink:href="http://BioRender.com">BioRender.com</ext-link>.</p>
</caption>
<graphic xlink:href="fcell-10-846723-g004.tif"/>
</fig>
<p>In addition, TGF-&#x3b2; is able to upregulate the expression of <italic>PNPO</italic> (pyridoxamine 5&#x2032;-phosphate oxidase), which encodes the rate-limiting enzyme in vitamin B6 metabolism, to produce active forms of vitamin B6 that may promote ovarian cancer progression (<xref ref-type="bibr" rid="B143">Zhang et&#x20;al., 2017b</xref>). Adenosine secreted from myeloid cells is shown to modulate TGF-&#x3b2; signaling in proximal fibroblasts by reducing phosphorylation of Smad2/3 and to affect ECM deposition and therefore influence the tumor microenvironment of mammary carcinoma (<xref ref-type="bibr" rid="B118">Vasiukov et&#x20;al., 2020</xref>). Furthermore, downregulation of the purine catabolism enzyme xanthine dehydrogenase increases TGF-&#x3b2;2/3 and phosphorylated Smad2/3 levels and contributes to EMT and cell migration in hepatocellular carcinoma cell lines (<xref ref-type="bibr" rid="B13">Chen et&#x20;al., 2017</xref>). How these metabolic alterations convey their regulatory instructions to TGF-&#x3b2; signaling awaits further investigation.</p>
</sec>
<sec id="s7">
<title>Concluding Remarks</title>
<p>As summarized above, TGF-&#x3b2; signaling can exert its cellular and physiological effects through reprograming of cell metabolism. It controls the activity of many metabolic pathways as wells as the production of functional metabolites by regulating the expression of key metabolic proteins or enzymatic activities (<xref ref-type="bibr" rid="B81">Motyl et&#x20;al., 1993</xref>; <xref ref-type="bibr" rid="B5">Blachowski et&#x20;al., 1994</xref>; <xref ref-type="bibr" rid="B138">Yoon et&#x20;al., 2005</xref>; <xref ref-type="bibr" rid="B26">Dimeloe et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B46">Hua et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B59">Li et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B110">Smith and Hewitson, 2020</xref>). In addition, TGF-&#x3b2; signaling is able to reprogram cell metabolism by conferring enzymes non-metabolic functions through post-translational modification (<xref ref-type="bibr" rid="B88">Pallotta et&#x20;al., 2011</xref>; <xref ref-type="bibr" rid="B17">Chen et&#x20;al., 2019</xref>). Of note, the metabolic outputs of TGF-&#x3b2; signaling in cells are context-dependent and highly specific to the cell type, which probably result from the different epigenetic landscapes of distinct cell types, or the different Smad-interacting transcriptional cofactors (<xref ref-type="bibr" rid="B30">Feng and Derynck, 2005</xref>; <xref ref-type="bibr" rid="B72">Massague, 2012</xref>; <xref ref-type="bibr" rid="B23">David and Massague, 2018</xref>). Importantly, rather than being passively regulated by TGF-&#x3b2; signaling, cell metabolism can also modulate TGF-&#x3b2; signaling. Intracellular metabolites and metabolic proteins affect the production or bioactivity of the TGF-&#x3b2; ligands, influence the expression and membrane levels of TGF-&#x3b2; receptors (<xref ref-type="bibr" rid="B93">Rao et&#x20;al., 2000</xref>; <xref ref-type="bibr" rid="B124">Wu and Derynck, 2009</xref>; <xref ref-type="bibr" rid="B33">Gencer et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B64">Liu et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B31">Gabitova-Cornell et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B15">Chen et&#x20;al., 2021</xref>), regulate phosphorylation or the abundance of Smad proteins (<xref ref-type="bibr" rid="B49">Inoki et&#x20;al., 1999</xref>; <xref ref-type="bibr" rid="B126">Xiao et&#x20;al., 2008</xref>; <xref ref-type="bibr" rid="B38">Halder et&#x20;al., 2011</xref>; <xref ref-type="bibr" rid="B3">Beilfuss et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B13">Chen et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B118">Vasiukov et&#x20;al., 2020</xref>), and impact translocation of Smad complex or their binding to TGF-&#x3b2;-target genes (<xref ref-type="bibr" rid="B61">Liu et&#x20;al., 2003</xref>; <xref ref-type="bibr" rid="B27">Ding et&#x20;al., 2013</xref>).</p>
<p>Despite reasonable knowledge have been acquired to date, many questions about the interconnection between TGF-&#x3b2; signaling and cell metabolism still remain. First, we lack a characterization of TGF-&#x3b2;-responsive metabolic gene signature across different cell types, and we do not know how many metabolites or metabolic enzymes can also function as signaling effectors in response to TGF-&#x3b2;. A combination of transcriptomics, untargeted metabolomics and phosphoproteomics will considerably aid in handling this problem. Second, the underlying mechanisms by which metabolites regulates TGF-&#x3b2; signaling remain poorly understood. Since control of gene expression appears to be a mainstay of metabolite-mediated regulation of TGF-&#x3b2; signaling, it would be worthy to investigate if epigenetic regulation by metabolites could account for their modulatory effects (<xref ref-type="bibr" rid="B60">Li et&#x20;al., 2018</xref>). Last, the majority of experiments were conducted <italic>in&#x20;vitro</italic> using cell lines and whether these findings could be reproduced at a physiological level are currently unknown. Hence, it is of great importance to develop mouse models to examine if the interactions between TGF-&#x3b2; and cell metabolism are indeed physiologically and pathologically relevant. These emerging problems at the interface between TGF-&#x3b2; signaling and cellular metabolism might offer new avenues for future research and bring therapeutic benefits to treat diseases.</p>
</sec>
</body>
<back>
<sec id="s8">
<title>Author Contributions</title>
<p>All authors listed have made a substantial, direct, and intellectual contribution to the work and approved it for publication.</p>
</sec>
<sec id="s9">
<title>Funding</title>
<p>The research in YGC&#x2019;s lab has been supported by grants from the National Natural Science Foundation of China (31988101 and 31730056) and the National Key Research and Development Program of China (2017YFA0103601).</p>
</sec>
<sec sec-type="COI-statement" id="s10">
<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="s11">
<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>
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