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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Endocrinol.</journal-id>
<journal-title>Frontiers in Endocrinology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Endocrinol.</abbrev-journal-title>
<issn pub-type="epub">1664-2392</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fendo.2024.1394102</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Endocrinology</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Familial partial lipodystrophy resulting from loss-of-function PPAR&#x3b3; pathogenic variants: phenotypic, clinical, and genetic features</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Soares</surname>
<given-names>Reivla Marques Vasconcelos</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2670638"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>da Silva</surname>
<given-names>Monique Alvares</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Campos</surname>
<given-names>Julliane Tamara Ara&#xfa;jo de Melo</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Lima</surname>
<given-names>Josivan Gomes</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2654666"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
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</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Clinical Medicine, Hospital Universit&#xe1;rio Onofre Lopes (HUOL), Federal University of Rio Grande do Norte (UFRN)</institution>, <addr-line>Natal, RN</addr-line>, <country>Brazil</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Molecular Biology and Genomics Laboratory, Federal University of Rio Grande do Norte
(UFRN)</institution>, <addr-line>Natal, RN</addr-line>, <country>Brazil</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Morphology (DMOR), Federal University of Rio Grande do Norte (UFRN)</institution>, <addr-line>Natal, RN</addr-line>, <country>Brazil</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Rinki Murphy, The University of Auckland, New Zealand</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Ken Ebihara, Jichi Medical University, Japan</p>
<p>Nivedita Patni, University of Texas Southwestern Medical Center, United States</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Josivan Gomes Lima, <email xlink:href="mailto:josivanlima@gmail.com">josivanlima@gmail.com</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>27</day>
<month>09</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1394102</elocation-id>
<history>
<date date-type="received">
<day>01</day>
<month>03</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>10</day>
<month>09</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Soares, da Silva, Campos and Lima</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Soares, da Silva, Campos and Lima</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>The <italic>PPARG</italic> gene encodes a member of a nuclear receptor superfamily known as peroxisome proliferator-activated gamma (PPAR&#x3b3;). PPAR&#x3b3; plays an essential role in adipogenesis, stimulating the differentiation of preadipocytes into adipocytes. Loss-of-function pathogenic variants in <italic>PPARG</italic> reduce the activity of the PPAR&#x3b3; receptor and can lead to severe metabolic consequences associated with familial partial lipodystrophy type 3 (FPLD3). This review focuses on recent scientific data related to FPLD3, including the role of PPAR&#x3b3; in adipose tissue metabolism and the phenotypic and clinical consequences of loss-of-function variants in the <italic>PPARG</italic> gene. The clinical features of 41 <italic>PPARG</italic> pathogenic variants associated with FPLD3 patients were reviewed, highlighting the genetic and clinical heterogeneity observed among 91 patients. Most of them were female, and the average age at the onset and diagnosis of lipoatrophy was 21 years and 33 years, respectively. Considering the metabolic profile, hypertriglyceridemia (91.9% of cases), diabetes (77%), hypertension (59.5%), polycystic ovary syndrome (58.2% of women), and metabolic-dysfunction-associated fatty liver disease (87,5%). We also discuss the current treatment for FPLD3. This review provides new data concerning the genetic and clinical heterogeneity in FPLD3 and highlights the importance of further understanding the genetics of this rare disease.</p>
</abstract>
<kwd-group>
<kwd>PPAR gamma</kwd>
<kwd>adipose tissue</kwd>
<kwd>genetic lipodystrophy</kwd>
<kwd>insulin resistance</kwd>
<kwd>diabetes mellitus</kwd>
</kwd-group>
<counts>
<fig-count count="3"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="95"/>
<page-count count="18"/>
<word-count count="8863"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Clinical Diabetes</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Lipodystrophies are rare conditions resulting from disturbances in adipogenesis or lipid storage, culminating in a loss of adipose tissue without nutritional restriction or catabolic state. The estimated prevalence of these syndromes ranges from 1.3-4.7 cases per million (<xref ref-type="bibr" rid="B1">1</xref>). It can be classified based on etiology (congenital or acquired) or the extent of lipoatrophy (partial or generalized). Based on these classifications, there are four groups of lipodystrophies: Congenital Generalized Lipodystrophy (CGL), Familial Partial Lipodystrophy (FPLD), Acquired Generalized Lipodystrophy (AGL), and Acquired Partial Lipodystrophy (APL) (<xref ref-type="bibr" rid="B2">2</xref>). Acquired lipodystrophies are generally associated with HIV infection and its treatment or with autoimmune diseases (<xref ref-type="bibr" rid="B3">3</xref>).</p>
<p>Among the genetic lipodystrophies, CGL has autosomal recessive inheritance, characterized by an almost complete absence of subcutaneous white adipose tissue (sWAT). Patients usually have less than 6% total body fat (<xref ref-type="bibr" rid="B4">4</xref>). It is considered an ultra-rare disease with a prevalence of 0.96/million, with around 500 cases described in the literature (<xref ref-type="bibr" rid="B5">5</xref>). In some countries, such as Brazil, the CGL prevalence is exceptionally high (32.3/million inhabitants) (<xref ref-type="bibr" rid="B6">6</xref>). The scarcity of adipose tissue in these patients leads to serious metabolic consequences such as severe hypertriglyceridemia (HTG), diabetes, liver cirrhosis due to steatosis, and a higher predisposition to infections. These complications reduce life expectancy by 35 years for the affected patients (<xref ref-type="bibr" rid="B7">7</xref>).</p>
<p>FPLD was initially described in 1970 and is the most common form of genetic lipodystrophy, with an estimated prevalence of 1.7-2.8 cases/million (<xref ref-type="bibr" rid="B8">8</xref>). This disorder results from a selective loss of adipose tissue, usually affecting the buttocks and lower limbs, with fat accumulation in other regions, such as the abdomen and neck. The relative deficiency of adipose tissue and its lipid storage capacity impairment causes metabolic consequences such as HTG, insulin resistance (IR), diabetes, non-alcoholic hepatic steatosis, hypertension, and atherosclerosis (<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B9">9</xref>).</p>
<p>FPLD has considerable genetic and phenotypic variability and can be classified into different types based on specific DNA changes. FPLD type 1 - or K&#xf6;bberling syndrome - is characterized by a loss of adipose tissue concentrated in the lower limbs, but no specific genes involved have been described. FPLD type 2 &#x2013; or Dunnigan&#x2019;s syndrome &#x2013; results from mutations in the <italic>LMNA</italic> gene, responsible for encoding laminas A and C, whose mutation causes cell damage and premature apoptosis of adipocytes. Type 3 FPLD has been described as associated with mutations in the <italic>PPARG</italic> gene, which is involved in adipogenesis. FPLD2 and FPLD3 account for almost 50% of partial lipodystrophy cases (<xref ref-type="bibr" rid="B10">10</xref>). FPLD2 has been reported in over 500 patients, while FPLD3 has been documented in around 20 affected families (<xref ref-type="bibr" rid="B8">8</xref>). Type 4 FPLD occurs due to heterozygous pathogenic variants in the <italic>PLIN1</italic> gene, responsible for encoding the lipid droplet-associated perilipin-1 protein (<xref ref-type="bibr" rid="B9">9</xref>). FPLD type 5 results from a homozygous variant in the <italic>CIDEC</italic> gene, involving the formation of a unique lipid droplet in white adipose cells (<xref ref-type="bibr" rid="B9">9</xref>). Initiated in adulthood, FPLD type 6 results from variants of LIPE, which encodes hormone-sensitive lipase (HSL). The HSL hydrolyzes adipocyte triglycerides, providing free fatty acids (FFA) and glycerol. Other types of FPLD are caused by pathogenic variants in <italic>MFN2</italic> and <italic>AKT2</italic> genes (<xref ref-type="bibr" rid="B9">9</xref>).</p>
<p>Autosomal dominant variants cause <italic>PPARG</italic> loss-of-function and consequent reduction in its receptor activity, leading to a severe metabolic phenotype characteristic of FPLD3 (<xref ref-type="bibr" rid="B9">9</xref>). These data reinforce the role of PPAR&#x3b3; as a fundamental regulator in adipose tissue metabolism.</p>
<p>This review highlights the most recent scientific evidence on FPLD3, including the role of PPAR&#x3b3; in adipose tissue metabolism and the phenotypic consequences of loss-of-function variants in the <italic>PPARG</italic> gene, emphasizing the genetic and clinical heterogeneity observed among FPLD3 patients.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>PPARG and adipose tissue</title>
<p>The <italic>PPARG</italic> (peroxisome proliferator-activated receptor) gene located on the short arm of chromosome 3 (3p25.2) encodes a member of a superfamily of nuclear receptors called peroxisome proliferator-activated receptors that comprise three isoforms (PPAR&#x3b1;, PPAR&#x3b3;, and PPAR&#x3b4;) with distinct tissue distribution and physiological roles (<xref ref-type="bibr" rid="B1">1</xref>). The PPAR&#x3b3; functions as a ligand-activated transcription factor, and it is expressed in white and brown adipose tissues (WAT and BAT, respectively), the large intestine, and the spleen. Nevertheless, its expression is higher in adipose tissue, which plays a central role in adipocyte differentiation and function (<xref ref-type="bibr" rid="B11">11</xref>). The focus on PPAR&#x3b3; as a master in adipose tissue metabolism began in the 1990s after the discovery of thiazolidinediones and their power to induce adipocyte differentiation and improve insulin sensitivity (<xref ref-type="bibr" rid="B12">12</xref>).</p>
</sec>
<sec id="s3">
<label>3</label>
<title>Molecular insights of PPAR&#x3b3;</title>
<p>
<italic>PPARG</italic> gene has sixteen <italic>PPARG</italic> splicing variants in humans, according to the RefSeq database from the NCBI (National Center for Biotechnology Information). They are produced by the differential combination of alternative promoters. The three main isoforms of PPAR&#x3b3; in humans are PPAR&#x3b3;1, PPAR&#x3b3;2, and PPAR&#x3b3;3 (<xref ref-type="bibr" rid="B13">13</xref>). The PPAR&#x3b3;1 (NM_001354666; NP_001341595.2) contains 475 amino acids and is expressed at low levels in multiple tissues, such as adipose tissue, skeletal muscle, macrophages, and intestinal epithelium (colon). The PPAR&#x3b3;2 (NM015869.5; NP_056953.2) contains 505 amino acids and is predominantly expressed in WAT, BAT, and liver (<xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B14">14</xref>). PPAR&#x3b3;3 (NM_001330615.4; NP_001317544.2) is expressed in macrophages, adipose tissue, and large intestine epithelium and has 278 amino acids (<xref ref-type="bibr" rid="B15">15</xref>). <xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1A, B</bold>
</xref> highlight the <italic>PPARG1</italic>, <italic>PPARG2</italic>, and <italic>PPARG3</italic> transcripts and PPAR&#x3b3;1, 2, and 3 isoform domains, respectively.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Schematic representation of the main human <italic>PPARG</italic> transcripts and its PPAR&#x3b3; protein isoforms. <bold>(A)</bold> The structure of the <italic>PPARG1, 2, and 3</italic> transcripts is highlighted, showing exons 1 to 6, common to all PPAR&#x3b3; transcripts, while <italic>PPARG2</italic> has the additional exon B and encodes the canonical and dominant PPAR&#x3b3;2 isoform. <italic>PPARG1</italic> also presents exons A1 and A2, while <italic>PPARG3</italic> also presents the A2 exon. <bold>(B)</bold> PPAR&#x3b3;1 has 475 amino acids and is expressed at low levels in adipose tissue, skeletal muscle, macrophages, and epithelium from the colon. PPAR&#x3b3;2 presents 30 additional amino acids (magenta) and is mainly found in WAT, BAT, and the liver. PPAR&#x3b3;3 has 248 aa and has higher expression levels in macrophages, adipose tissue, and large intestine epithelium. The main PPAR&#x3b3; isoforms 1, 2, and 3 are composed of 4 functional domains: N-terminus domain AF-1 (orange), DNA Binding Domain &#x2013; DBD (blue), Hinge (yellow), and Ligand Binding Domain &#x2013; LBD (green) in the C-terminus. The AF-1 domain and the Hinge region are poorly conserved, while the DBD, LBD, and AF-2 domains are highly conserved. The image was made using IBS 2.0 software. <bold>(C)</bold> Protein sequence alignment of the <italic>PP</italic>AR&#x3b3;1, 2, and 3 isoforms. PPAR&#x3b3; isoform sequences were aligned via T-Coffee. Pink represents identical alignments; yellow corresponds to similar alignments; and green regions show different alignments. &#x2217; corresponds to an equal match. Cons: consensus sequence. The PPAR&#x3b3; sequences used were: PPAR&#x3b3;1 (NM_001354666; NP_001341595.2), PPAR&#x3b3;2 (NM_015869.5; NP_056953.2), and PPAR&#x3b3;3 (NM_001330615.4; NP_001317544.2).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-15-1394102-g001.tif"/>
</fig>
<p>Both PPAR&#x3b3;1 and PPAR&#x3b3;2 isoforms have the intrinsic capacity to promote adipogenesis. However, recent studies show that PPAR&#x3b3;2 has a more decisive action on adipogenesis due to sensitivity to ligands and greater binding capacity to components of the mediator complex (<xref ref-type="bibr" rid="B16">16</xref>&#x2013;<xref ref-type="bibr" rid="B18">18</xref>).</p>
<p>The PPAR&#x3b3; proteins have a molecular structure similar to that of other nuclear receptors and contain four domains: 1) N-terminus contains the Activation Function-1 (AF-1; also known as ligand-independent transactivation domain 1); 2) DNA binding domain (DBD); 3) HINGE, and 4) Ligand binding domain (LBD) located in the portion C-terminus. The AF-1 domain regulates ligand-independent transcriptional PPAR&#x3b3; activity, while the HINGE domain is involved in interactions with coactivators and corepressors. The DBD and LBD domains are the most essential and highly conserved among species. The DBD has the role of binding PPAR&#x3b3; to the promoter region of their target genes. The LBD domain is involved with ligand binding, the transactivation of many genes, and the transcriptional co-regulator interactions. The LBD is responsible for dimerization with the retinoid X receptor (RXR) and overlays the more powerful Activation Function-2 (AF-2) domain, which can be altered by the ligand binding (<xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B19">19</xref>). AF-2 is the major transcriptional activation domain. It is essential for dimerization and regulates the ligand-dependent PPAR&#x3b3; transcriptional activity (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B20">20</xref>&#x2013;<xref ref-type="bibr" rid="B22">22</xref>). <xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1B</bold>
</xref> highlights the domains in PPAR&#x3b3;1, 2, and 3 isoforms. To better characterize the amino acid differences among the three main PPAR&#x3b3; isoforms, we performed an alignment to compare their protein sequences and domains, as shown in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1C</bold>
</xref>. These analyses were performed according to <italic>Alvares et&#xa0;al.</italic> (<xref ref-type="bibr" rid="B23">23</xref>). PPAR&#x3b3;2 has 30 additional amino acids in the N-terminus. Knockdown of <italic>Pparg</italic> in 3T3-L1 preadipocytes and <italic>Pparg</italic> null MEFs revealed that the PPAR&#x3b3;2 has a more potent role in adipocyte differentiation than the PPAR&#x3b3;1 isoform (<xref ref-type="bibr" rid="B17">17</xref>), indicating a crucial role of the longest PPAR&#x3b3; protein in the adipogenesis. However, how the N-terminus of PPAR&#x3b3; acts to promote adipogenesis remains an open question.</p>
<p>Despite being poorly conserved among species, the N-terminus portion showed an essential regulatory function in the action of PPAR&#x3b3;. The amino acids of the N-terminus domain have transcriptional activity when linked to a heterologous DNA-binding domain. Contradictorily, when this N-terminus region of PPAR&#x3b3; is deleted, this factor has greater transcriptional activity and more significant adipogenic action. This finding suggested that this N-terminus could also have some inhibitory function in the context of the holoreceptor, and a large part of this inhibitory action was linked to the phosphorylation of PPAR&#x3b3; by members of the MAP kinase family (<xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B24">24</xref>). Furthermore, it was observed that the N-terminal domain influences the response to ligand binding of the LBD. Substitution of serine 112 by an aspartate residue inhibits ligand binding to the receptor (<xref ref-type="bibr" rid="B25">25</xref>).</p>
<p>To exert its biological action, PPAR&#x3b3; binds to members of the RXR family as an obligatory heterodimer at specific DNA binding sites, termed PPAR response elements (PPREs). The crystalline structure of the PPAR&#x3b3;-RXR heterodimer bounds to DNA in the presence of ligand results in a conformational change in the LBD and favors interaction with coactivator peptides (such as steroid receptor coactivators (SRCs), histone acetyltransferases (HATs), CBP and P300) and the Mediator complex, promoting transcription of PPAR&#x3b3; target genes, resulting in their physiological effects on adipogenesis and adipose tissue metabolism (<xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B26">26</xref>).</p>
</sec>
<sec id="s4">
<label>4</label>
<title>PPAR&#x3b3; and adipogenesis</title>
<p>The PPAR&#x3b3; participates in adipogenesis during the differentiation of preadipocytes into adipocytes, playing a central role in this process (<xref ref-type="bibr" rid="B20">20</xref>). The evidence that PPAR&#x3b3; is the master regulator of adipogenesis is well established. <italic>In vitro</italic> and <italic>in vivo</italic> studies show a lack of matured adipocytes without PPAR&#x3b3; (<xref ref-type="bibr" rid="B27">27</xref>).</p>
<p>During the adipocyte differentiation process, PPAR&#x3b3; participates in a transcriptional cascade. Its activation promotes the induction of a variety of differentiation-dependent target genes, which play an essential role in the uptake and storage of triglycerides in the adipocyte (<xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B28">28</xref>, <xref ref-type="bibr" rid="B29">29</xref>).</p>
<p>After ligand activation, PPAR&#x3b3; induces many target genes involved in lipogenesis and adipogenesis and activates the expression of C/EBP&#x3b1;. This transcription factor can bind directly to the CEBP site in the PPAR&#x3b3; promoter, creating a stable, self-reinforcing regulatory loop (<xref ref-type="bibr" rid="B30">30</xref>, <xref ref-type="bibr" rid="B31">31</xref>). After activation, PPAR&#x3b3; stimulates regulatory regions of a large number of genes that have essential roles in lipogenesis and insulin sensitivity, including <italic>FABP4</italic>, <italic>PCK2, LPL, ADIPOQ, PLIN1</italic>, and <italic>SLC2A4</italic> (which encode aP2, PEPCK, lipoprotein lipase, adiponectin, perilipin and Glut4 proteins, respectively), promoting the maturation of the adipocyte, which begins to capture and store lipids (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>) (<xref ref-type="bibr" rid="B26">26</xref>, <xref ref-type="bibr" rid="B28">28</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Representation of adipocyte differentiation control performed by PPAR&#x3b3;, C/EBP, and RXR. The figure emphasizes the process of differentiation of white adipocytes from pre-adipocytes, highlighting the transcriptional roles of PPAR&#x3b3; (red), C/EBP (orange), and RXR (yellow) in the nucleus of preadipocytes under differentiation to complete maturation. Own authorship using resources from SMART &#x2013; Servier Medical Art.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-15-1394102-g002.tif"/>
</fig>
<p>Likewise, the PPAR&#x3b3; is essential for the development and function of BAT. PPAR&#x3b3; ligands induce terminal differentiation of the brown preadipocyte HIB-1B cell line and stimulate the expression of UCP-1, a mitochondrial proton transporter that confers thermogenic properties to BAT (<xref ref-type="bibr" rid="B32">32</xref>).</p>
</sec>
<sec id="s5">
<label>5</label>
<title>Insulin sensitivity and PPAR&#x3b3;</title>
<p>With the discovery of thiazolidinediones (TZDs) and their hypoglycemic action by improving IR, several studies were dedicated to understanding the role of PPAR&#x3b3; in insulin sensitivity. Activation of PPAR&#x3b3; by endogenous or synthetic ligands results in systemic insulin sensitization through complex mechanisms involving multiple organs. In adipose tissue, activated PPAR&#x3b3; promotes pre-adipocyte differentiation into insulin-sensitive adipocytes. This activation of PPAR&#x3b3; does not increase the size of adipocytes (hypertrophy); instead, it leads to the formation of smaller and more insulin-sensitive adipocytes, possibly due to <italic>de novo</italic> differentiation (<xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B31">31</xref>). This process increases the capacity of WAT to store fatty acids (FA), reducing the ectopic concentration of FFA, whose accumulation leads to harmful effects on insulin action (<xref ref-type="bibr" rid="B33">33</xref>, <xref ref-type="bibr" rid="B34">34</xref>). An additional but also important mechanism that favors insulin sensitivity is the functional improvement of adipose tissue after activation of PPAR&#x3b3;, which starts to produce more adiponectin, directly linked to insulin sensitivity (<xref ref-type="bibr" rid="B20">20</xref>). The adiponectin actions are already well established, improving muscle glucose uptake and reducing hepatic glucose production (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>) (<xref ref-type="bibr" rid="B35">35</xref>). PPAR&#x3b3; activation by ligands in adipocytes is also associated with decreased levels of adipokines related to the IR onset, including tumor necrosis factor-alpha (TNF&#x3b1;) and resistin (<xref ref-type="bibr" rid="B36">36</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>PPAR&#x3b3; actions and insulin sensibility. Activation of PPAR&#x3b3; in adipose tissue promotes the differentiation of pre-adipocytes into insulin-sensitive adipocytes, favoring the uptake of more lipids and influencing the production of adipokines, resulting in higher levels of adiponectin and reduced levels of TNF-&#x3b1;. These mechanisms benefit glucose metabolism, including less hepatic glucose production and more skeletal muscle glucose uptake, improving insulin sensibility. PPAR&#x3b3; activation also stimulates the transformation of macrophages into less inflammatory cells, thereby reducing macrophage infiltration into adipose tissue. Own authorship using resources from SMART &#x2013; Servier Medical Art.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-15-1394102-g003.tif"/>
</fig>
<p>PPAR&#x3b3; plays a crucial role in promoting the alternative activation of macrophages, which results in less inflammatory adipose tissue (<xref ref-type="bibr" rid="B12">12</xref>). The relationship between macrophages and IR is already known. When macrophages infiltrate adipose tissue, they produce inflammatory cytokines such as IL-1, TNF&#x3b1;, and IL-6, which act on the insulin receptor. This causes the exchange of the phosphorylation residue to tyrosine by serine, resulting in less activation of the receptor and consequent IR. However, macrophages can also be activated alternatively (M2), producing arginase I (argl) and IL-10. These cytokines have less inflammatory power and less impact on the insulin receptor. PPAR&#x3b3;, especially the PPAR&#x3b3;3 isoform, plays a vital role in stimulating this alternative activation (M2), which configures the anti-inflammatory functions of this nuclear receptor (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>) (<xref ref-type="bibr" rid="B15">15</xref>, <xref ref-type="bibr" rid="B37">37</xref>).</p>
</sec>
<sec id="s6">
<label>6</label>
<title>
<italic>PPARG</italic> pathogenic variants and metabolic diseases</title>
<p>Several pathogenic variants in the <italic>PPARG</italic> gene have been identified in the human population. Approximately 0.2% of the population presents missense variants of <italic>PPARG</italic>, but only 20% of these variants show functional impairments and are associated with metabolic commitments (<xref ref-type="bibr" rid="B38">38</xref>). The most common variant in the human <italic>PPARG</italic> gene is an alanine to proline substitution at position 12 in the PPAR&#x3b3;2 isoform (Pro12Ala) that has a variable physiological effect related to a decreased risk of type 2 diabetes mellitus (DM) (<xref ref-type="bibr" rid="B39">39</xref>).</p>
<p>In the general population, 1 in every 500 people carries a <italic>PPARG</italic> missense variant. However, only a small portion of them experience metabolic consequences that do not necessarily lead to FPLD3. After evaluating the FPLD3 clinical and phenotypic findings (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>), heterogeneity is observed among different <italic>PPARG</italic> pathogenic variants or members of the same family with similar pathogenic variants. This shows that the activity and expression of this gene are influenced by gene-gene and gene-environment interactions that determine the clinical consequences of genetic variants with significant genetic and phenotypic heterogeneity (<xref ref-type="bibr" rid="B38">38</xref>). Studies on mice indicate that a reduction in PPAR&#x3b3; activity up to 50% is still sufficient to maintain normal body composition. However, when PPAR&#x3b3; activity was reduced to 25%, it caused IR, decreased total body and fat mass, and dyslipidemia (<xref ref-type="bibr" rid="B66">66</xref>).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Phenotype and clinical characteristics of the most frequent <italic>PPARG</italic> variants related to FPLD3.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">41 <italic>PPARG</italic> variants (protein level)</th>
<th valign="middle" align="center">Number of patients (Gender)</th>
<th valign="middle" align="center">Age at genetic diagnosis</th>
<th valign="middle" align="center">Age of onset FPLD3 (index case)</th>
<th valign="middle" align="center">BMI<break/>kg/m&#xb2;*</th>
<th valign="middle" align="center">sWAT loss (sites)</th>
<th valign="middle" align="center">Fat mass ratio (FMR)**</th>
<th valign="middle" align="center">Hypertriglyceridemia</th>
<th valign="middle" align="center">Diabetes<break/>(age dx)</th>
<th valign="middle" align="center">Insulin therapy (u/day)</th>
<th valign="middle" align="center">IR***</th>
<th valign="middle" align="center">Hypertension</th>
<th valign="middle" align="center">PCOS&#xa7;</th>
<th valign="middle" align="center">Pacreatitis</th>
<th valign="middle" align="center">MAFLD&#x266f;</th>
<th valign="middle" align="center">Reference</th>
</tr>
</thead>
<tbody>
<tr>
<th valign="top" colspan="16" align="left">DBD DOMAIN &#x2013; 16 variants</th>
</tr>
<tr>
<td valign="middle" align="center">
<bold>FS138X</bold>
</td>
<td valign="middle" align="center">1(F)</td>
<td valign="middle" align="center">37</td>
<td valign="middle" align="center">17</td>
<td valign="middle" align="center">33</td>
<td valign="middle" align="center">Gluteal, lower limbs</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+ (13yr)</td>
<td valign="middle" align="center">+ (100u/day)</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B40">40</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Cys142Arg</bold>
</td>
<td valign="middle" align="center">1(F)</td>
<td valign="middle" align="center">41</td>
<td valign="middle" align="center">34</td>
<td valign="middle" align="center">30</td>
<td valign="middle" align="center">Gluteal, limbs</td>
<td valign="middle" align="center">1,5</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+ (41yr)</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B41">41</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Gly148Glu</bold>
</td>
<td valign="middle" align="center">3 (F/F/M)<xref ref-type="table-fn" rid="fnT1_1">
<sup>a</sup>
</xref>
</td>
<td valign="middle" align="center">18 (index case)</td>
<td valign="middle" align="center">Puberty</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">Gluteal, lower limbs</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B1">1</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Tyr151Cys</bold>
</td>
<td valign="middle" align="center">2(F)</td>
<td valign="middle" align="center">61/34</td>
<td valign="middle" align="center">43</td>
<td valign="middle" align="center">23-24</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+/+</td>
<td valign="middle" align="center">+/+ (NA)</td>
<td valign="middle" align="center">+ (142/125u/d)</td>
<td valign="middle" align="center">+/+</td>
<td valign="middle" align="center">+/+</td>
<td valign="middle" align="center">-/+</td>
<td valign="middle" align="center">+/+</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B42">42</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Tyr151Cys</bold>
</td>
<td valign="middle" align="center">1(F)</td>
<td valign="middle" align="center">24</td>
<td valign="middle" align="center">15</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">Gluteal, lower limbs</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+ (22yr)</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B43">43</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Tyr151Cys</bold>
</td>
<td valign="middle" align="center">4(F/M/F/F)</td>
<td valign="middle" align="center">28 (index case)</td>
<td valign="middle" align="center">15</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">Gluteal, lower limbs</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+/NA/+/+</td>
<td valign="middle" align="center">+/NA/+/+</td>
<td valign="middle" align="center">-/NA/+ (NA)/-</td>
<td valign="middle" align="center">+/-/+/+</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+/-/+/+</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+/-/+/+</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B43">43</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Glu157Asp</bold>
</td>
<td valign="middle" align="center">7 (F),<break/>8 (M)</td>
<td valign="middle" align="center">45 (32&#x2013;55)</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">Extremities</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+ in 14 patients</td>
<td valign="middle" align="center">+ in 8 patiens</td>
<td valign="middle" align="center">+ in 6 patients<break/>(3 with &gt; 100u/day)</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+ in 11 patients</td>
<td valign="middle" align="center">2 Females</td>
<td valign="middle" align="center">+ in 7 patiens</td>
<td valign="middle" align="center">+ in 9 patients</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B44">44</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Glu157Gly</bold>
</td>
<td valign="middle" align="center">1(F)</td>
<td valign="middle" align="center">64</td>
<td valign="middle" align="center">29</td>
<td valign="middle" align="center">19,7</td>
<td valign="middle" align="center">Gluteal, upper and lower limbs</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+ (29yr)</td>
<td valign="middle" align="center">+ (230u/day)</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B45">45</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Cys159Tyr</bold>
</td>
<td valign="middle" align="center">1(F)</td>
<td valign="middle" align="center">42</td>
<td valign="middle" align="center">35</td>
<td valign="middle" align="center">24.2</td>
<td valign="middle" align="center">Gluteal, lower limbs</td>
<td valign="middle" align="center">1,58</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+ (42yr)</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B41">41</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Gly161Val</bold>
</td>
<td valign="middle" align="center">1(F)</td>
<td valign="middle" align="center">60</td>
<td valign="middle" align="center">43</td>
<td valign="middle" align="center">27</td>
<td valign="middle" align="center">Gluteal, upper and lower limbs</td>
<td valign="middle" align="center">1,47</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+ (NA)</td>
<td valign="middle" align="center">+ (160u/day)</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B46">46</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Arg164Trp</bold>
</td>
<td valign="middle" align="center">1(F)<xref ref-type="table-fn" rid="fnT1_2">
<sup>b</sup>
</xref>
</td>
<td valign="middle" align="center">30</td>
<td valign="middle" align="center">Infance</td>
<td valign="middle" align="center">21.2</td>
<td valign="middle" align="center">Face, extremities, gluteal, back, abdomen</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+ (NA)</td>
<td valign="middle" align="center">+ (100-300u/day)</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+ (13 episodes)</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B47">47</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Arg165Thr</bold>
</td>
<td valign="middle" align="center">2(F)</td>
<td valign="middle" align="center">44/22</td>
<td valign="middle" align="center">22</td>
<td valign="middle" align="center">23.8/26,5</td>
<td valign="middle" align="center">Upper and lower limbs</td>
<td valign="middle" align="center">2,23/1,78</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+/+</td>
<td valign="middle" align="center">+/+ (146u/day)</td>
<td valign="middle" align="center">+/+</td>
<td valign="middle" align="center">+/+ (severe)</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+/+</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B48">48</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Leu178Pro</bold>
</td>
<td valign="middle" align="center">1(F)</td>
<td valign="middle" align="center">38</td>
<td valign="middle" align="center">35</td>
<td valign="middle" align="center">22.6</td>
<td valign="middle" align="center">Upper and lower limbs</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+(severe)</td>
<td valign="middle" align="center">+(35yr)</td>
<td valign="middle" align="center">+(NA)</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B23">23</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>FS186X</bold>
</td>
<td valign="middle" align="center">5(F), 2(M)</td>
<td valign="middle" align="center">41 (21&#x2013;71)</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+ in 5 patients</td>
<td valign="middle" align="center">+ in 4 patients</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+ in 5 patients</td>
<td valign="middle" align="center">+ in 6 patients</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B49">49</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Cys190Trp</bold>
</td>
<td valign="middle" align="center">1(F)</td>
<td valign="middle" align="center">31</td>
<td valign="middle" align="center">19</td>
<td valign="middle" align="center">30.5</td>
<td valign="middle" align="center">Gluteal, lower limbs</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+ IGT (29)</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B41">41</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Cys190Ser</bold>
</td>
<td valign="middle" align="center">3 (F/F/M)</td>
<td valign="middle" align="center">26/36/60</td>
<td valign="middle" align="center">26</td>
<td valign="middle" align="center">29.8/28,3/29,8</td>
<td valign="middle" align="center">Extremities in 3 patients</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+/+/+</td>
<td valign="middle" align="center">+/+/+</td>
<td valign="middle" align="center">+ (80u/d)/-/-</td>
<td valign="middle" align="center">+/+/+</td>
<td valign="middle" align="center">+/NA/NA</td>
<td valign="middle" align="center">-/-</td>
<td valign="middle" align="center">+/-/-</td>
<td valign="middle" align="center">+/+/+</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B50">50</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Arg194Trp</bold>
</td>
<td valign="middle" align="center">1(F)</td>
<td valign="middle" align="center">31</td>
<td valign="middle" align="center">19</td>
<td valign="middle" align="center">25</td>
<td valign="middle" align="center">Gluteal, extremities</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+ (15yr)</td>
<td valign="middle" align="center">+ (300u/d)</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B51">51</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Arg194Gln</bold>
</td>
<td valign="middle" align="center">1(F)</td>
<td valign="middle" align="center">46</td>
<td valign="middle" align="center">24</td>
<td valign="middle" align="center">24</td>
<td valign="middle" align="center">Gluteal, limbs</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+ (NA)</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B38">38</xref>)</td>
</tr>
<tr>
<th valign="middle" colspan="16" align="left">HINGE &#x2013; 4 variants</th>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Met203Ile</bold>
</td>
<td valign="middle" align="center">1(F)</td>
<td valign="middle" align="center">17</td>
<td valign="middle" align="center">10</td>
<td valign="middle" align="center">26</td>
<td valign="middle" align="center">Gluetal, limbs</td>
<td valign="middle" align="center">1,25</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B38">38</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Arg212Gln</bold>
</td>
<td valign="middle" align="center">1(F)</td>
<td valign="middle" align="center">25</td>
<td valign="middle" align="center">23</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">Glutea, lower limbs</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+ IGT</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B52">52</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Arg212Trp</bold>
</td>
<td valign="middle" align="center">1(F)</td>
<td valign="middle" align="center">31</td>
<td valign="middle" align="center">15</td>
<td valign="middle" align="center">28</td>
<td valign="middle" align="center">Gluteal, limbs</td>
<td valign="middle" align="center">1,67</td>
<td valign="middle" align="center">+ (mild)</td>
<td valign="middle" align="center">+ (NA)</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B38">38</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Pro214Leu</bold>
</td>
<td valign="middle" align="center">2(F/M)</td>
<td valign="middle" align="center">34/32</td>
<td valign="middle" align="center">28</td>
<td valign="middle" align="center">23,1/26,7</td>
<td valign="middle" align="center">Upper and lower limbs/-</td>
<td valign="middle" align="center">1,70/1,73</td>
<td valign="middle" align="center">+/+</td>
<td valign="middle" align="center">-/-</td>
<td valign="middle" align="center">-/-</td>
<td valign="middle" align="center">+/+</td>
<td valign="middle" align="center">-/-</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+/-</td>
<td valign="middle" align="center">+/-</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B23">23</xref>)</td>
</tr>
<tr>
<th valign="middle" colspan="16" align="left">LBD DOMAIN &#x2013; 21 variants</th>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Ala261Glu</bold>
</td>
<td valign="middle" align="center">2(F) (unrelated)</td>
<td valign="middle" align="center">22/39</td>
<td valign="middle" align="center">20/30</td>
<td valign="middle" align="center">26/26</td>
<td valign="middle" align="center">NA/NA</td>
<td valign="middle" align="center">NA/NA</td>
<td valign="middle" align="center">+/+</td>
<td valign="middle" align="center">+/+</td>
<td valign="middle" align="center">NA/NA</td>
<td valign="middle" align="center">+/+</td>
<td valign="middle" align="center">-/+</td>
<td valign="middle" align="center">+/+</td>
<td valign="middle" align="center">NA/NA</td>
<td valign="middle" align="center">NA/NA</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B53">53</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Arg308Pro</bold>
</td>
<td valign="middle" align="center">1(F)</td>
<td valign="middle" align="center">16</td>
<td valign="middle" align="center">16</td>
<td valign="middle" align="center">23</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">1,22</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B38">38</xref>, <xref ref-type="bibr" rid="B53">53</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Phe310Ser</bold>
</td>
<td valign="middle" align="center">1(F)</td>
<td valign="middle" align="center">16</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">17,5</td>
<td valign="middle" align="center">Face, hips, limbs</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+ (16y)</td>
<td valign="middle" align="center">+ (NA)</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B54">54</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Val318Met</bold>
</td>
<td valign="middle" align="center">1(F)</td>
<td valign="middle" align="center">16</td>
<td valign="middle" align="center">15</td>
<td valign="middle" align="center">25,6</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+ (17yr)</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B55">55</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Leu339X</bold>
</td>
<td valign="middle" align="center">2(M)</td>
<td valign="middle" align="center">40/70</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">28,6/23,9</td>
<td valign="middle" align="center">Limbs (both)</td>
<td valign="middle" align="center">1,72/NA</td>
<td valign="middle" align="center">+/+</td>
<td valign="middle" align="center">+ (NA)/-</td>
<td valign="middle" align="center">+ (NA)/-</td>
<td valign="middle" align="center">+/+</td>
<td valign="middle" align="center">+/+</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+/+</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B48">48</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>FS343X</bold>
</td>
<td valign="middle" align="center">1(F)</td>
<td valign="middle" align="center">13</td>
<td valign="middle" align="center">8</td>
<td valign="middle" align="center">25,9</td>
<td valign="middle" align="center">Gluteal, limbs</td>
<td valign="middle" align="center">1,47</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+ (8yr)</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B41">41</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Lys347Thr</bold>
</td>
<td valign="middle" align="center">2(F)<break/>3(M)</td>
<td valign="middle" align="center">61/40<break/>38/54/29</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">25,6/25,7<break/>25,1/33/27</td>
<td valign="middle" align="center">Limbs (all)</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+ (all)</td>
<td valign="middle" align="center">+(36)/+(35)<break/>-/+(22)/+(21)</td>
<td valign="middle" align="center">+(300u/d)/-<break/>-/+(220)/+</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+(All)</td>
<td valign="middle" align="center">-/-<break/>NA</td>
<td valign="middle" align="center">+/-<break/>-/+/+</td>
<td valign="middle" align="center">+/+<break/>NA/+/-</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B56">56</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Glu352Gln</bold>
</td>
<td valign="middle" align="center">1(F)</td>
<td valign="middle" align="center">26</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">25</td>
<td valign="middle" align="center">Lower limbs</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+ (mildly)</td>
<td valign="middle" align="center">+ (13yr)</td>
<td valign="middle" align="center">+ (200u/day)</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B57">57</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Ile354Val</bold>
</td>
<td valign="middle" align="center">2 (F)</td>
<td valign="middle" align="center">59/36</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">30/23,4</td>
<td valign="middle" align="center">Extremities</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+/-</td>
<td valign="middle" align="center">+(58y)/+(17y)</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+/+</td>
<td valign="middle" align="center">+/+</td>
<td valign="middle" align="center">NA/-</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+/+</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B58">58</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Tyr355X</bold>
</td>
<td valign="middle" align="center">2(F)</td>
<td valign="middle" align="center">45/12</td>
<td valign="middle" align="center">33</td>
<td valign="middle" align="center">30/NA</td>
<td valign="middle" align="center">Gluteal and limbs/no fat loss</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+/+</td>
<td valign="middle" align="center">+(33y)/-</td>
<td valign="middle" align="center">+ (2u/kg/d)/-</td>
<td valign="middle" align="center">+/-</td>
<td valign="middle" align="center">-/-</td>
<td valign="middle" align="center">-/-</td>
<td valign="middle" align="center">+/-</td>
<td valign="middle" align="center">+/-</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B59">59</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Thr356Arg</bold>
</td>
<td valign="middle" align="center">1(F)</td>
<td valign="middle" align="center">19</td>
<td valign="middle" align="center">19</td>
<td valign="middle" align="center">34</td>
<td valign="middle" align="center">Gluteal, lower limbs</td>
<td valign="middle" align="center">1,47</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+(NA)</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B38">38</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Arg385X</bold>
</td>
<td valign="middle" align="center">1(F)</td>
<td valign="middle" align="center">35</td>
<td valign="middle" align="center">26</td>
<td valign="middle" align="center">29,3</td>
<td valign="middle" align="center">Gluteal, lower limbs</td>
<td valign="middle" align="center">2,54</td>
<td valign="middle" align="center">+ (severe)</td>
<td valign="middle" align="center">+ (26yr)</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B41">41</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Pro387Ser</bold>
</td>
<td valign="middle" align="center">1(F)</td>
<td valign="middle" align="center">13</td>
<td valign="middle" align="center">8</td>
<td valign="middle" align="center">20</td>
<td valign="middle" align="center">Gluteal, limbs</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+ (NA)</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B38">38</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Phe388Leu</bold>
</td>
<td valign="middle" align="center">2(F)<break/>2(M)</td>
<td valign="middle" align="center">46/22<break/>71/39</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">Gluteal, lower limbs (all)</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+(all)</td>
<td valign="middle" align="center">+/-<break/>+/-</td>
<td valign="middle" align="center">-/-<break/>-/-</td>
<td valign="middle" align="center">+/+<break/>+/-</td>
<td valign="middle" align="center">-/-<break/>+/-</td>
<td valign="middle" align="center">+/-<break/>NA</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B60">60</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Ala417Val</bold>
</td>
<td valign="middle" align="center">1(F)</td>
<td valign="middle" align="center">40</td>
<td valign="middle" align="center">39</td>
<td valign="middle" align="center">36</td>
<td valign="middle" align="center">Gluteal, lower limbs</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+(NA)</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B38">38</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Asp424Asn</bold>
</td>
<td valign="middle" align="center">2(F)</td>
<td valign="middle" align="center">14/36</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">28,7/29,7</td>
<td valign="middle" align="center">Limbs (all)</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+/+</td>
<td valign="middle" align="center">-/-</td>
<td valign="middle" align="center">-/-</td>
<td valign="middle" align="center">+/+</td>
<td valign="middle" align="center">+/+</td>
<td valign="middle" align="center">NA/-</td>
<td valign="middle" align="center">-/+</td>
<td valign="middle" align="center">+/NA</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B61">61</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Arg425Cys</bold>
</td>
<td valign="middle" align="center">1(F)</td>
<td valign="middle" align="center">64</td>
<td valign="middle" align="center">32</td>
<td valign="middle" align="center">22,3</td>
<td valign="middle" align="center">Limbs, face</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+(32y)</td>
<td valign="middle" align="center">+ (NA)</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B62">62</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>His449Leu</bold>
</td>
<td valign="middle" align="center">3(F)<xref ref-type="table-fn" rid="fnT1_3">
<sup>c</sup>
</xref>
<break/>1(M)</td>
<td valign="middle" align="center">23</td>
<td valign="middle" align="center">16</td>
<td valign="middle" align="center">23,6</td>
<td valign="middle" align="center">Extremities</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+(22y)</td>
<td valign="middle" align="center">+(22u/d)</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B63">63</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Leu451Pro</bold>
</td>
<td valign="middle" align="center">4(F)</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">Limbs</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+(all)</td>
<td valign="middle" align="center">+(NA) (all)</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+(all)</td>
<td valign="middle" align="center">+(in 2 patients)</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B64">64</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Thr468Lys</bold>
</td>
<td valign="middle" align="center">1(F)</td>
<td valign="middle" align="center">15</td>
<td valign="middle" align="center">7</td>
<td valign="middle" align="center">31</td>
<td valign="middle" align="center">Gluteal, lower limbs</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+(NA)</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B38">38</xref>)</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Pro495Leu</bold>
</td>
<td valign="middle" align="center">1F/1M<xref ref-type="table-fn" rid="fnT1_3">
<sup>c</sup>
</xref>
<break/>1(F)</td>
<td valign="middle" align="center">56<break/>51</td>
<td valign="middle" align="center">NA<break/>NA</td>
<td valign="middle" align="center">24,9<break/>18,5</td>
<td valign="middle" align="center">NA<break/>Upper limbs and lower leg</td>
<td valign="middle" align="center">NA<break/>NA</td>
<td valign="middle" align="center">+<break/>+ (mild)</td>
<td valign="middle" align="center">+(25y)<break/>+(41yr)</td>
<td valign="middle" align="center">+(280u/d)<break/>-</td>
<td valign="middle" align="center">+<break/>+</td>
<td valign="middle" align="center">+<break/>-</td>
<td valign="middle" align="center">NA<break/>NA</td>
<td valign="middle" align="center">NA-</td>
<td valign="middle" align="center">NA+</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B55">55</xref>, <xref ref-type="bibr" rid="B65">65</xref>)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>NA denotes not available.</p>
</fn>
<fn>
<p>*The body-mass index (BMI) is the weight in kilograms divided by the square of the height in meters.</p>
</fn>
<fn>
<p>** Fat mass ratio (FMR) is the trunk fat % divided by the leg fat %. FMR&gt;1.2 in women is consistent with lipodystrophy, although not diagnostic in itself.</p>
</fn>
<fn>
<p>***IR = Insulin Resistance: defined by the presence of acanthosis nigricans and/or HOMA-IR&gt;3.0 and/or high fasting insulin levels.</p>
</fn>
<fn>
<p>&#x266f; Metabolic associated fatty liver disease (MAFLD).</p>
</fn>
<fn>
<p>&#xa7;Polycystic ovary syndrome (PCOS).</p>
</fn>
<fn id="fnT1_1">
<label>a</label>
<p>Clinical data presented are from the index case. The second affected member was the mother, who presented fat loss, diabetes, and hypertriglyceridemia. The third member is her brother, who is 3 years old, and without clinical symptoms.</p>
</fn>
<fn id="fnT1_2">
<label>b</label>
<p>This patient presented biallelic <italic>PPARG</italic> pathogenic variants (FS138X and Arg164Trp), leading to a phenotype of a generalized sWAT loss similar to CGL.</p>
</fn>
<fn id="fnT1_3">
<label>c</label>
<p>Clinical data presented are from the index case.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Genetic lipodystrophies due to loss-of-function <italic>PPARG</italic> variants occur at a low frequency estimated at 1:100,000 individuals (<xref ref-type="bibr" rid="B67">67</xref>). These variants reduce the PPAR receptor activity and can lead to severe metabolic consequences associated with FPLD3. This disease has an autosomal dominant inheritance (all patients are heterozygous). It includes mainly amino acid substitutions (mainly in the DBD and LBD) and nonsense and frameshift mutations resulting in PPAR&#x3b3; inactivity (<xref ref-type="bibr" rid="B12">12</xref>).</p>
<p>As far as we know (based on the literature review carried out in PubMed, ClinVar, and The Human Gene Mutation Database), 44 <italic>PPARG</italic> pathogenic variants related to FPLD3 have been described until July 2024. These variants impair PPAR&#x3b3; transcriptional activity in several ways: some of the DBD variants show extreme dominant negative activity, suppressing the transcriptional activity of PPAR&#x3b3;; others cause an apparent impairment of transcriptional activity but do not show any dominant negative activity against the wild-type receptor. Likewise, variants affecting the LBD present dominant negative activity, even with little or no DNA binding activity (<xref ref-type="bibr" rid="B41">41</xref>). The clinical/phenotypic features of loss-of-function variants in the <italic>PPARG</italic> gene and FPLD3 will be discussed below.</p>
</sec>
<sec id="s7">
<label>7</label>
<title>Phenotype and clinical characteristics in PPAR&#x3b3; variants related to FPLD3</title>
<p>FPLD3 certainly impacts the quality and expectations of individuals with this condition. Unfortunately, the exact natural history of these syndromes is not well documented, making their diagnosis difficult and creating an obstacle in developing specific therapies for this disease (<xref ref-type="bibr" rid="B43">43</xref>).</p>
<p>Patients generally present a loss of adipose tissue in the hips and lower limbs, severe IR, diabetes, hyperglyceridemia, hypertension, hepatic steatosis, and, in women, polycystic ovary syndrome (PCOS) with symptoms of hyperandrogenism were found. Classically, FPLD3 is characterized by a milder loss of adipose tissue and a more severe metabolic condition when compared to FPLD2 (Dunnigan disease) (<xref ref-type="bibr" rid="B58">58</xref>). One possible explanation for this paradoxical finding is that patients harboring <italic>PPARG</italic> pathogenic variants may have fewer small, insulin-sensitive adipocytes, with the preservation of large adipocytes. This could explain why individuals with FPLD3 experience less severe loss of fat tissue (lipoatrophy) despite having higher insulin resistance than those with FPLD2 (<xref ref-type="bibr" rid="B68">68</xref>).</p>
<p>We have reviewed the clinical features presented by the index case and the affected family members in 41 out of 44 <italic>PPARG</italic> variants associated with FPLD3. The summarized data is available in <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>, while detailed information about each specific variant is provided in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>. The other three pathogenic variants (Pro387Ser, Lys395Arg, and Gln438Pro) were initially described by SekizKardes et&#xa0;al. However, clinical data on affected patients are not available (<xref ref-type="bibr" rid="B69">69</xref>). Since the majority of <italic>PPARG</italic> variants reviewed here were previously described without considering the Human Genome Variation Society (HGVS) recommendations, we classified all reviewed <italic>PPARG</italic> variants according to HGVS (<xref ref-type="bibr" rid="B70">70</xref>), and their pathogenicity classification was made according to the American College of Medical Genetics and Genomics (ACMG) (<xref ref-type="bibr" rid="B71">71</xref>). We also used the MutationTaster and Mutalyzer tools to confirm the HGVS nomenclature (<xref ref-type="bibr" rid="B72">72</xref>, <xref ref-type="bibr" rid="B73">73</xref>). These data were inserted in <xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>. This analysis was challenging since most manuscripts reviewed here did not include detailed information concerning the variants at the coding DNA and protein levels. Therefore, to classify all <italic>PPARG</italic> variants according to ACMG guidelines, we first used the MutationTaster tool to obtain the correct <italic>PPARG</italic> variant position at genomic DNA, cDNA, and protein levels for missense, nonsense, and the frameshift variants FS138X and FS343X. Then, the Mutalyzer tool was used to confirm the correct HGVS nomenclature. For the FS186X variant, the correct <italic>PPARG</italic> variant nomenclature was obtained using only the Mutalyzer tool since this frameshift variant could not be analyzed by the MutationTaster tool. We used the GRCh37 genome reference for all Mutalyzer tool analyses. For manuscripts that informed only the variant nomenclature at the protein level, the transcript and protein sequences were obtained from the National Center of Biotechnology Information (NCBI). For all analyses, we used the <italic>PPARG</italic> transcript sequence that encodes the biggest PPAR&#x3b3; isoform 2 (NC_000003.11; NM_015869.5; NP_056953.2). Then, after obtaining all appropriate nomenclatures, in silico predictive algorithms were applied, as recommended by ACMG guidelines. Here, we evaluated the pathogenicity of all <italic>PPARG</italic> missense and nonsense variants reviewed using CADD (Combined Annotation Dependent Depletion) v.1.7 (<xref ref-type="bibr" rid="B74">74</xref>) and REVEL (rare exome variant ensemble learner) tools (<xref ref-type="bibr" rid="B75">75</xref>). After these steps, we classified all <italic>PPARG</italic> variants reviewed according to ACMG guidelines (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>). More details were inserted in the footnote of <xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>.</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Overview of FPLD3 clinical characteristics related to 41 <italic>PPARG</italic> pathogenic variants.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left"/>
<th valign="middle" align="right">DBD domain + Hinge</th>
<th valign="middle" align="right">LBD domain</th>
<th valign="middle" align="right">Total</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">N&#xb0; of pathogenic variants per domain</td>
<td valign="top" align="right">20</td>
<td valign="top" align="right">21</td>
<td valign="top" align="right">41</td>
</tr>
<tr>
<td valign="top" align="left">N&#xb0; of patients described</td>
<td valign="top" align="right">50</td>
<td valign="top" align="right">41</td>
<td valign="top" align="right">91</td>
</tr>
<tr>
<td valign="top" align="left">Female/Male</td>
<td valign="top" align="right">37(F)/13(M)</td>
<td valign="top" align="right">32(F)/9(M)</td>
<td valign="top" align="right">69(F)/22(M)</td>
</tr>
<tr>
<td valign="top" align="left">Age of genetic diagnoses yr - &#x3bc;</td>
<td valign="top" align="right">34(17-64)</td>
<td valign="top" align="right">36 (12-71)</td>
<td valign="top" align="right">33(12-71)</td>
</tr>
<tr>
<td valign="top" align="left">Age of onset FPLD3 yr - &#x3bc;</td>
<td valign="top" align="right">23,5(10-43)</td>
<td valign="top" align="right">19(7-39)</td>
<td valign="top" align="right">21(7-43)</td>
</tr>
<tr>
<td valign="top" align="left">BMI kg/m<sup>2</sup> - &#x3bc;</td>
<td valign="top" align="right">26,6(19,7-30,5)</td>
<td valign="top" align="right">25,7(17,5-36,0)</td>
<td valign="top" align="right">26,0(17,5-30,5)</td>
</tr>
<tr>
<td valign="top" align="left">Hypertriglyceridemia - %</td>
<td valign="top" align="right">90%</td>
<td valign="top" align="right">94,5%</td>
<td valign="top" align="right">91,9%</td>
</tr>
<tr>
<td valign="top" align="left">Diabetes - %</td>
<td valign="top" align="right">72%</td>
<td valign="top" align="right">83,7%</td>
<td valign="top" align="right">77,0%</td>
</tr>
<tr>
<td valign="top" align="left">Age of onset diabetes yr &#x2013; &#x3bc;</td>
<td valign="top" align="right">29(13-42)</td>
<td valign="top" align="right">23,5(8-58)</td>
<td valign="top" align="right">25,5(8-58)</td>
</tr>
<tr>
<td valign="top" align="left">Hypertension - %</td>
<td valign="top" align="right">63,8%</td>
<td valign="top" align="right">54,0%</td>
<td valign="top" align="right">59,5%</td>
</tr>
<tr>
<td valign="top" align="left">PCOS - %*</td>
<td valign="top" align="right">57,6%</td>
<td valign="top" align="right">54,5%</td>
<td valign="top" align="right">56,2%</td>
</tr>
<tr>
<td valign="top" align="left">MAFLD - %**</td>
<td valign="top" align="right">81,0%</td>
<td valign="top" align="right">86,3%</td>
<td valign="top" align="right">87,5%</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>*Polycystic ovary syndrome (PCOS) - % calculate considered only the female population and excluded those with unavailable data.</p>
</fn>
<fn>
<p>
<sup>**</sup>Metabolic-Dysfunction-Associated Fatty Liver Disease (MAFLD) - Patients with unavailable data (31 patients) were excluded from the % calculation.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Deleteriousness predictions of all 41 previously published <italic>PPARG</italic> variants according to the American College of Medical Genetics and Genomics (ACMG).</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">41 <italic>PPARG</italic> pathogenic variants (protein level)<break/>(Original nomenclature but considering PPAR&#x3b3; isoform 2)<xref ref-type="table-fn" rid="fnT3_1">
<sup>a</sup>
</xref>
</th>
<th valign="top" align="center">Nomenclature of <italic>PPARG</italic> pathogenic variants according to HGVS (at DNA and protein levels)<xref ref-type="table-fn" rid="fnT3_2">
<sup>b</sup>
</xref>
</th>
<th valign="middle" align="center">Reference</th>
<th valign="middle" align="center">CADD</th>
<th valign="middle" align="center">REVEL</th>
<th valign="middle" align="center">ACMG classification criteria</th>
</tr>
</thead>
<tbody>
<tr>
<th valign="top" colspan="6" align="left">DBD DOMAIN &#x2013; 16 variants</th>
</tr>
<tr>
<td valign="middle" align="center">
<bold>FS138X</bold>
</td>
<td valign="top" align="center">c.413_416delAATG p.(Glu138Valfs*31)</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B40">40</xref>)</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">Pathogenic: PVS1, PM1, PM2, PM4, PP2, and PP3</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Cys142Arg</bold>
</td>
<td valign="top" align="center">c.424T&gt;C<break/>p.Cys142Arg</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B41">41</xref>)</td>
<td valign="top" align="center">24.5</td>
<td valign="top" align="center">0.95</td>
<td valign="top" align="center">Likely pathogenic: PS3, PM1, PM2, PP2, and PP3</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Gly148Glu</bold>
</td>
<td valign="top" align="center">c.443G&gt;A<break/>p.(Gly148Glu)</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B1">1</xref>)</td>
<td valign="top" align="center">25.1</td>
<td valign="top" align="center">0.94</td>
<td valign="top" align="center">Likely pathogenic: PM1, PM2, PP2, and PP3</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Tyr151Cys</bold>
</td>
<td valign="top" align="center">c.452A&gt;G<break/>p.Tyr151Cys</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B42">42</xref>)</td>
<td valign="top" align="center">26.4</td>
<td valign="top" align="center">0.97</td>
<td valign="top" align="center">Likely pathogenic: PS3, PM1, PM2, PP2, and PP3</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Glu157Asp</bold>
</td>
<td valign="top" align="center">c.471A&gt;C<break/>p.Glu157Asp</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B44">44</xref>)</td>
<td valign="top" align="center">24.2</td>
<td valign="top" align="center">0.89</td>
<td valign="top" align="center">Pathogenic: PS3, PM1, PM2, PM5, PP2, and PP3</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Glu157Gly</bold>
</td>
<td valign="top" align="center">c.470A&gt;G<break/>p.(Glu157Gly)</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B45">45</xref>)</td>
<td valign="top" align="center">29</td>
<td valign="top" align="center">0.97</td>
<td valign="top" align="center">Likely pathogenic: PM1, PM2, PM5, PP2, and PP3</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Cys159Tyr</bold>
</td>
<td valign="top" align="center">c.476G&gt;A<break/>p.Cys159Tyr</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B41">41</xref>)</td>
<td valign="top" align="center">28.9</td>
<td valign="top" align="center">0.97</td>
<td valign="top" align="center">Likely pathogenic: PS3, PM1, PM2, PP2, and PP3</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Gly161Val</bold>
</td>
<td valign="top" align="center">c.482G&gt;T<break/>p.(Gly161Val)</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B46">46</xref>)</td>
<td valign="top" align="center">32</td>
<td valign="top" align="center">0.94</td>
<td valign="top" align="center">Likely pathogenic: PM1, PM2, PP2, and PP3</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>FS138X and Arg164Trp*</bold>
</td>
<td valign="top" align="center">c.413_416delAATG and c.490C&gt;T<break/>p.(Glu138Valfs*31) and<break/>p.(Arg164Trp)*</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B47">47</xref>)</td>
<td valign="top" align="center">-<break/>and<break/>32</td>
<td valign="top" align="center">-<break/>and<break/>0.97</td>
<td valign="top" align="center">Pathogenic: PVS1, PM1, PM2, PM4, PP2, and PP3<break/>and<break/>Pathogenic: PVS1, PM1, PM2, PM4, PP2, and PP3</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Arg165Thr</bold>
</td>
<td valign="top" align="center">c.494G&gt;C<break/>p.Arg165Thr</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B48">48</xref>)</td>
<td valign="top" align="center">27.9</td>
<td valign="top" align="center">0.97</td>
<td valign="top" align="center">Likely pathogenic: PS3, PM1, PM2, PP2, and PP3</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Leu178Pro</bold>
</td>
<td valign="top" align="center">c.533T&gt;C<break/>p.(Leu178Pro)</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B23">23</xref>)</td>
<td valign="top" align="center">24.7</td>
<td valign="top" align="center">0.73</td>
<td valign="top" align="center">Likely pathogenic: PM1, PM2, PP2, PP3, and PP4.</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>FS186X</bold>
</td>
<td valign="top" align="center">c.554_556del_insT<break/>p.Lys185Metfs*2</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B49">49</xref>)</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">Pathogenic: PVS1, PS3, PM1, PM2, PM4, PP2, and PP3</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Cys190Trp</bold>
</td>
<td valign="top" align="center">c.570T&gt;G<break/>p.Cys190Trp</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B41">41</xref>)</td>
<td valign="top" align="center">25.8</td>
<td valign="top" align="center">0.92</td>
<td valign="top" align="center">Likely pathogenic: PS3, PM1, PM5, PP2, and PP3</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Cys190Ser</bold>
</td>
<td valign="top" align="center">c.568T&gt;A<break/>p.Cys190Ser</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B50">50</xref>)</td>
<td valign="top" align="center">26.7</td>
<td valign="top" align="center">0.98</td>
<td valign="top" align="center">Likely pathogenic: PS3, PM1, PM5, PP2, and PP3</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Arg194Trp</bold>
</td>
<td valign="top" align="center">c.580C&gt;T<break/>p.Arg194Trp</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B51">51</xref>)</td>
<td valign="top" align="center">31</td>
<td valign="top" align="center">0.95</td>
<td valign="top" align="center">Likely pathogenic: PS3, PM1, PM5, PP2, and PP3</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Arg194Gln</bold>
</td>
<td valign="top" align="center">c.581G&gt;A<break/>p.Arg194Gln</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B38">38</xref>)</td>
<td valign="top" align="center">32</td>
<td valign="top" align="center">0.89</td>
<td valign="top" align="center">Likely pathogenic: PS3, PM1, PM5, PP2, and PP3</td>
</tr>
<tr>
<th valign="top" colspan="6" align="left">HINGE &#x2013; 4 variants</th>
</tr>
<tr>
<td valign="middle" align="center">Met203Ile<xref ref-type="table-fn" rid="fnT3_3">
<sup>c</sup>
</xref>
</td>
<td valign="top" align="center">c.609G&gt;A, c.609G&gt;C, or c.609G&gt;T<break/>p.Met203Ile</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B38">38</xref>)</td>
<td valign="top" align="center">27 for the three possibilities</td>
<td valign="top" align="center">0.94 for the three possibilities</td>
<td valign="top" align="center">Likely pathogenic: PS3, PM1, PM2, PP2, and PP3</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Arg212Gln</bold>
</td>
<td valign="top" align="center">c.635G&gt;A<break/>p.(Arg212Gln)</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B52">52</xref>)</td>
<td valign="top" align="center">32</td>
<td valign="top" align="center">0.91</td>
<td valign="top" align="center">Likely pathogenic: PS3, PM1, PM2, PM5, PP2, and PP3</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Arg212Trp</bold>
</td>
<td valign="top" align="center">c.634C&gt;T<break/>p.Arg212Trp</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B38">38</xref>)</td>
<td valign="top" align="center">32</td>
<td valign="top" align="center">0.90</td>
<td valign="top" align="center">Likely pathogenic: PS3, PM1, PM2, PM5, PP2, and PP3</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Pro214Leu</bold>
</td>
<td valign="top" align="center">c.641C&gt;T<break/>p.(Pro214Leu)</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B23">23</xref>)</td>
<td valign="top" align="center">27</td>
<td valign="top" align="center">0.71</td>
<td valign="top" align="center">Likely pathogenic: PM1, PM2, PP1, PP2, PP3, PP4, and PP5.</td>
</tr>
<tr>
<th valign="top" colspan="6" align="left">LBD DOMAIN &#x2013; 21 variants</th>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Ala261Glu</bold>
</td>
<td valign="top" align="center">c.782C&gt;A<break/>p.Ala261Glu</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B53">53</xref>)</td>
<td valign="top" align="center">29.5</td>
<td valign="top" align="center">0.73</td>
<td valign="top" align="center">Likely pathogenic: PS3, PM1, PM2, PP2, and PP3</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Arg308Pro</bold>
</td>
<td valign="top" align="center">c.923G&gt;C<break/>p.Arg308Pro</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B38">38</xref>, <xref ref-type="bibr" rid="B53">53</xref>)</td>
<td valign="top" align="center">27.6</td>
<td valign="top" align="center">0.56</td>
<td valign="top" align="center">Likely pathogenic: PS3, PM1, PM2, PP2, and PP3</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Phe310Ser</bold>
</td>
<td valign="top" align="center">c.929T&gt;C<break/>p.(Phe310Ser)</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B54">54</xref>)</td>
<td valign="top" align="center">31</td>
<td valign="top" align="center">0.79</td>
<td valign="top" align="center">Likely pathogenic: PM1, PM2, PP2, and PP3</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Val318Met</bold>
</td>
<td valign="top" align="center">c.952G&gt;A<break/>p.Val318Met</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B55">55</xref>)</td>
<td valign="top" align="center">28.8</td>
<td valign="top" align="center">0.53</td>
<td valign="top" align="center">Likely pathogenic: PS3, PM1, PM2, PP2, and PP3</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Leu339X</bold>
</td>
<td valign="top" align="center">c.1016T&gt;A<break/>p.Leu339*</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B48">48</xref>)</td>
<td valign="top" align="center">39</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">Pathogenic: PVS1, PS3, PM1, PM2, PM4, PP2, and PP3</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>FS343X</bold>
</td>
<td valign="top" align="center">c.1024delC<break/>p.Gln342Lysfs*2</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B41">41</xref>)</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">Pathogenic: PVS1, PM1, PM2, PS3, and PM4</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Lys347Thr</bold>
</td>
<td valign="top" align="center">c.1040A&gt;C<break/>p.(Lys347Thr)</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B56">56</xref>)</td>
<td valign="top" align="center">27.1</td>
<td valign="top" align="center">0.89</td>
<td valign="top" align="center">Likely pathogenic: PM1, PM2, PP2, and PP3</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Glu352Gln</bold>
</td>
<td valign="top" align="center">c.1054G&gt;C<break/>p.(Glu352Gln)</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B57">57</xref>)</td>
<td valign="top" align="center">27.9</td>
<td valign="top" align="center">0.79</td>
<td valign="top" align="center">Likely pathogenic: PM1, PM2, PP2, and PP3</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Ile354Val</bold>
</td>
<td valign="top" align="center">c.1060A&gt;G<break/>p.Ile354Val</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B58">58</xref>)</td>
<td valign="top" align="center">22.9</td>
<td valign="top" align="center">0.18</td>
<td valign="top" align="center">Likely pathogenic: PS3, PM1, PM2, PP2, and PP3</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Tyr355X</bold>
</td>
<td valign="top" align="center">c.1065C&gt;G<break/>p. Tyr355*</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B59">59</xref>)</td>
<td valign="top" align="center">36</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">Pathogenic: PVS1, PS3, PM1, PM2, PM4, PP2, and PP3</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Thr356Arg</bold>
</td>
<td valign="top" align="center">c.1067C&gt;G<break/>p. Thr356Arg</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B38">38</xref>)</td>
<td valign="top" align="center">26.2</td>
<td valign="top" align="center">0.68</td>
<td valign="top" align="center">Likely pathogenic: PS3, PM1, PM2, PP2, and PP3</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Arg385X</bold>
</td>
<td valign="top" align="center">c.1153C&gt;T<break/>p.Arg385*</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B41">41</xref>)</td>
<td valign="top" align="center">36</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">Pathogenic: PVS1, PS3, PM1, PM2, and PM4</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Pro387Ser</bold>
</td>
<td valign="top" align="center">c.1159C&gt;T<break/>p. Pro387Ser</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B38">38</xref>)</td>
<td valign="top" align="center">28.4</td>
<td valign="top" align="center">0.83</td>
<td valign="top" align="center">Likely pathogenic: PS3, PM1, PM2, PP2, and PP3</td>
</tr>
<tr>
<td valign="middle" align="center">Phe388Leu<xref ref-type="table-fn" rid="fnT3_4">
<sup>d</sup>
</xref>
</td>
<td valign="top" align="center">c.1164T&gt;A or<break/>c.1164 T&gt;G<break/>p.Phe388Leu</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B60">60</xref>)</td>
<td valign="top" align="center">25.9 or 25.7</td>
<td valign="top" align="center">0.85 for both</td>
<td valign="top" align="center">Likely pathogenic: PS3, PM1, PM2, PP2, and PP3</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Ala417Val</bold>
</td>
<td valign="top" align="center">c.1250C&gt;T<break/>p.Ala417Val</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B38">38</xref>)</td>
<td valign="top" align="center">26</td>
<td valign="top" align="center">0.8</td>
<td valign="top" align="center">Likely pathogenic: PS3, PM1, PM2, PP2, and PP3</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Asp424Asn</bold>
</td>
<td valign="top" align="center">c.1270G&gt;A<break/>p. Asp424Asn</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B61">61</xref>)</td>
<td valign="top" align="center">34</td>
<td valign="top" align="center">0.75</td>
<td valign="top" align="center">Likely pathogenic: PS3, PM1, PM2, PP2, and PP3</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Arg425Cys</bold>
</td>
<td valign="top" align="center">c.1273C&gt;T<break/>p.Arg425Cys</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B62">62</xref>)</td>
<td valign="top" align="center">27.7</td>
<td valign="top" align="center">0.78</td>
<td valign="top" align="center">Likely pathogenic: PS3, PM1, PM2, PP2, and PP3</td>
</tr>
<tr>
<td valign="middle" align="center">His449Leu<xref ref-type="table-fn" rid="fnT3_5">
<sup>e</sup>
</xref>
</td>
<td valign="top" align="center">c.1430A&gt;T<break/>p.(His447L)</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B63">63</xref>)</td>
<td valign="top" align="center">27.9</td>
<td valign="top" align="center">0.916</td>
<td valign="top" align="center">Likely pathogenic: PM1, PM2, PP2, and PP3</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Leu451Pro</bold>
</td>
<td valign="top" align="center">c.1352T&gt;C<break/>p.Leu451Pro</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B64">64</xref>)</td>
<td valign="top" align="center">24.3</td>
<td valign="top" align="center">0.58</td>
<td valign="top" align="center">Likely pathogenic: PS3, PM1, PM2, PP2, and PP3</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Thr468Lys</bold>
</td>
<td valign="top" align="center">c.1403C&gt;A<break/>p.Thr468Lys</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B38">38</xref>)</td>
<td valign="top" align="center">27.8</td>
<td valign="top" align="center">0.59</td>
<td valign="top" align="center">Likely pathogenic: PS3, PM1, PM2, PP2, and PP3</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>Pro495Leu</bold>
</td>
<td valign="top" align="center">c.1484C&gt;T<break/>p.Pro495Leu</td>
<td valign="middle" align="center">(<xref ref-type="bibr" rid="B55">55</xref>, <xref ref-type="bibr" rid="B65">65</xref>)</td>
<td valign="top" align="center">29.6</td>
<td valign="top" align="center">0.9</td>
<td valign="top" align="center">Likely pathogenic: PS3, PM1, PM2, PP2, and PP3</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="fnT3_1">
<label>a</label>
<p>In order to categorize the <italic>PPARG</italic> pathogenic variants, whether isoform 1 (NP_001341595.2) was used in the reviewed manuscripts to obtain the variant nomenclature, we converted the nomenclature according to PPAR&#x3b3; isoform 2 (NP_056953.2).</p>
</fn>
<fn id="fnT3_2">
<label>b</label>
<p>The <italic>PPARG</italic> transcript variant used to obtain the HGVS nomenclature was NM_015869.5, corresponding to PPAR&#x3b3; isoform 2.</p>
</fn>
<fn id="fnT3_3">
<label>c</label>
<p>Since the amino acid isoleucine (Ile) is encoded by three different codons (ATA, ATC, and ATT) and the original manuscript did not inform the <italic>PPARG</italic> variant at the DNA level, we inserted the three HGVS nomenclatures.</p>
</fn>
<fn id="fnT3_4">
<label>d</label>
<p>Since the amino acid leucine (leu) is encoded by two different codons (TTG and TTA) similar to methionine (Met) and the original manuscript did not inform the <italic>PPARG</italic> variant at the DNA level, we inserted both HGVS nomenclatures.</p>
</fn>
<fn id="fnT3_5">
<label>e</label>
<p>This nomenclature in the original manuscript was based on isoform 1. Here we considered isoform 2.</p>
</fn>
<fn>
<p>All in silico predictive algorithms applied here follow the ACMG standards and guidelines (<xref ref-type="bibr" rid="B72">72</xref>). ACMG pathogenic criteria include: i) PVS, ii) PS, iii) PM, and iv) PP, which mean: i) pathogenic very strong, ii) pathogenic strong, iii) moderate, and iv) supporting pathogenicity, respectively.</p>
</fn>
<fn>
<p>Pathogenic variants: (i) 1 Very strong (PVS1) and (a) &#x2265;1 Strong (PS1&#x2013;PS4) or (b) &#x2265;2 Moderate (PM1&#x2013;PM6) or (c) 1 Moderate (PM1&#x2013;PM6) and 1 supporting (PP1&#x2013;PP5) or (d) &#x2265;2 Supporting (PP1&#x2013;PP5) or (ii) &#x2265;2 Strong (PS1&#x2013;PS4) or (iii) 1 Strong (PS1&#x2013;PS4) and (a) &#x2265;3 Moderate (PM1&#x2013;PM6) or (b) 2 Moderate (PM1&#x2013;PM6) and &#x2265;2 Supporting (PP1&#x2013;PP5) or (c)1 Moderate (PM1&#x2013;PM6) and &#x2265;4 supporting (PP1&#x2013;PP5).</p>
</fn>
<fn>
<p>Likely pathogenic variants: (i) 1 Very strong (PVS1) and 1 moderate (PM1&#x2013;PM6) or (ii) 1 Strong (PS1&#x2013;PS4) and 1&#x2013;2 moderate (PM1&#x2013;PM6) or (iii) 1 Strong (PS1&#x2013;PS4) and &#x2265;2 supporting (PP1&#x2013;PP5) or (iv) &#x2265;3 Moderate (PM1&#x2013;PM6) or (v) 2 Moderate (PM1&#x2013;PM6) and &#x2265;2 supporting (PP1&#x2013;PP5).</p>
</fn>
<fn>
<p>CADD (Combined Annotation Dependent Depletion) v.1.7 (<xref ref-type="bibr" rid="B74">74</xref>). REVEL (rare exome variant ensemble learner) (<xref ref-type="bibr" rid="B75">75</xref>).</p>
</fn>
<fn>
<p>The CADD score above 20 indicates a variant predicted to be among the 1.0% most deleterious possible changes in the human genome.</p>
</fn>
<fn>
<p>The score for REVEL ranges from 0 to 1. Higher scores indicate a greater likelihood of the variant being disease-causing.</p>
</fn>
<fn>
<p>*This subject presents a phenotype of a generalized sWAT loss similar to CGL.</p>
</fn>
<fn>
<p>The nomenclature of all <italic>PPARG</italic> variants was updated according to HGVS (Human Genome Variation Society). All HGVS nomenclatures were based on transcript 2 (NM_015869.5), which encodes the biggest PPAR&#x3b3; isoform 2.</p>
</fn>
<fn>
<p>Parentheses were included in <italic>PPARG</italic> pathogenic variants at the protein level with no experimental data confirming the protein change.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Cases of FPLD3 usually begin to show clinical manifestations at puberty or early adulthood, and females are most affected (<xref ref-type="bibr" rid="B1">1</xref>). Of the 91 cases described, 69 (75.8%) were women. The patients started experiencing symptoms around age 21 (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). The average age of onset of FPLD3 symptoms is around 20 years, similar to other FPLD, but there is a significant variability in onset among the patients listed, ranging from 7 to 43 years. One limitation in analyzing these data is that 43 out of the 91 patients listed did not have information about the onset of symptoms or perception of lipoatrophy in the limbs. When analyzing data from patients with FPLD 2, it is observed that the onset of symptoms occurs during puberty in women and later in men, with few cases presenting in childhood or senescence (<xref ref-type="bibr" rid="B76">76</xref>).</p>
<p>The loss of WAT tends to be variable and mainly affects the lower limbs and gluteal, but it can also extend to other areas, such as the upper limbs and face. They also show a specific WAT accumulation in some areas, which is variable in these patients. Some sWAT accumulate fat in the face, trunk, back, and abdomen, while others do not (<xref ref-type="bibr" rid="B45">45</xref>, <xref ref-type="bibr" rid="B54">54</xref>, <xref ref-type="bibr" rid="B62">62</xref>). Some FPLD3 patients may exhibit a more subtle loss of sWAT, while others may not experience any reduction at all (<xref ref-type="bibr" rid="B59">59</xref>).</p>
<p>Biallelic <italic>PPARG</italic> variants (compound heterozygous) were related to a congenital generalized lipodystrophy phenotype, emphasizing the genetic heterogeneity of congenital lipodystrophies. This is evident when observing a 37-year-old woman carrying the FS138X pathogenic variant who presented a loss of adipose tissue in the gluteal region and lower limbs but accumulation in the back, periscapular region, abdomen, and visceral fat (<xref ref-type="bibr" rid="B40">40</xref>). On the other hand, a 30-year-old woman who carried biallelic pathogenic variants (Arg164Trp and FS138X) in heterozygosity showed a loss of WAT on the face, lower limbs, and buttocks since childhood. It progressed to the upper limbs, back, and abdomen in adulthood, resembling the phenotypic pattern of generalized congenital lipodystrophies (CGL) (<xref ref-type="bibr" rid="B47">47</xref>). This patient&#x2019;s case was the first one correlating distinct heterozygous <italic>PPARG</italic> variants with the CGL phenotype, associated with a pathogenic variant that had not yet been reported in the literature (Arg164Trp).</p>
<p>Objective assessment of fat distribution can be done using Computed Tomography (CT), Magnetic Resonance Imaging (MRI), and Dual-Energy X-ray Absorptiometry (DXA). DXA is more clinically applicable among these due to its better accessibility and lower cost. The Fat Mass Ratio (FMR - the ratio between truncal and lower limb fat) can be evaluated by DXA and has been suggested as a tool for identifying partial lipodystrophy. An FMR value greater than 1.2 may indicate a lipoatrophic pattern suggestive of partial lipodystrophy, although it is not diagnostic (<xref ref-type="bibr" rid="B77">77</xref>). In our analysis, 12 FPLD3 patients had FMR values available, all of which were greater than 1.2 (ranging from 1.22 to 2.54), underlining the usefulness of this parameter as an additional measure for diagnosing FPLD3 (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>).</p>
<p>The development of metabolic disorders associated with lipodystrophies is linked to the inability to maintain adequate fat storage in sWAT and impaired postprandial lipid buffering (<xref ref-type="bibr" rid="B1">1</xref>). When the capacity for sWAT expansion is impaired, fat is relocated in non-adipose organs, such as the liver, skeletal muscle, and pancreas (<xref ref-type="bibr" rid="B78">78</xref>). The dysfunctional adipocytes develop lipotoxicity, macrophage infiltration, mitochondrial dysfunction, and oxidative stress (<xref ref-type="bibr" rid="B8">8</xref>). The lipotoxicity alters insulin receptor signaling pathways, causing severe IR and abnormal metabolism of lipids and glucose (<xref ref-type="bibr" rid="B79">79</xref>). Further, excessive levels of inflammatory adipokines and cytokines secreted by visceral AT induce the accumulation of TG and FFA in ectopic sites (<xref ref-type="bibr" rid="B78">78</xref>, <xref ref-type="bibr" rid="B80">80</xref>).</p>
<p>FPLD3 subjects present a more severe IR, and the extent of the change in adipose tissue is greater. Insulin resistance can be identified through clinical signs such as acanthosis nigricans and acrochordons. These conditions occur due to high insulin levels in keratinocytes and fibroblasts from the skin, leading to hyperkeratosis and skin hyperpigmentation, especially in skin fold areas. It&#x2019;s important to note that while acanthosis nigricans is common in patients with FPLD3, acrochordons are not typically described in this group. In contrast, this condition has been observed in other lipodystrophies, such as CGL, but only in a minority of cases (<xref ref-type="bibr" rid="B4">4</xref>). Fasting blood glucose and insulin levels can be considered to assess IR biochemically, along with calculating the Homeostasis Model Assessment-Insulin Resistance (HOMA-IR) index (<xref ref-type="bibr" rid="B1">1</xref>). In our review of 91 patients, 84 showed clinical or biochemical signs of insulin resistance, indicating its significant role in developing metabolic complications of FPLD3.</p>
<p>As a result of this process, patients tend to develop DM in early adulthood. These patients typically present with difficult-to-control hyperglycemia and require high-dose insulin therapy due to the severity of IR. Many patients suffer from microvascular and macrovascular complications due to poor glycemic control (<xref ref-type="bibr" rid="B40">40</xref>, <xref ref-type="bibr" rid="B42">42</xref>, <xref ref-type="bibr" rid="B45">45</xref>). Previous studies have shown that FPLD3 patients are more likely to develop DM than those with FPLD2, with 72% of the patients experiencing it, while the prevalence of diabetes in Dunnigan disease ranged from 28% to 51% (<xref ref-type="bibr" rid="B68">68</xref>, <xref ref-type="bibr" rid="B76">76</xref>). Our analysis confirms this, as 77% of the patients we reviewed had DM. The median age at which this condition appeared was 25.5 years. A wide variation in the onset of diabetes was observed in this analysis (ranging from 8 to 58 years). In many cases, this data was unavailable (42 cases out of 67 patients with DM). Among the available data, 24 patients were using insulin therapy, the majority with doses greater than 100 U/day or 2U/kg/day, and some requiring up to 5U/kg/day.</p>
<p>HTG is a metabolic change that occurs early on and is considered a lipid indicator of ongoing lipodystrophy. When WAT deposits are reduced due to lipoatrophy, TG present in circulating lipoproteins, chylomicrons, and VLDL can only be partially stored in these deposits. Another contributing factor is increased VLDL synthesis due to hepatic steatosis, which is also found in these patients. These mechanisms likely lead to an increase in circulating TG levels (<xref ref-type="bibr" rid="B81">81</xref>).</p>
<p>HTG is generally severe and can be accompanied by eruptive xanthomas and lead to complications such as acute pancreatitis. Triglyceride levels can be two to three times higher in women with FPLD compared to men (<xref ref-type="bibr" rid="B1">1</xref>). Patients with FPLD3 typically have more severe HTG and a higher risk of acute pancreatitis than those with FPLD2 (<xref ref-type="bibr" rid="B1">1</xref>). Among patients with FPLD3, 91.9% had HTG, with only three (Arg212Trp, Glu352Gln, Pro496Leu) having slightly increased TG levels (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). Although most patients with FPLD3 present with moderate or severe HTG, these two cases with mild HTG highlight the phenotypic heterogeneity observed in lipodystrophies. When comparing the pathogenic variants Arg212Trp and Arg212Gln (located in the same position of the gene), a phenotypic difference is observed concerning the intensity of HTG and the age at which fatty tissue loss begins (earlier in the Arg212Trp variant), which highlights the possibility of gene-gene interactions and gene-environment. Acute pancreatitis was observed in 16 patients, and one of them had 13 episodes of pancreatitis. Seven distinct variants presented a phenotype that included eruptive xanthomas (<xref ref-type="bibr" rid="B41">41</xref>, <xref ref-type="bibr" rid="B42">42</xref>, <xref ref-type="bibr" rid="B47">47</xref>, <xref ref-type="bibr" rid="B52">52</xref>, <xref ref-type="bibr" rid="B59">59</xref>).</p>
<p>Due to insulin resistance and HTG, patients often experience metabolic-associated fatty liver disease (MAFLD), which can cause hepatomegaly and liver cirrhosis (<xref ref-type="bibr" rid="B58">58</xref>, <xref ref-type="bibr" rid="B72">72</xref>). In this review, 87,5% of the patients for whom data was available developed this condition. Thirty-one patients did not provide any information about MAFLD.</p>
<p>PPAR&#x3b3; regulates vascular tone and blood pressure and is expressed in many vascular system components (endothelial and smooth muscle cells). Loss-of-function variants are associated with hypertension, which is generally severe and has an early onset (<xref ref-type="bibr" rid="B82">82</xref>). Initially, two cases of distinct mutations in the <italic>PPARG</italic> gene (Val318Met and Pro495Leu) were described with severe and difficult-to-control arterial hypertension, which appeared around 30 years of age (<xref ref-type="bibr" rid="B55">55</xref>). Patients with different variants (Arg165Thr and Leu339X) had severe hypertension with no systemic renin-angiotensin system (RAS) alterations. However, components of the cellular RAS were markedly overexpressed and activated in fibroblasts and peripheral blood mononuclear cells (PBMCs) issued from 4 patients with this variant (<xref ref-type="bibr" rid="B48">48</xref>). Patients&#x2019; cells exhibited increased levels of angiotensin II receptor 1 (AT1R), renin, and angiotensinogen (AGT), with overactivation of angiotensin II signaling and oxidative stress and inflammation. These findings suggest that severe hypertension, which is a peculiar feature of patients with FPLD3, might be linked to tissue RAS overactivation resulting from PPAR&#x3b3; dysfunction (<xref ref-type="bibr" rid="B48">48</xref>).</p>
<p>It is important to note that hypertension, which is one of the typical clinical symptoms of FPLD3 that we have studied, can manifest differently among patients. In total, 59,5% of patients experience hypertension, with a higher percentage of patients affected among those with a <italic>PPARG</italic> variant in the DBD (63,8%) compared to those with a variant in the LDB (54,0%) (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>).</p>
<p>Women with FPLD3 often experience changes in their reproductive system, such as menstrual irregularity, hirsutism, infertility, and polycystic ovary syndrome (PCOS) (<xref ref-type="bibr" rid="B8">8</xref>). These changes are related to IR, which can cause high levels of circulating insulin that affect the ovaries. This can lead to overproduction of androgens by theca cells and interfere with follicular stimulation and ovulation (<xref ref-type="bibr" rid="B38">38</xref>, <xref ref-type="bibr" rid="B43">43</xref>, <xref ref-type="bibr" rid="B53">53</xref>). After analyzing 39 mutations, researchers found that PCOS was present in 56.2% of women, usually accompanied by irregular menstrual cycles and hirsutism.</p>
<p>Different <italic>PPARG</italic> pathogenic variants can result in similar physical and metabolic characteristics mentioned above, but this is not always true. Even though two patients have similar or distinct pathogenic variants in the <italic>PPARG</italic> gene, they can exhibit different physical characteristics and clinical symptoms. This is because gene-gene and gene-environment interactions can contribute to phenotypic and clinical heterogeneity. The specific clinical findings related to each PPARG pathogenic variant are detailed in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>. Therefore, being aware of the critical clinical presentations associated with FPLD can help to enhance understanding of the FPLD disease and prevent misdiagnosis (<xref ref-type="bibr" rid="B3">3</xref>).</p>
<p>Some patients with <italic>PPARG</italic> pathogenic variants have exhibited clinical findings that are not typically associated with FPLD3. For instance, a patient with a variant in the DBD domain (FS138X) had bilateral cataracts and bilateral hearing deficits (<xref ref-type="bibr" rid="B40">40</xref>). Additionally, two patients with different variants (Gly148Glu and Phe310Ser) reported hypothyroidism (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B54">54</xref>). Furthermore, two men with the Leu339X variant experienced psoriasis (<xref ref-type="bibr" rid="B48">48</xref>). After reviewing the literature, it was observed that there is an association of PPAR with thyroid carcinoma but not with hypothyroidism (<xref ref-type="bibr" rid="B83">83</xref>).</p>
<p>To date, no association between FPLD3 and cataracts has been observed in the literature. There is only one reported case of congenital, autosomal dominant, partial lipodystrophy. It was associated with congenital cataracts and spinal cord and cerebellar dysfunction. However, the specific pathogenic variant associated with this phenotype was not described (variants in <italic>LMNA</italic> or <italic>BSCL2</italic> genes were ruled out) (<xref ref-type="bibr" rid="B84">84</xref>).</p>
<p>Although many studies have evaluated the functional properties of PPARs in the eye and discovered fundamental PPAR mechanisms in the retina and cornea, PPAR&#x3b3; has not yet been associated with changes in the iris. PPAR&#x3b3; and PPAR&#x3b1; are well established in their functions in ocular homeostasis regarding neuroprotection, neovascularization, and inflammation (<xref ref-type="bibr" rid="B85">85</xref>).</p>
<p>The literature contains no data supporting the connection between FPLD3 and psoriasis. However, some studies suggest the involvement of PPAR&#x3b3; in developing this skin condition, highlighting its direct effects on keratinocytes and immune cells. In psoriasis, the activation of PPAR&#x3b3; regulates the inflammatory response by reducing the expression and suppressing the genes of adhesion molecules. Additionally, the activation of PPAR&#x3b3; hinders the differentiation of Th CD4+ cells into Th17 cells. Some small-scale studies have shown improved skin symptoms after using pioglitazone in a limited number of patients (<xref ref-type="bibr" rid="B86">86</xref>).</p>
<p>Until now, there is no cure for FPLD3. Therapeutic approaches should be directed towards the associated comorbidities. This treatment is challenging and requires the combination of several strategies, such as lifestyle modifications and intensive treatment for DM and dyslipidemia (<xref ref-type="bibr" rid="B8">8</xref>). Lifestyle changes include physical exercise and a balanced diet containing approximately 50&#x2013;60% of carbohydrates, 20&#x2013;30% fat, and 20% protein (<xref ref-type="bibr" rid="B87">87</xref>). Due to the syndrome&#x2019;s rarity, the evidence supporting pharmacological treatment is primarily based on expert opinion, case reports, or case series (<xref ref-type="bibr" rid="B88">88</xref>).</p>
<p>The initial management of hyperglycemia can benefit from insulin sensitizers like metformin and thiazolidinediones (TZDs), which are oral hypoglycemic options. TZDs medications can help manage partial lipodystrophies by stimulating the action of PPAR&#x3b3; to form sWAT and improve insulin sensitivity. There are reports of isolated cases using thiazolidinediones (TZD) in FPLD3 but with variable results. Pioglitazone showed favorable and sustained results in improving glycemic control and dyslipidemia in women carrying Tyr355X, His449Leu, Arg308Leu, and Phe310Ser pathogenic variants. These women initially had mild metabolic changes, except for the last two, who had more severe metabolic issues (<xref ref-type="bibr" rid="B53">53</xref>, <xref ref-type="bibr" rid="B54">54</xref>, <xref ref-type="bibr" rid="B59">59</xref>, <xref ref-type="bibr" rid="B63">63</xref>). However, a different response was observed using rosiglitazone in patients with severe metabolic profiles who carried the <italic>PPARG</italic> pathogenic variants Pro495Leu, Val318Met, and Ala261Glu. In these cases, there was a slight and non-sustained improvement in blood glucose levels and serious adverse effects of the therapy. One possible explanation for this difference in response is the effectiveness of the medication. Pioglitazone is more effective than rosiglitazone in reducing the metabolic profile and improving fat distribution in animal models and clinical trials with DM2 patients (<xref ref-type="bibr" rid="B89">89</xref>&#x2013;<xref ref-type="bibr" rid="B92">92</xref>). Another hypothesis suggests that the site of the <italic>PPARG</italic> pathogenic variant may interfere with its responsiveness to endogenous or synthetic ligands. In a study with structural modeling of <italic>PPARG</italic> pathogenic variants (Arg308Leu and Ala261Glu), it was found that the site of these variants interferes with the response to the endogenous ligand while maintaining a full transcriptional response to synthetic ligands, such as pioglitazone (Arg308Leu) and rosiglitazone (Ala261Glu). In the latter case, there was a metabolic improvement in clinical analysis, but serious adverse effects to the rosiglitazone were observed, resulting in treatment interruption (<xref ref-type="bibr" rid="B53">53</xref>, <xref ref-type="bibr" rid="B93">93</xref>).</p>
<p>The sodium-glucose cotransporter 2 (SGLT2) inhibitors are essential for treating diabetes in lipodystrophic patients due to their insulin-independent effect and notable cardio-renal benefits. Bansal et&#xa0;al. analyzed the efficacy and safety of SGLT2 inhibitors in a cohort of 12 patients with partial lipodystrophy (4 with variants in <italic>LMNA</italic>, 1 in <italic>PPARG</italic>, 1 in <italic>PCYT1A</italic>, and 6 with unknown mutations). They found a significant reduction in HbA1c and blood pressure in patients using these medications. The most reported adverse effects included fungal infections, urinary infections, and limb pain. Serious adverse effects with diabetic ketoacidosis occurred in only one patient who was not compliant with insulin therapy (<xref ref-type="bibr" rid="B94">94</xref>).</p>
<p>Glucagon-like peptide 1 receptor agonists (GLP-1RA) have shown positive results in treating patients with FPLD. In a recent retrospective analysis, 13 patients with FPLD type 1 and 1 patient with FPLD type 2 were treated with GLP-1RA, and the metabolic effects of this treatment were observed by comparing the results before and six months after starting this drug. The treatment with GLP-1RA significantly reduced weight, BMI, HbA1c, and fasting glucose levels in FPLD patients. Additionally, triglyceride levels decreased from 334 &#xb1; 170 mg/dL before GLP-1RA treatment to 256 &#xb1; 82 mg/dL after six months (<xref ref-type="bibr" rid="B95">95</xref>).</p>
<p>Due to the severity of diabetes, insulin therapy is typically required for treating patients with FPLD. These patients often need high insulin doses, and in this situation, U500 insulins may be beneficial (<xref ref-type="bibr" rid="B8">8</xref>).</p>
<p>Metreleptin is a recombinant human leptin analog used as a specific therapy to manage human lipodystrophies. A study was conducted on seven patients with FPLD3 (Arg425Cys, Arg194Gln, Pro495Leu, Pro387Ser, Lys395Arg, and Gln438Pro pathogenic variants) who were treated with metreleptin for 13 months. The study showed that metreleptin improved glycemic control, as evidenced by decreased glycated hemoglobin and fasting glucose. The reduction in triglycerides in patients with <italic>PPARG</italic> pathogenic variants depended on the initial triglyceride value: four patients with baseline serum triglyceride levels &gt;500 mg/dL were classified as metreleptin responders, whereas only one of three patients with baseline triglyceride levels &lt;500 mg/dL was a responder (<xref ref-type="bibr" rid="B69">69</xref>).</p>
</sec>
<sec id="s8" sec-type="conclusions">
<label>8</label>
<title>Conclusion</title>
<p>Patients with <italic>PPARG</italic> loss-of-function variants display clinical symptoms that reflect the impact of this protein on the development and functioning of adipose tissue. PPARy is a significant regulator of adipogenesis and insulin response. The several pathogenic variants found in the <italic>PPARG</italic> gene leading to a classic pattern of FPLD3 show heterogeneity at the allelic level. Patients with the same pathogenic variant present some distinct clinical characteristics, suggesting heterogeneity at a clinical and phenotypic level. These interactions arise from gene-gene and gene-environment interactions. Understanding these characteristics will help in diagnosing this rare but underdiagnosed disease and can lead to more precise therapeutic interventions for patients.</p>
</sec>
</body>
<back>
<sec id="s9" sec-type="author-contributions">
<title>Author contributions</title>
<p>RS: Conceptualization, Data curation, Writing &#x2013; original draft. MdS: Writing &#x2013; review &amp; editing. JC: Supervision, Validation, Writing &#x2013; review &amp; editing. JL: Supervision, Validation, Writing &#x2013; review &amp; editing.</p>
</sec>
<sec id="s10" sec-type="funding-information">
<title>Funding</title>
<p>The authors declare that financial support was received for manuscript processing charges and the open access fee from Chiesi Global Rare Diseases (GRD). Chiesi GRD was not involved in the design, data collection, interpretation or decision to publish this manuscript.</p>
</sec>
<sec id="s11" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s12" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
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