Gangliosides in Podocyte Biology and Disease

Gangliosides constitute a subgroup of glycosphingolipids characterized by the presence of sialic acid residues in their structure. As constituents of cellular membranes, in particular of raft microdomains, they exert multiple functions, some of them capital in cell homeostasis. Their presence in cells is tightly regulated by a balanced expression and function of the enzymes responsible for their biosynthesis, ganglioside synthases, and their degradation, glycosidases. The dysregulation of their abundance results in rare and common diseases. In this review, we make a point on the relevance of gangliosides and some of their metabolic precursors, such as ceramides, in the function of podocytes, the main cellular component of the glomerular filtration barrier, as well as their implications in podocytopathies. The results presented in this review suggest the pertinence of clinical lipidomic studies targeting these metabolites.


An Overview of Sphingolipid and Glycosphingolipid Metabolism
Sphingolipids represent one of the eight categories that the Lipid MAPS consortium currently classifies as lipids. They are characterized by the presence of a sphingoid base backbone, consisting of an aliphatic long chain amino alcohol, most frequently represented by sphingosine. Sphingolipids constitute a highly heterogeneous category of molecules, with a central group of compounds, ceramides, containing a fatty acid moiety associated with the sphingoid base via an amide bond [1]. The high diversity of sphingolipids is the result of four different anabolic and catabolic pathways that converge and diverge to and from the ceramide backbone ( Figure 1). These are known as the "de novo" synthesis, the hydrolytic, the sphingomyelin, and the catabolic or salvage pathways.
Ceramides are highly versatile compounds that can undergo glycosylation, among other modifications. Glycosylation of ceramides through the so-called hydrolitic pathway generates the glycosphingolipid category, encompassing several hundred compounds. Ceramide glycosylation leads to glucosylceramide (GlcCer), then through galactosylation to lactosylceramide (LacCer). LacCer is the ultimate precursor of complex glycosphingolipids, namely globosides, cerebrosides, and gangliosides. Within glycosphingolipids, gangliosides are defined by the presence, with some exceptions, of at least one sialic acid residue, a derivative of neuraminic acid, associated with an oligosaccharide chain. A 5-N-acetyl derivative of neuraminic acid is the most abundant form of sialic acid in humans, with 10% corresponding to the 5-N-acetyl-9-O-acetyl derivative [2]. Three main pathways produce all the gangliosides (Figure 2). Monosyalilated ganglioside M3 (GM3) is the simplest molecule in the Plain arrows indicate single reactions. Dashed arrows denote multiple reactions. De novo and sphingomyelin pathways result in ceramide synthesis from palmitic acid and sphingomyelin as ultimate precursors, respectively. The so-called salvage or catabolic pathway results in the production of the bioactive sphingosine-1 phosphate. Ceramide itself can be phosphorylated into the bioactive ceramide-1 phosphate. Finally, the hydrolytic or glycosphingolipid pathway leads to ceramide glycation. Galactosyl-ceramide is the precursor of sulfatides, not shown in the figure. The rest of the complex glycosphingolipids (lactosides, globosides, cerebrosides, and gangliosides) are derived from lactosyl ceramide (LacCer). All pathways are reversible except the de novo synthesis.
Gangliosides are particularly abundant in cellular membranes, due to the hydrophobicity of their ceramide backbone. Their presence is highly related to the membrane function and associated with the cell homeostasis, as they are among the most abundant and characteristic components of the specialized microdomains defined as lipid rafts. Their hydrophilic heads are much bulkier than those of glycerophospholipids; this feature determines their lateral separation properties, resulting in the aggregation and generation of a positive curvature [1].
Lipid rafts or liquid-ordered microdomains are very rich in lipids containing saturated or little unsaturated acyl chains in their hydrophobic moieties [4]. Ceramides and their glycated derivatives, gangliosides, correspond to this description, and consequently they are some of the main lipid components of rafts. Therefore, the ganglioside function in the cell is associated with their chemical structure, lateral mobility, and their ability to partition in raft-like environments.
Despite the extreme structural diversity of gangliosides, only a handful of them have been identified in podocytes and their functions are outlined in physiologic and pathologic conditions. A pioneering biochemical and immunohistochemical work mapped several gangliosides in different segments of kidneys from different species, also comparing the developing and the mature organ [20]. In the glomerulus, a transition from more complex to less complex gangliosides was observed along the organ maturation. A global view of the ganglioside content within the sphingolipid landscape in podocytes has been provided by comprehensive profiling on immortalized human podocytes by a combination of high performance thin layer chromatography (HPTLC), radioactive labeling of sphingosine, and mass spectrometry [8]. A significant majority of the identified sphingolipids correspond to neutral forms, encompassing sphingomyelin, ceramide, GlcCer, LacCer, globotrihexosylceramide, ganglioteraosylceramide, and globopentaosylceramide. GM3 accounted for 5% of total podocyte sphingolipids, while GM1b and GD1α were also identified. This can be considered as a reference sphingolipid profiling of human podocytes. Nevertheless, immortalized cells must always be considered as a model, in which molecular expression and distribution could differ from the in vivo conditions. Moreover, the sphingolipid profile of human cells can differ from that of animal models, as seen below.

O-Acetylated GD3
Interrogations on the biological relevance of podocyte gangliosides emanate from three independent studies. The pioneering work detecting a ganglioside as a main component of podocytes consisted of the identification of the antigen recognized by a monoclonal antibody specific of glomerular podocytes in rat kidney [21]. This antigen was characterized by ion exchange, thin layer and gas-liquid chromatography as O-acetylated-GD3. Subsequently, the same antibody was used to isolate podocyte rafts [12]. Acetylation of the sialic acid moiety can have profound consequences in ganglioside function. Another monoclonal antibody had been previously found to stain the renal cortex and the recognized antigen characterized as a glycolipid migrating between GM2 and GM1 in thin layer chromatograms [22]. From this point, O-acetylated GD3 has become a marker of podocytes and used to characterize and validate podocyte cell lines [23]. GD3 O-acetylation has been related to viral infection and to the resistance to apoptosis of tumor cells [24]. Moreover, 9-O-acetyl-GD3 has been found specifically increased in rat kidney in response to lead exposure, which produces microalbuminuria [25].
Injection of puromycin aminonucleoside in rats induces a glomerulopathy known as puromycin aminonucleoside nephrosis (PAN). This is considered as an in vivo model of the human INS form minimal change nephrotic syndrome (MCNS). The group that developed the monoclonal antibody to detect O-acetylated GD3 studied its expression in the kidney of proteinuric PAN rats. They found a significant decrease of this antigen and its precursor GD3, suggesting impaired GD3 synthase (ST8Sia1) and O-acetyltransferase activities. These changes were observed to precede the onset of proteinuria [26]. Consistent with these results, the RNA levels of GD3 synthase are decreased in the adriamycin injection model of focal and segmental glomerulosclerosis (FSGS, one of the INS forms) in mice [27]. Neither GD3 nor O-acetylated GD3 have been identified in human podocytes [8], which indirectly challenges both the relevance of rodent models and that of immortalized cell models in reproducing disease features. The results of PAN stimulation are in any case extremely important to underline the implication of gangliosides in the regulation of podocyte function, and point at O-acetylation as a modification that could profoundly impact ganglioside function.

GM3 and GD3
To date, one of the most relevant and comprehensive functional studies on podocyte gangliosides was an elegant work by Jin and Colls [6]. The beauty of their finding is the fact that gangliosides were indirectly identified as extremely important in podocyte biology. They used immunoprecipitation to find the interactors of the soluble vascular endothelial growth factor (VEGF) receptor 1 (Flt1) on the surface of podocytes, resulting in the unbiased detection by mass spectrometry of gangliosides, and further GM3, as the main interactor. Additional functional studies linked this interaction with cytoskeleton reorganization, which is a cornerstone in the function of the glomerular barrier.
Immunohistochemical and electron microscopy analyses of human kidney specimens have confirmed the specific presence of GM3 in the foot processes of podocytes [28], comforting the functional data described in the previous paragraph [6]. This confirms the high abundance of this type of ganglioside in podocytes, and its participation in maintaining the functional integrity of the filtration barrier. As a negatively charged molecule, it contributes to the protein-impermeability of the structure. This implies that any alterations in the metabolic pathways leading to decreases in GM3 might result in altered foot processes and in permeability to proteins.
Another unbiased study was performed by our team on mouse podocytes transfected with a vector encoding the protein CMIP (c-maf inducing protein), a podocyte and lymphocyte marker of INS [29]. Untargeted differential lipidomics of CMIP-expressing and non-expressing cells resulted, surprisingly, in a downregulation of the most abundant gangliosides (GM3, GM2, and GD2), while GM3 was identified as the most abundant podocyte component of the ganglio series. Interestingly, GM1 was not decreased [7]. The results suggested that an alteration in the pathway leading to ganglioside biosynthesis could play a role in the pathogenesis of INS. Once more, it places GM3 as a main actor in podocyte and glomerular function. However, in a previous study on the mouse Adriamycin model of nephrotic syndrome, the RNA levels of GM3 synthase were unchanged [27].
It has been proposed that GM3 regulates by direct interaction both the insulin and the epidermal growth factor (EGF) receptors [30][31][32][33]. In diabetes-associated nephropathy (DN), glomerular hypertrophy and proteinuria are observed. While the levels of circulating gangliosides have been correlated with albuminuria in DN patients [34], GM3 has been found to increase in the kidney and other tissues, along with glucocerebroside, in a streptozotocin-induced model of diabetes [35,36]. Therefore, GM3 appears as an actor of podocyte injury in DN. However, in another study on the same diabetic rat model, several gangliosides, mainly GM3, were found to decrease in glomeruli, in parallel to a reduction in sialic acid content [37]. A more recent work compared the tubular and glomerular content in GM3 in rat models of type 1 and type 2 diabetes. GM3 was found to increase in renal tubules in both models as compared to controls, but glomeruli showed a weak increase in type 1 and no change in type 2 diabetes [38]. In all these works, GM3 was semi-quantified by thin layer chromatography and its tissue localization determined by immunofluorescence with a monoclonal antibody. Using mass spectrometry imaging, glomerular and tubular ganglioside levels have been reported as increased, along with other lipid classes, in a DN mouse model [39]. The development of lipidomics should provide a final answer to the intriguing dynamics of the GM3 profile associated with diabetes [3,30].
GM3 levels can be regulated either by ST3GAL5 or by the degrading enzyme neuraminidase 3 (NEU3), or by both. In the form of nephritis developed by more than half of the patients with lupus erythematosus, an increased presence of hexosylceramides and LacCer (the ganglioside immediate precursors), and a decreased NEU sialidase activity have been reported in the kidney and in urine [40].
Although the increased NEU activity should be associated with decreased GM3 levels, the latter were unexpectedly increased in a mouse model of lupus nephritis [41], suggesting a complex imbalance between the synthesis and catabolism of gangliosides.
A question inferred from these studies is whether the experimental blocking of ganglioside biosynthesis impacts renal function. In this line, ST3GAL5 knockout mice have been developed and have provided capital information. For instance, insulin signaling is enhanced upon GM3 synthase invalidation [42]. However, to date no renal phenotype has been described in this model. A podocyte specific inducible model of ST3GAL5 invalidation could help complete the picture of GM3 function in glomeruli.
Interestingly, alpha-galactosidase A activity has been found significantly decreased in blood specimens from FSGS patients in hemodialysis as compared to non-FSGS control patients [43]. This enzyme is mutated in Fabry disease, in which lysosomal accumulation of globotriaosylceramide has been reported. LacCer is also the precursor of the lacto and globo series (Figure 2), and an impaired flux to GM3 and other gangliosides could be associated, as a cause or a consequence, with a detoured metabolism to globosides in FSGS. The data available to date are insufficient to establish a concrete hypothesis and a thorough analysis of these pathways in FSGS should be performed.

GM2
Mutations in the genes encoding the enzymes involved in glycosphingolipid metabolism result in lysosome storage disorders [44], characterized by the accumulation of specific lipids depending on the metabolic reaction blocked by the mutation. For example, Sandhoff disease, due to hexosaminidase deficiency, leads to accumulation of GM2, since hexosaminidase is responsible for the removal of N-acetylgalactosamine (GalNAc) from GM2 and subsequent retroconversion to GM3. This was first detected in the brain and hepatic tissues from a patient, where lipid analysis of the kidney revealed an accumulation of globoside [45]. In Fabry disease, accumulation of globotriaosylceramide leads to proteinuria and podocyte injury [46].
Mesangial cells, another cell component of glomeruli, undergo hypertrophy and proliferation in DN. This is induced in vivo by glucosamine administration, which results in increased levels of GM1 and GM2. Exogenous administration of these two molecules also leads to the same effects and points to GM2 accumulation by hexosaminidase deficiency as a mechanism of glomerular alteration in DN [47].

GA1
LacCer is not only the precursor of GM3 and, subsequently of a-and b-series gangliosides, but also a particular class of glycosphingolipids known as asialo-gangliosides or 0-series gangliosides ( Figure 2). This includes GA2 and GA1, respectively containing one and two galactose residues in addition to glucose and GalNAc, but exceptionally no sialic acid. In the context of DN, an untargeted, unbiased metabolomic study has recently pointed at GA1 as a circulating marker of renal function [48]. In the study, diabetic patients where subdivided into three groups according to their estimated glomerular filtration rate (eGFR), whose low levels are characteristic of renal dysfunction. The results identified plasma levels of GA1 as negatively correlated with eGFR, suggesting the former as a precocious marker of kidney damage and risk of end stage renal disease. This is to our knowledge the only work showing a ganglioside as a circulating biomarker of renal disease. It is difficult to associate this finding with the above described alterations in the ganglioside profile in diabetic glomeruli. It could be a sign of either a block in alpha-2,3-sialyltransferase (ST3GAL1), which would be accompanied by accumulation of GM1a, GD1b, GT1c, or by increased desialylation of GM1b due to NEU1/4 activity. It could also be a sign of increased flux towards ganglioside synthesis.

Lessons from APOL1 Genetic Variants
A polymorphism in the gene encoding apolipoprotein L1 (APOL1) has been associated with the development of several nephropathies, including hypertension-attributed nephropathy, and glomerulopathies like HIV-associated nephropathy (HIVAN) and idiopathic FSGS. The pathogenic mechanism linking the variant APOL1 alleles with podocyte damage concerns the lysosomal and mitochondrial functions, as well as the autophagic flux [49,50]. An exhaustive study inquired about the potential effect of APOL1 pathologic allelic variants (known as G1 and G2) on sphingolipid metabolism [8]. Transfection of human podocytes with wild-type APOL1 induced profound changes in the sphingolipid profile, in particular a dramatic decrease in LacCer content, with no changes in gangliosides. Conversely, APOL1 allele variants induced a significant increase in GD1α and sphingomyelin, and a decrease in GA1, ceramide, GlcCer, in addition to LacCer. No changes were observed in the most abundant gangliosides, such as GM3 and GM1. Strikingly, both variants and the WT form induced significant decreases in the enzymatic activities of hydrolases, such as α and β galactosidases, β-hexosaminidase, and glucosylceramidase, responsible for the catabolic reversed reactions on the same series. Conversely, when the authors studied these activities at the cell surface, they found the opposite effect, with an increased activity, especially when the G2 variant was overexpressed. The sphingolipid profile of lipid rafts was also changed, with significant decreases in gangliosides GD1α, GM3, GM1b, and GA1, along with Cer, GlcCer, and LacCer precursors, the changes varying depending on the APOL1 variant expressed. This suggests a role of APOL1, and possibly high density lipoproteins (HDL), in the regulation of ganglioside synthesis and degradation. In addition, changes induced in the sphingolipid profile by genetic variants G1 and G2 can contribute to podocyte alterations. However, most interestingly, changes in ganglioside species operate and are detectable especially at raft microdomains.

A Word by Ceramides
Ceramides are the central metabolites where pathways converge and diverge in the sphingolipid metabolic sphere. Therefore, the regulation of ceramide content has an impact on ganglioside synthesis and, conversely, the regulation of ganglioside synthesis and catabolism can have an effect on ceramide content. Ceramides themselves are bioactive lipids, but so are mostly their phosphorylated derivatives ceramide 1 phosphate (C1P) and sphingosine 1 phosphate (S1P). Ceramide levels are, therefore, tightly regulated in cells.
In a recent work, Li and Colls [51] characterized a mouse model in which the catalytic subunit of lysosomal acid ceramidase (Asah1) was invalidated specifically in podocytes. This enzyme is responsible for ceramide catabolism and is critical in cellular homeostasis. As expected, ceramides, in particular C16, accumulated in the glomeruli of these individuals. Interestingly, mice developed proteinuria in the absence of morphological changes in glomeruli following light microscopy observation. Conversely, electron microscopy revealed the foot process effacement. Altogether, these alterations are similar to those corresponding to MCNS. A double invalidation of Asah1 and acid sphingomyelinase (Smpd1), an enzyme leading to ceramide production by sphingomyelin hydrolysis, corrected the ceramide levels and partially reversed the proteinuria and morphological changes observed in the single knockout. This points at ceramides as potential actors participating in the pathogenic mechanisms of podocytopathies. Moreover, the fact that these enzymes are lysosomal underlines the importance of these organelles in sphingolipid and glycosphingolipid homeostasis. No information is provided in the study on the status of the ganglioside flux.
In our work, we have found, along with a decrease in GM3, GM2, and GD3 in mouse podocytes transfected with human CMIP, an increased presence of LacCer, GlcCer, and several ceramides, consistent with a block in GM3 synthesis at the ST3Gal5/GM3 synthase level [7]. Our finding in mouse T-cells overexpressing human CMIP, consisting of a decrease in GM3 protein expression after 30 min of T-cell receptor (TCR) activation, seems to comfort the hypothesis of a GM3 synthesis blocking associated with CMIP overexpression. Interestingly, CMIP was first identified by subtractive cloning in T-cells [29]. Later, it was also detected in podocytes from MCNS patients [52], and the lesions induced in a mouse podocyte-specific transgenic model of CMIP overexpression are similar to those of the human MCNS [52]. Considering our results in view of the findings by Li and Colls [51], it is tempting to hypothesize that ceramides participate in CMIP-induced proteinuria due to their accumulation in podocytes, as a consequence of a GM3 synthesis blocking.
A nephropathy associated with ceramide accumulation is one of the features of Farber disease, a genetic disorder resulting from mutations in the ASAH1 gene [53]. Ceramide levels are also increased in genetic steroid resistant nephrotic syndrome in association with mutated S1P lyase [54][55][56]. Likewise, pharmacological inhibition of this enzyme induces a nephrotic syndrome in rodents [57]. The nephropathy associated with diabetes also benefits from the targeting of ceramide accumulation by an adiponectin receptor agonist [58]. Acid sphingomyelinase overexpression also leads to ceramide accumulation and to glomerular sclerosis in mice [59]. All these reports point at ceramide accumulation as a contributor to podocyte and glomerular dysfunction, as a result of defects in different genes and proteins. Likewise, a block in ganglioside synthesis could represent an additional source of ceramide accumulation leading to similar consequences and place ceramides at a central point of podocyte injury.
However, the latter hypothesis is challenged by the seminal works of Fornoni et al. on the connection between sphingomyelinase-like phosphodiesterase 3b (SMPDL3b) and podocyte dysfunction. While SMPDL3b is overexpressed in diabetic nephropathy patients [60], recurrent FSGS patients present a decreased expression of this enzyme in podocytes [61]. This apparently contradicting scenario might indicate that these two diseases are too far apart pathogenically, though sharing the glomerular dysfunction. Nevertheless, to our knowledge, no systematic ceramide analysis has been performed to date on patients' biopsies.

The Role of the Immune System
The direct implication of the immune system in podocytopathies such as IgA nephropathy, membranous nephropathy, and lupus nephritis is clear, as all these are based on the development of autoantibodies. In the case of INS, there are no immune deposits present in the glomerulus, yet an immune dysfunction at the origin of the pathology is supported by a consistent body of evidence [62]. Nonetheless, the precise pathogenic mechanisms involved in INS are far from being understood. Gangliosides exert capital functions in immune cells (for review [63,64]). They are present in both myeloid and lymphoid cell populations, as well as in hematopoietic stem cells [64]. Therefore, GM3 has been described in most immune cell types, except in eosinophils, basophils, and NK cells, in which GM1 and asialo GM1 have been reported and seem to represent the most abundant ganglioside species. O-acetylated forms of GD3 have also been described in T, B, and NK cells. An example of ganglioside function in the immune system is their implication in T-cell activation [65][66][67], where distinct profiles of gangliosides are characteristic of CD4 and CD8 cells. The ganglioside function in immune cells, as in podocytes, is related to their role in organizing membrane microdomains, but also to their interaction with cellular receptors and signal transduction. Consequently, a dysregulation of ganglioside metabolism can be expected to participate in the immune origin of INS. To date, an abnormal distribution of GM1 has been observed in T-cells overexpressing the INS marker CMIP, as well as a decreased GM3 synthase expression after TCR activation [7].
Activation of invariant NK cells by glycosphingolipid-1 (GSL-1), a bacterial monoglycosylceramide, is able to protect glomeruli and reverse the effects of adriamycin injection, an in vivo model of FSGS in the mouse [27]. Most interestingly, this protection was paralleled by increased expression of GM3 synthase in the kidney, concomitant with increased levels of Bcl-2, suggesting a protective role for GM3 in the kidney by engaging an antiapoptotic mechanism [68]. Although the link between adriamycin and GD3 synthase expression, and that between GSL-1 and GM3 expression are not well established, the same study suggests the involvement of TGF-β and SMAD signaling [27], and opens an interesting mechanistic field to understand the role of gangliosides in glomerular biology and in INS.
In systemic lupus erythematosus (SLE) patients, the presence of antibodies possessing sialidase activity [69] targeting gangliosides, and anti-ganglioside antibodies targeting asialo-GM1, GM1, GM2, GM3, GT1b, GD1b, and GD3 have been reported [70,71]. Increased GM1 has been observed in peripheral CD4+ T-cells [72]. Abnormal T-cell responses in SLE have been associated with an abnormal ganglioside profile [73,74]. Unfortunately, there is little information about the ganglioside profile in podocytes in SLE, which is limited to date to the increased presence of GM3 in the kidneys from a nephritic mouse model [41]. Other renal pathologies, such as IgA nephropathy, Henoch-Schönlein purpura nephritis, MCNS, mesangial proliferative glomerulonephritis, and membranoproliferative glomerulonephritis have been associated with the presence of antibodies against N-glycolyl GM3, a variant of GM3 characteristic of some cancer cells [75]. A case of hyperthyroidism accompanied by hematuria, proteinuria, proliferation of mesangial cells, and increased mesangial matrix with a focal segmental capillary wall abnormality, was attributed to the presence of a thyroid antibody targeting fucosyl-GM1. The latter was detected by immunofluorescence in the glomerular basement membrane [76]. The role of anti-ganglioside antibodies in the pathogenesis of these diseases is still unexplored.

A Call for Deep Analysis
All the observations described above, the subsequent hypotheses and insights, the potential pathogenic mechanisms, will benefit from further research based on state-of-the-art analytical strategies. It must be clarified that the reported gangliosides in the works published so far (i.e., GM3) do not correspond to single molecular entities, but to groups of molecules sharing a particular poly-sugar sialic acid-containing moiety, differing in the nature of the sphingoid base and fatty acid chains present, which complicates significantly the research from an analytical point of view.
Significant improvements have been made in the last 10 years in the analysis of gangliosides with the advent of lipidomics technologies [77]. Notably, the presence of polar oligosaccharide moieties that include sialic acid residues linked on their ceramide backbone, makes gangliosides particularly water-soluble. Therefore, during sample preparation, gangliosides tend to partition into a more polar or aqueous layer rather than in an organic layer, as observed with other lipid classes. Once extracted from their biological matrices, a low-cost procedure for the qualitative evaluation of the endogenous ganglioside pattern is represented by HPTLC. Using this technique, the gangliosides contained in the aqueous phase of the lipid extract are separated according to the different compositions of their carbohydrate structure using specific solvent systems. Lipids are then visualized using different strategies such as (i) chemical detection, (ii) binding assay using antibodies, (iii) carbohydrate recognition reagents, and identified by co-migration with the authentic lipid standard [78]. Despite the fact that this technique gives a rapid result related to the ganglioside composition of cells, the main issue is represented by the requirement of a relative high amount of biological sample. To increase the sensitivity of this methodology, the use of radioactive precursors of sphingolipids in the tracer concentration was exploited. In particular, cells are treated with [1-3 H]-sphingosine or [3-3 H]-sphingosine, or [ 3 H]serine or [ 14 C] serine to obtain metabolic labelling at the steady state of all cell sphingolipids. After incubation, gangliosides isolated in the aqueous phase are separated by TLC and radioactive lipids visualized by digital autoradiography. Exploiting the use of radioactivity and the sensitivity of digital autoradiography, the amount of biological samples to be analyzed is reduced by 1/100 with respect to that of the endogenous counterpart. As a weakness, the use of radioactive precursors is mainly applicable to cells in culture.
Interestingly, the use of [1-3 H]-sphingosine gives also information related to sphingolipid turnover. [1-3 H]-sphingosine, when administered to cells, is used for de-novo biosynthesis of sphingolipids, which become radioactive. Radioactive lipids are then degraded in lysosomes to obtain saccharides or choline, fatty acid, and [1-3 H]-sphingosine. The radioactive sphingosine could be further used in the biosynthetic pathway or could be phosphorylated to obtain [1-3 H]-sphingosine-1-phosphate (S1P). S1P is further degraded to hexadecenal and phosphoethanolamine, which is radioactive due to the presence of tritium on the first carbon of sphingosine. [ 3 H]phosphoethanolamine is used for the biosynthesis of radioactive phosphatidylethanolamine. For this reason, the use of [1-3 H]-sphingosine allows obtaining the metabolic labeling of all cell sphingolipids and also of phosphatidylethanolamine, which reflects the rate of sphingolipids and sphingosine turnover [8,78,79]. One of the main limitations of the HPTLC methodology is the incapability to provide quantitative data and the information related to ceramide structures, both evaluable by mass spectrometry (MS) analyses. MS, either electrospray ionization (ESI) or direct analysis ionization sources, such as matrix-assisted laser desorption ionization (MALDI), are routinely used to monitor and quantify the levels of gangliosides in biological samples [80]. Since different ganglioside species may have the same molecular mass, MS is often used in conjunction with separation techniques, such as chromatography and ion mobility, to separate isomers and characterize the complex and diverse chemical structures of gangliosides [81]. Recently, imaging MS has been used to facilitate ganglioside analysis in heterogeneous tissues, such as kidney and brain samples in particular, allowing to monitor their concentration and generate images of their molecular composition in fine anatomical structures and substructures [82].

Conclusions
In spite of the extreme structural diversity of gangliosides, only a handful of them have been identified in podocytes and their functions in the physiologic and pathologic conditions outlined (Table 1). Nevertheless, the cellular features of podocytes and the abundance of GM3 point at a relevance of gangliosides and their potential involvement in the pathophysiology of glomerulopathies. The role of the immune system in INS has been demonstrated, but the mechanisms are still in the dark. this reason, the use of [1-3 H]-sphingosine allows obtaining the metabolic labeling of all cell sphingolipids and also of phosphatidylethanolamine, which reflects the rate of sphingolipids and sphingosine turnover [8,78,79]. One of the main limitations of the HPTLC methodology is the incapability to provide quantitative data and the information related to ceramide structures, both evaluable by mass spectrometry (MS) analyses. MS, either electrospray ionization (ESI) or direct analysis ionization sources, such as matrix-assisted laser desorption ionization (MALDI), are routinely used to monitor and quantify the levels of gangliosides in biological samples [80]. Since different ganglioside species may have the same molecular mass, MS is often used in conjunction with separation techniques, such as chromatography and ion mobility, to separate isomers and characterize the complex and diverse chemical structures of gangliosides [81]. Recently, imaging MS has been used to facilitate ganglioside analysis in heterogeneous tissues, such as kidney and brain samples in particular, allowing to monitor their concentration and generate images of their molecular composition in fine anatomical structures and substructures [82].

Conclusions
In spite of the extreme structural diversity of gangliosides, only a handful of them have been identified in podocytes and their functions in the physiologic and pathologic conditions outlined (Table 1). Nevertheless, the cellular features of podocytes and the abundance of GM3 point at a relevance of gangliosides and their potential involvement in the pathophysiology of glomerulopathies. The role of the immune system in INS has been demonstrated, but the mechanisms are still in the dark. this reason, the use of [1-3 H]-sphingosine allows obtaining the metabolic labeling of all cell sphingolipids and also of phosphatidylethanolamine, which reflects the rate of sphingolipids and sphingosine turnover [8,78,79]. One of the main limitations of the HPTLC methodology is the incapability to provide quantitative data and the information related to ceramide structures, both evaluable by mass spectrometry (MS) analyses. MS, either electrospray ionization (ESI) or direct analysis ionization sources, such as matrix-assisted laser desorption ionization (MALDI), are routinely used to monitor and quantify the levels of gangliosides in biological samples [80]. Since different ganglioside species may have the same molecular mass, MS is often used in conjunction with separation techniques, such as chromatography and ion mobility, to separate isomers and characterize the complex and diverse chemical structures of gangliosides [81]. Recently, imaging MS has been used to facilitate ganglioside analysis in heterogeneous tissues, such as kidney and brain samples in particular, allowing to monitor their concentration and generate images of their molecular composition in fine anatomical structures and substructures [82].

Conclusions
In spite of the extreme structural diversity of gangliosides, only a handful of them have been identified in podocytes and their functions in the physiologic and pathologic conditions outlined (Table 1). Nevertheless, the cellular features of podocytes and the abundance of GM3 point at a relevance of gangliosides and their potential involvement in the pathophysiology of glomerulopathies. The role of the immune system in INS has been demonstrated, but the mechanisms are still in the dark. H]-sphingosine allows obtaining the metabolic labeling of all cell sphingolipids and also of phosphatidylethanolamine, which reflects the rate of sphingolipids and sphingosine turnover [8,78,79]. One of the main limitations of the HPTLC methodology is the incapability to provide quantitative data and the information related to ceramide structures, both evaluable by mass spectrometry (MS) analyses. MS, either electrospray ionization (ESI) or direct analysis ionization sources, such as matrix-assisted laser desorption ionization (MALDI), are routinely used to monitor and quantify the levels of gangliosides in biological samples [80]. Since different ganglioside species may have the same molecular mass, MS is often used in conjunction with separation techniques, such as chromatography and ion mobility, to separate isomers and characterize the complex and diverse chemical structures of gangliosides [81]. Recently, imaging MS has been used to facilitate ganglioside analysis in heterogeneous tissues, such as kidney and brain samples in particular, allowing to monitor their concentration and generate images of their molecular composition in fine anatomical structures and substructures [82].

Conclusions
In spite of the extreme structural diversity of gangliosides, only a handful of them have been identified in podocytes and their functions in the physiologic and pathologic conditions outlined (Table 1). Nevertheless, the cellular features of podocytes and the abundance of GM3 point at a relevance of gangliosides and their potential involvement in the pathophysiology of glomerulopathies. The role of the immune system in INS has been demonstrated, but the mechanisms are still in the dark. H]-sphingosine allows obtaining the metabolic labeling of all cell sphingolipids and also of phosphatidylethanolamine, which reflects the rate of sphingolipids and sphingosine turnover [8,78,79]. One of the main limitations of the HPTLC methodology is the incapability to provide quantitative data and the information related to ceramide structures, both evaluable by mass spectrometry (MS) analyses. MS, either electrospray ionization (ESI) or direct analysis ionization sources, such as matrix-assisted laser desorption ionization (MALDI), are routinely used to monitor and quantify the levels of gangliosides in biological samples [80]. Since different ganglioside species may have the same molecular mass, MS is often used in conjunction with separation techniques, such as chromatography and ion mobility, to separate isomers and characterize the complex and diverse chemical structures of gangliosides [81]. Recently, imaging MS has been used to facilitate ganglioside analysis in heterogeneous tissues, such as kidney and brain samples in particular, allowing to monitor their concentration and generate images of their molecular composition in fine anatomical structures and substructures [82].

Conclusions
In spite of the extreme structural diversity of gangliosides, only a handful of them have been identified in podocytes and their functions in the physiologic and pathologic conditions outlined (Table 1). Nevertheless, the cellular features of podocytes and the abundance of GM3 point at a relevance of gangliosides and their potential involvement in the pathophysiology of glomerulopathies. The role of the immune system in INS has been demonstrated, but the mechanisms are still in the dark. H]-sphingosine allows obtaining the metabolic labeling of all cell sphingolipids and also of phosphatidylethanolamine, which reflects the rate of sphingolipids and sphingosine turnover [8,78,79]. One of the main limitations of the HPTLC methodology is the incapability to provide quantitative data and the information related to ceramide structures, both evaluable by mass spectrometry (MS) analyses. MS, either electrospray ionization (ESI) or direct analysis ionization sources, such as matrix-assisted laser desorption ionization (MALDI), are routinely used to monitor and quantify the levels of gangliosides in biological samples [80]. Since different ganglioside species may have the same molecular mass, MS is often used in conjunction with separation techniques, such as chromatography and ion mobility, to separate isomers and characterize the complex and diverse chemical structures of gangliosides [81]. Recently, imaging MS has been used to facilitate ganglioside analysis in heterogeneous tissues, such as kidney and brain samples in particular, allowing to monitor their concentration and generate images of their molecular composition in fine anatomical structures and substructures [82].

Conclusions
In spite of the extreme structural diversity of gangliosides, only a handful of them have been identified in podocytes and their functions in the physiologic and pathologic conditions outlined (Table 1). Nevertheless, the cellular features of podocytes and the abundance of GM3 point at a relevance of gangliosides and their potential involvement in the pathophysiology of glomerulopathies. The role of the immune system in INS has been demonstrated, but the mechanisms are still in the dark. this reason, the use of [1-3 H]-sphingosine allows obtaining the metabolic labeling of all cell sphingolipids and also of phosphatidylethanolamine, which reflects the rate of sphingolipids and sphingosine turnover [8,78,79]. One of the main limitations of the HPTLC methodology is the incapability to provide quantitative data and the information related to ceramide structures, both evaluable by mass spectrometry (MS) analyses. MS, either electrospray ionization (ESI) or direct analysis ionization sources, such as matrix-assisted laser desorption ionization (MALDI), are routinely used to monitor and quantify the levels of gangliosides in biological samples [80]. Since different ganglioside species may have the same molecular mass, MS is often used in conjunction with separation techniques, such as chromatography and ion mobility, to separate isomers and characterize the complex and diverse chemical structures of gangliosides [81]. Recently, imaging MS has been used to facilitate ganglioside analysis in heterogeneous tissues, such as kidney and brain samples in particular, allowing to monitor their concentration and generate images of their molecular composition in fine anatomical structures and substructures [82].

Conclusions
In spite of the extreme structural diversity of gangliosides, only a handful of them have been identified in podocytes and their functions in the physiologic and pathologic conditions outlined (Table 1). Nevertheless, the cellular features of podocytes and the abundance of GM3 point at a relevance of gangliosides and their potential involvement in the pathophysiology of glomerulopathies. The role of the immune system in INS has been demonstrated, but the mechanisms are still in the dark. this reason, the use of [1-3 H]-sphingosine allows obtaining the metabolic labeling of all cell sphingolipids and also of phosphatidylethanolamine, which reflects the rate of sphingolipids and sphingosine turnover [8,78,79]. One of the main limitations of the HPTLC methodology is the incapability to provide quantitative data and the information related to ceramide structures, both evaluable by mass spectrometry (MS) analyses. MS, either electrospray ionization (ESI) or direct analysis ionization sources, such as matrix-assisted laser desorption ionization (MALDI), are routinely used to monitor and quantify the levels of gangliosides in biological samples [80]. Since different ganglioside species may have the same molecular mass, MS is often used in conjunction with separation techniques, such as chromatography and ion mobility, to separate isomers and characterize the complex and diverse chemical structures of gangliosides [81]. Recently, imaging MS has been used to facilitate ganglioside analysis in heterogeneous tissues, such as kidney and brain samples in particular, allowing to monitor their concentration and generate images of their molecular composition in fine anatomical structures and substructures [82].

Conclusions
In spite of the extreme structural diversity of gangliosides, only a handful of them have been identified in podocytes and their functions in the physiologic and pathologic conditions outlined (Table 1). Nevertheless, the cellular features of podocytes and the abundance of GM3 point at a relevance of gangliosides and their potential involvement in the pathophysiology of glomerulopathies. The role of the immune system in INS has been demonstrated, but the mechanisms are still in the dark. (podocytes) [8]  (podocytes) [7] DN (streptozotocin rat model) identified in podocytes and their functions in the physiologic and pathologic conditions outlined (Table 1). Nevertheless, the cellular features of podocytes and the abundance of GM3 point at a relevance of gangliosides and their potential involvement in the pathophysiology of glomerulopathies. The role of the immune system in INS has been demonstrated, but the mechanisms are still in the dark. (kidney) [35,36] DN (streptozotocin rat model) (glomeruli) [37] DN (type 1 diabetes rat model) samples in particular, allowing to monitor their concentration and generate images of their molecular composition in fine anatomical structures and substructures [82].

Conclusions
In spite of the extreme structural diversity of gangliosides, only a handful of them have been identified in podocytes and their functions in the physiologic and pathologic conditions outlined (Table 1). Nevertheless, the cellular features of podocytes and the abundance of GM3 point at a relevance of gangliosides and their potential involvement in the pathophysiology of glomerulopathies. The role of the immune system in INS has been demonstrated, but the mechanisms are still in the dark. with separation techniques, such as chromatography and ion mobility, to separate isomers and characterize the complex and diverse chemical structures of gangliosides [81]. Recently, imaging MS has been used to facilitate ganglioside analysis in heterogeneous tissues, such as kidney and brain samples in particular, allowing to monitor their concentration and generate images of their molecular composition in fine anatomical structures and substructures [82].

Conclusions
In spite of the extreme structural diversity of gangliosides, only a handful of them have been identified in podocytes and their functions in the physiologic and pathologic conditions outlined (Table 1). Nevertheless, the cellular features of podocytes and the abundance of GM3 point at a relevance of gangliosides and their potential involvement in the pathophysiology of glomerulopathies. The role of the immune system in INS has been demonstrated, but the mechanisms are still in the dark.  [7] (glomeruli) [39] APOL1 associated FSGS In spite of the extreme structural diversity of gangliosides, only a handful of them have been identified in podocytes and their functions in the physiologic and pathologic conditions outlined (Table 1). Nevertheless, the cellular features of podocytes and the abundance of GM3 point at a relevance of gangliosides and their potential involvement in the pathophysiology of glomerulopathies. The role of the immune system in INS has been demonstrated, but the mechanisms are still in the dark. (podocyte rafts) [8] Lupus nephritis (mouse model) incapability to provide quantitative data and the information related to ceramide structures, both evaluable by mass spectrometry (MS) analyses. MS, either electrospray ionization (ESI) or direct analysis ionization sources, such as matrix-assisted laser desorption ionization (MALDI), are routinely used to monitor and quantify the levels of gangliosides in biological samples [80]. Since different ganglioside species may have the same molecular mass, MS is often used in conjunction with separation techniques, such as chromatography and ion mobility, to separate isomers and characterize the complex and diverse chemical structures of gangliosides [81]. Recently, imaging MS has been used to facilitate ganglioside analysis in heterogeneous tissues, such as kidney and brain samples in particular, allowing to monitor their concentration and generate images of their molecular composition in fine anatomical structures and substructures [82].

Conclusions
In spite of the extreme structural diversity of gangliosides, only a handful of them have been identified in podocytes and their functions in the physiologic and pathologic conditions outlined (Table 1). Nevertheless, the cellular features of podocytes and the abundance of GM3 point at a relevance of gangliosides and their potential involvement in the pathophysiology of glomerulopathies. The role of the immune system in INS has been demonstrated, but the mechanisms are still in the dark.  [7] (kidney) [41] IgA nephropathy, Henoch-Schönlein purpura nephritis, MCNS, mesangial proliferative glomerulonephritis, membranoproliferative glomerulonephritis sphingolipids and also of phosphatidylethanolamine, which reflects the rate of sphingolipids and sphingosine turnover [8,78,79]. One of the main limitations of the HPTLC methodology is the incapability to provide quantitative data and the information related to ceramide structures, both evaluable by mass spectrometry (MS) analyses. MS, either electrospray ionization (ESI) or direct analysis ionization sources, such as matrix-assisted laser desorption ionization (MALDI), are routinely used to monitor and quantify the levels of gangliosides in biological samples [80]. Since different ganglioside species may have the same molecular mass, MS is often used in conjunction with separation techniques, such as chromatography and ion mobility, to separate isomers and characterize the complex and diverse chemical structures of gangliosides [81]. Recently, imaging MS has been used to facilitate ganglioside analysis in heterogeneous tissues, such as kidney and brain samples in particular, allowing to monitor their concentration and generate images of their molecular composition in fine anatomical structures and substructures [82].

Conclusions
In spite of the extreme structural diversity of gangliosides, only a handful of them have been identified in podocytes and their functions in the physiologic and pathologic conditions outlined (Table 1). Nevertheless, the cellular features of podocytes and the abundance of GM3 point at a relevance of gangliosides and their potential involvement in the pathophysiology of glomerulopathies. The role of the immune system in INS has been demonstrated, but the mechanisms are still in the dark. Genetic steroid resistant nephrotic syndrome (glomeruli) [54][55][56] Glomerular sclerosis (acid sphingomyelinase overexpression) (glomeruli) [59] GlcCer APOL1 associated FSGS (podocytes) [8] LacCer Lupus nephritis (kidney) [40] APOL1 associated FSGS (podocytes) [8] GM3 INS (CMIP overexpression) (podocytes) [7] (antibodies) [75] GD3 PAN nephropathy rat model different ganglioside species may have the same molecular mass, MS is often used in conjunction with separation techniques, such as chromatography and ion mobility, to separate isomers and characterize the complex and diverse chemical structures of gangliosides [81]. Recently, imaging MS has been used to facilitate ganglioside analysis in heterogeneous tissues, such as kidney and brain samples in particular, allowing to monitor their concentration and generate images of their molecular composition in fine anatomical structures and substructures [82].

Conclusions
In spite of the extreme structural diversity of gangliosides, only a handful of them have been identified in podocytes and their functions in the physiologic and pathologic conditions outlined (Table 1). Nevertheless, the cellular features of podocytes and the abundance of GM3 point at a relevance of gangliosides and their potential involvement in the pathophysiology of glomerulopathies. The role of the immune system in INS has been demonstrated, but the mechanisms are still in the dark. (kidney) [26] O-acetylated-GD3 Microalbuminuria associated with lead toxicity Int. J. Mol. Sci. 2020, 21, x FOR PEER REVIEW 10 of 17 this reason, the use of [1-3 H]-sphingosine allows obtaining the metabolic labeling of all cell sphingolipids and also of phosphatidylethanolamine, which reflects the rate of sphingolipids and sphingosine turnover [8,78,79]. One of the main limitations of the HPTLC methodology is the incapability to provide quantitative data and the information related to ceramide structures, both evaluable by mass spectrometry (MS) analyses. MS, either electrospray ionization (ESI) or direct analysis ionization sources, such as matrix-assisted laser desorption ionization (MALDI), are routinely used to monitor and quantify the levels of gangliosides in biological samples [80]. Since different ganglioside species may have the same molecular mass, MS is often used in conjunction with separation techniques, such as chromatography and ion mobility, to separate isomers and characterize the complex and diverse chemical structures of gangliosides [81]. Recently, imaging MS has been used to facilitate ganglioside analysis in heterogeneous tissues, such as kidney and brain samples in particular, allowing to monitor their concentration and generate images of their molecular composition in fine anatomical structures and substructures [82].

Conclusions
In spite of the extreme structural diversity of gangliosides, only a handful of them have been identified in podocytes and their functions in the physiologic and pathologic conditions outlined (Table 1). Nevertheless, the cellular features of podocytes and the abundance of GM3 point at a relevance of gangliosides and their potential involvement in the pathophysiology of glomerulopathies. The role of the immune system in INS has been demonstrated, but the mechanisms are still in the dark. Table 1. Changes in the abundance of gangliosides and precursors associated with glomerular diseases.

Pathology
Observed Changes

Reference
Ceramide APOL1 associated FSGS (podocytes) [8] Proteinuria model (Asah1 KO mouse) (lysosomes) [51] Genetic steroid resistant nephrotic syndrome (glomeruli) [54][55][56] Glomerular sclerosis (acid sphingomyelinase overexpression) (glomeruli) [59] GlcCer APOL1 associated FSGS (podocytes) [8] LacCer Lupus nephritis (kidney) [40] APOL1 associated FSGS (podocytes) [8] GM3 INS (CMIP overexpression) (podocytes) [7] (kidney) [25] PAN nephropathy rat model sphingolipids and also of phosphatidylethanolamine, which reflects the rate of sphingolipids and sphingosine turnover [8,78,79]. One of the main limitations of the HPTLC methodology is the incapability to provide quantitative data and the information related to ceramide structures, both evaluable by mass spectrometry (MS) analyses. MS, either electrospray ionization (ESI) or direct analysis ionization sources, such as matrix-assisted laser desorption ionization (MALDI), are routinely used to monitor and quantify the levels of gangliosides in biological samples [80]. Since different ganglioside species may have the same molecular mass, MS is often used in conjunction with separation techniques, such as chromatography and ion mobility, to separate isomers and characterize the complex and diverse chemical structures of gangliosides [81]. Recently, imaging MS has been used to facilitate ganglioside analysis in heterogeneous tissues, such as kidney and brain samples in particular, allowing to monitor their concentration and generate images of their molecular composition in fine anatomical structures and substructures [82].

Conclusions
In spite of the extreme structural diversity of gangliosides, only a handful of them have been identified in podocytes and their functions in the physiologic and pathologic conditions outlined (Table 1). Nevertheless, the cellular features of podocytes and the abundance of GM3 point at a relevance of gangliosides and their potential involvement in the pathophysiology of glomerulopathies. The role of the immune system in INS has been demonstrated, but the mechanisms are still in the dark. H]-sphingosine allows obtaining the metabolic labeling of all cell sphingolipids and also of phosphatidylethanolamine, which reflects the rate of sphingolipids and sphingosine turnover [8,78,79]. One of the main limitations of the HPTLC methodology is the incapability to provide quantitative data and the information related to ceramide structures, both evaluable by mass spectrometry (MS) analyses. MS, either electrospray ionization (ESI) or direct analysis ionization sources, such as matrix-assisted laser desorption ionization (MALDI), are routinely used to monitor and quantify the levels of gangliosides in biological samples [80]. Since different ganglioside species may have the same molecular mass, MS is often used in conjunction with separation techniques, such as chromatography and ion mobility, to separate isomers and characterize the complex and diverse chemical structures of gangliosides [81]. Recently, imaging MS has been used to facilitate ganglioside analysis in heterogeneous tissues, such as kidney and brain samples in particular, allowing to monitor their concentration and generate images of their molecular composition in fine anatomical structures and substructures [82].

Conclusions
In spite of the extreme structural diversity of gangliosides, only a handful of them have been identified in podocytes and their functions in the physiologic and pathologic conditions outlined (Table 1)  this reason, the use of [1-3 H]-sphingosine allows obtaining the metabolic labeling of all cell sphingolipids and also of phosphatidylethanolamine, which reflects the rate of sphingolipids and sphingosine turnover [8,78,79]. One of the main limitations of the HPTLC methodology is the incapability to provide quantitative data and the information related to ceramide structures, both evaluable by mass spectrometry (MS) analyses. MS, either electrospray ionization (ESI) or direct analysis ionization sources, such as matrix-assisted laser desorption ionization (MALDI), are routinely used to monitor and quantify the levels of gangliosides in biological samples [80]. Since different ganglioside species may have the same molecular mass, MS is often used in conjunction with separation techniques, such as chromatography and ion mobility, to separate isomers and characterize the complex and diverse chemical structures of gangliosides [81]. Recently, imaging MS has been used to facilitate ganglioside analysis in heterogeneous tissues, such as kidney and brain samples in particular, allowing to monitor their concentration and generate images of their molecular composition in fine anatomical structures and substructures [82].

Conclusions
In spite of the extreme structural diversity of gangliosides, only a handful of them have been identified in podocytes and their functions in the physiologic and pathologic conditions outlined (Table 1). Nevertheless, the cellular features of podocytes and the abundance of GM3 point at a relevance of gangliosides and their potential involvement in the pathophysiology of glomerulopathies. The role of the immune system in INS has been demonstrated, but the mechanisms are still in the dark. H]-sphingosine allows obtaining the metabolic labeling of all cell sphingolipids and also of phosphatidylethanolamine, which reflects the rate of sphingolipids and sphingosine turnover [8,78,79]. One of the main limitations of the HPTLC methodology is the incapability to provide quantitative data and the information related to ceramide structures, both evaluable by mass spectrometry (MS) analyses. MS, either electrospray ionization (ESI) or direct analysis ionization sources, such as matrix-assisted laser desorption ionization (MALDI), are routinely used to monitor and quantify the levels of gangliosides in biological samples [80]. Since different ganglioside species may have the same molecular mass, MS is often used in conjunction with separation techniques, such as chromatography and ion mobility, to separate isomers and characterize the complex and diverse chemical structures of gangliosides [81]. Recently, imaging MS has been used to facilitate ganglioside analysis in heterogeneous tissues, such as kidney and brain samples in particular, allowing to monitor their concentration and generate images of their molecular composition in fine anatomical structures and substructures [82].

Conclusions
In spite of the extreme structural diversity of gangliosides, only a handful of them have been identified in podocytes and their functions in the physiologic and pathologic conditions outlined (Table 1)  this reason, the use of [1-3 H]-sphingosine allows obtaining the metabolic labeling of all cell sphingolipids and also of phosphatidylethanolamine, which reflects the rate of sphingolipids and sphingosine turnover [8,78,79]. One of the main limitations of the HPTLC methodology is the incapability to provide quantitative data and the information related to ceramide structures, both evaluable by mass spectrometry (MS) analyses. MS, either electrospray ionization (ESI) or direct analysis ionization sources, such as matrix-assisted laser desorption ionization (MALDI), are routinely used to monitor and quantify the levels of gangliosides in biological samples [80]. Since different ganglioside species may have the same molecular mass, MS is often used in conjunction with separation techniques, such as chromatography and ion mobility, to separate isomers and characterize the complex and diverse chemical structures of gangliosides [81]. Recently, imaging MS has been used to facilitate ganglioside analysis in heterogeneous tissues, such as kidney and brain samples in particular, allowing to monitor their concentration and generate images of their molecular composition in fine anatomical structures and substructures [82].

Conclusions
In spite of the extreme structural diversity of gangliosides, only a handful of them have been identified in podocytes and their functions in the physiologic and pathologic conditions outlined (Table 1). Nevertheless, the cellular features of podocytes and the abundance of GM3 point at a relevance of gangliosides and their potential involvement in the pathophysiology of glomerulopathies. The role of the immune system in INS has been demonstrated, but the mechanisms are still in the dark. H]-sphingosine allows obtaining the metabolic labeling of all cell sphingolipids and also of phosphatidylethanolamine, which reflects the rate of sphingolipids and sphingosine turnover [8,78,79]. One of the main limitations of the HPTLC methodology is the incapability to provide quantitative data and the information related to ceramide structures, both evaluable by mass spectrometry (MS) analyses. MS, either electrospray ionization (ESI) or direct analysis ionization sources, such as matrix-assisted laser desorption ionization (MALDI), are routinely used to monitor and quantify the levels of gangliosides in biological samples [80]. Since different ganglioside species may have the same molecular mass, MS is often used in conjunction with separation techniques, such as chromatography and ion mobility, to separate isomers and characterize the complex and diverse chemical structures of gangliosides [81]. Recently, imaging MS has been used to facilitate ganglioside analysis in heterogeneous tissues, such as kidney and brain samples in particular, allowing to monitor their concentration and generate images of their molecular composition in fine anatomical structures and substructures [82].

Conclusions
In spite of the extreme structural diversity of gangliosides, only a handful of them have been identified in podocytes and their functions in the physiologic and pathologic conditions outlined (Table 1)  H]-sphingosine allows obtaining the metabolic labeling of all cell sphingolipids and also of phosphatidylethanolamine, which reflects the rate of sphingolipids and sphingosine turnover [8,78,79]. One of the main limitations of the HPTLC methodology is the incapability to provide quantitative data and the information related to ceramide structures, both evaluable by mass spectrometry (MS) analyses. MS, either electrospray ionization (ESI) or direct analysis ionization sources, such as matrix-assisted laser desorption ionization (MALDI), are routinely used to monitor and quantify the levels of gangliosides in biological samples [80]. Since different ganglioside species may have the same molecular mass, MS is often used in conjunction with separation techniques, such as chromatography and ion mobility, to separate isomers and characterize the complex and diverse chemical structures of gangliosides [81]. Recently, imaging MS has been used to facilitate ganglioside analysis in heterogeneous tissues, such as kidney and brain samples in particular, allowing to monitor their concentration and generate images of their molecular composition in fine anatomical structures and substructures [82].

Conclusions
In spite of the extreme structural diversity of gangliosides, only a handful of them have been identified in podocytes and their functions in the physiologic and pathologic conditions outlined (Table 1). Nevertheless, the cellular features of podocytes and the abundance of GM3 point at a relevance of gangliosides and their potential involvement in the pathophysiology of glomerulopathies. The role of the immune system in INS has been demonstrated, but the mechanisms are still in the dark. H]-sphingosine allows obtaining the metabolic labeling of all cell sphingolipids and also of phosphatidylethanolamine, which reflects the rate of sphingolipids and sphingosine turnover [8,78,79]. One of the main limitations of the HPTLC methodology is the incapability to provide quantitative data and the information related to ceramide structures, both evaluable by mass spectrometry (MS) analyses. MS, either electrospray ionization (ESI) or direct analysis ionization sources, such as matrix-assisted laser desorption ionization (MALDI), are routinely used to monitor and quantify the levels of gangliosides in biological samples [80]. Since different ganglioside species may have the same molecular mass, MS is often used in conjunction with separation techniques, such as chromatography and ion mobility, to separate isomers and characterize the complex and diverse chemical structures of gangliosides [81]. Recently, imaging MS has been used to facilitate ganglioside analysis in heterogeneous tissues, such as kidney and brain samples in particular, allowing to monitor their concentration and generate images of their molecular composition in fine anatomical structures and substructures [82].

Conclusions
In spite of the extreme structural diversity of gangliosides, only a handful of them have been identified in podocytes and their functions in the physiologic and pathologic conditions outlined (Table 1). Nevertheless, the cellular features of podocytes and the abundance of GM3 point at a relevance of gangliosides and their potential involvement in the pathophysiology of glomerulopathies. The role of the immune system in INS has been demonstrated, but the mechanisms are still in the dark. H]-sphingosine allows obtaining the metabolic labeling of all cell sphingolipids and also of phosphatidylethanolamine, which reflects the rate of sphingolipids and sphingosine turnover [8,78,79]. One of the main limitations of the HPTLC methodology is the incapability to provide quantitative data and the information related to ceramide structures, both evaluable by mass spectrometry (MS) analyses. MS, either electrospray ionization (ESI) or direct analysis ionization sources, such as matrix-assisted laser desorption ionization (MALDI), are routinely used to monitor and quantify the levels of gangliosides in biological samples [80]. Since different ganglioside species may have the same molecular mass, MS is often used in conjunction with separation techniques, such as chromatography and ion mobility, to separate isomers and characterize the complex and diverse chemical structures of gangliosides [81]. Recently, imaging MS has been used to facilitate ganglioside analysis in heterogeneous tissues, such as kidney and brain samples in particular, allowing to monitor their concentration and generate images of their molecular composition in fine anatomical structures and substructures [82].

Conclusions
In spite of the extreme structural diversity of gangliosides, only a handful of them have been identified in podocytes and their functions in the physiologic and pathologic conditions outlined (Table 1). Nevertheless, the cellular features of podocytes and the abundance of GM3 point at a relevance of gangliosides and their potential involvement in the pathophysiology of glomerulopathies. The role of the immune system in INS has been demonstrated, but the mechanisms are still in the dark. (podocytes) [8] As stated in Section 3.2, the general ST3Gal5 knockout mouse model does not develop any renal phenotype [83], whereas a podocyte-specific invalidation has not been developed to date.
Cross breeding of this model with others can provide capital information on the role of ganglioside homeostasis in pathophysiology. One example in the context of kidney disease is the cross breeding of ST3Gal5 knockouts with a transgenic mouse line bearing the juvenile cystic kidney mutation (jck), responsible for polycystic kidney. Breeding results in a milder polycystic pathology, suggesting that GM3 synthase is involved in the pathogenesis [84]. Similar strategies would complement analytical studies in developing consistent hypotheses on the pathophysiologic role of ganglioside synthases and gangliosides.
The implementation of MS-based lipidomic approaches, targeting the biochemical pathways for ganglioside biosynthesis and degradation, will allow a better understanding of the role played by these sphingolipids in kidney diseases. Clinical strategies, based on these state-of-the-art analytical approaches, might put this category of lipids as candidates for diagnostic and prognostic biomarkers of diverse forms of podocytopathies. A long path is still ahead.
Author Contributions: All authors contributed in the same way. All authors have read and agreed to the published version of the manuscript.
Funding: This research received no external funding.

Conflicts of Interest:
The authors declare no conflict of interest.