Abstract
The filtration of blood in the kidney which is crucial for mammalian life is determined by the slit-diaphragm, a cell-cell junction between the foot processes of renal podocytes. The slit-diaphragm is thought to operate as final barrier or as molecular sensor of renal filtration. Using high-resolution proteomic analysis of slit-diaphragms affinity-isolated from rodent kidney, we show that the native slit-diaphragm is built from the junction-forming components Nephrin, Neph1 and Podocin and a co-assembled high-molecular weight network of proteins. The network constituents cover distinct classes of proteins including signaling-receptors, kinases/phosphatases, transporters and scaffolds. Knockout or knock-down of either the core components or the selected network constituents tyrosine kinase MER (MERTK), atrial natriuretic peptide-receptor C (ANPRC), integral membrane protein 2B (ITM2B), membrane-associated guanylate-kinase, WW and PDZ-domain-containing protein1 (MAGI1) and amyloid protein A4 resulted in target-specific impairment or disruption of the filtration process. Our results identify the slit-diaphragm as a multi-component system that is endowed with context-dependent dynamics via a co-assembled protein network.
Subject terms: Membrane proteins, Protein-protein interaction networks, Podocytes
The slit-diaphragm is a cellular junction that is crucial for blood filtration in the kidney. Kocylowski et al. show that the junction-spanning components are embedded in a protein network for dynamic control of filtration; network disturbance leads to severe filtration defects with proteinuria.
Introduction
Renal filtration is fundamental for mammalian life as it effectively removes metabolic waste products and toxins from the blood and rapidly clears any (extra)-loads of water and electrolytes crucial for homeostasis. Such effective excretion is only enabled by an elaborate filtration unit, the glomerulus, which allows for the passage of large amounts of blood required for effective filtration of small solutes and which, at the same time, largely retains macromolecules such as albumin and prevents clogging over long periods of life time1,2.
The centerpiece of the glomerular unit is the three-layered filter that is made up of the fenestrated capillary endothelium, the glomerular basement membrane (GBM), and the slit-diaphragm (SD), a proteinaceous junction between the foot processes (FP) of neighboring podocytes3,4. The latter are glomerulus-specific cells that entirely engulf the capillaries with their FPs and are attached to the GBM by adhesion complexes4. In line with this serial arrangement, GBM and the SD have been assumed to operate as the decisive barrier of the filtration process5,6
While the architecture and physiology of glomerular filtration have been extensively studied in the past, molecular understanding of the filtration process is still limited, as is the current knowledge on the SD and its role therein4,7. Studies of rare genetic diseases have identified a number of gene products that are important for glomerular physiology8. Two of these genes, NPHS1 and NPHS2, encoding proteins Nephrin and Podocin, are abundantly expressed in podocytes and were shown to cause massive proteinuria when mutated9–11. Subsequent analysis unveiled Nephrin and Podocin as core components of the SD, and also identified Neph1, a homolog of Nephrin, as another SD component12–14. Improved microscopy techniques, in particular cryoelectron-tomography, showed that Nephrin and Neph1 span the slit between neighboring FPs and implied that this slit-covering layer does most likely not operate as a filtration barrier7,15. This leaves the question about the primary function of the SD that covers about 1/6 of the glomerular capillary area open.
Key in the pursuit of this question is a rigorous analysis of the building blocks of the SD from native podocytes as it is enabled by quantitative high-resolution proteomics established for studying membrane proteins and protein complexes16,17. This approach that combines affinity-purification of target proteins with nano-flow tandem mass spectrometry (nano-LC-MS/MS) was successfully used to unravel the subunit composition and complexity of a number of ion channels, transporters, and receptors18–25.
Here, we combined our proteomic workflow with functional investigations and gene knockout and knockdown to investigate the molecular appearance and protein composition of the SD in rodent podocytes and to assess the functional significance of the building blocks identified by the proteomic approach.
Results
Interactome of the SD core constituents Nephrin and Neph1
For comprehensive and quantitative insight into the molecular composition of the rodent SD, we set out to perform multi-epitope affinity purifications (meAPs) with antibodies (ABs) targeting the known core components Nephrin, Neph1, and Podocin. As source material, we used membrane fractions prepared from glomeruli of both rat and mouse kidney, where all core constituents were highly enriched (Supplementary Fig. 1, Methods).
We first tested a series of commercial and custom-made ABs with distinct epitopes on the target proteins (Supplementary Fig. 2) for specificity and efficiency of purification and probed various detergent buffers for their solubilization characteristics. For Nephrin and Neph1 these efforts identified three different ABs that were suitable for APs (Fig. 1A, Supplementary Fig. 2), and one of them directed against the extracellular domain of Nephrin enabled immuno-staining of SDS-digested freeze-fracture replicas prepared from isolated glomeruli. Figure 1B illustrates a representative EM-pictogram of podocyte pedicles showing the exclusive distribution of the Nephrin-labeling immuno-gold particles to the extracellular surface (E-face) of the slit between interdigitating FPs similar to results from STED-microscopy26. In fact, the surface view provided by the freeze-fractures directly demonstrated the layer-like arrangement of Nephrin molecules covering the entire area of the slit (Fig. 1B7). Probing of detergent buffers with distinct stringencies showed that the previously established buffer systems CL-47 (mild stringency) and CL-91 (intermediate stringency) effectively solubilized the three core proteins, albeit at distinct efficiency (Supplementary Fig. 3A). Interestingly, separation by native gel electrophoresis (BN-PAGE) demonstrated that all three SD core constituents Nephrin, Neph1, and Podocin are integrated into high-molecular-weight assemblies of ~1.5–3 MDa in mass, and that these macro-molecular assemblies are well preserved by both of the aforementioned buffer systems (Fig. 1C, Supplementary Fig. 3B). Importantly, these macro-molecular assemblies do not focus on one sharp population suggesting that SD core constituents might be involved in the formation of multiple distinct sub-complexes. Moreover, Podocin seemed to participate in additional assemblies of somewhat smaller molecular mass (~250–650 kDa; Fig. 1C, lower panel).
To resolve the subunit composition of the high-molecular-mass assemblies, we first focused on the slit-spanning Nephrin and Neph1 and, thus, performed APs with the identified anti-Nephrin/Neph1 ABs and three target-unrelated ABs (or IgGs as negative controls) on glomerular membrane fractions solubilized with either CL-buffer. The resulting elutions were analyzed by high-resolution nano-LC-MS/MS and the respective MS data were evaluated by our label-free quantification procedure that is based on peak-volume (PV) determination and offers a linear dynamic range of more than four orders of magnitude16,24,25,27.
The results of these analyses showed that both Nephrin and Neph1 were effectively purified as indicated by large PV values and extensive relative coverage of the primary sequence(s) by MS/MS-identified peptides (64% and 69%, respectively; Fig. 1D, Supplementary Fig. 4; details on all aspects of MS-analyses are given in Supplemental Material, Supplementary Data 1). Noteworthy, both proteins mutually co-purified each other, while Podocin was not specifically retained in either of the three anti-Nephrin/Neph1 APs (Fig. 1C, Supplementary Data 1). Moreover, the effective isolation enabled MS-investigation of protein phosphorylation (without further enrichment) identifying several modified residues in the cytoplasmic C-termini of both Nephrin and Neph1 (Supplementary Fig. 4). Strikingly, in Nephrin phosphorylation appeared clustered in a stretch of three serine/threonine residues within an acidic (glutamine-rich) domain28 adjacent to the single transmembrane segment. Identification of multiple double and triple phosphorylated peptides from that region (Supplementary Fig. 4, Supplementary Table 1) suggested a high degree of phosphorylation at steady state.
All other proteins retrieved in the anti-Nephrin/Neph1 APs and identified in our MS analyses (exceeding the detection threshold, Methods, Supplementary Fig. 5) were evaluated for specificity of their co-purification with the respective target, and subsequently for consistency of their specific retrieval. Specificity of co-purification (of any protein) was determined via relative abundance ratios using the target-unrelated ABs/IgGs as negative controls (or background) and the abundance ratios determined for Nephrin or Neph1 as respective references (target-normalized ratio (tnR) for direct comparability, Methods, Supplementary Fig. 5). Consistency was defined as the number of specific co-purifications (of any protein) across the anti-Nephrin/Neph1 APs performed with the CL-47 or CL-91 solubilized membrane fractions and served to eliminate potential errors (false positives) resulting from peculiarities of individual ABs and/or APs16,20,22,23. A tnR threshold value of ≥0.2 and the request for specific co-purification in at least two anti-Nephrin/Neph1 APs finally identified an ensemble of 29 proteins (out of 1750 proteins detected) that robustly co-purified with Nephrin and Neph1 and thus defined the bona fide interactome (or proteome) of these slit-spanning SD core constituents (Fig. 1D, Table 1). With exception of tyrosine kinase Fyn and proteins Dendrin, ROBO2, and MAGI1,229–33, none of the identified interactors have yet been associated with Nephrin or Neph1 in public databases or literature. Eight interactors have previously been ascribed to podocyte function/biology (mostly through their gene knockout, underlined in Table 1).
Table 1.
ID | Acc. no. | Name | Topology/localization | Function |
---|---|---|---|---|
NPHN | Q9R044 | Nephrin | 1 TM | Cell adhesion, scaffold |
KIRR1 | Q6X936 | Neph1 | 1 TM | Cell adhesion, scaffold |
ANPRA* | P18910 | ANPRA | 1 TM | Receptor-mediated signaling, guanylyl cyclase |
ANPRC* | P41740 | ANPRC | 1 TM | Receptor-mediated signaling |
ROBO2 | Q7TPD3 | Roundabout homolog 2 | 1 TM | Receptor-mediated signaling |
MERTK* | P57097 | MerTK | 1 TM | Receptor kinase |
PTPRO* | E9Q612 | R-PTP-O | 1 TM | Receptor phosphatase, cell adhesion |
FYN | Q62844 | Tyr-kinase Fyn | Membrane anchored (lipidation) | Kinase |
DAAM2* | Q80U19 | DAAM2 | Cytoplasmic/membrane associated | Signaling |
RRAS* | D3Z8L7 | R-Ras | Membrane anchored (lipidation) | Signaling, small GTPase |
RRAS2* | P62071 | R-Ras2 | Membrane anchored (lipidation) | Signaling, small GTPase |
DEND | P50617 | Dendrin | Membrane associated/nuclear | Signaling, apoptosis |
FZD2* | Q08464 | Frizzled-2 | 7 TMs | GPCR |
ACKR3* | O89039 | Atypical chemokine receptor 3 | 7 TMs | GPCR |
MAGI1 | Q6RHR9 | MAGI-1 | membrane associated | Scaffold |
MAGI2 | O88382 | MAGI-2 | membrane associated | Scaffold |
A4* | P08592 | Amyloid precursor protein | 1 TM | APP, cell adhesion |
ITM2B* | Q5XIE8 | Integral membrane protein 2B | 1 TM | APP regulation |
NICA* | Q8CGU6 | Nicastrin | 1 TM | APP regulation |
LSR* | Q9WU74 | Lipolysis-stimulated lipoprotein receptor | 1 TM | Cell adhesion |
BCAM* | Q9ESS6 | Basal cell adhesion molecule | 1 TM | Cell adhesion |
PKP2* | Q99959 | Plakophilin-2 | Membrane associated | Cell adhesion |
DSG1* | Q02413 | Desmoglein-1 | 1 TM | Cell adhesion |
ITAV* | P43406 | Integrin alpha-V | 1 TM | Cell adhesion |
CLD15* | D3ZQJ0 | Claudin-15 | 4 TMs | Cell adhesion |
AT2B1* | P11505 | PMCA1 | 10 TMs | Transporter |
CTL2* | B4F795 | Choline transporter-like protein 2 | 10 TMs | Transporter |
MGT5A* | Q08834 | N-acetyl-glucosaminyl-transferase V | 1 TM | N-acetyl-glucosaminyltransferase |
ERLN2* | B5DEH2 | Erlin-2 | ER, 1 TM | ERAD |
ERLEC* | Q96DZ1 | ER lectin 1 | ER lumen | ERAD |
RCN1* | Q05186 | Reticulocalbin-1 | ER lumen | Calcium binding |
Accession codes refer to the UniProtKB/Swiss-Prot database; underlining refers to previous report(s) on podocyte-related function(s), asterisks denote proteins that have not been reported to interact with Nephrin or Neph1 before.
Detailed inspection of the interactome showed a number of intriguing features (Table 1): First, most of the interactome constituents are membrane proteins of different classes (majority with a single membrane-spanning domain); the others are soluble proteins with documented membrane-attachment(s) via lipid anchors or known binding to membrane proteins (through WW or PDZ-domain(s)). Second, the molecular mass of the individual interactome constituents ranged from ~25−160 kDa thus indicating that polyvalent interactions are required to finally generate the high-molecular-mass assemblies observed in native gels (Figs. 1C, D, Supplementary Fig. 3B). Third, similar to Nephrin and Neph1, several interactors exhibit extended extracellular domains comprising Ig- or Ig-like domains implicated in transcellular protein-protein interaction(s). Fourth, according to currently annotated (or established) primary function(s) the interactome constituents cover several aspects of cell biology, most prominently signaling at and across the plasma membrane (via receptors, kinases/phosphatases, GTPases) and cellular junction(s) (cell adhesion, scaffolding). Fifth, for several of the Nephrin/Neph1-interactors primary function(s) remain as yet unknown or only partially resolved. Sixth, and noteworthy, parts of the interactome including proteins PTPRO34,35, MAGI1/236–38, ROBO239,40, Dendrin, as well as the amyloid-beta precursor protein A4 and its interactor ITM2B23 share expression in the brain where they are predominantly localized to the synaptic compartment.
Together, these results indicated that the SD core components Nephrin and Neph1 are associated with a variety of membrane and membrane-associated proteins that likely combine to generate high-molecular-weight networks associated with the SD and that are mostly known for signaling processes and formation of a cellular junction(s).
Interactome of the podocyte-specific SD component Podocin
The SD-associated networks were further pursued by next applying the meAP approach to the cytoplasmic SD anchor-protein Podocin, a hairpin-like protein firmly attached to the cytoplasmic leaflet of the membrane41,42, as a primary target.
Similar to Nephrin/Neph1, AB testing led to the identification of two AP-suited ABs with distinct epitopes located close to the N- and C-termini of the protein (Fig. 2A, Supplementary Fig. 2). Moreover, one of these ABs could be used to determine the subcellular localization of Podocin in freeze-fracture replicas (Fig. 2B). In contrast to Nephrin, Podocin-staining displayed a broad distribution over the cytoplasmic membrane face (P-face) of the podocyte FPs. Thus, ~40% of the protein were located close to the plasma membrane right underneath the slit (distance to the membrane ≤60 nm) in line with previous observations13, while the remainder of Podocin appeared distributed over the entire area of the sole of the FPs (Fig. 2B).
For meAPs, the two identified anti-Podocin ABs (Supplementary Fig. 2) were used on CL47- and CL91-solubilized glomerular membrane fractions obtained either from wildtype mice, or from mice with an induced knockout of Podocin (Methods). The latter served as a stringent negative control for determining the specificity of co-purification which can be visualized by a t-SNE (t-distributed stochastic neighbor embedding) plot of the tnR-values determined for all proteins in APs from wildtype and target knockout membranes (Fig. 2C, CL-47). Accordingly, the abundantly retrieved primary target Podocin (large PV values, relative sequence coverage of 74%; MS-details Supplemental Material, Supplementary Data 2 and Supplementary Fig. 4 together with the conserved C-terminal phosphorylation site S36228) was closely neighbored by a number of proteins in the t-SNE plot (Fig. 2C, highlighted by colored squares) which shared a tnR-value for specific co-purification of >0.25. This threshold value together with the consistency request of specific co-purification with both anti-Podocin ABs in either of two solubilization conditions finally defined the interactome of Podocin (Fig. 2D, Table 2).
Table 2.
ID | Acc. No. | Name | Topology/localization | Function |
---|---|---|---|---|
PODO | Q91X05 | Podocin | 1 IM | Scaffold |
NPHN | Q9QZS7 | Nephrin | 1 TM | Cell adhesion, signaling |
KIRR1 | Q80W68 | Neph1 | 1 TM | Cell adhesion, signaling |
ANPRA* | P18293 | ANPRA | 1 TM | Receptor mediated signaling, guanylyl cyclase |
MERTK* | Q60805 | MerTK | 1 TM | Receptor kinase |
PTPRO* | E9Q612 | R-PTP-O | 1 TM | Receptor phosphatase, cell adhesion |
IQGA2* | Q3UQ44 | IQGAP2 | cytoplasmic/membrane associated | Signaling |
DEND | Q80TS7 | Dendrin | membrane associated/nuclear | Signaling, apoptosis |
CD81* | P35762 | CD81 antigen | 4 TMs | Scaffold/signaling |
MAGI2 | Q9WVQ1 | MAGI-2 | membrane associated | Scaffold |
AMPE* | P16406 | Glutamyl aminopeptidase | 1 TM | Glutamyl aminopeptidase |
ITA3* | Q62470 | Integrin alpha-3 | 1 TM | Cell adhesion |
CTL2* | Q8BY89 | Choline transporter-like protein 2 | 10 TMs | Transporter |
MFSD1* | Q9DC37 | MFSD1 | 11 or 12 TMs | Transporter |
S13A3* | Q91Y63 | Solute carrier family 13 member 3 | 11 TMs/1 IM | Transporter |
S22AJ* | Q8VCA0 | Solute carrier family 22 member 19 | 11 TMs | Transporter |
S6A19* | Q9D687 | Solute carrier family 6 member 19 | 12 TMs | Transporter |
SC5AB* | Q8K0E3 | Solute carrier family 5 member 11 | 14 TMs | Transporter |
SLC31* | Q91WV7 | Solute carrier family 3 member 1 | 1 TM | Transporter |
ABC-A9* | Q8K449 | ABC sub-family A member 9 | 14 TMs | Transporter |
Accession codes refer to the UniProtKB/Swiss-Prot database; underlining refers to previous report(s) on podocyte-related function(s), asterisks denote proteins that have not been reported to interact with Podocin before.
Structurally, this interactome implies robust association of Podocin with the two slit-spanning SD components Nephrin and Neph1, in line with previous work and directly visualized by the close proximity in the t-SNE plot (Fig. 2C). In addition, several other constituents of the Neprin/Neph1 interactome were identified as specific partners of Podocin including tyrosine kinase Mer (MERTK), the single-span membrane proteins MAGI2, PTPRO, and ANPRA43, as well as the transporter CTL2 (Fig. 1D, Table 1). Beyond these SD components, however, the Podocin interactome contained a number of additional proteins (Fig. 2D, Table 2), in line with the distinct subcellular localization of Podocin compared to the exclusive localization of Nephrin/Neph1 to the slit between podocyte FPs (Fig. 2B). Interestingly, the majority of these Podocin-specific interactors are either members of different (sub)-families of solute-carrier (SLC)-type transporters44 or other transporting systems (ABC-A9, MFSD1) and scaffolding proteins (tetraspanin CD81). The individual transporters differ in their substrate(s) ranging from organic anions/cations to amino acids or vitamins and, as yet, none of them has been related to Podocin in public databases and literature.
Together, these interactome data strongly suggest that Podocin serves as a more universal cytoplasmic anchor targeting not only the SD and its associated protein network, but also integral membrane proteins with diverse functions.
Significance of the core constituents for renal filtration
Given the distinct composition of their interactomes, we next went to investigate the properties and significance of the three SD core components in the context of the rodent kidney with particular emphasis on their stability and time course of protein turnover, as well as their impact on filtration and podocyte morphology.
For this purpose, we generated mice where either of the three genes Nphs1 (Nephrin), Nphs2 (Podocin), and Neph1 (Neph1) could be specifically knocked-out in podocytes upon doxycycline administration (Methods) and analyzed them via MS-based protein biochemistry, conventional and fluorescence-based microscopy, as well as time-dependent measurements of albumin content in the urine (Fig. 3, Supplementary Figs. 6–8). Generation of these inducible and podocyte-specific knockout animals (Nphs1ΔiPod, Nphs2ΔiPod, Neph1ΔiPod, Methods) was necessary since constitutive Nphs1, Nphs2, and Neph1 knockout mice all die perinatally thus preventing in-depth studies of dynamics11,12,45. Important to note, all inducible models used the same promotor for gene deletion and were done in the identical genetic background strain (C57Bl6/NCrl) in the same animal facility.
Analysis of mRNA abundance one week after initiating doxycycline-induction confirmed the decrease in target-gene expression (to 21 ± 4% of control (mean ± SEM) for Nphs2 (n = 6), 12 ± 3% (n = 6) Nphs1 and 28 ± 13% (n = 5) for Neph1, respectively) which remained stable (or decreased further) thereafter as indicated by the 3-week post induction results (Fig. 3A–C, left panel). For Podocin, the decreased mRNA levels were closely followed by a robust and time-dependent decrease in protein levels which was visualized by immunostaining of glomerular podocytes one and three weeks after induction (Fig. 3D), and which was confirmed by MS-based protein quantification in total membrane fractions (~95% reduction compared to controls three weeks post-induction, Supplementary Fig. 7). A decrease in protein amount was also observed in MS analyses of both Nephrin and Neph1 knockouts, although the time course appeared markedly delayed and efficiency reached values of ~45% three and four weeks after doxycycline-induction, respectively (Supplementary Fig. 7).
As a consequence of the knockout-induced reduction in protein expression, the renal filtration process assessed by determination of the albumin/creatinine ratio in the urine was altered in a target-specific manner (Fig. 3E). Thus, Nphs2ΔiPod animals started to display albuminuria (albumin/creatinine ratio >2) by day 14, which rapidly increased to massive nephrotic range values over the following days (albumin/creatinine ratios >200 at day 21, Fig. 3C, right panel). A similarly early onset of albuminuria was observed with Neph1ΔiPod mice, while in Nphs1ΔiPod animals the albumin/creatinine ratios of >2 were not observed before day 68 after induction (Fig. 3C, right panels, Fig. 3E). Nephrotic range values were determined at days 28 and 124 for Neph1 and Nephrin knockout, respectively.
Prompted by these marked differences in the onset of albuminuria, we extended the protein quantification in total membrane fractions prepared from KO animals to the additionally identified constituents of the Nephrin/Neph1 and Podocin interactomes (Figs. 1D, 2D, Supplementary Data 1, 2). The respective data uncovered several interesting findings related to the alterations in SD/protein stability upon knockout of the SD core components (Supplementary Fig. 7). First, in Podocin and Neph1 KO mice, the amounts of Dendrin, MAGI2, and FYN were markedly reduced (mirroring the targets) at early time points (2 and 4 weeks post-induction), while in Nephrin KOs their amounts decreased only 12 weeks after KO induction (Supplementary Fig. 7A–C). Second, Dendrin, MAGI2 and PTPRO, and, to a lesser extent, MERTK, ANPRA, and FYN displayed direct dependence on the expression of the SD core constituents, while the other interactors appeared largely independent (Supplementary Fig. 7D). Third, severe albuminuria in all three cases appeared to be correlated with the decrease in Neph1. Finally, in Nephrin mice, induction of the KO predominantly reduced the non-phosphorylated form of the target, while phosphorylated Nephrin remained largely constant (Supplementary Fig. 8).
Together, these data on the dynamics of protein amounts and accompanying proteinuria indicated target-specific time-courses as a result of the markedly different stability/turnover rates of the SD core components, their distinct impact on the structural integrity of the SD network or their distinct compensation, all in contrast to the previous conclusions from constitutive knockout mice11,12,45.
Significance of selected network constituents for filtration
Finally, we sought to probe a selected set of the newly identified constituents of the SD-associated protein networks for their impact on the filtration process.
For these investigations, we made use of the well-established model of the Drosophila nephrocyte as a surrogate for podocytes where functional analysis can be straightforwardly combined with gene-targeting via RNAi-mediated knock-down46. In the storage kidney of Drosophila melanogaster nephrocytes form SD-homologous junctions which, in a filtration-like process, control the entrance of haemolymphatic contents to lacunae where the resulting filtrate is finally endocytosed (Fig. 4A, C). In this system, FITC-labeled albumin or RFP-tagged ANP are effectively taken up and could thus serve as readily traceable marker substances to quantify the uptake/filtration properties of nephrocytes (Methods47). The selection of SD network constituents to be analyzed was based on interactors being not reported before, showing documented expression (of orthologues) in flies, and displaying interesting links in databases and literature.
In wildtype flies, the uptake of FITC and RFP was highly effective, while it was largely decreased or even abolished in flies where expression of the Drosophila orthologue of Neph1, Kirre, or of Nephrin, SNS, had been knocked down by RNAi (Fig. 4B, D). Interestingly, knocking down the orthologues of the non-slit-spanning constituents MERTK, ANPRC, MAGI1, ITM2B, or its known interaction partner protein A423 also resulted in a significant decrease of the FITC/RFP-uptake, albeit to distinct degrees (Fig. 4B, D). While, the removal of MERTK and ANPRC reduced the FITC-uptake by about 35% and 20%, respectively, the impairment induced by ITM2B and A4 knock-down was more than 55% of the effect obtained for Kirre with FITC or RFP (Fig. 4B, C). In contrast, knock-down of the podocyte-proteins DLG148, RHPN1, CLIC4, ARP3, RPN1, or RHG23, which were not part of the SD-associated network, left the uptake of the fluorescence markers unaltered with respect to WT flies (Fig. 4B, D).
These results indicated, that proper filtration in the fly kidney requires additional constituents to the split-spanning Neph1 and Nephrin protein(s) and suggested important contribution(s) of the previously unknown SD network to the operation of the renal filtration in mammals.
Discussion
In this work, we show that the SD of native podocytes is a multi-component system that is made up of the slit-spanning Nephrin/Neph1 proteins and a co-assembled high-molecular-weight protein network comprising Podocin and a number of previously unknown transmembrane and cytoplasmic constituents. These previously unknown SD components cover a variety of primary functions predominantly involved in signaling and formation of cellular junctions and are required for the proper operation of filtration in the kidney.
For rigorous unbiased analysis of the protein building blocks of the SD in the rodent kidney, we applied our established proteomic approach that combines multi-AB-based affinity-isolation from the appropriately solubilized source material with high-resolution quantitative mass spectrometry20–24. This approach promotes comprehensiveness and specificity of the pursued target interactomes (or proteomes) by means of its key features: (1) use of solubilization conditions that preserve high-molecular-weight complexes of the target (based on careful buffer assessment, Fig. 1C, Supplementary Fig. 3), (2) application of multiple verified ABs with distinct epitopes on each target (Supplementary Fig. 2), (3) MS-based protein quantification with a linear range of about four orders of magnitude and unbiased identification of all proteins and (4) the use of rigorous negative controls (knockout input and target-unrelated ABs) and (5) consistency among ABs for determination of interactome constituents. In view of the latter criteria, it must be noted that this approach aims at a minimal number of false-positive interactors, deliberately operating at the cost of false negatives.
The interactome of the SD determined with this procedure from two distinct angles, the transmembrane Nephrin/Neph1, and the cytoplasmic membrane-anchored Podocin, confirmed the current view of SD core constituents (Fig. 5A, upper panel) by robust retrieval of both slit-spanning proteins in anti-Podocin APs (Fig. 2). Vice versa, Podocin was abundantly detected in all anti-Nephrin/Neph1 APs, but failed the specificity threshold due to the combined effects of its large abundance and its ‘sticky’ (multi-valent) binding characteristics to protein-loaded AB-matrices.
In addition, the interactome unveiled the SD as a macro-molecular structure of as yet unknown complexity. Our analyses identified an ensemble of about 25 additional proteins, mostly membrane-associated or transmembrane proteins of different classes, that co-assemble with the core components and thus reconstitute a network-like arrangement of high molecular mass (Fig. 5A, lower panel). Some of the network constituents have been described before as interactors of Nephrin/Neph1 such as tyrosine kinase Fyn, Dendrin, and ROBO229,30,33, while the majority have not been related to the SD or renal filtration. Noteworthy, a number of proteins previously reported to interact with the SD core constituents including TRPC6 ion channels, proteins NCK1, JAM-A (junctional adhesion molecule A), CD2AP or ZO-1 (tight-junction/zonula-occludens protein 1) were either not or not consistently identified by our high-resolution quantitative MS-analyses in anti-Nephrin/Neph1 and/or anti-Podocin APs. Given the sensitivity of at least some interactors to solubilization conditions (Fig, 1D), however, our approach may have failed to detect partner proteins whose binding properties are interfered with by the CL-buffers used. Additional caution is that most of the commercially available ABs partially used in previous work either lacked target-specificity or effective target binding (Supplementary Fig. 2).
Structurally, most of the SD constituent identified here are single-span membrane proteins with rather extended domains protruding to either side of the membrane. Based on current knowledge, the extracellularly located domains comprise sites for ligand/agonist binding, as well as for protein-protein interactions such as the Ig-like or fibronectin domains present in PTPRO, MERTK, BCAM, or ROBO2. The cytoplasmic domains may exhibit enzymatic activities and/or serve scaffolding function(s) (Table 1). Together with the core domains, these novel SD building blocks may be envisaged to form a junctional layer between neighboring FPs that is anchored on either side in an extended network of proteins (Fig. 5A, lower panel). In this framework, the network will serve a dual role: First, it provides, via several constituents, anchoring sites for Nephrin and/or Neph1 at the opposite FP, and, second, it tightly links the extracellular layer to both the cytoskeleton and the cytoplasmic signaling environment on the same FP7 (Fig. 5A, lower panel). Such arrangement is reminiscent of the proteinaceous bridges formed in CNS synapses by cleft-spanning single transmembrane-domain proteins such as Neurexins and Neuroligins and their associated networks on the pre- and postsynaptic membranes (reviewed in ref. 49). Interestingly enough, several of the SD constituents (including PTPRO, MAGIs, and A4-ITM2B-complexes) are also found in the synaptic compartment where they are involved in the formation, maintenance, and signal transduction of synapses23,34–38.
A few further aspects related to the structure of the SD network and its stability were provided by the quantitative proteomic analysis of the remodeling occurring in the SD upon induced knockdown of its core components Nephrin, Neph1, and Podocin (Fig. 3, Supplementary Figs. 7, 8). Thus, the presence (or stability) of proteins Dendrin, MAGI2, PTPRO, and FYN relies on the presence of the three core components, pointing to direct interactions between these network constituents (Supplementary Fig. 8). Strikingly, the stability of Nephrin was controlled by the phosphorylation status of an acidic cluster immediately adjacent to its transmembrane domain. While the dephospho-form readily decreased after induced knockout, the phospho-form (modified at three sites simultaneously) essentially remained unaffected (Supplementary Fig. 8) suggesting higher stability due to its integration into the SD network and/or counter-regulatory activity of kinase(s). Whether or not such phospho-protection may also occur with Neph1 has to remain open, as respective peptides for MS analysis were not available. Nonetheless, the slit-spanning Neph1 appears to be of particular importance for the structural stability of the SD network. Its decrease correlated with the rising phase of albuminuria in all SD core-KOs, even in Nephrin KO mice, where albuminuria was only observed 12 weeks after KO induction together with a robust decrease in Neph1 amounts (Supplementary Fig. 7A). Thus, Neph1 may temporarily compensate for the decrease in Nephrin, while Nephrin was unable to provide compensation for Neph1 (Supplementary Fig. 7B, Supplementary Data 3).
Finally, it should be emphasized that the interactome determined here for Podocin indicated that this protein may in fact serve diverse functions. In addition to its established role as an anchor of the SD, it may act as a cytoplasmic interactor/linker for a number of SLC-type and other transporters in the plasma membrane of podocytes (Fig. 2D, Table 2). As a consequence, Podocin did not exclusively localize to the SD in freeze-fracture replicas, but rather displayed a broader distribution over the plasma membrane of the podocytes (Fig. 2B).
First evidence for the functional relevance of the SD-associated protein network comes from the impaired filtration process induced in fly nephrocytes by the knock-down of four distinct network constituents (Fig. 4). These constituents were selected for their novelty (not associated with the SD before) and for their representation of the distinct classes found in the SD network: Components with enzymatic activity (MERTK), receptor-triggered signaling (ANPRC) and scaffolding function (ITM2B and its interacting partner A423). Albeit differing in their efficiency, these SD constituents identified here all contributed to the proper operation of the filtration process, although they are not part of the slit-spanning layer per se. Noteworthy, impaired filtration was selectively observed with the knock-down of identified constituents of the SD network, but not with a series of other established podocyte proteins expressed in fly nephrocytes (Fig. 4). Despite identification in rodents, the orthologues of the SD constituents proved to be important for nephrocyte-based filtration in Drosophila.
Based on these observations, and on the dependence of the SD network on the phosphorylation status of Nephrin (Supplementary Fig. 8) it seems well justified to reflect on the molecular role of the complex SD for filtration, although most of the protein components identified here have not yet been mentioned in literature with respect to renal filtration and detailed functional analyses in podocytes are currently missing. Accordingly, we propose a hypothetical working model where the SD-associated network endows renal filtration with context-dependent dynamics through individual or combined actions of its constituents (Fig. 5B).
Such dynamic behavior is exemplified for MERTK, a member of the TAM-family of (tyrosine) kinases which are activated upon agonist/ligand-binding thus switching-on intracellular signaling pathways (including the phosphoinositide kinase 3 pathway (PI3K50–52) or mediating posttranslational modification(s) of SD components. These reactions or structural rearrangements may finally converge onto the podocyte cytoskeleton and its anchoring in/to the GBM where they control the filamentous arrangement and permeation properties of the GBM (Fig. 5B) similar to what was recently suggested for a ‘gel compression’ model1,26. Alteration or removal of this signaling will result in defective filtration as observed with the MERTK knock-down (Fig. 4B) and thus eventually lead to proteinuria similarly as observed for reduction/ablation of the SD core components (Fig. 3). Defective function(s) as further hints for the relevance of the identified interactome constituents come from first genetic analyses (Supplementary Fig. 9). The respective results unraveled profound enrichment of the Podocin interactome constituents among the genes that are either causative for monogenetic glomerular kidney diseases, or that are responsible for abnormal kidney morphology and physiology, as well as albuminuria in genetically manipulated mice (Supplementary Fig. 9).
Given that the vast majority of the identified SD constituents are either involved in cellular signaling or cell adhesion (by the formation of a cellular junction(s)) it is well conceivable that the podocyte SD operates as a molecular sensor and effector which renders renal filtration dynamic and able to adapt to changing conditions. The molecular details behind such context-initiated dynamics, their exact sites of action as well as their reaction target(s) within or adjacent to the SD must currently remain open and should fuel future research.
Methods
Animals
All animal experiments were conducted according to the NIH Guide for the care and use of Laboratory animals as well as in accordance with the German law for the welfare of animals, and were approved by local authorities (Regierungspräsidium Freiburg G-14/22). Mice were housed in an SPF facility with free access to chow and water and a 12 h day/night cycle. Breeding and genotyping were done according to standard procedures. Nphs1 (kind gift from Alessia Fornoni, Miller University, Miami, USA53), Nphs2 (kind gift from Géraldine Mollet and Corinne Antignac, Imagine Institute of Genetic Diseases, Paris, France54), and Neph17 floxed mice on a C57Bl6/Crl background, were crossed with Tg(Nphs1-rtTA*3 G)8Jhm (kind gift from Jeff Miner, Washington University, St. Louis, USA) and Tg(tetO-cre)1Jaw yielding Nphs1ΔiPod, Nphs2ΔiPod, and Neph1ΔiPod respectively. Doxycyclin (2 mg/ml in 5% sugar solution, Fagron, Barsbüttel, Germany) was administered for 8 days in the drinking water at an age of 5 weeks. Urinary albumin and creatinine were measured using a fluorimetric albumin test kit (Progen, PR2005, Heidelberg, Germany) and enzymatic colorimetric creatinine kit (LT-SYS, Lehmann, Berlin, Germany) following the manufacturer’s instructions.
Isolation of glomeruli
Mouse kidneys were dissected together with the abdominal aorta and transferred into dishes filled with 37 °C prewarmed Hank’s buffered salt solution (HBSS). Each kidney was perfused slowly through the renal artery with 2 ml 37 °C bead solution as described previously55. Kidneys were minced into 1 mm3 pieces on an ice-cooled petri dish using a scalpel. Minced tissue from one kidney was transferred into a Precellys Tube 2.8 mm (Peqlab, Germany), 1 ml cold HBSS was added and the tube was put into a Minilys apparatus (Peqlab, Germany) for 15 sec at 5000 rpm. The kidney fragments were gently pressed through a 100 μm cell strainer into a 50 ml Falcon tube using ice-cold HBSS. After spin down, the supernatant was discarded and the pellet resuspended in 2 ml cold HBSS. These tubes were inserted into a magnetic particle concentrator and the separated glomeruli were washed twice using cold HBSS. After the removal of HBSS, the tubes were weighed and snap-frozen in liquid nitrogen.
Eight weeks old male CD-1 rats were purchased from Charles River, Germany. Rat Kidneys were removed in deep anesthesia (Ketamine 100 mg/kg and Xylazine 5 mg/kg in 10 µl/g 0.9% NaCl) and immediately perfused with ice-cold HBSS solution via the renal arteries. The renal cortex was removed and minced, and glomeruli were isolated using the sieving method. The following sieve sizes were used: 180 µm, 106 µm, and 53 µm. The tissues were constantly rinsed with 4 °C cold HBSS solution during glomeruli isolation. Glomeruli were collected on the lowest sieve. The purity of renal glomeruli (>95%) was verified using light microscopy. The final glomerular pellet was obtained by centrifugation with 2300 rpm for 7 min at 4 °C and was snap-frozen in liquid nitrogen after weighing.
Immunofluorescence
For immunofluorescence kidneys were frozen in OCT compound and sectioned at 5 µm (Leica Kryostat, Wetzlar, Germany). The sections were fixed with 4% paraformaldehyde in phosphate-buffered saline (PBS), blocked in PBS containing 5% BSA + 5% Normal Donkey Serum (Jackson Immuno Research, Suffolk, UK), and incubated for 45 min with primary antibodies as indicated. After several PBS rinses, fluorophore-conjugated secondary antibodies (Life Technologies, Darmstadt, Germany) were applied for 30 min. Images were taken using a Zeiss fluorescence microscope equipped with a ×20 and ×63 water immersion objective (Zeiss, Oberkochen, Germany). The following antibodies were used: guinea pig anti-Nephrin (GP-N2; Progen, Heidelberg, Germany), rabbit anti-Podocin (P0372; Sigma, Schnelldorf, Germany), and rabbit anti-Nephrin17.
RNA Isolation and qPCR
RNA was isolated using the acidic GTC-Phenol-Chloroform method as previously described55. RNA purity was assessed with the help of the 260/280 nm ratio and only ratios between 1.8 and 2.0 were accepted. After DNase digest, the RNA was reverse transcribed using the iScript Reverse Transcription Supermix (BioRad, California, USA) following instructions of the manufacturer. qPCR was performed in a CFX Connect Real-time PCR Detection System (BioRad, California, USA) using SYBR Green as a fluorophore. Each sample was measured in triplicate and normalized to a reference housekeeping gene using the ΔΔCT method in the CFX Manager Software 3.1 (BioRad, California, USA).
Primers for qPCR
Primer | Sequence (5′ → 3′) |
---|---|
GAPDH, Unique Assay ID: qRnoCID0057018, Rat | (Bio-Rad Lab., Hercules, California, USA) |
KIRREL, Unique Assay ID: qRnoCED0052567, Rat | (Bio-Rad Lab., Hercules, California, USA) |
NPHS1, Unique Assay ID: qRnoCED0017962, Rat | (Bio-Rad Lab., Hercules, California, USA) |
HPRT forward primer, Mouse | GCTTTCCTTGGTCAAGCAGTACAG |
HPRT reverse primer, Mouse | GAAGTGCTCATTATAGTCAAGGGCATATCC |
NPHS1, Unique Assay ID: qMmuCED0045387, Mouse | (Bio-Rad Lab., Hercules, California, USA) |
NPHS2 forward primer, Mouse | CACAAGGTTGATCTCCGTCTC |
NPHS2 reverse primer, Mouse | GCAGACAGCGTCTATCTCCATT |
RPL13 forward primer, Mouse | CTCATCCTGTTCCCCAGGAA |
RPL13 reverse primer, Mouse | GGGTGGCCAGCTTAAGTTCTT |
Biochemistry and cell biology
Membrane isolation from rodent glomeruli
Isolated rat or mouse glomeruli were resuspended in homogenization buffer (0.32 M sucrose, 10 mM Tris/HCl, 1.5 mM MgCl2, 1 mM EGTA, pH 7.5) supplemented with protease inhibitors (Aprotinin, Pepstatin, Leupeptin, each at 2 µg/ml), 1 mM IAA and 2 mM PMSF; 6 ml of buffer per ~1 g of wet glomeruli (~2.5 ml/rat) and homogenized with Dounce homogenizer (20 strokes of tight-fitting pestle). The homogenate was centrifuged at 1050×g for 5 min and the supernatant (S1) was collected. Pellets were further homogenized by sonication in fresh homogenization buffer (~2 g per g of starting tissue), centrifuged at 1050×g for 5 min, supernatant was collected and centrifuged again at 1050×g for 5 min (S1´). For pellets from mouse glomeruli, this procedure was repeated.
Supernatants (S1 + S1´) were combined and centrifuged at 200,000×g for 30 min (T865 or T647.5 rotor, Sorvall) or for 25 min (S80-AT3 rotor, Sorvall). The resulting pellet was suspended in hypotonic lysis buffer (5 mM Tris/HCl, pH 7.4, 1 mM EDTA) supplemented with protease inhibitors (at 2 µg/ml), 2 mM IAA, and 2 mM PMSF (4–5 ml per g of starting tissue), incubated on ice for 30 min with gentle agitation and subsequently centrifuged at 200,000×g for 30 min (T865 or T647.5 rotor, Sorvall) or for 25 min (S80-AT3 rotor, Sorvall). The resulting pellet was suspended in 15 ml of 0.5 M sucrose (0.5 M sucrose in 10 mM Tris/HCl pH 7.5, 1 mM EDTA) (~2 ml per g of starting tissue), underlaid with 1.3 M and 1.98 M sucrose and centrifuged at 135,000×g for 60 min (Surespin630/36 or SW30 rotor, Sorvall) or for 45 min (S52-ST rotor, Sorvall). The interface between 0.5 M and 1.3 M sucrose layer was collected with a syringe, diluted with 20 mM Tris/HCl pH 7.5, and centrifuged at 200,000×g for 20 min (T865 or S80-AT3 rotor, Sorvall). The resulting pellet was suspended 20 mM Tris/HCl pH 7.5 to obtain the membrane fraction (‘MF’, Supplementary Fig. 1) used as source material for APs.
Affinity-purification from membrane fractions
After determination of the MF protein concentration by a Bradford assay, 0.4 mg (rat) or 0.1 mg (mouse) of MF were solubilized with CL-47 or CL-91 (Logopharm GmbH, Germany) for 30 min on ice (at 1 mg protein/ml). After clearing by ultracentrifugation (10 min, 100,000×g (rat) or 9 min, 135,000×g (mouse)) solubilisates were incubated with antibodies, 15 µg (rat) or 7.5 µg (mouse) (Supplementary Fig. 2) immobilized on magnetic beads (Invitrogen, 10002D or 10004D). After two hours of incubation and two brief washes, proteins were eluted with 1× Laemmli buffer without DTT, shortly run on 10% SDS–PAGE gels, and silver-stained. Lanes were cut into two sections (high (~>65 kDa) and low MW (~< 65 kDa)) and digested with sequencing-grade modified trypsin (Promega, Mannheim, Germany). Peptides were extracted and prepared for MS analysis as described22.
Membrane fraction preparation for MS
Membrane fractions isolated from rat/mouse glomeruli were run on 10% SDS-PAGE gel and silver-stained. Lanes were cut into four sections (>150 kDa, >75 kDa, >37 kDa, and <37 kDa) or three sections (>100 kDa, >37 kDa, and <37 kDa) (Supplementary Fig. 7) and digested with sequencing-grade modified trypsin (Promega, Mannheim, Germany). Peptides were extracted and prepared for MS analysis as described22.
Protein assembly analysis by BN-PAGE
Protein complexes were separated by BN-PAGE essentially as described22. Solubilisates (CL-47 or CL-91) of membrane fraction from rat glomeruli (Fig. 1C, S3), were mixed with 0.05% Coomassie G-250 and loaded on linear gradient gels (3–12% polyacrylamide). Gels were run with 15 mM BisTris/50 mM Tricine/0.02% Coomassie G250 as running buffer and 50 mM BisTris (pH 7.0) as anode buffer. Mitochondrial membrane protein complexes were used as a molecular weight standard for the estimation of complex sizes in the first dimension. BN-PAGE lanes were excised and denatured in SDS buffer and subsequently placed on top of 8% SDS-PAGE gels.
Immunoblot detection
SDS-PAGE resolved proteins were transferred on PVDF-membranes and detected with target-specific antibodies: anti-Nephrin (Progen #GP-N2, lot 504271, 1:1000), anti-Neph17 (1:250–1:1000), anti-Podocin (Sigma #P0372, lot 035M4851V, 1:1000–2000), anti-ITM2B (Santa-Cruz #sc-50026, lot A2407, 1:200), anti-ATP1A1 (Santa-Cruz #sc-21712, lot L3013, 1:200), anti-HRP-conjugated secondary ABs (Santa-Cruz: sc-2004 (goat anti-rabbit IgG-HRP, lot H1015), 1:25000; sc-2903 (goat anti-guinea pig IgG-HRP, lot I2107, J0812), 1:10,000-1:50,000; sc-2005 (goat anti-mouse IgG-HRP, lot H2014), 1:25000; sc-2768 (rabbit anti-goat IgG-HRP, lot J0713), 1:50,000; Abcam: ab7090 (Goat Anti-Rabbit IgG H&L (HRP) preadsorbed, lot GR270768-25), 1:10,000; or Cell Signalling: 7074 (goat Anti-rabbit IgG, HRP-linked Antibody, lot 28), 1:2000) in combination with ECL Prime (GE Healthcare, Germany) were used for visualization.
Antibody generation
Rabbit polyclonal antibody against Neph1 was generated by Pineda Antikörper (Berlin, Germany)7. All other rabbit polyclonal antibodies against Nephrin, Neph1, and Podocin were generated by AbFrontier (Seoul, Korea). Immunizing peptides are listed in Supplementary Fig. 2. Podocin fragment used to generate the C-term antibody was based on Roselli et al.13.
Mass spectrometry
LC-MS/MS analysis
Mass spectrometric analyses of tryptic peptide mixtures were carried out on an Orbitrap Elite or Orbitrap Q Exactive HF-X (Supplementary Fig. 7) hybrid mass spectrometer (Xcalibur 2.2 sp1) coupled to an UltiMate 3000 RSLCnano HPLC system (all Thermo Fisher) as described56. Specifically adapted parameters were (i) for AP-MS analyses (Figs. 1D, 2D): aqueous organic LC gradient (eluent ‘A’: 0.5% acetic acid; eluent ‘B’ 0.5% acetic acid in 80% acetonitrile; gradient: 5 min 3% B, 60 min from 3% B to 30% B, 15 min from 30% B to 99% B, 5 min 99% B, 5 min from 99% B to 3% B, 15 min 3% B), MS2 maximum injection time = 200 ms, dynamic exclusion duration = 30 s, minimum signal threshold for fragmentation = 2000 counts, (ii) for MS quantification of total membrane fraction (Supplementary Fig. 1B): LC gradient (5 min 3% B, 120 min from 3% B to 30% B, 20 min from 30% B to 99% B, 5 min 99% B, 5 min from 99% B to 3% B, 15 min 3% B), MS2 maximum injection time = 200 ms, dynamic exclusion duration = 60 s, minimum signal threshold for fragmentation = 5000 counts, (iii) for MS quantification of total membrane fractions (Supplementary Fig. 7): LC gradient (1 min 3% B, 120 min from 3% B to 30% B, 20 min from 30% B to 40% ‘B’, 10 min from 40% B to 50% B, 5 min from 50% B to 99% B, 5 min 99% B, 5 min from 99% B to 3% B, 10 min 3% B, MS2 maximum injection time = 100 ms, dynamic exclusion duration = 60 s, intensity threshold for fragmentation = 40,000 counts.
Protein identification
LC-MS/MS data were extracted using “msconvert.exe” (part of ProteoWizard; http://proteowizard.sourceforge.net/, version 3.0.6906). Peak lists were searched against the UniProtKB/Swiss-Prot database (rat, mouse, and human entries; release 2019_11, 2022_01) using Mascot 2.6. (Matrix Science, UK). Initially, preliminary searches with high peptide mass tolerance (±50 ppm) were performed and after linear shift mass recalibration using in-house developed software, mass tolerance was reduced to ±5 ppm for final searches. Fragment mass tolerance was set to ±0.8 Da (ion trap MS/MS spectra). One missed trypsin cleavage and common variable modifications including S/T/Y phosphorylation were accepted for peptide identification. The peptide significance threshold was set to p < 0.05. Proteins identified by only one specific MS/MS spectrum or representing exogenous contaminations such as keratins or immunoglobulins were eliminated.
Protein quantification
Label-free quantification of proteins was carried out using a recently developed procedure25,57. Briefly, peptide signal intensities (peak volumes, PVs) from FT full scans were extracted and offline mass calibrated using MaxQuant v1.6.3 (http://www.maxquant.org). Then, peptide PV elution times were pairwise aligned using LOESS regression (reference times dynamically calculated from the median peptide elution times over all aligned datasets). PVs were then assigned to peptides based on congruent m/z and elution times (±1 min/2–3 ppm) as obtained directly or indirectly from MS/MS-based identification using in-house developed software as described16.
In a second step, protein-specific PV data matrices (peptides versus MS runs) were subjected to analysis of their internal consistency (between runs and with regard to their relative peptide ionization efficiencies). From these relations between PV values, expected PV values were calculated to derive a measure of accuracy for each PV value that was subsequently used as a weighting factor. In parallel, time- and run-dependent detectability thresholds were estimated for each measured or missed PV value in the matrix. Global protein references were then obtained from the aggregation of qualified PV data in each protein matrix, termed protein reference ridges (basically vectors reflecting the maximum protein coverage of MS/MS-identified and quantified peptides with their relative ionization efficiencies). Protein quantification was finally achieved by weighted fitting of its measured peptide PVs to its reference ridge. In case no (consistent) peptide PVs could be identified, an apparent protein detection limit was determined using the detectability thresholds of the three best ionizing peptides fitted to the protein reference ridge. Molecular abundances were calculated as abundancenormspec values16 from the fitted protein ridges. The molecular abundances determined by this procedure are basically comparable to MaxQuant LFQ values (where all data is fitted without weighting) but more accurate, in particular for proteins quantified from sparse PV data.
To determine specificity in affinity purifications (APs), ratios of molecular abundances of proteins in WT versus control APs were calculated, logarithmized (basis 10) and normalized to the abundance ratio of the respective target (=maximum 100%) and to the estimated distribution of the background proteins (=minimum 0%) as shown in Supplementary Fig. 5. The resulting target-normalized ratios and molecular abundances were collectively inspected using the BELKI software suite (Jordan, J, and Haupt, A (2021). Belki: Version 2.0 (v2.0), Zenodo. 10.5281/zenodo.4670785). For anti-Nephrin/Neph1 APs (Fig. 1) three target-unrelated ABs were used for control APs (rabbit IgG (Millipore, 12–370, lot 2295402); anti-PODXL (Abcam, ab205350, lot GR268901–3); anti-SLC34A3 (Biorbyt, orb313245, lot BS6202)). Visualization of tnR-values by t-distributed stochastic neighbor embedding (tSNE, Fig. 2C) suggested a minimum tnR of 0.20 as indicator for positive interaction. For anti-Podocin APs (Fig. 2), APs from membrane fractions prepared from Podocin KO animals with additional depletion of the small remainders of the target protein via the a1 anti-Podocin AB were used as controls and a minimum tnR of 0.25 was used as indicator for positive interaction.
FITC-uptake assay in Drosophila nephrocytes
D. melanogaster stocks were cultured on standard cornmeal molasses agar food and maintained at 25 °C. The Drosophila homologs of mammalian genes were identified using the DIOPT DRSC Integrative Ortholog Prediction Tool (Harvard Medical School)58. RNAi-Based Nephrocyte Functional Screen Procedure: Virgins of prospero-Gal4 (gift from Barry Denholm, University of Edinburgh, Edinburgh, UK), MHC-ANF-RFP, HandGFP, and Dot-Gal4 transgenic lines (gift from Zhe Han, University of Michigan, Ann Arbor, USA) were crossed to UAS-CG3653-RNAi (KIRRE, NEPH1, VDRC 27227/GD); UAS-CG3662–RNAi (ITM2B, Bloomington Drosophila Stock Center 18281); UAS-CG2272-RNAi (MERTK, VDRC 33518/GD); UAS-CG14877-RNAi (NPR3, VDRC 45324/GD); UAS-CG1725-RNAi (DLG1, VDRC 109274/KK) males at 25 °C. Two days after crossing, flies were transferred to small collection cages with grape juice agar plates to collect the embryos for 24 hours at 25 °C. Collected embryos were aged for 48 hours at 29 °C. Nephrocytes of L3 larva were dissected, transferred onto a cover slip, and subjected to a 30 s pulse of FITC labeled albumin. For each experiment 10 dissected larvae were used. Using a confocal microscope (A1 CLEM Eclipse TI./Nikon) equipped with a ×60 oil-immersion objective, fluorescent and DIC images of each nephrocyte package were taken. Blinded to the genotype 4 randomly chosen cells of nephrocyte package were used to quantify the uptake efficiency using the ImageJ Software (NIH, USA). Each condition was repeated twice.
RFP-accumulation assay in Drosophila nephrocysts
D. melanogaster stocks were cultured on standard cornmeal molasses agar food and maintained at 25 °C. The Drosophila homologs of mammalian genes were identified using the DIOPT DRSC Integrative Ortholog Prediction Tool (Harvard Medical School). RNAi-Based Nephrocyte Functional Screen Procedure: Virgins from MHC-ANF-RFP, HandGFP, and Dot-Gal4 transgenic lines (gift from Zhe Han, University of Michigan, Ann Arbor, USA) were crossed to UAS-RNAi male flies (Kirre-RNAi: VDRC109585KK; Sns-RNAi: VDRC109442KK; Magi-RNAi: VDRC41736GD; Vha100-2-RNAi: VDRC109763KK; Rhophilin-RNAi: VDRC110377KK; Clic-RNAi: VDRC105975KK; Arp3-RNAi: VDRC108951KK; CG33303-RNAi: VDRC107778KK; RhoGAP19D-RNAi: VDRC43955GD at 25 °C. Two days after crossing, flies were transferred to small collection cages with grape juice agar plates to collect the embryos for 24 hours at 25 °C. Collected embryos were aged for 48 hours at 29 °C and then subjected to the examination of RFP-accumulation in pericardial nephrocytes using a confocal microscope. The RFP mean fluorescence intensity of GFP positive areas was measured to quantify the uptake efficiency.
EM, SDS-digested freeze-fracture replica immune-labeling (SDS-FRL)
Pellets of freshly isolated rat glomeruli (as described above) were fixed in 0.1 M phosphate buffer (PB) containing 2% PFA and 15% saturated picric acid for 1 h, then cryoprotected in 0.1 M PB with 30% glycerol overnight (O/N) at 4 °C. Aliquots of glomerular masses were frozen under high-pressure (HPM100, Leica, Austria). The frozen samples were fractured at −140 °C and the fractured facets were coated with carbon (5 nm), platinum-carbon (2 nm), and an additional layer of carbon (18 nm) in one of the freeze-fracture replica machines (ACE 900, Leica, or BAF 060, BAL-TEC, Liechtenstein). Replicas were digested for two O/Ns at 60 °C followed by one O/N at 37 °C in 15 mM Tris buffer (TB, pH 8.3) containing 2.5% sodium dodecyl sulfate (SDS) and 20% sucrose.
Prior to immunohistochemical labeling, replicas were digested with collagenase D (2 mg/ml, Roche Diagnostics GmbH, Mannheim, Germany) diluted in PBS for 2 h at 37 °C. After rinsing in washing buffer (0.05% bovine serum albumin (BSA), 0.1% Tween-20, made up in 50 mM Tris-buffered saline (TBS)), replicas were blocked in TBS containing 5% BSA and 0.1% Tween-20 (blocking buffer) for 1 h at room temperature (RT). Proteins of the glomerular SD were labeled with one of the following primary antibodies: anti-Podocin a1 (rabbit; 1:100 (10 µg/ml), Sigma-Aldrich, St. Louis, MO) or anti-Nephrin a2 (goat; 1:30 (7 µg/ml), R&D Systems, Minneapolis, MN) made up in 50 mM TBS containing 1% BSA and 0.1% Tween-20 O/N at RT. After thorough washing, replicas were reacted either with 12 nm gold-coupled donkey anti-rabbit IgG (Podocin) or with 12 nm gold-coupled donkey anti-goat IgG (Nephrin) secondary antibodies (1:30, Jackson ImmunoResearch Europe, Cambridgeshire), diluted in blocking buffer, O/N at RT. Replicas were analyzed for subcellular localization of Nephrin and Podocin with an electron microscope (JEM 2100 Plus) as described previously54.
Histology and EM
Kidneys were perfusion fixed in 4% phosphate-buffered paraformaldehyde, embedded in paraffin, and further processed for PAS (Periodic Acid–Schiff) staining. For ultrastructural analysis kidneys were also fixed in 4% phosphate-buffered paraformaldehyde. Samples were postfixed in 1% osmium tetroxide in the same buffer for 1 h and stained en bloc in 1% uranyl acetate in 10% ethanol for 1 h, dehydrated in ethanol, and embedded in LX112 (Fisher-Scientific, Schwerte, Germany). Semithin sections were stained with toluidine blue. Thin sections were stained with uranyl acetate and lead citrate and examined in a Jeol JEM 1200EX electron microscope (JEOL, Eching, Germany).
Statistics and reproducibility
All values were reported as mean ± SEM of entire sets of data (without exclusion of data). Statistical significance was tested using a non-parametric two-tailed Mann–Whitney U-test (Fig. 4) or one-sided Fisher’s exact test (Supplementary Fig. S9) for analysis of differences in group proportions. EM pictograms, Western-blotted gels, and confocal images shown are representative results of successfully repeated experiments with identical results. Calculations were performed in Microsoft Excel or IGOR Pro 9. Statistical differences with p < 0.01 were considered significant. In Fig. 4, double (**) and triple asterisks (***) indicate p < 0.01, and p < 0.001, respectively.
Reporting summary
Further information on research design is available in the Nature Research Reporting Summary linked to this article.
Supplementary information
Acknowledgements
We thank G. Walz for fruitful discussions and critical reading of the manuscript, J. Jordan for help with the evaluation of meAP-MS data, and Charlotte Meyer, Natalie Wernet, and Valerie Oberüber for excellent technical support. This work was supported by grants from the Deutsche Forschungsgemeinschaft (DFG, German Research Foundation) SFB 1140 (A01, A03 (to B.F., T.B.H., F.G.), SFB 1453 (project-ID 431984000 (to B.F. and A.Kö.), SFB 1192 (B02, B08, B09 (to F.G., T.B.H.), SFB 1381 (project-ID 403222702 (to B.F), FA 332/16-1 (to B.F., F.G.), GR 3933/1-1 (to F.G.), HU 1016/8-2,11-1, 12-1 (to T.B.H.) and FOR 2143 (to A.Ku.).
Source data
Author contributions
F.G., T.B.H., J.S., and B.F. conceived the project, M.K.K., J.S., W.B., and U.S. performed experiments related to protein biochemistry and proteomic analyses, H.A., B.D., S.W., L.K., U.A., C.T., O.K., and F.G. analyzed the knock-out animals, M.H. and P.T. characterized SD function in flies, C.A. and G.M. provided breeding pairs for Nphs2 knockout mice and plasmids for AB generation, A.Kö. and B.Gö. performed genetic analyses, and A.Ku. and B.Ga. did immuno-EM in SDS-FRL configuration. B.F. and F.G. wrote the manuscript with the support of all authors.
Peer review
Peer review information
Nature Communications thanks Zhe Han, Thomas Kislinger and the other, anonymous, reviewer(s) for their contribution to the peer review of this work. Peer reviewer reports are available.
Funding
Open Access funding enabled and organized by Projekt DEAL.
Data availability
The MS proteomics data generated during this study are available via ProteomeXchange with identifier PXD034356 10.6019/PXD034356; any other data supporting the findings of this study are available from the corresponding authors upon reasonable request. Source data are provided with this paper.
Code availability
Parts of the MS evaluation work implied the use of the in-house developed software BELKI: Jordan, J and Haupt, A (2021). Belki: Version 2.0 (v2.0), Zenodo. 10.5281/zenodo.4670785.
Competing interests
The authors declare no competing interests.
Footnotes
Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
These authors contributed equally: Maciej K. Kocylowski, Hande Aypek.
These authors jointly supervised this work: Tobias B. Huber, Bernd Fakler, Florian Grahammer.
Contributor Information
Tobias B. Huber, Email: t.huber@uke.de
Bernd Fakler, Email: bernd.fakler@physiologie.uni-freiburg.de.
Florian Grahammer, Email: f.grahammer@uke.de.
Supplementary information
The online version contains supplementary material available at 10.1038/s41467-022-33748-1.
References
- 1.Benzing T, Salant D. Insights into glomerular filtration and albuminuria. N. Engl. J. Med. 2021;384:1437–1446. doi: 10.1056/NEJMra1808786. [DOI] [PubMed] [Google Scholar]
- 2.Vize PD, Smith HW. A Homeric view of kidney evolution: a reprint of H.W. Smith’s classic essay with a new introduction. Evolution of the kidney. 1943. Anat. Rec. A Discov. Mol. Cell Evol. Biol. 2004;277:344–354. doi: 10.1002/ar.a.20017. [DOI] [PubMed] [Google Scholar]
- 3.Grahammer F, Schell C, Huber TB. The podocyte slit diaphragm–from a thin grey line to a complex signalling hub. Nat. Rev. Nephrol. 2013;9:587–598. doi: 10.1038/nrneph.2013.169. [DOI] [PubMed] [Google Scholar]
- 4.Greka A, Mundel P. Cell biology and pathology of podocytes. Annu. Rev. Physiol. 2012;74:299–323. doi: 10.1146/annurev-physiol-020911-153238. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Tryggvason K, Patrakka J, Wartiovaara J. Hereditary proteinuria syndromes and mechanisms of proteinuria. N. Engl. J. Med. 2006;354:1387–1401. doi: 10.1056/NEJMra052131. [DOI] [PubMed] [Google Scholar]
- 6.Wartiovaara J, et al. Nephrin strands contribute to a porous slit diaphragm scaffold as revealed by electron tomography. J. Clin. Invest. 2004;114:1475–1483. doi: 10.1172/JCI22562. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7.Grahammer, F. et al. A flexible, multilayered protein scaffold maintains the slit in between glomerular podocytes. JCI Insight1, e86177 (2016). [DOI] [PMC free article] [PubMed]
- 8.Kopp JB, et al. Podocytopathies. Nat. Rev. Dis. Prim. 2020;6:68. doi: 10.1038/s41572-020-0196-7. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Boute N, et al. NPHS2, encoding the glomerular protein podocin, is mutated in autosomal recessive steroid-resistant nephrotic syndrome. Nat. Genet. 2000;24:349–354. doi: 10.1038/74166. [DOI] [PubMed] [Google Scholar]
- 10.Kestila M, et al. Positionally cloned gene for a novel glomerular protein–nephrin–is mutated in congenital nephrotic syndrome. Mol. Cell. 1998;1:575–582. doi: 10.1016/s1097-2765(00)80057-x. [DOI] [PubMed] [Google Scholar]
- 11.Putaala H, Soininen R, Kilpelainen P, Wartiovaara J, Tryggvason K. The murine nephrin gene is specifically expressed in kidney, brain and pancreas: inactivation of the gene leads to massive proteinuria and neonatal death. Hum. Mol. Genet. 2001;10:1–8. doi: 10.1093/hmg/10.1.1. [DOI] [PubMed] [Google Scholar]
- 12.Donoviel DB, et al. Proteinuria and perinatal lethality in mice lacking NEPH1, a novel protein with homology to NEPHRIN. Mol. Cell Biol. 2001;21:4829–4836. doi: 10.1128/MCB.21.14.4829-4836.2001. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.Roselli S, et al. Podocin localizes in the kidney to the slit diaphragm area. Am. J. Pathol. 2002;160:131–139. doi: 10.1016/S0002-9440(10)64357-X. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14.Ruotsalainen V, et al. Nephrin is specifically located at the slit diaphragm of glomerular podocytes. Proc. Natl. Acad. Sci. USA. 1999;96:7962–7967. doi: 10.1073/pnas.96.14.7962. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15.Rodewald R, Karnovsky MJ. Porous substructure of the glomerular slit diaphragm in the rat and mouse. J. Cell Biol. 1974;60:423–433. doi: 10.1083/jcb.60.2.423. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16.Bildl W, et al. Extending the dynamic range of label-free mass spectrometric quantification of affinity purifications. Mol. Cell Proteom. 2012;11:M111 007955. doi: 10.1074/mcp.M111.007955. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17.Schulte U, Müller CS, Fakler B. Ion channels and their molecular environments-glimpses and insights from functional proteomics. Semin. Cell Dev. Biol. 2011;22:132–144. doi: 10.1016/j.semcdb.2010.09.015. [DOI] [PubMed] [Google Scholar]
- 18.Schwenk J, et al. Functional proteomics identify cornichon proteins as auxiliary subunits of AMPA receptors. Science. 2009;323:1313–1319. doi: 10.1126/science.1167852. [DOI] [PubMed] [Google Scholar]
- 19.Zolles G, et al. Association with the auxiliary subunit PEX5R/Trip8b controls responsiveness of HCN channels to cAMP and adrenergic stimulation. Neuron. 2009;62:814–825. doi: 10.1016/j.neuron.2009.05.008. [DOI] [PubMed] [Google Scholar]
- 20.Müller CS, et al. Quantitative proteomics of the Cav2 channel nano-environments in the mammalian brain. Proc. Natl. Acad. Sci. USA. 2010;107:14950–14957. doi: 10.1073/pnas.1005940107. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 21.Schwenk J, et al. Native GABAB receptors are heteromultimers with a family of auxiliary subunits. Nature. 2010;465:231–235. doi: 10.1038/nature08964. [DOI] [PubMed] [Google Scholar]
- 22.Schwenk J, et al. High-resolution proteomics unravel architecture and molecular diversity of native AMPA receptor complexes. Neuron. 2012;74:621–633. doi: 10.1016/j.neuron.2012.03.034. [DOI] [PubMed] [Google Scholar]
- 23.Schwenk J, et al. Modular composition and dynamics of native GABAB receptors identified by high-resolution proteomics. Nat. Neurosci. 2016;19:233–242. doi: 10.1038/nn.4198. [DOI] [PubMed] [Google Scholar]
- 24.Schmidt N, et al. Neuroplastin and basigin are essential auxiliary subunits of plasma membrane Ca2+-ATPases and key Regulators of Ca2+ Clearance. Neuron. 2017;96:827–838.e9. doi: 10.1016/j.neuron.2017.09.038. [DOI] [PubMed] [Google Scholar]
- 25.Schwenk J, et al. An ER assembly line of AMPA-receptors controls excitatory neurotransmission and its plasticity. Neuron. 2019;104:680–692.e689. doi: 10.1016/j.neuron.2019.08.033. [DOI] [PubMed] [Google Scholar]
- 26.Butt L, et al. A molecular mechanism explaining albuminuria in kidney disease. Nat. Metab. 2020;2:461–474. doi: 10.1038/s42255-020-0204-y. [DOI] [PubMed] [Google Scholar]
- 27.Müller CS, et al. Cryo-slicing blue native-mass spectrometry (csBN-MS), a novel technology for high resolution complexome profiling. Mol. Cell Proteom. 2016;15:669–681. doi: 10.1074/mcp.M115.054080. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 28.Rinschen MM, et al. Comparative phosphoproteomic analysis of mammalian glomeruli reveals conserved podocin C-terminal phosphorylation as a determinant of slit diaphragm complex architecture. Proteomics. 2015;15:1326–1331. doi: 10.1002/pmic.201400235. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 29.Asanuma K, Campbell KN, Kim K, Faul C, Mundel P. Nuclear relocation of the nephrin and CD2AP-binding protein dendrin promotes apoptosis of podocytes. Proc. Natl Acad. Sci. USA. 2007;104:10134–10139. doi: 10.1073/pnas.0700917104. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 30.Fan X, et al. Inhibitory effects of Robo2 on nephrin: a crosstalk between positive and negative signals regulating podocyte structure. Cell Rep. 2012;2:52–61. doi: 10.1016/j.celrep.2012.06.002. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 31.Hirabayashi S, et al. MAGI-1 is a component of the glomerular slit diaphragm that is tightly associated with nephrin. Lab. Invest. 2005;85:1528–1543. doi: 10.1038/labinvest.3700347. [DOI] [PubMed] [Google Scholar]
- 32.Lehtonen S, et al. Cell junction-associated proteins IQGAP1, MAGI-2, CASK, spectrins, and alpha-actinin are components of the nephrin multiprotein complex. Proc. Natl. Acad. Sci. USA. 2005;102:9814–9819. doi: 10.1073/pnas.0504166102. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 33.Verma R, et al. Fyn binds to and phosphorylates the kidney slit diaphragm component Nephrin. J. Biol. Chem. 2003;278:20716–20723. doi: 10.1074/jbc.M301689200. [DOI] [PubMed] [Google Scholar]
- 34.Jiang W, et al. Identification of protein tyrosine phosphatase receptor type O (PTPRO) as a synaptic adhesion molecule that promotes synapse formation. J. Neurosci. 2017;37:9828–9843. doi: 10.1523/JNEUROSCI.0729-17.2017. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 35.Shintani T, et al. Eph receptors are negatively controlled by protein tyrosine phosphatase receptor type O. Nat. Neurosci. 2006;9:761–769. doi: 10.1038/nn1697. [DOI] [PubMed] [Google Scholar]
- 36.Deng F, Price MG, Davis CF, Mori M, Burgess DL. Stargazin and other transmembrane AMPA receptor regulating proteins interact with synaptic scaffolding protein MAGI-2 in brain. J. Neurosci. 2006;26:7875–7884. doi: 10.1523/JNEUROSCI.1851-06.2006. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 37.Ito H, et al. Biochemical and morphological characterization of MAGI-1 in neuronal tissue. J. Neurosci. Res. 2012;90:1776–1781. doi: 10.1002/jnr.23074. [DOI] [PubMed] [Google Scholar]
- 38.Yamada H, et al. MAGI-2 orchestrates the localization of backbone proteins in the slit diaphragm of podocytes. Kidney Int. 2021;99:382–395. doi: 10.1016/j.kint.2020.09.027. [DOI] [PubMed] [Google Scholar]
- 39.Simpson JH, Kidd T, Bland KS, Goodman CS. Short-range and long-range guidance by slit and its Robo receptors. Robo and Robo2 play distinct roles in midline guidance. Neuron. 2000;28:753–766. doi: 10.1016/s0896-6273(00)00151-3. [DOI] [PubMed] [Google Scholar]
- 40.Whitford KL, et al. Regulation of cortical dendrite development by Slit-Robo interactions. Neuron. 2002;33:47–61. doi: 10.1016/s0896-6273(01)00566-9. [DOI] [PubMed] [Google Scholar]
- 41.Kadurin I, Huber S, Grunder S. A single conserved proline residue determines the membrane topology of stomatin. Biochem. J. 2009;418:587–594. doi: 10.1042/BJ20081662. [DOI] [PubMed] [Google Scholar]
- 42.Schurek EM, et al. A disease-causing mutation illuminates the protein membrane topology of the kidney-expressed prohibitin homology (PHB) domain protein podocin. J. Biol. Chem. 2014;289:11262–11271. doi: 10.1074/jbc.M113.521773. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 43.Grandclement B, Morel G. Ultrastructural characterization of atrial natriuretic peptide receptors (ANP-R) mRNA expression in rat kidney cortex. Biol. Cell. 1998;90:213–222. doi: 10.1016/s0248-4900(98)80017-8. [DOI] [PubMed] [Google Scholar]
- 44.Hediger MA, Clemencon B, Burrier RE, Bruford EA. The ABCs of membrane transporters in health and disease (SLC series): introduction. Mol. Asp. Med. 2013;34:95–107. doi: 10.1016/j.mam.2012.12.009. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 45.Roselli S, et al. Early glomerular filtration defect and severe renal disease in podocin-deficient mice. Mol. Cell Biol. 2004;24:550–560. doi: 10.1128/MCB.24.2.550-560.2004. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 46.Weavers H, et al. The insect nephrocyte is a podocyte-like cell with a filtration slit diaphragm. Nature. 2009;457:322–326. doi: 10.1038/nature07526. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 47.Hermle T, Braun DA, Helmstadter M, Huber TB, Hildebrandt F. Modeling monogenic human nephrotic syndrome in the drosophila garland cell nephrocyte. J. Am. Soc. Nephrol. 2017;28:1521–1533. doi: 10.1681/ASN.2016050517. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 48.Rinschen MM, et al. A multi-layered quantitative in vivo expression atlas of the podocyte unravels kidney disease candidate genes. Cell Rep. 2018;23:2495–2508. doi: 10.1016/j.celrep.2018.04.059. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 49.Sudhof TC. Synaptic neurexin complexes: a molecular code for the logic of neural circuits. Cell. 2017;171:745–769. doi: 10.1016/j.cell.2017.10.024. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 50.Burstyn-Cohen T, et al. Genetic dissection of TAM receptor-ligand interaction in retinal pigment epithelial cell phagocytosis. Neuron. 2012;76:1123–1132. doi: 10.1016/j.neuron.2012.10.015. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 51.Fourgeaud L, et al. TAM receptors regulate multiple features of microglial physiology. Nature. 2016;532:240–244. doi: 10.1038/nature17630. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 52.Lemke G. Biology of the TAM receptors. Cold Spring Harb. Perspect. Biol. 2013;5:a009076. doi: 10.1101/cshperspect.a009076. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 53.Villarreal R, et al. Nephrin contributes to insulin secretion and affects mammalian target of rapamycin signaling independently of insulin receptor. J. Am. Soc. Nephrol. 2016;27:1029–1041. doi: 10.1681/ASN.2015020210. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 54.Mollet G, et al. Podocin inactivation in mature kidneys causes focal segmental glomerulosclerosis and nephrotic syndrome. J. Am. Soc. Nephrol. 2009;20:2181–2189. doi: 10.1681/ASN.2009040379. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 55.Boerries M, et al. Molecular fingerprinting of the podocyte reveals novel gene and protein regulatory networks. Kidney Int. 2013;83:1052–1064. doi: 10.1038/ki.2012.487. [DOI] [PubMed] [Google Scholar]
- 56.Brechet A, et al. AMPA-receptor specific biogenesis complexes control synaptic transmission and intellectual ability. Nat. Commun. 2017;8:15910. doi: 10.1038/ncomms15910. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 57.Kollewe, A. et al. The molecular appearance of native TRPM7 channel complexes identified by high-resolution proteomics. Elife10, e68544 (2021) [DOI] [PMC free article] [PubMed]
- 58.Hu Y, et al. An integrative approach to ortholog prediction for disease-focused and other functional studies. BMC Bioinform. 2011;12:357. doi: 10.1186/1471-2105-12-357. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 59.Tunyasuvunakool K, et al. Highly accurate protein structure prediction for the human proteome. Nature. 2021;596:590–596. doi: 10.1038/s41586-021-03828-1. [DOI] [PMC free article] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Data Availability Statement
The MS proteomics data generated during this study are available via ProteomeXchange with identifier PXD034356 10.6019/PXD034356; any other data supporting the findings of this study are available from the corresponding authors upon reasonable request. Source data are provided with this paper.
Parts of the MS evaluation work implied the use of the in-house developed software BELKI: Jordan, J and Haupt, A (2021). Belki: Version 2.0 (v2.0), Zenodo. 10.5281/zenodo.4670785.