Steroid-resistant nephrotic syndrome
diseaseOn this page
Also known as nephrotic syndrome of childhood - steroid resistantnephrotic syndrome, idiopathic, steroid-resistantnephrotic syndrome, steroid-resistant, autosomal recessivenephrotic syndrome-steroid-resistantNPHS2
Summary
Steroid-resistant nephrotic syndrome (MONDO:0044765) is a disease with 14 cohort genes (2 GWAS associations across 4 studies) and 9 clinical trials. The dominant Reactome pathway is Anchoring fibril formation (3 cohort genes). Top therapeutic interventions include corticotropin, rituximab, and galactose.
At a glance
- Cohort genes: 14
- GWAS associations: 2
- ClinVar variants: 134
- Clinical trials: 9
Clinical features
No curated clinical features (Orphanet) for this disease.
Identifiers
Disease identifiers
| Field | Value |
|---|---|
| Canonical name | steroid-resistant nephrotic syndrome |
| Mondo ID | MONDO:0044765 |
| NCIT | C122798 |
| SNOMED CT | 236381000 |
| UMLS | C0403397 |
| MedGen | 588369 |
| GARD | 0027973 |
| Is cancer (heuristic) | no |
Also known as: nephrotic syndrome of childhood - steroid resistant · nephrotic syndrome, idiopathic, steroid-resistant · nephrotic syndrome, steroid-resistant, autosomal recessive · nephrotic syndrome-steroid-resistant · NPHS2 · steroid-resistant nephrotic syndrome
Data availability: 134 ClinVar variants · 2 GWAS associations (4 studies) · 1 GenCC gene-disease record.
Disease family
An umbrella term covering 4 Mondo subtypes.
Classification path: disease › human disease › disease by body system or component › syndromic disease › nephrotic syndrome › steroid-resistant nephrotic syndrome
Related subtypes (3): familial nephrotic syndrome, idiopathic nephrotic syndrome, nephrotic syndrome ocular anomalies
Subtypes (4): familial idiopathic steroid-resistant nephrotic syndrome, sporadic idiopathic steroid-resistant nephrotic syndrome, nephrotic syndrome 14, nephrotic syndrome of childhood - steroid sensitive
Genetics & variants
GWAS landscape
2 GWAS associations across 4 studies. Top hits map to 2 distinct genes (as reported by GWAS).
Top associations by p-value
| rsID | p-value | Gene | Risk allele | Odds ratio |
|---|---|---|---|---|
| rs58384577 | 4e-07 | APOL1 | C | 2.45 |
| rs9274639 | 3e-06 | HLA-DQB1 | ? | 0.4 |
Top studies (by case count)
| Study | Lead author | Year | Cases | Controls | Title |
|---|---|---|---|---|---|
| GCST90705047 | Tu T | 2026 | 41 | 0 | Polygenic Risk Scores and HLA Class II Variants are Biomarkers of Corticosteroid Response in Childhood Nephrotic Syndrome. |
| GCST90705046 | Tu T | 2026 | 14 | 0 | Polygenic Risk Scores and HLA Class II Variants are Biomarkers of Corticosteroid Response in Childhood Nephrotic Syndrome. |
| GCST90705044 | Tu T | 2026 | 0 | 0 | Polygenic Risk Scores and HLA Class II Variants are Biomarkers of Corticosteroid Response in Childhood Nephrotic Syndrome. |
| GCST90705045 | Tu T | 2026 | 0 | 0 | Polygenic Risk Scores and HLA Class II Variants are Biomarkers of Corticosteroid Response in Childhood Nephrotic Syndrome. |
Variant details and genetic-evidence tiers
Tier distribution (top 50 variants)
| Tier | Variants |
|---|---|
| Tier 1: coding | 0 |
| Tier 2: splice/UTR | 1 |
| Tier 3: regulatory | 1 |
| Tier 4: intronic/intergenic | 0 |
MAF distribution
| Bucket | Variants |
|---|---|
| common (>=0.05) | 2 |
| low_freq (0.01-0.05) | 0 |
| rare (<0.01) | 0 |
| unknown | 0 |
Functional consequences
| Consequence | Count |
|---|---|
| 3_prime_UTR_variant | 1 |
| regulatory_region_variant | 1 |
Top variants
| rsID | Chr | Pos | Alleles | MAF | Consequence | Gene | p-value | Tier |
|---|---|---|---|---|---|---|---|---|
| rs58384577 | 22 | 36267167 | T>C | 0.08 | 3_prime_UTR_variant | APOL1 | 4e-07 | Tier 2: splice/UTR |
| rs9274639 | 6 | 32668369 | T>A,C,G | 0.05 | regulatory_region_variant | HLA-DQB1 | 3e-06 | Tier 3: regulatory |
ClinVar germline variants
134 retrieved; paginated sample, class counts are floors:
37 uncertain significance, 28 pathogenic/likely pathogenic, 16 conflicting classifications of pathogenicity, 16 pathogenic, 15 likely pathogenic, 11 likely benign, 5 benign, 4 benign/likely benign, 2 conflicting classifications of pathogenicity; risk factor
| ClinVar | Variant (HGVS) | Gene | Classification | Review |
|---|---|---|---|---|
| 684648 | NM_006576.4(AVIL):c.1273C>A (p.Leu425Met) | AVIL | Pathogenic | no assertion criteria provided |
| 684649 | NM_006576.4(AVIL):c.1337G>A (p.Arg446His) | AVIL | Pathogenic | no assertion criteria provided |
| 1068472 | NM_014625.4(NPHS2):c.1032del (p.Phe344fs) | AXDND1 | Pathogenic/Likely pathogenic | criteria provided, multiple submitters, no conflicts |
| 126418 | NM_014625.4(NPHS2):c.868G>A (p.Val290Met) | AXDND1 | Pathogenic/Likely pathogenic | criteria provided, multiple submitters, no conflicts |
| 370718 | NM_014625.4(NPHS2):c.890C>T (p.Ala297Val) | AXDND1 | Pathogenic/Likely pathogenic | criteria provided, multiple submitters, no conflicts |
| 371673 | NM_014625.4(NPHS2):c.964C>T (p.Arg322Ter) | AXDND1 | Pathogenic/Likely pathogenic | criteria provided, multiple submitters, no conflicts |
| 447882 | NM_014625.4(NPHS2):c.779T>A (p.Val260Glu) | AXDND1 | Pathogenic | criteria provided, multiple submitters, no conflicts |
| 5369 | NM_014625.4(NPHS2):c.871C>T (p.Arg291Trp) | AXDND1 | Pathogenic/Likely pathogenic | criteria provided, multiple submitters, no conflicts |
| 552884 | NM_014625.4(NPHS2):c.873+2T>A | AXDND1 | Pathogenic/Likely pathogenic | criteria provided, multiple submitters, no conflicts |
| 555445 | NM_014625.4(NPHS2):c.873+1G>A | AXDND1 | Pathogenic | criteria provided, multiple submitters, no conflicts |
| 180700 | NM_173689.7(CRB2):c.1882C>T (p.Arg628Cys) | CRB2 | Pathogenic/Likely pathogenic | no assertion criteria provided |
| 180701 | NM_173689.7(CRB2):c.3089_3104dup (p.Gly1036fs) | CRB2 | Pathogenic/Likely pathogenic | criteria provided, multiple submitters, no conflicts |
| 1454556 | NM_014625.4(NPHS2):c.738+1del | NPHS2 | Pathogenic/Likely pathogenic | criteria provided, multiple submitters, no conflicts |
| 1491797 | NM_014625.4(NPHS2):c.928G>A (p.Glu310Lys) | NPHS2 | Pathogenic/Likely pathogenic | criteria provided, multiple submitters, no conflicts |
| 188730 | NM_014625.4(NPHS2):c.503G>A (p.Arg168His) | NPHS2 | Pathogenic/Likely pathogenic | criteria provided, multiple submitters, no conflicts |
| 188823 | NM_014625.4(NPHS2):c.855_856del (p.Arg286fs) | NPHS2 | Pathogenic/Likely pathogenic | criteria provided, multiple submitters, no conflicts |
| 188892 | NM_014625.4(NPHS2):c.586C>T (p.Arg196Ter) | NPHS2 | Pathogenic/Likely pathogenic | criteria provided, multiple submitters, no conflicts |
| 188952 | NM_014625.4(NPHS2):c.502C>T (p.Arg168Cys) | NPHS2 | Pathogenic/Likely pathogenic | criteria provided, multiple submitters, no conflicts |
| 188990 | NM_014625.4(NPHS2):c.948del (p.Ala317fs) | NPHS2 | Pathogenic | criteria provided, multiple submitters, no conflicts |
| 2030308 | NM_014625.4(NPHS2):c.738+1G>C | NPHS2 | Pathogenic | criteria provided, multiple submitters, no conflicts |
| 2183604 | NM_014625.4(NPHS2):c.483del (p.Tyr162fs) | NPHS2 | Pathogenic/Likely pathogenic | criteria provided, multiple submitters, no conflicts |
| 2502066 | NM_014625.4(NPHS2):c.705_713del (p.Leu236_Arg238del) | NPHS2 | Pathogenic/Likely pathogenic | criteria provided, multiple submitters, no conflicts |
| 2677345 | NM_014625.4(NPHS2):c.293_294del (p.Leu98fs) | NPHS2 | Pathogenic/Likely pathogenic | criteria provided, multiple submitters, no conflicts |
| 370159 | NM_014625.4(NPHS2):c.643C>T (p.Gln215Ter) | NPHS2 | Pathogenic/Likely pathogenic | criteria provided, multiple submitters, no conflicts |
| 370340 | NM_014625.4(NPHS2):c.685C>T (p.Arg229Ter) | NPHS2 | Pathogenic/Likely pathogenic | criteria provided, multiple submitters, no conflicts |
| 4059073 | NM_014625.4(NPHS2):c.377del (p.Lys126fs) | NPHS2 | Pathogenic | criteria provided, single submitter |
| 447876 | NM_014625.4(NPHS2):c.104dup (p.Arg36fs) | NPHS2 | Pathogenic | criteria provided, multiple submitters, no conflicts |
| 4815732 | NM_014625.4(NPHS2):c.378+1G>T | NPHS2 | Pathogenic | criteria provided, single submitter |
| 495108 | NM_014625.4(NPHS2):c.156del (p.Thr53fs) | NPHS2 | Pathogenic/Likely pathogenic | criteria provided, multiple submitters, no conflicts |
| 504890 | NM_014625.4(NPHS2):c.535-1G>T | NPHS2 | Pathogenic/Likely pathogenic | criteria provided, multiple submitters, no conflicts |
Genes & proteins
Mendelian disease overlap and somatic drivers
GenCC: 1 · Orphanet: 31 · OMIM-shared: 0 · Dual-evidence (GWAS+Mendelian): 0
GenCC gene–disease validity (cohort genes)
the Disease column is the GenCC-asserted condition — a cohort gene’s strongest validity may be for a related predisposition syndrome.
| Gene | Classification | Inheritance | Disease | Records |
|---|---|---|---|---|
| KAT2B | Limited | Autosomal recessive | steroid-resistant nephrotic syndrome |
Orphanet rare-disease linkage (cohort genes)
| Gene | Orphanet ID | Rare disease |
|---|---|---|
| SMARCAL1 | Orphanet:1830 | Schimke immuno-osseous dysplasia |
| WT1 | Orphanet:220 | Denys-Drash syndrome |
| WT1 | Orphanet:242 | 46,XY complete gonadal dysgenesis |
| WT1 | Orphanet:251510 | 46,XY partial gonadal dysgenesis |
| WT1 | Orphanet:3097 | Meacham syndrome |
| WT1 | Orphanet:347 | Frasier syndrome |
| WT1 | Orphanet:654 | Nephroblastoma |
| WT1 | Orphanet:656 | Hereditary steroid-resistant nephrotic syndrome |
| WT1 | Orphanet:83469 | Desmoplastic small round cell tumor |
| WT1 | Orphanet:893 | WAGR syndrome |
| NPHS2 | Orphanet:656 | Hereditary steroid-resistant nephrotic syndrome |
| AVIL | Orphanet:656 | Hereditary steroid-resistant nephrotic syndrome |
| CRB2 | Orphanet:443988 | Ventriculomegaly-cystic kidney disease |
| CRB2 | Orphanet:656 | Hereditary steroid-resistant nephrotic syndrome |
| COL4A3 | Orphanet:653722 | Digenic Alport syndrome |
| COL4A3 | Orphanet:656 | Hereditary steroid-resistant nephrotic syndrome |
| COL4A3 | Orphanet:88918 | Autosomal dominant Alport syndrome |
| COL4A3 | Orphanet:88919 | Autosomal recessive Alport syndrome |
| COL4A4 | Orphanet:653722 | Digenic Alport syndrome |
| COL4A4 | Orphanet:88918 | Autosomal dominant Alport syndrome |
| COL4A4 | Orphanet:88919 | Autosomal recessive Alport syndrome |
| COL4A5 | Orphanet:1018 | X-linked Alport syndrome-diffuse leiomyomatosis |
| COL4A5 | Orphanet:653722 | Digenic Alport syndrome |
| COL4A5 | Orphanet:88917 | X-linked Alport syndrome |
| GLA | Orphanet:324 | Fabry disease |
| APOL1 | Orphanet:656 | Hereditary steroid-resistant nephrotic syndrome |
| NPHS1 | Orphanet:656 | Hereditary steroid-resistant nephrotic syndrome |
| NPHS1 | Orphanet:839 | Congenital nephrotic syndrome, Finnish type |
| PAX2 | Orphanet:1475 | Renal coloboma syndrome |
| PAX2 | Orphanet:656 | Hereditary steroid-resistant nephrotic syndrome |
| PAX2 | Orphanet:97362 | Renal hypoplasia, bilateral |
Cohort genes → proteins
14 cohort genes, 14 distinct canonical proteins.
Evidence partition
| Subset | Genes |
|---|---|
| multi_evidence | 14 |
Cohort genes (full)
| Symbol | HGNC | Ensembl | UniProt | Name | Evidence |
|---|---|---|---|---|---|
| KAT2B | HGNC:8638 | ENSG00000114166 | Q92831 | Histone acetyltransferase KAT2B | gencc |
| SMARCAL1 | HGNC:11102 | ENSG00000138375 | Q9NZC9 | SNF2 related chromatin remodeling annealing helicase 1 | clinvar |
| WT1 | HGNC:12796 | ENSG00000184937 | P19544 | Wilms tumor protein | clinvar |
| NPHS2 | HGNC:13394 | ENSG00000116218 | Q9NP85 | Podocin | clinvar |
| AVIL | HGNC:14188 | ENSG00000135407 | O75366 | Advillin | clinvar |
| CRB2 | HGNC:18688 | ENSG00000148204 | Q5IJ48 | Protein crumbs homolog 2 | clinvar |
| COL4A3 | HGNC:2204 | ENSG00000169031 | Q01955 | Collagen alpha-3(IV) chain | clinvar |
| COL4A4 | HGNC:2206 | ENSG00000081052 | P53420 | Collagen alpha-4(IV) chain | clinvar |
| COL4A5 | HGNC:2207 | ENSG00000188153 | P29400 | Collagen alpha-5(IV) chain | clinvar |
| AXDND1 | HGNC:26564 | ENSG00000162779 | Q5T1B0 | Axonemal dynein light chain domain-containing protein 1 | clinvar |
| GLA | HGNC:4296 | ENSG00000102393 | P06280 | Alpha-galactosidase A | clinvar |
| APOL1 | HGNC:618 | ENSG00000100342 | O14791 | Apolipoprotein L1 | clinvar |
| NPHS1 | HGNC:7908 | ENSG00000161270 | O60500 | Nephrin | clinvar |
| PAX2 | HGNC:8616 | ENSG00000075891 | Q02962 | Paired box protein Pax-2 | clinvar |
Cohort function summary
Lead sentence per gene, UniProt-curated.
| Symbol | Protein name | Function (lead sentence) |
|---|---|---|
| KAT2B | Histone acetyltransferase KAT2B | Functions as a histone acetyltransferase (HAT) to promote transcriptional activation. |
| SMARCAL1 | SNF2 related chromatin remodeling annealing helicase 1 | ATP-dependent annealing helicase that binds selectively to fork DNA relative to ssDNA or dsDNA and catalyzes the rewinding of the stably unwound DNA. |
| WT1 | Wilms tumor protein | Transcription factor that plays an important role in cellular development and cell survival. |
| NPHS2 | Podocin | Plays a role in the regulation of glomerular permeability, acting probably as a linker between the plasma membrane and the cytoskeleton. |
| AVIL | Advillin | Ca(2+)-regulated actin-binding protein which plays an important role in actin bundling. |
| CRB2 | Protein crumbs homolog 2 | Apical polarity protein that plays a central role during the epithelial-to-mesenchymal transition (EMT) at gastrulation, when newly specified mesodermal cells move inside the embryo. |
| COL4A3 | Collagen alpha-3(IV) chain | Type IV collagen is the major structural component of glomerular basement membranes (GBM), forming a ‘chicken-wire’ meshwork together with laminins, proteoglycans and entactin/nidogen. |
| COL4A4 | Collagen alpha-4(IV) chain | Type IV collagen is the major structural component of glomerular basement membranes (GBM), forming a ‘chicken-wire’ meshwork together with laminins, proteoglycans and entactin/nidogen. |
| COL4A5 | Collagen alpha-5(IV) chain | Type IV collagen is the major structural component of glomerular basement membranes (GBM), forming a ‘chicken-wire’ meshwork together with laminins, proteoglycans and entactin/nidogen. |
| AXDND1 | Axonemal dynein light chain domain-containing protein 1 | May be essential for spermiogenesis and male fertility probably by regulating the manchette dynamics, spermatid head shaping and sperm flagellum assembly. |
| GLA | Alpha-galactosidase A | Catalyzes the hydrolysis of glycosphingolipids and participates in their degradation in the lysosome. |
| APOL1 | Apolipoprotein L1 | May play a role in lipid exchange and transport throughout the body. |
| NPHS1 | Nephrin | Seems to play a role in the development or function of the kidney glomerular filtration barrier. |
| PAX2 | Paired box protein Pax-2 | Transcription factor that may have a role in kidney cell differentiation. |
Protein-family classification
Druggable: 3 · Difficult: 2 · Unknown: 9 · Druggable fraction: 0.21
Family distribution
Cohort families vs a genome-wide background (hypergeometric, BH-FDR; fold = observed/expected). Counts kept; sorted by enrichment, so the catch-all Other/Unknown bucket no longer leads.
| Family | Genes | Fold | FDR |
|---|---|---|---|
| Antibody/Immunoglobulin | 1 | 2.1× | 0.515 |
| Enzyme (other) | 2 | 1.7× | 0.515 |
| Other/Unknown | 9 | 1.1× | 0.515 |
| Transcription factor | 2 | 1.2× | 0.519 |
Per-gene assignment
| Symbol | Family | Druggable? | EC | InterPro (top 3) |
|---|---|---|---|---|
| KAT2B | Enzyme (other) | yes | 2.3.1.48 | GNAT_dom, Bromodomain, PCAF_N |
| SMARCAL1 | Other/Unknown | no | SNF2_N, Helicase_C-like, HARP_dom | |
| WT1 | Transcription factor | no | Wilms_tumour_N, Znf_C2H2_type, Znf_C2H2_sf | |
| NPHS2 | Other/Unknown | no | Band_7, Stomatin_HflK_fam, Band_7/stomatin-like_CS | |
| AVIL | Other/Unknown | no | Villin_headpiece, Villin/Gelsolin, Gelsolin-like_dom | |
| CRB2 | Other/Unknown | no | EGF-type_Asp/Asn_hydroxyl_site, EGF, Laminin_G | |
| COL4A3 | Other/Unknown | no | Collagen_IV_NC, Collagen, CTDL_fold | |
| COL4A4 | Other/Unknown | no | Collagen_IV_NC, Collagen, CTDL_fold | |
| COL4A5 | Other/Unknown | no | Collagen_IV_NC, Collagen, CTDL_fold | |
| AXDND1 | Other/Unknown | no | Axonemal_dynein_light_chain, Axonemal_dynein_LC_domain | |
| GLA | Enzyme (other) | yes | 3.2.1.22 | Glyco_hydro_27/36_CS, Glyco_hydro_27, Glyco_hydro_b |
| APOL1 | Other/Unknown | no | ApoL | |
| NPHS1 | Antibody/Immunoglobulin | yes | Ig_sub2, Ig_sub, FN3_dom | |
| PAX2 | Transcription factor | no | Paired_dom, Homeodomain-like_sf, Pax2_C |
Expression context
Cohort genes with no expression data: 0.
14 cohort genes are a single-cell marker in ≥1 SCXA experiment.
Breadth distribution (Bgee present_calls)
| Bucket | Genes |
|---|---|
| narrow (1-5 tissues) | 0 |
| moderate (6-20) | 0 |
| broad (>20) | 14 |
| unknown | 0 |
Top tissues across cohort
| Tissue | Cohort genes |
|---|---|
| buccal mucosa cell | 2 |
| metanephric glomerulus | 2 |
| renal glomerulus | 2 |
| ventricular zone | 2 |
| pigmented layer of retina | 2 |
| metanephros cortex | 2 |
| renal medulla | 2 |
| lateral globus pallidus | 1 |
| trabecular bone tissue | 1 |
| primordial germ cell in gonad | 1 |
| stromal cell of endometrium | 1 |
| sural nerve | 1 |
| germinal epithelium of ovary | 1 |
| kidney epithelium | 1 |
| cerebellar hemisphere | 1 |
| dorsal root ganglion | 1 |
| gastrocnemius | 1 |
| ganglionic eminence | 1 |
| male germ line stem cell (sensu Vertebrata) in testis | 1 |
| retina | 1 |
Per-gene tissue summary (top 30)
| Symbol | Bgee breadth | FANTOM5 breadth | SCXA | Top tissues |
|---|---|---|---|---|
| KAT2B | 294 | ubiquitous | marker | lateral globus pallidus, trabecular bone tissue, buccal mucosa cell |
| SMARCAL1 | 264 | ubiquitous | marker | primordial germ cell in gonad, stromal cell of endometrium, sural nerve |
| WT1 | 168 | broad | marker | germinal epithelium of ovary, renal glomerulus, metanephric glomerulus |
| NPHS2 | 47 | tissue_specific | marker | renal glomerulus, metanephric glomerulus, kidney epithelium |
| AVIL | 217 | tissue_specific | marker | dorsal root ganglion, cerebellar hemisphere, gastrocnemius |
| CRB2 | 99 | broad | marker | ventricular zone, ganglionic eminence, male germ line stem cell (sensu Vertebrata) in testis |
| COL4A3 | 233 | broad | marker | skeletal muscle tissue of biceps brachii, pigmented layer of retina, retina |
| COL4A4 | 187 | broad | marker | renal medulla, metanephros cortex, pigmented layer of retina |
| COL4A5 | 267 | ubiquitous | marker | mucosa of stomach, ventricular zone, lower esophagus muscularis layer |
| AXDND1 | 161 | tissue_specific | marker | sperm, left testis, right testis |
| GLA | 263 | ubiquitous | marker | pancreatic ductal cell, monocyte, mononuclear cell |
| APOL1 | 252 | ubiquitous | marker | gall bladder, right lobe of liver, liver |
| NPHS1 | 147 | tissue_specific | marker | buccal mucosa cell, body of pancreas, vena cava |
| PAX2 | 92 | broad | marker | metanephros cortex, renal medulla, adult mammalian kidney |
Protein interactions among cohort
Intra-cohort edges: 15.
Hub genes (top 10 by interactor count)
| Symbol | Interactor count |
|---|---|
| KAT2B | 4,410 |
| WT1 | 3,938 |
| SMARCAL1 | 2,899 |
| PAX2 | 2,208 |
| GLA | 1,826 |
| NPHS2 | 1,811 |
| COL4A5 | 1,738 |
| NPHS1 | 1,690 |
| COL4A3 | 1,671 |
| CRB2 | 1,640 |
Intra-cohort edges
| A | B | Sources |
|---|---|---|
| APOL1 | NPHS1 | string_interaction |
| APOL1 | NPHS2 | string_interaction |
| COL4A3 | COL4A4 | string_interaction |
| COL4A3 | NPHS1 | string_interaction |
| COL4A3 | NPHS2 | string_interaction |
| COL4A4 | COL4A5 | string_interaction |
| COL4A4 | NPHS1 | string_interaction |
| COL4A4 | NPHS2 | string_interaction |
| COL4A5 | NPHS1 | string_interaction |
| COL4A5 | NPHS2 | string_interaction |
| NPHS1 | NPHS2 | biogrid_interaction, string_interaction |
| NPHS1 | PAX2 | string_interaction |
| NPHS1 | WT1 | string_interaction |
| NPHS2 | WT1 | string_interaction |
| PAX2 | WT1 | string_interaction |
Structural data
PDB: 11 · AlphaFold-only: 3 · No structure: 0
Cohort genes with PDB structures (top 30)
| Symbol | UniProt | PDB entries |
|---|---|---|
| GLA | P06280 | 31 |
| WT1 | P19544 | 28 |
| KAT2B | Q92831 | 25 |
| APOL1 | O14791 | 5 |
| COL4A3 | Q01955 | 2 |
| COL4A4 | P53420 | 2 |
| COL4A5 | P29400 | 2 |
| SMARCAL1 | Q9NZC9 | 1 |
| AVIL | O75366 | 1 |
| CRB2 | Q5IJ48 | 1 |
| NPHS1 | O60500 | 1 |
AlphaFold-only cohort genes (top 30 by pLDDT)
| Symbol | UniProt | pLDDT |
|---|---|---|
| NPHS2 | Q9NP85 | 75.00 |
| AXDND1 | Q5T1B0 | 70.90 |
| PAX2 | Q02962 | 61.52 |
Function
Pathway analysis
Distinct Reactome pathways touched by cohort: 90. Enrichment computed across 14 evidence-associated genes (10 with Reactome annotation).
Pathways by enrichment
Over-representation of cohort genes vs the genome-wide background (hypergeometric test, Benjamini-Hochberg FDR; fold = observed/expected over 10 annotated cohort genes). Counts and members are kept as ground-truth; sorted by enrichment.
| Pathway | Cohort genes | Fold | FDR | Sample cohort genes |
|---|---|---|---|---|
| Anchoring fibril formation | 3 | 228.4× | 2e-05 | COL4A3, COL4A4, COL4A5 |
| Fibronectin matrix formation | 3 | 171.3× | 2e-05 | COL4A3, COL4A4, COL4A5 |
| Crosslinking of collagen fibrils | 3 | 171.3× | 2e-05 | COL4A3, COL4A4, COL4A5 |
| Attachment of bacteria to epithelial cells | 3 | 149.0× | 2e-05 | COL4A3, COL4A4, COL4A5 |
| Laminin interactions | 3 | 114.2× | 3e-05 | COL4A3, COL4A4, COL4A5 |
| Collagen chain trimerization | 3 | 77.9× | 8e-05 | COL4A3, COL4A4, COL4A5 |
| Signaling by PDGF | 3 | 76.1× | 8e-05 | COL4A3, COL4A4, COL4A5 |
| NCAM1 interactions | 3 | 74.5× | 8e-05 | COL4A3, COL4A4, COL4A5 |
| Assembly of collagen fibrils and other multimeric structures | 3 | 60.1× | 1e-04 | COL4A3, COL4A4, COL4A5 |
| Collagen degradation | 3 | 52.7× | 2e-04 | COL4A3, COL4A4, COL4A5 |
| Collagen biosynthesis and modifying enzymes | 3 | 51.1× | 2e-04 | COL4A3, COL4A4, COL4A5 |
| Non-integrin membrane-ECM interactions | 3 | 46.3× | 2e-04 | COL4A3, COL4A4, COL4A5 |
| ECM proteoglycans | 3 | 45.1× | 2e-04 | COL4A3, COL4A4, COL4A5 |
| Integrin cell surface interactions | 3 | 40.3× | 3e-04 | COL4A3, COL4A4, COL4A5 |
| Nephron development | 2 | 175.7× | 3e-04 | WT1, PAX2 |
| Nephrin family interactions | 2 | 95.2× | 0.001 | NPHS2, NPHS1 |
| Formation of intermediate mesoderm | 1 | 142.8× | 0.037 | PAX2 |
| Regulation of FOXO transcriptional activity by acetylation | 1 | 114.2× | 0.044 | KAT2B |
| Scavenging of heme from plasma | 1 | 87.8× | 0.052 | APOL1 |
| RUNX3 regulates NOTCH signaling | 1 | 81.6× | 0.052 | KAT2B |
| YAP1- and WWTR1 (TAZ)-stimulated gene expression | 1 | 76.1× | 0.052 | KAT2B |
| Regulation of beta-cell development | 1 | 71.4× | 0.052 | KAT2B |
| Regulation of gene expression in late stage (branching morphogenesis) pancreatic bud precursor cells | 1 | 71.4× | 0.052 | KAT2B |
| Transcriptional regulation of testis differentiation | 1 | 71.4× | 0.052 | WT1 |
| Physiological factors | 1 | 67.2× | 0.053 | KAT2B |
| Formation of the nephric duct | 1 | 63.4× | 0.054 | PAX2 |
| NOTCH4 Intracellular Domain Regulates Transcription | 1 | 57.1× | 0.058 | KAT2B |
| Binding and Uptake of Ligands by Scavenger Receptors | 1 | 54.4× | 0.058 | APOL1 |
| Signaling by NOTCH3 | 1 | 51.9× | 0.058 | KAT2B |
| Signaling by NOTCH4 | 1 | 49.6× | 0.058 | KAT2B |
GO biological processes by enrichment
Over-representation of cohort genes vs the genome-wide background (hypergeometric test, Benjamini-Hochberg FDR; fold = observed/expected over 14 annotated cohort genes). Counts and members are kept as ground-truth; sorted by enrichment.
| GO term | Cohort genes | Fold | FDR | Sample cohort genes |
|---|---|---|---|---|
| glomerular basement membrane development | 4 | 437.7× | 2e-08 | WT1, COL4A3, COL4A4, NPHS1 |
| metanephric epithelium development | 2 | 481.5× | 6e-04 | WT1, PAX2 |
| metanephric mesenchyme development | 2 | 343.9× | 8e-04 | WT1, PAX2 |
| mesenchymal to epithelial transition | 2 | 218.9× | 0.001 | WT1, PAX2 |
| collagen fibril organization | 3 | 48.1× | 0.001 | COL4A3, COL4A4, COL4A5 |
| collagen-activated tyrosine kinase receptor signaling pathway | 2 | 185.2× | 0.002 | COL4A3, COL4A5 |
| ingression involved in gastrulation with mouth forming second | 1 | 1203.7× | 0.010 | CRB2 |
| optic chiasma development | 1 | 1203.7× | 0.010 | PAX2 |
| negative regulation of metanephric glomerular mesangial cell proliferation | 1 | 1203.7× | 0.010 | WT1 |
| regulation of diacylglycerol biosynthetic process | 1 | 1203.7× | 0.010 | AVIL |
| positive regulation of optic nerve formation | 1 | 1203.7× | 0.010 | PAX2 |
| optic cup morphogenesis involved in camera-type eye development | 1 | 601.9× | 0.010 | PAX2 |
| regulation of animal organ formation | 1 | 601.9× | 0.010 | WT1 |
| optic nerve structural organization | 1 | 601.9× | 0.010 | PAX2 |
| regulation of metanephros size | 1 | 601.9× | 0.010 | PAX2 |
| adrenal cortex formation | 1 | 601.9× | 0.010 | WT1 |
| slit diaphragm assembly | 1 | 601.9× | 0.010 | NPHS1 |
| pronephric field specification | 1 | 601.9× | 0.010 | PAX2 |
| negative regulation of nitric-oxide synthase activity | 1 | 601.9× | 0.010 | GLA |
| visceral serous pericardium development | 1 | 601.9× | 0.010 | WT1 |
| posterior mesonephric tubule development | 1 | 601.9× | 0.010 | WT1 |
| metanephric podocyte development | 1 | 601.9× | 0.010 | NPHS2 |
| obsolete negative regulation of mesenchymal cell apoptotic process involved in metanephric nephron morphogenesis | 1 | 601.9× | 0.010 | PAX2 |
| obsolete negative regulation of apoptotic process involved in metanephric collecting duct development | 1 | 601.9× | 0.010 | PAX2 |
| obsolete negative regulation of apoptotic process involved in metanephric nephron tubule development | 1 | 601.9× | 0.010 | PAX2 |
| negative regulation of rRNA processing | 1 | 601.9× | 0.010 | KAT2B |
| positive regulation of metanephric DCT cell differentiation | 1 | 601.9× | 0.010 | PAX2 |
| positive regulation of metanephric ureteric bud development | 1 | 601.9× | 0.010 | WT1 |
| branching involved in ureteric bud morphogenesis | 2 | 52.3× | 0.010 | WT1, PAX2 |
| camera-type eye development | 2 | 51.2× | 0.010 | WT1, PAX2 |
Therapeutics
Drug target analysis
Approved (phase 4): 1 · Phase ≥3: 2 · Phased (≥1): 2 · Undrugged: 12
Druggability breadth: 8 of 14 evidence-associated genes (57%) have a ChEMBL target (buckets above are over the deeply-mined display cohort).
Genes with an approved drug
The molecule shown is one approved compound that hits the gene — not necessarily a drug of choice or one indicated for this disease.
| Symbol | Example approved molecule |
|---|---|
| GLA | CLOTRIMAZOLE |
Top cohort targets by molecule count
| Symbol | Molecules | Max phase |
|---|---|---|
| GLA | 62 | 4 |
| KAT2B | 3 | 3 |
| SMARCAL1 | 0 | 0 |
| WT1 | 0 | 0 |
| NPHS2 | 0 | 0 |
| AVIL | 0 | 0 |
| CRB2 | 0 | 0 |
| COL4A3 | 0 | 0 |
| COL4A4 | 0 | 0 |
| COL4A5 | 0 | 0 |
Drugs targeting cohort genes (top 30)
| Molecule | Max phase | Targets in cohort |
|---|---|---|
| CLOTRIMAZOLE | 4 | GLA |
| METHYSERGIDE | 4 | GLA |
| MIGALASTAT | 4 | GLA |
| PINACIDIL ANHYDROUS | 4 | GLA |
| DOXAZOSIN MESYLATE | 4 | GLA |
| AMPICILLIN SODIUM | 4 | GLA |
| PHENOXYBENZAMINE HYDROCHLORIDE | 4 | GLA |
| METHYSERGIDE MALEATE | 4 | GLA |
| ACRISORCIN | 4 | GLA |
| NOMIFENSINE MALEATE | 4 | GLA |
| INAMRINONE | 4 | GLA |
| AMILORIDE HYDROCHLORIDE | 4 | GLA |
| PHENOL | 4 | GLA |
| FLUPHENAZINE HYDROCHLORIDE | 4 | GLA |
| PRAZOSIN HYDROCHLORIDE | 4 | GLA |
| PSEUDOEPHEDRINE | 4 | GLA |
| PHENYTOIN SODIUM | 4 | GLA |
| RIBAVIRIN | 4 | GLA |
| SOTALOL HYDROCHLORIDE | 4 | GLA |
| DIGOXIN | 4 | GLA |
| PRAZOSIN | 4 | GLA |
| DOMPERIDONE | 4 | GLA |
| CIMETIDINE | 4 | GLA |
| MASOPROCOL | 4 | GLA |
| METHOTREXATE | 4 | GLA |
| AMSACRINE | 4 | GLA |
| LANSOPRAZOLE | 4 | GLA |
| PINDOLOL | 4 | GLA |
| NIMESULIDE | 4 | GLA |
| TRIAMTERENE | 4 | GLA |
Bioactivity and enzyme data
Enzyme cohort genes (≥1 EC): 2.
Cohort genes with ChEMBL bioactivity (full, sorted by assay count)
| Symbol | Assays | Type breakdown |
|---|---|---|
| KAT2B | 217 | Binding:217 |
| GLA | 114 | Binding:104, Functional:10 |
| APOL1 | 4 | Binding:4 |
| PAX2 | 1 | Binding:1 |
Cohort enzymes (BRENDA EC)
| Symbol | EC numbers | Names |
|---|---|---|
| KAT2B | 2.3.1.48 | histone acetyltransferase |
| GLA | 3.2.1.22 | alpha-galactosidase |
Cohort genes with high screening signal
≥100 ChEMBL assays — a studied-ness signal; see Therapeutics for approved-drug status.
| Symbol | ChEMBL assays |
|---|---|
| KAT2B | 217 |
| GLA | 114 |
Pharmacogenomics
Cohort genes with a PharmGKB record: 14; with CPIC/DPWG dosing guidelines: 0.
No cohort gene has a CPIC/DPWG genotype-guided dosing guideline (PharmGKB).
Chemical tractability of cohort targets
30 approved/phased compounds have measured bioactivity against a cohort gene (and aren’t yet in disease-level trials). This is a research / tractability signal, NOT a therapeutic recommendation — a bioactivity row often reflects off-target or screening binding (e.g. promiscuous kinase inhibitors against a cohort kinase), implying no disease mechanism.
| Compound | Max phase | Cohort target (bioactivity) |
|---|---|---|
| CLOTRIMAZOLE | 4 | GLA |
| METHYSERGIDE | 4 | GLA |
| MIGALASTAT | 4 | GLA |
| PINACIDIL ANHYDROUS | 4 | GLA |
| DOXAZOSIN MESYLATE | 4 | GLA |
| AMPICILLIN SODIUM | 4 | GLA |
| PHENOXYBENZAMINE HYDROCHLORIDE | 4 | GLA |
| METHYSERGIDE MALEATE | 4 | GLA |
| ACRISORCIN | 4 | GLA |
| NOMIFENSINE MALEATE | 4 | GLA |
| INAMRINONE | 4 | GLA |
| AMILORIDE HYDROCHLORIDE | 4 | GLA |
| PHENOL | 4 | GLA |
| FLUPHENAZINE HYDROCHLORIDE | 4 | GLA |
| PRAZOSIN HYDROCHLORIDE | 4 | GLA |
| PSEUDOEPHEDRINE | 4 | GLA |
| PHENYTOIN SODIUM | 4 | GLA |
| RIBAVIRIN | 4 | GLA |
| SOTALOL HYDROCHLORIDE | 4 | GLA |
| DIGOXIN | 4 | GLA |
| PRAZOSIN | 4 | GLA |
| DOMPERIDONE | 4 | GLA |
| CIMETIDINE | 4 | GLA |
| MASOPROCOL | 4 | GLA |
| METHOTREXATE | 4 | GLA |
| AMSACRINE | 4 | GLA |
| LANSOPRAZOLE | 4 | GLA |
| PINDOLOL | 4 | GLA |
| NIMESULIDE | 4 | GLA |
| TRIAMTERENE | 4 | GLA |
Druggability pyramid
Cohort genes binned by druggability tier (high → low):
| Tier | Definition | Genes | Symbols |
|---|---|---|---|
| A | Approved (phase 4 drug) | 1 | GLA |
| B | Phased (≥1) drug, not yet approved | 1 | KAT2B |
| C | Druggable family + PDB, no drug | 1 | NPHS1 |
| D | Druggable family + AlphaFold only, no drug | 0 | |
| E | Difficult family or no structure, no drug | 11 | SMARCAL1, WT1, NPHS2, AVIL, CRB2, COL4A3, COL4A4, COL4A5, AXDND1, APOL1 (+1 more) |
Undrugged target profiles
12 cohort genes are undrugged. Ranked by ‘starting-point quality’ (assay depth + drugged-partner adjacency).
| Symbol | ChEMBL assays | Drugged partners (top 3) |
|---|---|---|
| SMARCAL1 | 0 | — |
| WT1 | 0 | — |
| NPHS2 | 0 | — |
| AVIL | 0 | — |
| CRB2 | 0 | — |
| COL4A3 | 0 | — |
| COL4A4 | 0 | — |
| COL4A5 | 0 | — |
| AXDND1 | 0 | — |
| APOL1 | 4 | — |
| NPHS1 | 0 | — |
| PAX2 | 1 | — |
Clinical trials & evidence
Clinical trials
Clinical trials: 9.
Phase distribution (across all retrieved trials)
| Phase | Trials |
|---|---|
| Not specified | 6 |
| PHASE4 | 1 |
| PHASE2/PHASE3 | 1 |
| EARLY_PHASE1 | 1 |
Top trials by phase / activity
| NCT | Phase | Status | Title |
|---|---|---|---|
| NCT03408405 | PHASE4 | WITHDRAWN | ACTHAR Gel for Drug REsistant Nephrotic Syndrome in Children |
| NCT01716442 | PHASE2/PHASE3 | UNKNOWN | Rituximab Trial for Pediatric Nephrotic Syndrome |
| NCT07003438 | EARLY_PHASE1 | NOT_YET_RECRUITING | Study on the Efficacy and Safety of Fecal Microbiota Transplantation in the Treatment of Steroid - Dependent /Steroid-resistant Nephrotic Syndrome in Children |
| NCT06065852 | Not specified | RECRUITING | National Registry of Rare Kidney Diseases |
| NCT06162546 | Not specified | RECRUITING | ARREST-NEPHROSIS - Austrian Resistant Nephrotic Syndrome Treatment Response Registry and Biobank |
| NCT06792448 | Not specified | NOT_YET_RECRUITING | Biomarkers and Outcome Predictors of Pediatric Nephrotic Syndrome: A Genetic, Transcriptomic, and Secretome Multiomics Study |
| NCT00883636 | Not specified | TERMINATED | Cardiomyopathy in Steroid-resistant Nephrotic Syndrome: Impact of Focal Segmental Glomerulosclerosis |
| NCT01113385 | Not specified | COMPLETED | Oral Galactose in Children With Steroid Resistant Nephrotic Syndrome |
| NCT03235128 | Not specified | UNKNOWN | Clinical Significance of Assesment of Serum miRNA-30a in Childhood Nephrotic Syndrome |
Drugs tested across these trials (top 30)
| Molecule | Max phase | Trials referencing |
|---|---|---|
| CORTICOTROPIN | 4 | 1 |
| RITUXIMAB | 4 | 1 |
| GALACTOSE | 3 | 1 |
| D-GALACTOSE | 0 | 1 |