Multi-omics dissection of human RAG deficiency reveals distinctive patterns of immune dysregulation but a common inflammatory signature
Data files
Feb 24, 2025 version files 196.91 KB
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README.md
14.92 KB
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SomalogicPanelMetadata.csv
125.18 KB
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Somascan.csv
56.81 KB
Abstract
Human RAG deficiency may manifest with distinct clinical and immunological phenotypes. By applying a multi-omics approach to a large group of RAG-mutant patients, we aimed to characterize the immunopathology associated with various forms of RAG deficiency. Defective T and B cell development has been observed in all phenotypes; however, patients with RAG deficiency due to hypomorphic mutations can generate T and B cells with signatures of immune dysregulation and production of autoantibodies to a broad range of self-antigens, including type I interferons. TH2 skewing and a prominent inflammatory signature characterize Omenn syndrome, whereas leaky forms of RAG deficiency are associated with a TH1 profile both in blood and in tissues. CITE-seq analysis helped define the cell lineage-specific contribution to the distinct immunopathology associated with human RAG deficiency phenotypes, opening perspectives for targeted pharmacological interventions. Our results show that all RAG-mutant patients share common immunopathological mechanisms, while some abnormalities are typical of the different clinical phenotypes and could help improve the diagnosis and clinical management of RAG patients. Please see GEO accession GSE274284 for the associated CITEseq data. In the deposited dataset, SOMAscan (SomaLogic) was used to measure 1,305 human protein analytes in plasma from 20 RAG patients (5 each for the CID, LS, OS, and SCID groups) and 12 HD.
https://doi.org/10.5061/dryad.cfxpnvxg3
Description of the data and file structure
In the deposited dataset, SOMAscan (SomaLogic) was used to measure 1,305 human protein analytes in plasma from 20 RAG patients (5 each for the CID, LS, OS, and SCID groups) and 12 HD. Data are normalized relative fluorescence units from the SOMAscan platform, presented in comma-separated values. The columns represent the measured proteins, with the different serum samples in the rows; the first 4 columns describe the samples, with the "Group" corresponding to the disease groups presented in the publication (healthy controls in different age groups: CID = Combined Immunodeficiency, SCID = Severe Combined Immunodeficiency, OS = Omenn Syndrome, LS = Leaky SCID).
Files and variables
File: Somascan.csv
Description: Relative fluorescence values from the Somascan assay. See file SomalogicPanelMetadata.csv for full info on the variable columns.
Variables
- SampleID: Coded sample ID matching publication supplementary tables
- TimePoint: NA
- Group: Class of RAG mutation or Control
- Subject: Similar to sample ID
- STUB1: Gene symbol; Relative fluorescence units
- CEBPB: Gene symbol; Relative fluorescence units
- ENO2: Gene symbol; Relative fluorescence units
- PIAS4: Gene symbol; Relative fluorescence units
- IL10RA: Gene symbol; Relative fluorescence units
- STAT3: Gene symbol; Relative fluorescence units
- IRF1: Gene symbol; Relative fluorescence units
- JUN: Gene symbol; Relative fluorescence units
- MCL1: Gene symbol; Relative fluorescence units
- OAS1: Gene symbol; Relative fluorescence units
- MYC: Gene symbol; Relative fluorescence units
- SMAD3: Gene symbol; Relative fluorescence units
- SMAD2: Gene symbol; Relative fluorescence units
- IL12B.IL23A: Gene symbol; Relative fluorescence units
- PDGFRA: Gene symbol; Relative fluorescence units
- IL12A.IL12B: Gene symbol; Relative fluorescence units
- STAT1: Gene symbol; Relative fluorescence units
- STAT6: Gene symbol; Relative fluorescence units
- LRRK2: Gene symbol; Relative fluorescence units
- BGLAP: Gene symbol; Relative fluorescence units
- IL5: Gene symbol; Relative fluorescence units
- GPD1: Gene symbol; Relative fluorescence units
- IGHA1.IGHA2: Gene symbol; Relative fluorescence units
- CLC: Gene symbol; Relative fluorescence units
- N6AMT1: Gene symbol; Relative fluorescence units
- PDXK: Gene symbol; Relative fluorescence units
- TLR4: Gene symbol; Relative fluorescence units
- REG4: Gene symbol; Relative fluorescence units
- HSPB1: Gene symbol; Relative fluorescence units
- CHI3L1: Gene symbol; Relative fluorescence units
- ENO1: Gene symbol; Relative fluorescence units
- APOL1: Gene symbol; Relative fluorescence units
- CD38: Gene symbol; Relative fluorescence units
- CD59: Gene symbol; Relative fluorescence units
- FABP1: Gene symbol; Relative fluorescence units
- GDF11: Gene symbol; Relative fluorescence units
- BTC: Gene symbol; Relative fluorescence units
- HIF1A: Gene symbol; Relative fluorescence units
- S100A6: Gene symbol; Relative fluorescence units
- SECTM1: Gene symbol; Relative fluorescence units
- RSPO3: Gene symbol; Relative fluorescence units
- REG1A: Gene symbol; Relative fluorescence units
- BCL2L2: Gene symbol; Relative fluorescence units
- FIGF: Gene symbol; Relative fluorescence units
- SOST: Gene symbol; Relative fluorescence units
- FAM3D: Gene symbol; Relative fluorescence units
- CSH1.CSH2: Gene symbol; Relative fluorescence units
- EFNB1: Gene symbol; Relative fluorescence units
- SNAP25: Gene symbol; Relative fluorescence units
- LYPD3: Gene symbol; Relative fluorescence units
- NEGR1: Gene symbol; Relative fluorescence units
- BCL6: Gene symbol; Relative fluorescence units
- FSTL1: Gene symbol; Relative fluorescence units
- SPP1: Gene symbol; Relative fluorescence units
- LUM: Gene symbol; Relative fluorescence units
- CD177: Gene symbol; Relative fluorescence units
- CHKB: Gene symbol; Relative fluorescence units
- SMOC1: Gene symbol; Relative fluorescence units
- SERPINA10: Gene symbol; Relative fluorescence units
- FLRT2: Gene symbol; Relative fluorescence units
- FLRT3: Gene symbol; Relative fluorescence units
- ISLR2: Gene symbol; Relative fluorescence units
- VTN: Gene symbol; Relative fluorescence units
- DSC2: Gene symbol; Relative fluorescence units
- LDLR: Gene symbol; Relative fluorescence units
- HK2: Gene symbol; Relative fluorescence units
- HK1: Gene symbol; Relative fluorescence units
- SEMA5A: Gene symbol; Relative fluorescence units
- LTBP4: Gene symbol; Relative fluorescence units
- PIANP: Gene symbol; Relative fluorescence units
- ADM: Gene symbol; Relative fluorescence units
- S100A4: Gene symbol; Relative fluorescence units
- RNF43: Gene symbol; Relative fluorescence units
- TNFRSF10D: Gene symbol; Relative fluorescence units
- ZNRF3: Gene symbol; Relative fluorescence units
- C10orf54: Gene symbol; Relative fluorescence units
- EFNA2: Gene symbol; Relative fluorescence units
- APOM: Gene symbol; Relative fluorescence units
- IFNB1: Gene symbol; Relative fluorescence units
- IFNA10: Gene symbol; Relative fluorescence units
- IFNA7: Gene symbol; Relative fluorescence units
- EFNB2: Gene symbol; Relative fluorescence units
- HHLA2: Gene symbol; Relative fluorescence units
- IL1R2: Gene symbol; Relative fluorescence units
- AMIGO2: Gene symbol; Relative fluorescence units
- RXFP1: Gene symbol; Relative fluorescence units
- CD93: Gene symbol; Relative fluorescence units
- NRG4: Gene symbol; Relative fluorescence units
- HIST2H2BE: Gene symbol; Relative fluorescence units
- HIST3H2A: Gene symbol; Relative fluorescence units
- HIST1H3A: Gene symbol; Relative fluorescence units
- IFNG: Gene symbol; Relative fluorescence units
- IL36B: Gene symbol; Relative fluorescence units
- IL36A: Gene symbol; Relative fluorescence units
- ISG15: Gene symbol; Relative fluorescence units
- EFNA3: Gene symbol; Relative fluorescence units
- YWHAB: Gene symbol; Relative fluorescence units
- YWHAE: Gene symbol; Relative fluorescence units
- ANXA5: Gene symbol; Relative fluorescence units
- MSTN: Gene symbol; Relative fluorescence units
- HCE001796: Hybridization Control; Relative fluorescence units
- HCE003167: Hybridization Control; Relative fluorescence units
- C4A.C4B: Gene symbol; Relative fluorescence units
- F11: Gene symbol; Relative fluorescence units
- CCL27: Gene symbol; Relative fluorescence units
- HCE000414: Hybridization Control; Relative fluorescence units
- COL18A1: Gene symbol; Relative fluorescence units
- TIMP1: Gene symbol; Relative fluorescence units
- PLAT: Gene symbol; Relative fluorescence units
- HCE003183: Gene symbol; Relative fluorescence units
- PROK1: Gene symbol; Relative fluorescence units
- HCE004333: Hybridization Control; Relative fluorescence units
- HCE004359: Hybridization Control; Relative fluorescence units
- TIMP2: Gene symbol; Relative fluorescence units
- HCE004331: Hybridization Control; Relative fluorescence units
- HCE003300: Hybridization Control; Relative fluorescence units
- HCE000483: Hybridization Control; Relative fluorescence units
- TGFB1: Gene symbol; Relative fluorescence units
- FLT4: Gene symbol; Relative fluorescence units
- HCE004152: Hybridization Control; Relative fluorescence units
- C5: Gene symbol; Relative fluorescence units
- APOE: Gene symbol; Relative fluorescence units
- BDNF: Gene symbol; Relative fluorescence units
- C8A.C8B.C8G: Gene symbol; Relative fluorescence units
- HCE000342: Hybridization Control; Relative fluorescence units
- CTSG: Gene symbol; Relative fluorescence units
- CXCL16: Gene symbol; Relative fluorescence units
- FGF10: Gene symbol; Relative fluorescence units
- FGF8: Gene symbol; Relative fluorescence units
- PLA2G2E: Gene symbol; Relative fluorescence units
- PLA2G5: Gene symbol; Relative fluorescence units
- CCL20: Gene symbol; Relative fluorescence units
- APCS: Gene symbol; Relative fluorescence units
- KIT: Gene symbol; Relative fluorescence units
- TIMP3: Gene symbol; Relative fluorescence units
- ANGPT4: Gene symbol; Relative fluorescence units
- CDH1: Gene symbol; Relative fluorescence units
- GFRA3: Gene symbol; Relative fluorescence units
- HCE000104: Hybridization Control; Relative fluorescence units
- EFNB3: Gene symbol; Relative fluorescence units
- GFRA2: Gene symbol; Relative fluorescence units
- CCL21: Gene symbol; Relative fluorescence units
- HMGB1: Gene symbol; Relative fluorescence units
- TNFRSF11B: Gene symbol; Relative fluorescence units
- POMC: Gene symbol; Relative fluorescence units
- CFI: Gene symbol; Relative fluorescence units
- IGFBP3: Gene symbol; Relative fluorescence units
- CCL2: Gene symbol; Relative fluorescence units
- MMP9: Gene symbol; Relative fluorescence units
- MPO: Gene symbol; Relative fluorescence units
- PRL: Gene symbol; Relative fluorescence units
- VEGFA: Gene symbol; Relative fluorescence units
- TNFRSF9: Gene symbol; Relative fluorescence units
- TNFSF9: Gene symbol; Relative fluorescence units
- ANGPT2: Gene symbol; Relative fluorescence units
- CD80: Gene symbol; Relative fluorescence units
- TNFRSF8: Gene symbol; Relative fluorescence units
- CRLF1.CLCF1: Gene symbol; Relative fluorescence units
- CST3: Gene symbol; Relative fluorescence units
- TYRO3: Gene symbol; Relative fluorescence units
- EIF5: Gene symbol; Relative fluorescence units
- EFNA4: Gene symbol; Relative fluorescence units
- EFNA5: Gene symbol; Relative fluorescence units
- ERBB2: Gene symbol; Relative fluorescence units
- ERBB3: Gene symbol; Relative fluorescence units
- ERBB4: Gene symbol; Relative fluorescence units
- TACSTD2: Gene symbol; Relative fluorescence units
- IL6ST: Gene symbol; Relative fluorescence units
- HMOX2: Gene symbol; Relative fluorescence units
- Human.virus: HPV E7 Type 16; Relative fluorescence units
- Human.virus.1: HPV E7 Type18; Relative fluorescence units
- HSP90AA1.HSP90AB1: Gene symbol; Relative fluorescence units
- IL1RAP: Gene symbol; Relative fluorescence units
- IL10RB: Gene symbol; Relative fluorescence units
- IL12RB1: Gene symbol; Relative fluorescence units
- IL13RA1: Gene symbol; Relative fluorescence units
- IL2RG: Gene symbol; Relative fluorescence units
- LAYN: Gene symbol; Relative fluorescence units
- LTBR: Gene symbol; Relative fluorescence units
- MRC1: Gene symbol; Relative fluorescence units
- CSF1R: Gene symbol; Relative fluorescence units
- MST1R: Gene symbol; Relative fluorescence units
- PAFAH1B2: Gene symbol; Relative fluorescence units
- CDH3: Gene symbol; Relative fluorescence units
- PRKCA: Gene symbol; Relative fluorescence units
- PRKCZ: Gene symbol; Relative fluorescence units
- GDI2: Gene symbol; Relative fluorescence units
- ICAM3: Gene symbol; Relative fluorescence units
- PLAUR: Gene symbol; Relative fluorescence units
- TNFRSF1A: Gene symbol; Relative fluorescence units
- NTRK3: Gene symbol; Relative fluorescence units
- TNFRSF17: Gene symbol; Relative fluorescence units
- DCN: Gene symbol; Relative fluorescence units
- CAPN1.CAPNS1: Gene symbol; Relative fluorescence units
- CKM: Gene symbol; Relative fluorescence units
- EGFR: Gene symbol; Relative fluorescence units
- HGF: Gene symbol; Relative fluorescence units
- HSPD1: Gene symbol; Relative fluorescence units
- C3: Gene symbol; Relative fluorescence units
- IGFBP5: Gene symbol; Relative fluorescence units
- IGFBP6: Gene symbol; Relative fluorescence units
- MIA: Gene symbol; Relative fluorescence units
- PLA2G2A: Gene symbol; Relative fluorescence units
- OSM: Gene symbol; Relative fluorescence units
- PECAM1: Gene symbol; Relative fluorescence units
- PSPN: Gene symbol; Relative fluorescence units
- PF4: Gene symbol; Relative fluorescence units
- PROS1: Gene symbol; Relative fluorescence units
- TNFRSF13B: Gene symbol; Relative fluorescence units
- CCL25: Gene symbol; Relative fluorescence units
- SERPINA7: Gene symbol; Relative fluorescence units
- TNFSF18: Gene symbol; Relative fluorescence units
- CNTFR: Gene symbol; Relative fluorescence units
- AIMP1: Gene symbol; Relative fluorescence units
- EPOR: Gene symbol; Relative fluorescence units
- CSF3R: Gene symbol; Relative fluorescence units
- IL37: Gene symbol; Relative fluorescence units
- LAMA1.LAMB1..LAMC1: Gene symbol; Relative fluorescence units
- MICA: Gene symbol; Relative fluorescence units
- POR: Gene symbol; Relative fluorescence units
- NANOG: Gene symbol; Relative fluorescence units
- NCR2: Gene symbol; Relative fluorescence units
- NOV: Gene symbol; Relative fluorescence units
- SIGLEC6: Gene symbol; Relative fluorescence units
- SIGLEC7: Gene symbol; Relative fluorescence units
- SHH: Gene symbol; Relative fluorescence units
- IGHG1.IGHG2.IGHG3.IGHG4.IGK..IGL.: Gene symbol; Relative fluorescence units
- CRLF2: Gene symbol; Relative fluorescence units
- ULBP3: Gene symbol; Relative fluorescence units
- INHBA: Gene symbol; Relative fluorescence units
- APOA1: Gene symbol; Relative fluorescence units
- AZU1: Gene symbol; Relative fluorescence units
- GDF5: Gene symbol; Relative fluorescence units
- C1QA.C1QB..C1QC: Gene symbol; Relative fluorescence units
- C3.1: Gene symbol; Relative fluorescence units
- C3.2: Gene symbol; Relative fluorescence units
- FAM107A: Gene symbol; Relative fluorescence units
- FGF18: Gene symbol; Relative fluorescence units
- FGF19: Gene symbol; Relative fluorescence units
- FGF20: Gene symbol; Relative fluorescence units
- FGF9: Gene symbol; Relative fluorescence units
- GDF11.MSTN: Gene symbol; Relative fluorescence units
- HPX: Gene symbol; Relative fluorescence units
- Human.virus.2: Gene symbol; Relative fluorescence units
- CCL1: Gene symbol; Relative fluorescence units
- IGFBP1: Gene symbol; Relative fluorescence units
- IL10: Gene symbol; Relative fluorescence units
- IL16: Gene symbol; Relative fluorescence units
- IL17F: Gene symbol; Relative fluorescence units
- IL22: Gene symbol; Relative fluorescence units
- LTF: Gene symbol; Relative fluorescence units
- CCL4L1: Gene symbol; Relative fluorescence units
File: SomalogicPanelMetadata.csv
Description: Additional info on the variables present in Somascan.csb.
Variables
- SeqId: Somalogic identifier
- SeqIdVersion: Somalogic identifier version
- SomaId: Somamer identifier
- TargetFullName: Name of assay target
- Target: Abbreviated name of assay target
- UniProt: Uniprot database ID
- EntrezGeneID: Entrez database ID, if available
- EntrezGeneSymbol: Entrez gene symbol, if available
- Organism: target organism
- Units: RFU, relative fluorescence units
- Type: Analyte type
Access information
Data was derived from the following sources:
- Somalogic proteomic platform
SOMAscan (SomaLogic) was used to measure 1,305 human protein analytes in plasma from 20 RAG patients (5 each for the CID, LS, OS, and SCID groups) and 12 healthy donors. Sample data were normalized to remove hybridization variation within a run. Overall scaling was performed on a per-plate basis to remove overall intensity differences between runs. This was followed by median normalization across the different sample types to remove other assay biases within the run.
