Annals of the Rheumatic DiseasesImmunologyPeer-reviewed journal article
Deep profiling of lupus nephritis kidneys reveals dynamic changes in myeloid cells associated with disease progression
Paul HooveriD, Thomas EisenhaureiD, Jeffrey B. HodginiD, William A. ApruzzeseiD, Joseph MearsiD, Michael Peters, Tony Jones, Sujal I. ShahiD, Haniya Kamal, Rollin Leavitt, Shaun W. JacksoniD, Patrick J. DanaheriD, Deepak A. RaoiD, Qian XiaoiD, Siddarth GurajalaiD, Junting Ai, Andrea FavaiD, Céline C. BerthieriD, Alice HorisbergeriD, Jennifer L. BarnasiD, Peter IzmirlyiD, Michael H BelmontiD, Robert M. ClancyiD, Richard Alan FurieiD, Cynthia B. AranowiD, , Arnon AraziiD
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Abstract
ObjectivesLupus nephritis (LN) is a common, potentially fatal manifestation of systemic lupus erythematosus. We aim to gain new insights into the immune responses underlying LN and their relation to the histologic heterogeneity observed in this disease, focusing on myeloid cells. MethodsSingle-cell RNA-sequencing (scRNA-seq) was used to profile dissociated kidney samples from 156 LN patients and 30 healthy individuals. Spatial transcriptomics (ST), utilizing a gene panel designed to capture all myeloid subsets identified in the scRNA-seq data, was applied to kidney samples acquired from 6 LN patients and 2 healthy controls. ResultsWe generated a full catalog of the myeloid subsets found in LN kidneys. Our analyses indicated that an increase in irreversible tissue damage, as measured by the NIH chronicity index (CI), is associated with a gradual switch of the local immune response from one dominated by monocytes and macrophages to one featuring expanded CD4+ T, GZMK+CD8+ T, B and dendritic cells, with a parallel decrease in the interferon response. In proliferative/mixed LN only, the degree of active inflammation correlates with expansion of disease-specific macrophage (DMac) subsets, which later contract as the CI increases. Trajectory analysis of the scRNA-seq data suggested that DMacs arise from both infiltrating monocytes and tissue-resident macrophages; this was supported by the ST data, as well as cell cultures. DMacs are indicated to interact with parietal epithelial cells, promoting the development of glomerulosclerosis. ConclusionsWe suggest a detailed picture of the changes in the kidney immune mechanisms in LN as this disease progresses.
- organism: human
- assay: scRNA-seq
- assay: spatial transcriptomics
- research focus: cell type annotation
- research focus: trajectory inference
- research focus: differential expression
- approach: deep learning
- approach: statistical model
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