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Table 1 Summary of recent transcriptome studies in SLE

From: Transcriptomic studies of systemic lupus erythematosus

Groups

Authors

Year

SLE samples and patients

Material

Method

Summary of findings

Pascual and colleagues

Chiche et al. [17]

2014

157 samples/ 62 adults

Whole blood

Microarray

Modular repertoire analysis identified three distinct IFN signatures in SLE, which involved the previous IFNα signature as well as IFNβ and IFNγ signatures.

Banchereau et al. [33]

2016

924 samples/ 158 children

Whole blood

Microarray

Longitudinal immunomonitoring stratified SLE patients into seven groups based on five modules correlated with SLEDAI (erythropoiesis, IFN, myeloid lineage/neutrophils, plasmablasts and lymphoid lineage modules).

Hong et al. [34]

2019

92 pregnant women

Whole blood

Microarray

Sustained IFN response and plasma cell signatures were observed in pregnant SLE patients with fetal complications. Patients with preeclampsia showed remarkable upregulation of the neutrophil signature.

Nehar-Belaid et al. [22]

2020

33 children and 8 adults

PBMCs

scRNA-seq

The high IFN signature was limited to a small number of cells within each major cell type. Subpopulations enriched in ISGs and/or monogenic lupus-associated genes were expanded, especially in active SLE.

Other groups

McKinney et al. [39]

2015

23 adults

CD4+ T cells, CD8+ T cells

Microarray

The exhaustion signature in CD8+ T cells, which was associated with poor outcomes in patients with viral infections, was correlated with a lower risk of disease relapse in AAV and SLE patients.

Chong et al. [40]

2015

9 adults with DLE

Skin

Microarray

CD163+ macrophages were polarized in DLE skin. M1 macrophage-associated genes such as CXCL10 and CCL5 were upregulated in DLE skin.

Sherbiny et al. [18]

2018

114 adults

PBMCs and sorted monocytes, T, NK and three B cell subsets

qRT-PCR

IFN score A was increased in SLE only, whereas IFN score B was increased in both SLE and RA. Both scores were correlated with mucocutaneous and hematological, but not musculoskeletal, activity in SLE.

Petri et al. [16]

2019

243 adults

Whole blood

Microarray

IFN, BAFF, plasma cell and LDG signatures were relatively stable in patients over time. The changes in IFN and BAFF signatures did not coincide with changes in disease activity.

Panousis et al. [35]

2019

142 samples/ 142 adults

Whole blood

RNA-seq

The SLE “activity signature” included genes related to immune cell metabolism, protein synthesis and proliferation. Active nephritis was characterized by neutrophil and humoral response signatures.

Catalina et al. [20]

2019

More than 1000 patients from multiple publicly available datasets

PBMCs, whole blood, skin, synovium, kidney, monocytes, B cells and CD4+ T cells

Microarray

The IFN signature was enriched in SLE skin and synovium and, to a lesser extent, in LN kidneys. The lack of correlation between the IFN signature in PBMCs and SLEDAI is due to its persistent overexpression in inactive SLE monocytes.

Minstry et al. [37]

2019

11 adults

PBMCs

RNA-seq, scRNA-seq

The highest ISG expression was observed in LDGs among various cell subpopulations. CD10+ LDGs showed the strongest proinflammatory phenotype and the most significant association with organ damage.

Accelerating Medicine Partnership in SLE Network

Der et al. [43]

2017

16 adults (kidney) and 12 adults (skin) with LN

Kidney and skin

scRNA-seq

IFN scores in renal tubular cells were positively correlated with the chronicity index, urinary protein levels and glomerular IgG deposition. Patients with higher IFN scores were less likely to respond to treatment.

Der et al. [44]

2019

21 adults (kidney) and 17 adults (skin) with LN

Kidney and skin

scRNA-seq

The fibrotic gene signatures related to ECM pathways in tubular cells predicted a poor treatment response. Comparisons among histological subclasses revealed distinct inflammation and fibrosis pathways in each subclass.

Arazi et al. [45]

2019

21 adults with LN

Kidney

scRNA-seq

CD16+ monocytes acquired phagocytic function and differentiated into M2-like macrophages in the kidney of LN patients. Twenty-one cell subpopulations including cytotoxic CD8+ T cells and DN2-like B cells infiltrated the kidney.

Fava et al. [46]

2020

30 adults with LN

Kidney and urine

scRNA-seq + proteomics

A chemokine gradient induced by IFNγ distinguished proliferative LN from membranous LN. Urinary chemokines were predominantly produced by infiltrating CD8+ T cells, followed by NK and myeloid cells.

  1. Among the studies cited in the manuscript, the studies published since 2014 are listed
  2. AAV anti-neutrophil cytoplasmic antibodies-associated vasculitis, BAFF B cell activating factor, DLE discoid lupus erythematosus, DN2 double negative memory B cells 2, ECM extracellular matrix, IFN interferon, IgG immunoglobulin G, LDGs low-density granulocytes, LN lupus nephritis, NK natural killer, PBMCs peripheral blood mononuclear cells, qRT-PCR quantitative reverse-transcription polymerase chain reaction, RA rheumatoid arthritis, RNA-seq RNA-sequencing, scRNA-seq single-cell RNA-sequencing, SLE systemic lupus erythematosus, SLEDAI SLE disease activity index