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Single-cell RNA sequencing for the study of lupus nephritis
Der, Evan; Suryawanshi, Hemant; Buyon, Jill; Tuschl, Thomas; Putterman, Chaim
Single-cell RNA sequencing (scRNA-seq) has recently undergone rapid advances in the development of this technology, leading to high throughput and accelerating discovery in many biological systems and diseases. The single-cell resolution of the technique allows for the investigation of heterogeneity in cell populations, and the pinpointing of pathological populations contributing to disease. Here we review the development of scRNA-seq technology and the analysis that has evolved with the ever-increasing throughput. Finally, we highlight recent applications of scRNA-seq to understand the molecular pathogenesis of lupus and lupus nephritis.
PMCID:6560921
PMID: 31245017
ISSN: 2053-8790
CID: 3963792
The immune cell landscape in kidneys of patients with lupus nephritis
Arazi, Arnon; Rao, Deepak A; Berthier, Celine C; Davidson, Anne; Liu, Yanyan; Hoover, Paul J; Chicoine, Adam; Eisenhaure, Thomas M; Jonsson, A Helena; Li, Shuqiang; Lieb, David J; Zhang, Fan; Slowikowski, Kamil; Browne, Edward P; Noma, Akiko; Sutherby, Danielle; Steelman, Scott; Smilek, Dawn E; Tosta, Patti; Apruzzese, William; Massarotti, Elena; Dall'Era, Maria; Park, Meyeon; Kamen, Diane L; Furie, Richard A; Payan-Schober, Fernanda; Pendergraft, William F; McInnis, Elizabeth A; Buyon, Jill P; Petri, Michelle A; Putterman, Chaim; Kalunian, Kenneth C; Woodle, E Steve; Lederer, James A; Hildeman, David A; Nusbaum, Chad; Raychaudhuri, Soumya; Kretzler, Matthias; Anolik, Jennifer H; Brenner, Michael B; Wofsy, David; Hacohen, Nir; Diamond, Betty
Lupus nephritis is a potentially fatal autoimmune disease for which the current treatment is ineffective and often toxic. To develop mechanistic hypotheses of disease, we analyzed kidney samples from patients with lupus nephritis and from healthy control subjects using single-cell RNA sequencing. Our analysis revealed 21 subsets of leukocytes active in disease, including multiple populations of myeloid cells, T cells, natural killer cells and B cells that demonstrated both pro-inflammatory responses and inflammation-resolving responses. We found evidence of local activation of B cells correlated with an age-associated B-cell signature and evidence of progressive stages of monocyte differentiation within the kidney. A clear interferon response was observed in most cells. Two chemokine receptors, CXCR4 and CX3CR1, were broadly expressed, implying a potentially central role in cell trafficking. Gene expression of immune cells in urine and kidney was highly correlated, which would suggest that urine might serve as a surrogate for kidney biopsies.
PMID: 31209404
ISSN: 1529-2916
CID: 3939042
Pregnancy outcomes in mixed connective tissue disease: a multicentre study
Radin, Massimo; Schreiber, Karen; Cuadrado, Maria José; Cecchi, Irene; Andreoli, Laura; Franceschini, Franco; Caleiro, Teresa; Andrade, Danieli; Gibbone, Elena; Khamashta, Munther; Buyon, Jill; Izmirly, Peter; Aguirre, Maria Angeles; Benedetto, Chiara; Roccatello, Dario; Marozio, Luca; Sciascia, Savino
OBJECTIVES/OBJECTIVE:In this study we aimed to investigate foetal and maternal pregnancy outcomes from a large multicentre cohort of women diagnosed with MCTD and anti-U1RNP antibodies. METHODS:This multicentre retrospective cohort study describes the outcomes of 203 pregnancies in 94 consecutive women ever pregnant who fulfilled the established criteria for MCTD with confirmed U1RNP positivity. RESULTS:The foetal outcomes in 203 pregnancies were as follows: 146 (71.9%) live births, 38 (18.7%) miscarriages (first trimester pregnancy loss of <12 weeks gestation), 18 (8.9%) stillbirths (pregnancy loss after 20 weeks gestation) and 11 (5.4%) cases with intrauterine growth restriction. Maternal pregnancy outcomes were as follows: 8 (3.9%) developed pre-eclampsia, 2 (0.9%) developed eclampsia, 31 (15.3%) developed gestational hypertension and 3 (1.5%) developed gestational diabetes. Women with MCTD and aPL and pulmonary or muscular involvement had worse foetal outcomes compared with those without. Moreover, we report a case of complete congenital heart block (0.45%) and a case of cutaneous neonatal lupus, both born to a mother with positive isolated anti-U1RNP and negative anti-Ro/SSA antibodies. CONCLUSION/CONCLUSIONS:In our multicentre cohort, women with MCTD had a live birth rate of 72%. While the true frequency of heart block associated with anti-U1RNP remains to be determined, this study might raise the consideration of echocardiographic surveillance in this setting. Pregnancy counselling should be considered in women with MCTD.
PMID: 31079145
ISSN: 1462-0332
CID: 3909962
Tubular cell and keratinocyte single-cell transcriptomics applied to lupus nephritis reveal type I IFN and fibrosis relevant pathways
Der, Evan; Suryawanshi, Hemant; Morozov, Pavel; Kustagi, Manjunath; Goilav, Beatrice; Ranabathou, Saritha; Izmirly, Peter; Clancy, Robert; Belmont, H Michael; Koenigsberg, Mordecai; Mokrzycki, Michele; Rominieki, Helen; Graham, Jay A; Rocca, Juan P; Bornkamp, Nicole; Jordan, Nicole; Schulte, Emma; Wu, Ming; Pullman, James; Slowikowski, Kamil; Raychaudhuri, Soumya; Guthridge, Joel; James, Judith; Buyon, Jill; Tuschl, Thomas; Putterman, Chaim
The molecular and cellular processes that lead to renal damage and to the heterogeneity of lupus nephritis (LN) are not well understood. We applied single-cell RNA sequencing (scRNA-seq) to renal biopsies from patients with LN and evaluated skin biopsies as a potential source of diagnostic and prognostic markers of renal disease. Type I interferon (IFN)-response signatures in tubular cells and keratinocytes distinguished patients with LN from healthy control subjects. Moreover, a high IFN-response signature and fibrotic signature in tubular cells were each associated with failure to respond to treatment. Analysis of tubular cells from patients with proliferative, membranous and mixed LN indicated pathways relevant to inflammation and fibrosis, which offer insight into their histologic differences. In summary, we applied scRNA-seq to LN to deconstruct its heterogeneity and identify novel targets for personalized approaches to therapy.
PMID: 31110316
ISSN: 1529-2916
CID: 3905602
Insights from single-cell RNA sequencing of skin and kidney in lupus nephritis [Meeting Abstract]
Der, E; Suryawanshi, H; Morozov, P; Kustagi, M; Goilav, B; Ranabothu, S; Izmirly, P; Clancy, R; Belmont, M; Koenigsberg, M; Mokrzycki, M; Rominiecki, H; Graham, J; Rocca, J; Bornkamp, N; Jordan, N; Schulte, E; Wu, M; Pullman, J; Slowikowski, K; Raychaudhuri, S; Guthridge, J; James, J A; Buyon, J; Tuschl, T; Putterman, C
Background Classification and treatment decisions in lupus nephritis (LN) are largely based on renal histology. Single-cell RNA sequencing (scRNAseq) analysis may accurately differentiate types of renal involvement at the transcriptomic level, and better inform treatment decisions and prognosis. Methods scRNAseq was performed on kidney and non-lesional skin tissue collected from 20 SLE patients undergoing a clinically indicated renal biopsy. Cell types were determined using principal component analysis and t-distributed stochastic neighbor embedding (tSNE) plotting, resulting in the definitive identification of keratinocytes, tubular cells, mesangial cells, fibroblasts, endothelial cells, and leukocytes. Results LN patients expressed upregulated IFN response genes in both their tubular cells and keratinocytes. This IFN response signature in tubular cells predicted poor response to therapy 6 months post-biopsy. Tubular cells of non-responder patients also expressed upregulated extracellular matrix proteins and fibrotic markers (figure 1A and 1B). Using logistic regression analysis, a 4-gene tubular fibrosis score was created and able to predict response to treatment with an area under curve of 0.9 (figure 1C). Keratinocytes of non-responders also upregulated certain extracellular matrix genes and this response was not observed in peripheral blood mononuclear cells. Differential expression analysis between histology classes indicated an upregulation of IFN and TNF signaling in the tubular cells of patients with proliferative LN compared with membranous. Conclusions scRNAseq from 2-10 mm of renal biopsy tissue in SLE can differentiate between the different classes of LN, and provide important insights into potential pathogenic mechanisms. Further, changes in the skin of LN patients can provide a useful source of biomarkers and may reflect important information concerning concurrent kidney pathological events
EMBASE:627466147
ISSN: 2053-8790
CID: 3861182
Transcriptome analysis of skin fibroblasts derived from lupus nephritis patients demonstrates fibrotic and interferon-related cellular biomarkers [Meeting Abstract]
Clancy, R; Suryawanshi, H; Belmont, M; Izmirly, P; Tuschl, T; Buyon, J
Background The impact of renal injury in lupus nephritis is widespread with consequences to resident cells in other tissue beds, even non-lesional non-sun exposed skin. Faithful reflection of a relevant renal tissue pathway in a more readily accessible compartment would allow for less invasive diagnostic alternatives. Single-cell transcriptional states as performed in this study may provide a framework for understanding how in vivo biological function emerges from complex cell ensembles, thus allowing for a clearer understanding of potential mutual pathways. Methods Patients with proteinuria and known ISN/RPS Class and controls were recruited to discovery 1 and 2 cohorts. Single cell RNAseq was performed on cell suspensions prepared from ~2 mm punch biopsies of non-lesional non sun-exposed skin from the buttocks. The libraries were prepared on the Fluidigm C1 platform (discovery 1) and 10X Genomics platform (discovery 2) along with Illumina HiSeq 2500 sequencing. Results Sorting based on COL1A1, COL1A2, COL3A1, MFAP5 and MFAP4 expression yielded 12 fibroblasts from 3 patients. The 1 Class II subject yielded 5 single-cell transcriptomes. The other 2 subjects (1 Class IV,V; 1 Class III,V) yielded 7 single-cell transcriptomes. 22 transcriptomes were derived from 3 controls. The aggregate data were used to determine the top upregulated genes in cases versus controls, most of which belonged to the interferon-stimulated gene category and the extracellular matrix category (DAVID databases). Fewer cells were obtained using Fluidigm C1 (36 single-cell) than 10X Genomics (7280 single-cell). For the latter, the major biopsy classes were represented (Class III, III/IV, III/V, V and no LN). We applied graph-based clustering and identified 12 major clusters of cells from the patient skin as visualized by t-distributed stochastic neighbor embedding (t-SNE; figure 1). Differential gene expression analysis guided by established lineage markers revealed three keratinocyte clusters (KC1- KC3), two fibroblast clusters (FB1, FB2), smooth muscle cells (SMC), two endothelial cell clusters (VEC, LEC), melanocytes (MEL), sweat gland cells (SG), macrophages/dendritic cells (MAC-DC) and T cells (TC). Ranked by abundance, patient skin exhibited KC>FB>EC>MAC-DC>SMC>TC>SG> MEL. Conclusions Single-cell RNAseq is both feasible and informative in cell-specific transcriptome analysis of fresh non-lesional non-sun exposed LN skin biopsies. 10X genomics significantly increases cell numbers and facilitates identification of major cell clusters compared to Fluidigm C1. The expression of fibroblasts and genes reflective of fibrotic and interferonrelated pathways support the application of this approach to study readily accessible tissue for biomarkers related to disease progression. (Figure Presented)
EMBASE:627466014
ISSN: 2053-8790
CID: 3861192
SLE: reconciling heterogeneity
Lockshin, Michael D; Barbhaiya, Medha; Izmirly, Peter; Buyon, Jill P; Crow, Mary K
PMCID:6485210
PMID: 31080630
ISSN: 2053-8790
CID: 3864792
Longitudinal profiling of human blood transcriptome in healthy and lupus pregnancy
Hong, Seunghee; Banchereau, Romain; Maslow, Bat-Sheva L; Guerra, Marta M; Cardenas, Jacob; Baisch, Jeanine; Branch, D Ware; Porter, T Flint; Sawitzke, Allen; Laskin, Carl A; Buyon, Jill P; Merrill, Joan; Sammaritano, Lisa R; Petri, Michelle; Gatewood, Elizabeth; Cepika, Alma-Martina; Ohouo, Marina; Obermoser, Gerlinde; Anguiano, Esperanza; Kim, Tae Whan; Nulsen, John; Nehar-Belaid, Djamel; Blankenship, Derek; Turner, Jacob; Banchereau, Jacques; Salmon, Jane E; Pascual, Virginia
Systemic lupus erythematosus carries an increased risk of pregnancy complications, including preeclampsia and fetal adverse outcomes. To identify the underlying molecular mechanisms, we longitudinally profiled the blood transcriptome of 92 lupus patients and 43 healthy women during pregnancy and postpartum and performed multicolor flow cytometry in a subset of them. We also profiled 25 healthy women undergoing assisted reproductive technology to monitor transcriptional changes around embryo implantation. Sustained down-regulation of multiple immune signatures, including interferon and plasma cells, was observed during healthy pregnancy. These changes appeared early after embryo implantation and were mirrored in uncomplicated lupus pregnancies. Patients with preeclampsia displayed early up-regulation of neutrophil signatures that correlated with expansion of immature neutrophils. Lupus pregnancies with fetal complications carried the highest interferon and plasma cell signatures as well as activated CD4+ T cell counts. Thus, blood immunomonitoring reveals that both healthy and uncomplicated lupus pregnancies exhibit early and sustained transcriptional modulation of lupus-related signatures, and a lack thereof associates with adverse outcomes.
PMID: 30962246
ISSN: 1540-9538
CID: 3809152
Lupus nephritis is linked to disease-activity associated expansions and immunity to a gut commensal
Azzouz, Doua; Omarbekova, Aidana; Heguy, Adriana; Schwudke, Dominik; Gisch, Nicolas; Rovin, Brad H; Caricchio, Roberto; Buyon, Jill P; Alekseyenko, Alexander V; Silverman, Gregg J
BACKGROUND/PURPOSE/OBJECTIVE:To search for a transmissible agent involved in lupus pathogenesis, we investigated the faecal microbiota of patients with systemic lupus erythematosus (SLE) for candidate pathobiont(s) and evaluated them for special relationships with host immunity. METHODS:In a cross-sectional discovery cohort, matched blood and faecal samples from 61 female patients with SLE were obtained. Faecal 16 S rRNA analyses were performed, and sera profiled for antibacterial and autoantibody responses, with findings validated in two independent lupus cohorts. RESULTS:strain-restricted antibodies were detected in those with active nephritis (including Class III and IV) in the discovery cohort, with findings validated in two independent cohorts. CONCLUSION/CONCLUSIONS:These findings suggest a novel paradigm in which specific strains of a gut commensal may contribute to the immune pathogenesis of lupus nephritis.
PMID: 30782585
ISSN: 1468-2060
CID: 3686132
Human Low-Affinity IgG Receptor FcγRIIA Polymorphism H131R Associates with Subclinical Atherosclerosis and Increased Platelet Activity in Systemic Lupus Erythematosus
Clancy, R; El Bannoudi, H; Rasmussen, S E; Bornkamp, N; Allen, N; Dann, R; Reynolds, H; Buyon, J P; Berger, J S
BACKGROUND:Systemic lupus erythematosus (SLE) is a complex autoimmune disease associated with an elevated risk for premature cardiovascular disease. Platelets express receptors contributing to inflammation and immunity including FcγRIIA, the low affinity receptor of the Fc portion of IgG antibodies. The variation at a single amino acid substitution, H131R, in the extracellular binding domain alters the affinity for IgG, which may account for individual variation in platelet activity and platelet mediated disease. OBJECTIVES/OBJECTIVE:This study was performed to investigate the association between FcγRIIA genotype, preclinical atherosclerosis, platelet reactivity, and vascular health. METHODS:FcγRIIA was genotyped in 80 SLE patients and 30 healthy controls. Carotid ultrasound plaque, soluble E-selectin, and platelet aggregability were evaluated in SLE and matched controls. RESULTS:Carotid plaque was significantly more prevalent in SLE patients carrying a variant allele compared to those who were homozygous ancestral (58% vs. 25%, P=0.04). In contrast, prevalent carotid plaque was not associated with genotype in controls. Consistently, SLE variant FcγRIIA carriers vs. ancestral had a significant increase in the levels of soluble E-selectin, which was not observed in controls. Monocyte and leukocyte-platelet aggregation and platelet aggregation in response to submaximal agonist stimulation were significantly elevated in SLE patients with the variant vs. ancestral genotype. CONCLUSIONS:Carotid ultrasound plaque, soluble E-selectin levels and platelet activity were more frequently prevalent in SLE patients carrying variant FcγRIIA. The interplay between FcγRIIA-mediated platelet activation and endothelial cells might represent a mechanism underlying the pathogenesis of cardiovascular disease in SLE patients.
PMID: 30638300
ISSN: 1538-7836
CID: 3595132