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Molecular Taxonomy of Systemic Lupus Erythematosus Through Data-Driven Patient Stratification: Molecular Endotypes and Cluster-Tailored Drugs.
Garantziotis, Panagiotis; Nikolakis, Dimitrios; Doumas, Stavros; Frangou, Eleni; Sentis, George; Filia, Anastasia; Fanouriakis, Antonis; Bertsias, George; Boumpas, Dimitrios T.
Afiliación
  • Garantziotis P; Laboratory of Autoimmunity and Inflammation, Biomedical Research Foundation of the Academy of Athens, Athens, Greece.
  • Nikolakis D; Rheumatology and Immunology, Hannover Medical School, Hannover, Germany.
  • Doumas S; Department of Gastroenterology, Academic Medical Center, Amsterdam Institute for Gastroenterology Endocrinology and Metabolism Amsterdam University Medical Center (UMC), University of Amsterdam, Amsterdam, Netherlands.
  • Frangou E; Department of Rheumatology and Clinical Immunology, Amsterdam Institute for Infection and Immunity, Amsterdam University Medical Center (UMC), University of Amsterdam, Amsterdam, Netherlands.
  • Sentis G; Amsterdam Rheumatology and Immunology Center (ARC), Academic Medical Center, Amsterdam, Netherlands.
  • Filia A; Department of Experimental Immunology, Amsterdam Institute for Infection and Immunity, Amsterdam University Medical Center (UMC), University of Amsterdam, Amsterdam, Netherlands.
  • Fanouriakis A; Laboratory of Autoimmunity and Inflammation, Biomedical Research Foundation of the Academy of Athens, Athens, Greece.
  • Bertsias G; Department of Medicine, MedStar Georgetown University Hospital, Washington, DC, United States.
  • Boumpas DT; Laboratory of Autoimmunity and Inflammation, Biomedical Research Foundation of the Academy of Athens, Athens, Greece.
Front Immunol ; 13: 860726, 2022.
Article en En | MEDLINE | ID: mdl-35615355
ABSTRACT

Objectives:

Treatment of Systemic Lupus Erythematosus (SLE) is characterized by a largely empirical approach and relative paucity of novel compound development. We sought to stratify SLE patients based on their molecular phenotype and identify putative therapeutic compounds for each molecular fingerprint.

Methods:

By the use of whole blood RNA-seq data from 120 SLE patients, and in a data-driven, clinically unbiased manner, we established modules of commonly regulated genes (molecular endotypes) and re-stratified patients through hierarchical clustering. Disease activity and severity were assessed using SLEDAI-2K and Lupus Severity Index, respectively. Through an in silico drug prediction pipeline, we investigated drugs currently in use, tested in lupus clinical trials, and listed in the iLINCS prediction databases, for their ability to reverse the gene expression signatures in each molecular endotype. Drug repurposing analysis was also performed to identify perturbagens that counteract group-specific SLE signatures.

Results:

Molecular taxonomy identified five lupus endotypes, each characterized by a unique gene module enrichment pattern. Neutrophilic signature group consisted primarily of patients with active lupus nephritis, while the B-cell expression group included patients with constitutional features. Patients with moderate severity and serologic activity exhibited a signature enriched for metabolic processes. Mild disease was distributed in two groups, exhibiting enhanced basic cellular functions, myelopoiesis, and autophagy. Bortezomib was predicted to reverse disturbances in the "neutrophilic" cluster, azathioprine and ixazomib in the "B-cell" cluster, and fostamatinib in the "metabolic" patient subgroup.

Conclusion:

The clinical spectrum of SLE encompasses distinct molecular endotypes, each defined by unique pathophysiologic aberrancies potentially reversible by distinct compounds.
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Texto completo: 1 Colección: 01-internacional Banco de datos: MEDLINE Asunto principal: Nefritis Lúpica / Lupus Eritematoso Sistémico Tipo de estudio: Prognostic_studies Límite: Humans Idioma: En Revista: Front Immunol Año: 2022 Tipo del documento: Article País de afiliación: Grecia

Texto completo: 1 Colección: 01-internacional Banco de datos: MEDLINE Asunto principal: Nefritis Lúpica / Lupus Eritematoso Sistémico Tipo de estudio: Prognostic_studies Límite: Humans Idioma: En Revista: Front Immunol Año: 2022 Tipo del documento: Article País de afiliación: Grecia