TY - JOUR
T1 - The SYSCID map
T2 - a graphical and computational resource of molecular mechanisms across rheumatoid arthritis, systemic lupus erythematosus and inflammatory bowel disease
AU - Acencio, Marcio Luis
AU - Ostaszewski, Marek
AU - Mazein, Alexander
AU - Rosenstiel, Philip
AU - Aden, Konrad
AU - Mishra, Neha
AU - Andersen, Vibeke
AU - Sidiropoulos, Prodromos
AU - Banos, Aggelos
AU - Filia, Anastasia
AU - Rahmouni, Souad
AU - Finckh, Axel
AU - Gu, Wei
AU - Schneider, Reinhard
AU - Satagopam, Venkata
N1 - Publisher Copyright:
Copyright © 2023 Acencio, Ostaszewski, Mazein, Rosenstiel, Aden, Mishra, Andersen, Sidiropoulos, Banos, Filia, Rahmouni, Finckh, Gu, Schneider and Satagopam.
PY - 2023
Y1 - 2023
N2 - Chronic inflammatory diseases (CIDs), including inflammatory bowel disease (IBD), rheumatoid arthritis (RA) and systemic lupus erythematosus (SLE) are thought to emerge from an impaired complex network of inter- and intracellular biochemical interactions among several proteins and small chemical compounds under strong influence of genetic and environmental factors. CIDs are characterised by shared and disease-specific processes, which is reflected by partially overlapping genetic risk maps and pathogenic cells (e.g., T cells). Their pathogenesis involves a plethora of intracellular pathways. The translation of the research findings on CIDs molecular mechanisms into effective treatments is challenging and may explain the low remission rates despite modern targeted therapies. Modelling CID-related causal interactions as networks allows us to tackle the complexity at a systems level and improve our understanding of the interplay of key pathways. Here we report the construction, description, and initial applications of the SYSCID map (https://syscid.elixir-luxembourg.org/), a mechanistic causal interaction network covering the molecular crosstalk between IBD, RA and SLE. We demonstrate that the map serves as an interactive, graphical review of IBD, RA and SLE molecular mechanisms, and helps to understand the complexity of omics data. Examples of such application are illustrated using transcriptome data from time-series gene expression profiles following anti-TNF treatment and data from genome-wide associations studies that enable us to suggest potential effects to altered pathways and propose possible mechanistic biomarkers of treatment response.
AB - Chronic inflammatory diseases (CIDs), including inflammatory bowel disease (IBD), rheumatoid arthritis (RA) and systemic lupus erythematosus (SLE) are thought to emerge from an impaired complex network of inter- and intracellular biochemical interactions among several proteins and small chemical compounds under strong influence of genetic and environmental factors. CIDs are characterised by shared and disease-specific processes, which is reflected by partially overlapping genetic risk maps and pathogenic cells (e.g., T cells). Their pathogenesis involves a plethora of intracellular pathways. The translation of the research findings on CIDs molecular mechanisms into effective treatments is challenging and may explain the low remission rates despite modern targeted therapies. Modelling CID-related causal interactions as networks allows us to tackle the complexity at a systems level and improve our understanding of the interplay of key pathways. Here we report the construction, description, and initial applications of the SYSCID map (https://syscid.elixir-luxembourg.org/), a mechanistic causal interaction network covering the molecular crosstalk between IBD, RA and SLE. We demonstrate that the map serves as an interactive, graphical review of IBD, RA and SLE molecular mechanisms, and helps to understand the complexity of omics data. Examples of such application are illustrated using transcriptome data from time-series gene expression profiles following anti-TNF treatment and data from genome-wide associations studies that enable us to suggest potential effects to altered pathways and propose possible mechanistic biomarkers of treatment response.
KW - curation
KW - inflammatory bowel disease
KW - molecular mechanisms
KW - pathway biology
KW - rheumatoid arthritis
KW - systemic lupus erythematosus
KW - systems biology
UR - http://www.scopus.com/inward/record.url?scp=85176807939&partnerID=8YFLogxK
U2 - 10.3389/fimmu.2023.1257321
DO - 10.3389/fimmu.2023.1257321
M3 - Article
C2 - 38022524
AN - SCOPUS:85176807939
SN - 1664-3224
VL - 14
JO - Frontiers in Immunology
JF - Frontiers in Immunology
M1 - 1257321
ER -