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Longitudinal multi-omics analysis identifies early blood-based predictors of anti-TNF therapy response in inflammatory bowel disease.
Mishra, Neha; Aden, Konrad; Blase, Johanna I; Baran, Nathan; Bordoni, Dora; Tran, Florian; Conrad, Claudio; Avalos, Diana; Jaeckel, Charlot; Scherer, Michael; Sørensen, Signe B; Overgaard, Silja H; Schulte, Berenice; Nikolaus, Susanna; Rey, Guillaume; Gasparoni, Gilles; Lyons, Paul A; Schultze, Joachim L; Walter, Jörn; Andersen, Vibeke; Dermitzakis, Emmanouil T; Schreiber, Stefan; Rosenstiel, Philip.
Afiliación
  • Mishra N; Institute of Clinical Molecular Biology, Christian-Albrechts-University Kiel and University Medical Center Schleswig-Holstein, Kiel, Germany.
  • Aden K; Institute of Clinical Molecular Biology, Christian-Albrechts-University Kiel and University Medical Center Schleswig-Holstein, Kiel, Germany.
  • Blase JI; Department of Internal Medicine I, University Medical Center Schleswig-Holstein, Kiel, Germany.
  • Baran N; Institute of Clinical Molecular Biology, Christian-Albrechts-University Kiel and University Medical Center Schleswig-Holstein, Kiel, Germany.
  • Bordoni D; Institute of Clinical Molecular Biology, Christian-Albrechts-University Kiel and University Medical Center Schleswig-Holstein, Kiel, Germany.
  • Tran F; Institute of Clinical Molecular Biology, Christian-Albrechts-University Kiel and University Medical Center Schleswig-Holstein, Kiel, Germany.
  • Conrad C; Institute of Clinical Molecular Biology, Christian-Albrechts-University Kiel and University Medical Center Schleswig-Holstein, Kiel, Germany.
  • Avalos D; Department of Internal Medicine I, University Medical Center Schleswig-Holstein, Kiel, Germany.
  • Jaeckel C; Department of Internal Medicine I, University Medical Center Schleswig-Holstein, Kiel, Germany.
  • Scherer M; Institute of Genetics and Genomics of Geneva (iGE3), University of Geneva, Geneva, Switzerland.
  • Sørensen SB; Department of Internal Medicine I, University Medical Center Schleswig-Holstein, Kiel, Germany.
  • Overgaard SH; Department of Genetics, University of Saarland, Saarbrücken, Germany.
  • Schulte B; Present address: Department of Bioinformatics and Genomics, Centre for Genomic Regulation, The Barcelona Institute of Science and Technology, 08003, Barcelona, Spain.
  • Nikolaus S; The Molecular Diagnostics and Clinical Research Unit, University Hospital of Southern Denmark, Aabenraa, Denmark.
  • Rey G; Institute of Molecular Medicine, University of Southern Denmark, Odense, Denmark.
  • Gasparoni G; The Molecular Diagnostics and Clinical Research Unit, University Hospital of Southern Denmark, Aabenraa, Denmark.
  • Lyons PA; Section for Biostatistics and Evidence-Based Research, the Parker Institute, Bispebjerg and Frederiksberg Hospital, Copenhagen, Denmark.
  • Schultze JL; Institute of Regional Health Research, University of Southern Denmark, Odense, Denmark.
  • Walter J; Department of Internal Medicine I, University Medical Center Schleswig-Holstein, Kiel, Germany.
  • Andersen V; Department of Internal Medicine I, University Medical Center Schleswig-Holstein, Kiel, Germany.
  • Dermitzakis ET; Department of Genetics, University of Saarland, Saarbrücken, Germany.
  • Schreiber S; Cambridge Institute of Therapeutic Immunology and Infectious Disease, Jeffrey Cheah Biomedical Centre, Cambridge Biomedical Campus, Cambridge, CB 0AW, UK.
  • Rosenstiel P; Department of Medicine, University of Cambridge School of Clinical Medicine, Cambridge, CB2 0QQ, UK.
Genome Med ; 14(1): 110, 2022 09 24.
Article en En | MEDLINE | ID: mdl-36153599
ABSTRACT
BACKGROUND AND

AIMS:

Treatment with tumor necrosis factor α (TNFα) antagonists in IBD patients suffers from primary non-response rates of up to 40%. Biomarkers for early prediction of therapy success are missing. We investigated the dynamics of gene expression and DNA methylation in blood samples of IBD patients treated with the TNF antagonist infliximab and analyzed the predictive potential regarding therapy outcome.

METHODS:

We performed a longitudinal, blood-based multi-omics study in two prospective IBD patient cohorts receiving first-time infliximab therapy (discovery 14 patients, replication 23 patients). Samples were collected at up to 7 time points (from baseline to 14 weeks after therapy induction). RNA-sequencing and genome-wide DNA methylation data were analyzed and correlated with clinical remission at week 14 as a primary endpoint.

RESULTS:

We found no consistent ex ante predictive signature across the two cohorts. Longitudinally upregulated transcripts in the non-remitter group comprised TH2- and eosinophil-related genes including ALOX15, FCER1A, and OLIG2. Network construction identified transcript modules that were coherently expressed at baseline and in non-remitting patients but were disrupted at early time points in remitting patients. These modules reflected processes such as interferon signaling, erythropoiesis, and platelet aggregation. DNA methylation analysis identified remission-specific temporal changes, which partially overlapped with transcriptomic signals. Machine learning approaches identified features from differentially expressed genes cis-linked to DNA methylation changes at week 2 as a robust predictor of therapy outcome at week 14, which was validated in a publicly available dataset of 20 infliximab-treated CD patients.

CONCLUSIONS:

Integrative multi-omics analysis reveals early shifts of gene expression and DNA methylation as predictors for efficient response to anti-TNF treatment. Lack of such signatures might be used to identify patients with IBD unlikely to benefit from TNF antagonists at an early time point.
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Texto completo: 1 Colección: 01-internacional Base de datos: MEDLINE Asunto principal: Enfermedades Inflamatorias del Intestino / Inhibidores del Factor de Necrosis Tumoral Tipo de estudio: Observational_studies / Prognostic_studies / Risk_factors_studies Límite: Humans Idioma: En Revista: Genome Med Año: 2022 Tipo del documento: Article País de afiliación: Alemania

Texto completo: 1 Colección: 01-internacional Base de datos: MEDLINE Asunto principal: Enfermedades Inflamatorias del Intestino / Inhibidores del Factor de Necrosis Tumoral Tipo de estudio: Observational_studies / Prognostic_studies / Risk_factors_studies Límite: Humans Idioma: En Revista: Genome Med Año: 2022 Tipo del documento: Article País de afiliación: Alemania
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