AI Article Synopsis

  • * The study utilized single-cell RNA sequencing on PBMC samples from CD patients to identify gene expression signals that may be hidden due to therapy or inflammation, employing rigorous methods for gene selection and validation.
  • * Key findings revealed significant candidate genes in CD4 T cells and double-negative T cells that were associated with responses to anti-TNFα therapy, offering insights that could improve personalized treatment strategies for CD patients.

Article Abstract

The lack of reliable biomarkers in response to anti-TNFα biologicals hinders personalized therapy for Crohn's disease (CD) patients. The motivation behind our study is to shift the paradigm of anti-TNFα biomarker discovery toward specific immune cell sub-populations using single-cell RNA sequencing and an innovative approach designed to uncover PBMCs gene expression signals, which may be masked due to the treatment or ongoing inflammation; Methods: The single-cell RNA sequencing was performed on PBMC samples from CD patients either naïve to biological therapy, in remission while on adalimumab, or while on ustekinumab but previously non-responsive to adalimumab. Sieves for stringent downstream gene selection consisted of gene ontology and independent cohort genomic profiling. Replication and meta-analyses were performed using publicly available raw RNA sequencing files of sorted immune cells and an association analysis summary. Machine learning, Mendelian randomization, and oligogenic risk score methods were deployed to validate DEGs highly relevant to anti-TNFα therapy response; Results: This study found in CD4 T cells and in double-negative T cells, which met the stringent statistical thresholds throughout the analyses. An additional assessment proved causal inference of both genes in response to anti-TNFα therapy; Conclusions: This study, jointly with an innovative design, uncovered novel candidate genes in the anti-TNFα response landscape of CD, potentially obscured by therapy or inflammation.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC11207411PMC
http://dx.doi.org/10.3390/pharmaceutics16060835DOI Listing

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