In-vitro screening of immune response with FTIR spectroscopy in a miRNA murine knock out model

Ryan Muddiman, Abigail Keogan, Daniel Cullen, Remsha Afzal, Frances Nally, Claire McCoy, Aidan D. Meade

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

MicroRNAs are small-22 nucleotide RNA sequences that are guided to the 3' untranslated region (UTR) of protein-coding target mRNA sequences. One particular microRNA, miR-155, plays a remarkable role in the immune system, where it is essential for mounting appropriate immune responses However, its dysregulation has been identified in multiple inflammatory disorders such as Multiple Sclerosis (MS), arthritis, psoriasis and colitis. More specifically, miR-155 has been found to be elevated in the serum and brain lesions of MS patients. Importantly, therapeutic inhibition of miR-155 can inhibit progression of the MS disease model. One of us has identified that macrophages are major contributor to miR-155 elevation in the MS disease model, whilst its inhibition specifically in macrophages can limit the disease. Here macrophages were isolated from the femur and tibia of wild-Type (WT) mice and mice with a knock-out (KO) of the gene regulating miR-155 production, and were cultured initio and stimulated with lipopolysacchande (LPS) to simulate an immune response. Cells were then prepared for spectral analysis by FTIR imaging with a Perkin-Elmer Spotlight 400 imaging microscope. After pre-processing the dimensionality of spectra were reduced using principal components analysis and classified using a support vector machine algorithm, delivering a classification performance approaching Fl-0.89. Spectral features differentiating WT and KO classes were observed across the fingerprint region with no single spectral marker being the sole source of differentiation of the downstream molecular events. This study exemplifies the challenge in spectral discrimination of the complexity of molecular events in ex-vivo models of immune dysregulation.

Original languageEnglish
Title of host publicationTranslational Biophotonics
Subtitle of host publicationDiagnostics and Therapeutics III
EditorsZhiwei Huang, Lothar D. Lilge
PublisherSPIE
ISBN (Electronic)9781510664630
DOIs
Publication statusPublished - 2023
EventTranslational Biophotonics: Diagnostics and Therapeutics III 2023 - Munich, Germany
Duration: 25 Jun 202329 Jun 2023

Publication series

NameProceedings of SPIE - The International Society for Optical Engineering
Volume12627
ISSN (Print)0277-786X
ISSN (Electronic)1996-756X

Conference

ConferenceTranslational Biophotonics: Diagnostics and Therapeutics III 2023
Country/TerritoryGermany
CityMunich
Period25/06/2329/06/23

Keywords

  • Fourier Transform Infrared (FTIR)
  • Multiple Sclerosis (MS)
  • micro-RNA (miRNA)
  • principal components analysis (PCA)
  • support vector machine (SVM).

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