Radiomultiomics: quantitative CT clusters of severe asthma associated with multi-omics

RATIONALE: Lung quantitative computed tomographic (qCT) severe asthma clusters have been reported, but their replication and underlying disease mechanisms are unknown. We identified and replicated qCT clusters of severe asthma in two independent asthma cohorts and determined their association with molecular pathways. METHODS: We used consensus clustering on qCT measurements of airway and lung CT scans, performed in 105 severe asthmatic adults from the U-BIOPRED cohort. The same qCT measurements were used to replicate qCT clusters in a subsample of the ATLANTIS asthma cohort (n=97). We performed integrated enrichment analysis using blood, sputum, bronchial biopsies, bronchial brushings and nasal brushings transcriptomics and blood and sputum proteomics to characterize radiomultiomic-associated clusters (RACs). RESULTS: qCT clusters and clinical features in U-BIOPRED were replicated in the matched ATLANTIS cohort. In the U-BIOPRED cohort, RAC1 (n=30) was predominantly female with elevated BMI, mild airflow limitation, normal qCT parameters and upregulation of the complement pathway. RAC2 (n=34) subjects had a lower degree of airflow limitation, airway wall thickness and dilatation, with upregulation of proliferative pathways, including neurotrophic receptor tyrosine kinase 2/tyrosine kinase receptor B (NTRK2/TRKB), and down-regulation of semaphorin pathways. RAC3 (n=41) showed increased lung attenuation area and air trapping, severe airflow limitation, hyperinflation, and upregulation of cytokine signaling and signaling by interleukin pathways, and matrix metallopeptidase 1, 2 and 9. CONCLUSIONS: U-BIOPRED severe asthma qCT clusters were replicated in a matched independent asthmatic cohort and associated with specific molecular pathways. Radiomultiomics might represent anovel strategy to identify new molecular pathways in asthma pathobiology.

  • Kermani, N. Z.
  • Chung, K. F.
  • Macis, G.
  • Santini, G.
  • Clemeno, F. A. A.
  • Versi, A.
  • Sun, K.
  • Abdel-Aziz, M. I.
  • Andersson, L. I.
  • Auffray, C.
  • Badi, Y.
  • Bakke, P.
  • Brightling, C.
  • Brinkman, P.
  • Caruso, M.
  • Chanez, P.
  • De Meulder, B.
  • Djukanovic, R.
  • Fabbri, L.
  • Fowler, S. J.
  • Horvath, I.
  • Howarth, P.
  • James, A. J.
  • Kolmert, J.
  • Kraft, M.
  • Li, C. X.
  • Maitland-van der Zee, A. H.
  • Malerba, M.
  • Papi, A.
  • Rabe, K.
  • Sanak, M.
  • Shaw, D. E.
  • Singh, D.
  • Mikus, M. S.
  • van Den Berge, M.
  • Wheelock, A. M.
  • Wheelock, C. E.
  • Yasinska, V.
  • Guo, Y. K.
  • Wagers, S.
  • Barnes, P. J.
  • Bush, A.
  • Sterk, P. J.
  • Dahlen, S. E.
  • Adcock, I. M.
  • Siddiqui, S.
  • Montuschi, P.
Publication details
DOI: 10.1183/13993003.00207-2024
Journal: Eur Respir J
Work Type: Original
Access number: 39401856
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