Mesothelioma survival prediction based on a six-gene transcriptomic signature
Mesothelioma is a lethal cancer. Despite promising outcomes associated with immunotherapy, durable responses remain restricted to a minority of patients, highlighting the need for improved strategies that better predict outcome. Here, we described the development of a mesothelioma-specific gene signature that accurately predicts survival. Comprehensive gene expression analysis of asbestos exposed MexTAg Collaborative Cross mouse tumors revealed distinct tumor clusters characterized by epithelial mesenchymal transition/extracellular matrix, or immune infiltrate related gene expression profiles. Weighted gene co-expression network analysis (WGCNA) identified 20 hub genes that drove differential gene expression. Human homologues of these 20 hub genes were refined through univariate Cox regression and least absolute shrinkage and selection operator (LASSO) regression analyses to identify a six-gene mesothelioma-specific prognostic signature that accurately predicted patient survival across four independent human mesothelioma datasets. Furthermore, this six-gene signature demonstrated the potential to predict treatment response, thus advancing the management of this challenging malignancy.
Authors
- Kiarash Behrouzfar (ORCID: https://orcid.org/0000-0002-9768-7181)
- Scott Fisher (ORCID: https://orcid.org/0000-0003-1551-5579)
- Wee Loong Chin (ORCID: https://orcid.org/0000-0002-2549-3601)
- Steve Mutsaers
- Grant Morahan (ORCID: https://orcid.org/0000-0002-8562-7325)
- Fiona J. Pixley (ORCID: https://orcid.org/0000-0002-1571-2532)
- Richard Lake (ORCID: https://orcid.org/0000-0002-7765-602X)
- Isaac Trinstern Ng
- Kimberley Patrick
Institutions
- The Kids Research Institute Australia (AU)
- The University of Western Australia (AU)
- Harry Perkins Institute of Medical Research (AU)
- Sir Charles Gairdner Hospital (AU)
- Monash Health (AU)
- Institute for Respiratory Health (AU)
- Monash University (AU)
Publication Details
- Journal
- iScience
- Published
- 2024-09-23
- DOI
- https://doi.org/10.1016/j.isci.2024.111011
- Primary Topic
- Occupational and environmental lung diseases
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- Australian Government
- Australian Cancer Research Foundation
- Government of Western Australia
- Medical Research Council
- National Health and Medical Research Council