Dr Kermani obtained an MSc in Multimedia & Intelligent Systems from the University of Amsterdam and later a PhD in Biomedicine from Imperial College London on Data Mining for Systems Medicine and Spectroscopic Profiling. Her PhD supervisors were Professor Zoltan Takats, Professor Yike Guo and Professor Jeremy Nicholson.
She performed postdoctoral training at Data Science Institute and National Heart & Lung Institute. Where she implemented machine learning methods for the integration of multi-omics datasets for the endotyping of respiratory diseases. She also developed a data management platform for RASP-UK. RASP-UK is a Consortium that brings together clinical and academic excellence from UK Universities and Pharmaceutical Industry to tackle refractory asthma.
She is working on federated machine learning for health data within PIONEER. PIONEER is an Innovative Medicine Initiative (IMI) funded project to tackle prostate cancer using big data.
She has authored and co-authored over 20 scientific articles. She is a member of the U-BIOPRED consortium, where she applies machine learning and systems medicine to one of the largest severe asthma cohorts in Europe to unravel severe asthma mechanisms that are funded through the Innovative Medicine Initiative of the European Union and EFPIA.
et al., 2022, CEACAM5 is an IL-13-regulated epithelial gene that mediates transcription in type-2 (T2) high severe asthma, Allergy, Vol:77, ISSN:0105-4538, Pages:3463-3466
et al., 2022, Relationship between type 2 cytokine and inflammasome responses in obesity-associated asthma, Journal of Allergy and Clinical Immunology, Vol:149, ISSN:0091-6749, Pages:1270-1280
et al., 2021, An altered sputum macrophage transcriptome contributes to the neutrophilic asthma endotype, Allergy, Vol:77, ISSN:0105-4538, Pages:1204-1215
et al., 2021, Sputum macrophage diversity and activation in asthma: role of severity and inflammatory phenotype, Allergy, Vol:76, ISSN:0105-4538, Pages:775-788
et al., 2021, Sputum ACE2, TMPRSS2 and FURIN gene expression in severe neutrophilic asthma, Respiratory Research, Vol:22, ISSN:1465-9921