Interrogation of IDH1 Status in Gliomas by Fourier Transform Infrared Spectroscopy.
James M CameronJustin J A ConnChristopher RinaldiAlexandra SalaPaul M BrennanMichael D JenkinsonHelen CaldwellGianfelice CinqueKhaja SyedHolly J ButlerMark G HegartyDavid S PalmerMatthew J BakerPublished in: Cancers (2020)
Mutations in the isocitrate dehydrogenase 1 (IDH1) gene are found in a high proportion of diffuse gliomas. The presence of the IDH1 mutation is a valuable diagnostic, prognostic and predictive biomarker for the management of patients with glial tumours. Techniques involving vibrational spectroscopy, e.g., Fourier transform infrared (FTIR) spectroscopy, have previously demonstrated analytical capabilities for cancer detection, and have the potential to contribute to diagnostics. The implementation of FTIR microspectroscopy during surgical biopsy could present a fast, label-free method for molecular genetic classification. For example, the rapid determination of IDH1 status in a patient with a glioma diagnosis could inform intra-operative decision-making between alternative surgical strategies. In this study, we utilized synchrotron-based FTIR microanalysis to probe tissue microarray sections from 79 glioma patients, and distinguished the positive class (IDH1-mutated) from the IDH1-wildtype glioma, with a sensitivity and specificity of 82.4% and 83.4%, respectively. We also examined the ability of attenuated total reflection (ATR)-FTIR spectroscopy in detecting the biomolecular events and global epigenetic and metabolic changes associated with mutations in the IDH1 enzyme, in blood serum samples collected from an additional 72 brain tumour patients. Centrifugal filtration enhanced the diagnostic ability of the classification models, with balanced accuracies up to ~69%. Identification of the molecular status from blood serum prior to biopsy could further direct some patients to alternative treatment strategies.
Keyphrases
- end stage renal disease
- low grade
- ejection fraction
- chronic kidney disease
- newly diagnosed
- label free
- wild type
- healthcare
- decision making
- single molecule
- peritoneal dialysis
- machine learning
- deep learning
- gene expression
- spinal cord injury
- dna methylation
- primary care
- squamous cell carcinoma
- genome wide
- ultrasound guided
- brain injury
- dna damage
- copy number
- spinal cord
- blood brain barrier
- young adults
- lymph node metastasis
- quantum dots
- real time pcr
- dna repair
- papillary thyroid
- liquid chromatography
- white matter