Types of biomarkers | Outcome predictors | Reference | Strength Category |
---|---|---|---|
Panomics | |||
 Genomics | Radiosensitiviy Index (RSI) | A | |
Genomic-adjusted radiation dose (GARD) | [73] | B | |
Lung adenocarcinoma associated gene: KRAS | B | ||
Squamous cell carcinoma associated genes: KEAP1, NFE2L2 | [121] | C | |
DNA repair genes: ATM and other mutated genes: PTEN, RB1, TP53 … | C | ||
 SNPs | DNA repair gene sites: XRCC1, BRCA1, and ERCC1 in predicting radiation response | C | |
SNPs in predicting radiation related toxicity DNA repair gene sites: ATM, RAD51, XRCC family, LIG4, MTHFR Inflammatory gene sites: TGFβ1 Immune modulated gene sites: CBLB | [87] | B B C | |
 Epigenetics | unmethylated IGFBP-3 predicting radiation response | [94] | C |
miRNAs level in predicting radiation response | C | ||
 Proteome /Metabolome | Serum inflammatory biomarkers in predicting radiation induced toxicity IL-1, KL-6, IL-6, PDGF, TGFα, TGFβ, IL-8 CXCL10 (IP-10), CCL2 (MCP-1), eotaxin, and TIMP-1 | [100] | B B |
Mass spectrometry (MS)-based proteomic markers in predicting lung fibrosis C4BPA, VTN, α2M, CO4A, CO5 | B | ||
 Immunological markers | Serum markers in predicting SABR outcome neutrophil-to-lymphocyte ratio (NLR), platelet-to-lymphocyte ratio (PLR), high neutrophil count | [104] | C |
Radiomics | |||
 CT scan | Post SABR local recurrence prediction: Enlarging opacity at 12 months after SABR Bulging margin; loss of linear margin, air bronchogram loss | A | |
Combined radiomic features in predicting post SABR recurrence and radiadiation | B | ||
Combined radiomic features in predicting radiation pneumonitis | B | ||
 PET | FDG-PET: Max SUV, metabolic volume, total lesion glycolysis in predicting treatment response | A | |
FLT-PET change in predicting tumor response | B | ||
F-MISO PET in predicting radioresistant area for dose escalation | B | ||
Dosiomics | Combined 3D dosiomitc information in prediction GI, GU and lung toxicity | B |