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. 2021 Sep 21;12:723609. doi: 10.3389/fimmu.2021.723609

Table 2.

Biomarkers of Radiotherapy and Immunotherapy Efficacy in NSCLC.

Biomarker Sample origin Treatment Results References
↑PD-L1 FFPE/surgical specimen ICIs ↑ OS, PFS (6567)
TILs ↑CD8+ TIL FFPE CCRT ↑PFS, OS (68, 69)
↑TIL density≥10% H&E–stained sections nivolumab ↑ survival (70)
↑PD-1 +CD8+T cells fresh tumor specimens durvalumab ↑ORR, OS, PFS (71)
↓PD-1 +CD8+T cells FFPE nivolumab ↑OS, DFS and response (72)
↑CD8×PD-L1 signature FFPE durvalumab ↑response (73)
↑PD-L1high Tregs peripheral blood, FFPE from surgery and biopsy pembrolizumab/nivolumab ↑response, PFS (71)
Immune related gene expression profiling (GEP) ↑18-gene T cell–inflamed GEP FFPE pembrolizumab ↑response rates, PFS (74)
↑4-gene IFN γ positive (IFN γ+) signature FFPE/frozen biopsies durvalumab ↑ORR, median PFS and OS (75)
Profile of 24 chemokines and immunosuppressive molecules FFPE pembrolizumab differentiate responders from non-responders, with predictive correlation up to 85.0% (76)
↑antigen processing machinery (APM) score FFPE ICIs ↑DFS, OS (77)
↓EMT (more epithelial)/↑ Inflammation signature score FFPE ICIs ↑response, PFS, OS (78)
Radiosensitivity signature (RSS) 31 gene-signature ( PD-L1-high-RR group) NCl-60 RT ↓survival (Not validated in NSCLC) (7981)
RSS+IMS (radiation-sensitive + immune-effective) fresh frozen tumors RT ↑DSS, response (Not validated in NSCLC) (82)
↑TMB FFPE/surgical specimen ICIs ↑response (8385)
FFPE RT ↑durable survival (86)
Peripheral blood cell and lymphocyte ratios ↑ALC full blood RT ↑Abscopal effect (87)
↑ALC full blood Nivolumab ↑PFS, OS (88)
↑PD-1+ CD8+ T cells full blood pembrolizumab ↑RR, PFS, OS (89)
nivolumab
atezolizumab
↑CD56+ NK full blood ICIs ↑response (90)
↑pre-NLR> 3.6 full blood SBRT ↑mortality (91)
↑post-NLR>6 full blood SRS ↓OS (92)
Poor LIPI (pre-dNLR >3+LDH >upper limit of normal ) full blood Atezolizumab/nivolumab ↓OS, PFS, DCR (9395)
NLR-low/TMB-high full blood ↓OS, PFS, response rate (96)
ctDNA ↓ctDNA full blood ICIs ↑PFS, OS (97, 98)
cfDNA >20% at the sixth week full blood nivolumab ↓OS, TTP (99)
miRNA signature classifier (MSC) ↑post-NLR>6 full blood SRS ↓OS (92)
Poor LIPI (pre-dNLR >3+LDH >upper limit of normal ) full blood Atezolizumab/nivolumab ↓OS, PFS, DCR (9395)
NLR-low/TMB-high full blood ↓OS, PFS, response rate (96)
PD-L1+immune-related MSC risk level Plasma and tissue samples ICIs identify the subgroup of patients with the worst ORR, PFS, OS (100)
Imaging Biomarkers ↑pre-TMTV> 75 cm3+ pre-dNLR > 3 PET/CT ICIs ↓OS, DCB (101)
↑IMPI=2: post-NLR < 4.9+ post-TLG < 541.5 (at the first restaging during ICI treatment ) PET/CT ICIs ↓OS, PFS (102)
↓pre-SUVmax <5, pre-SUVmean<3.5 PET/CT SABR ↑complete response at 6 months (103)
↑pre-MTV, pre-TLG PET/CT high-dose RT ↓OS (104)
↓ΔTLG-TN PET/CT RT ↓3 year-LCR, DSS (105)
↑pre-textural feature dissimilarity PET/CT SBRT ↑DSS, DFS (cut point: 18 and 18.4 respectively) (106)
↑radiomic features (model 1: Information Correlation 2 from PET+ flatness from CT; model 2: Information Correlation 2 and strength from PET) PET/CT SBRT ↓ local control (107)

FFPE, formalin-fixed paraffin-embedded; ICIs, immune checkpoint inhibitors; RT, radiotherapy; CCRT, concurrent chemoradiotherapy; SBRT, stereotactic Body Radiotherapy; SABR, stereotactic ablative radiotherapy; SRS, stereotactic radiosurgery; OS, overall survival; PFS, progression free survival; TTP, time to progression; DFS, disease free survival; DCB, disease clinical benefit; ORR, overall response rates; DSS, disease specific survival; DCR, disease control rate; LCR, local control rate; EMT, epithelial mesenchymal transition; NCl-60, National Cancer Institute panel of 60 cell lines; SF2, survival fraction at 2 Gy; IMPI, immune-metabolic-prognostic index, ↑ increased; ↓ decreased.