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. 2021 Apr 27;22(9):4561. doi: 10.3390/ijms22094561

Table 1.

Summary of the main biomarkers for stage III melanoma.

Type of BM Author Findings/Study Utility OF BMs Techniques No. of Patients Samples
Gene expression Mann et al. [23] 46 gene expression signature Prognostic GEP 79 T + LN
John et al. [24] 21 gene expression signature Prognostic GEP 29 LN
Bogunovic et al. [25] 266 gene expression signature Prognostic Microarray 38 MTS
Zager et al. [26] 31 gene expression signature Predictive of metastatic risk GEP 523 T
Journe et al. [27] Expression of TYRP1 Prognostic Microarray + qPCR 111 T + LN
El Hajj et al. [28] Expression of TYRP1 Prognostic RT-qPCR 104 LN
Dummer et al. [13] Expression of IFNG, CXCL9, CXCL10, CXCL11, GBP1 Prognostic and predictive Nanostring + NGS 875 -
miRNAs Segura et al. [29] 6 miRNA signature Prognostic Microarray 59 LB
Sanchez-Sendra et al. [30] 5 miRNA signature Prognostic RT-qPCR 132 T + LN + MTS
Huber et al. [31] MiRNA signature Predictive of immunotherapy resistance RT-qPCR 87 LB + T
Fattore et al. [32] Expression of miR-579-3p Predictive of MAPKi resistance RT-qPCR 23 T
ctDNA Marczynski et al. [33] ctDNA (BRAF, NRAS, TERT) Prognostic ddPCR 19 LB
Lee et al. [34] ctDNA pre-operative Prognostic ddPCR 174 LB
Tan et al. [35] ctDNA pre- and post-operative Prognostic ddPCR 126 LB
Lee et al. [36] ctDNA levels Prognostic ddPCR 161 LB
Gandini et al. [37] ctDNA levels Prognostic Meta-analysis 2000 MA
CTCs Koyanagi et al. [38] MART-1, GalNAc-T, PAX-3, MAGE-A3 for CTCs detection Prognostic RT-qPCR 92 LB
Hoshimoto et al. [39] MART1, MAGE-A3, GalNAc-T for CTCs detection Prognostic RT-qPCR 320 LB
Lucci et al. [40] Anti-CD146 for CTCs detection Prognostic 243 LB
Lin et al. [41] CTNNB1 Predictive Microfluidics 22
Methylation Sigalotti et al. [42] 17 gene methylation signature Prognostic Pyrosequencing 42 C
Sigalotti et al. [43] LINE-1 methylation levels Prognostic BeadChip essay 45 C
Hoshimoto et al. [44] LINE-1 methylation levels Prognostic MALDI-TOF MS
MSP
203 T + MTS + LN + LB
Tanemura et al. [45] MINT31 methylation levels Prognostic PCR 107 T + MTS
Guadagni et al. [46] MGMT promoter methylation levels Prognostic PCR 27 MTS
BRAF Mann et al. [23] BRAF mutation Prognostic GEP 79 T + LN
Barbour et al. [47] BRAF mutation Prognostic Sequenom MASSarray 134 LN
Picard et al. [48] BRAF mutation Prognostic PCR 72 T + LN
Moreau et al. [49] BRAF mutation Prognostic Pyrosequencing 105 T + LN
Eggermont et al. [50] BRAF mutation Prognostic - 1019 T
Tas et al. [51] BRAF mutation Prognostic RT-qPCR 151 T
Heppt et al. [52] BRAF mutation Prognostic Pyrosequencing + Sanger 217 T + LN + MTS
Protein expression Mactier et al. [53] 21 proteins signature Prognostic Mass spectrometry 33 LN
Karonidis et al. [54] S100B serum levels Prognostic Electroluminescence 107 LB
Wagner et al. [55] S100A8/A9 serum levels Prognostic ELISA 354 LB
Madore et al. [56] PD-L1 expression Prognostic IHC 52 LN
Ekmekcioglu et al. [57] CD74 expression Prognostic IHC 158 LN
Ascierto et al. [58] Immune infiltrate Prognostic IHC 498 T
Lauwyck et al. [59] C-Reactive protein Predictive of irAEs - 72 LB

BM: biomarkers, T: primary tumor, MTS: distant metastases, LN: lymph nodes, LB: liquid biopsy, C: cell cultures, MA: meta-analysis, MSP: methylation-specific PCR, MS: mass spectrometry.