Table 2.
Expression or ratio | Potential clinical use | Example study | ||||
---|---|---|---|---|---|---|
Study | Studied biomarkers | Subsite | Patients (n) | |||
EMT and metastasis | ||||||
CTHRC1 | Increased | Poor prognosis | Hou, M., et al. (2015)59 | CTHRC1 | EOC | 88 |
ZEB2 | Increased | Poor prognosis | Prislei, S., et al. (2015)60 | ZEB2 | EOC | 143 |
CD44v6 | Increased | Poor prognosis | Tjhay, F., et al. (2015)61 | CD44v6 | EOC | 59 |
miR-506 | Increased | Good prognosis | Sun, Y., et al. (2015)62 | miR-506 | EOC | 204 |
FILIP1L | Increased | Good prognosis | Kwon, M., et al. (2016)63 | FILIP1L | OC | 369 |
Par3 | Decreased | Good prognosis | Nakamura, H., et al. (2016)64 | Par3 | OC | 50 |
MMP-14, CD44 | Double expression | Poor prognosis | Vos, M. C., et al. (2016)65 | MMP-14, CD44 | OC | 97 |
OTUB1 | Expression | Poor prognosis | Wang, Y., et al. (2016)66 | OTUB1 | OC | 200 |
ESRP1 | Increased | Good prognosis | Chen, L., et al. (2017)67 | ESRP1 | EOC | 109 |
MDM2 | Increased | Good prognosis | Chen, Y., et al. (2017)68 | MDM2 | OC | 104 |
CD24 | Increased | Poor prognosis | Nakamura, K., et al. (2017)69 | CD24 | OC | 174 |
CCNG1 | Increased | Poor prognosis | Xu, Y., et al. (2019)70 | CCNG1 | HGSOC | 266 |
DDR2 | Increased | Poor prognosis | Ramalho, S., et al. (2019)71 | DDR2 | HGSOC | 78 |
Inflammation and immune response | ||||||
CD8/Treg ratio | Increased | Good prognosis | Knutson, K. L., et al. (2015)72 | CD8/Treg ratio | EOC | 405 |
PD-1, PD-L1 | Increased | Good prognosis | Darb-Esfahani, S., et al. (2016)73 | PD-1, PD-L1 | HGSOC | 215 |
Tumour-infiltrating B cell and plasma cell | Increased | Poor prognosis | Lundgren, S., et al. (2016)74 | Tumour-infiltrating B cell and plasma cell | EOC | 154 |
TIL | Increased | Good prognosis | James, F. R., et al. (2017)75 | TIL | EOC | 707 |
T-bet+ TILs | Increased | Good prognosis | Xu, Y., et al. (2017)76 | T-bet+ TILs | EOC | 81 |
PD-L1 | Increased | Poor prognosis | Zhu, J., et al. (2017)77 | PD-L1 | OCCC | 138 |
Transcription factors WT1 and p53 | Increased | Poor prognosis | Carter, J. H., et al. (2018)78 | Transcription factors WT1 and p53 | OC | 96 |
SOCS-1 | Increased | Poor prognosis | Nakagawa, S., et al. (2018)79 | SOCS-1 | OC | 83 |
PD-L1 | Increased | Good prognosis | Kim, K. H., et al. (2019)80 | PD-L1 | EOC | 248 |
TIL | Increased | Good prognosis | Mauricio, P., et al. (2019)81 | TIL | HGSOC | 128 |
RCAS1-Ir | Increased | Poor prognosis | Szubert, S., et al. (2019)82 | RCAS1-Ir | EOC | 67 |
VISTA | Expression | Good prognosis | Zong, L., et al. (2020)83 | VISTA | OC | 146 |
Co-expression of CD8+ and granzyme B+ | Increased | Good prognosis | Jäntti, T., et al. (2020)84 | Co-expression of CD8+ and granzyme B+ | HGSOC | 67 |
Antioxidant | ||||||
Nrf2 | Expression | Poor prognosis | Liew, P. L., et al. (2015)85 | Nrf2 | OC | 108 |
SOD2 | Increased | Poor prognosis | Amano, T., et al. (2019)86 | SOD2 | EAOC | 61 |
Angiogenesis | ||||||
pIKK | Expression | Poor prognosis | Kinose, Y., et al. (2015)87 | pIKK | OC | 94 |
PDGFβR | Increased | Poor prognosis | Corvigno, S., et al. (2016)88 | PDGFβR | SOC | 186 |
VEGF-R1, VEGF-R2 | Expression | Good prognosis | Skirnisdottir, I., et al. (2016)89 | VEGF-R1, VEGF-R2 | EOC | 131 |
Nestin | Increased | Poor prognosis | Onisim, A., et al. (2016)90 | Nestin | SOC | 85 |
MIG-7 | Increased | Poor prognosis | Huang, B., et al. (2016)91 | MIG-7 | EOC | 121 |
PTEN | Expression | Good prognosis | Shen, W., et al. (2017)92 | PTEN | OC | 76 |
HIF-lα and VEGF | Expression | Poor prognosis | Shen, W., et al. (2017)92 | HIF-lα and VEGF | OC | 76 |
AEG-1 | Increased | Poor prognosis | Yu, X., et al. (2018)93 | AEG-1 | EOC | 170 |
VEGF, SEMA4D | Expression | Poor prognosis | Chen, Y., et al. (2018)94 | VEGF, SEMA4D | EOC | 124 |
TBC1D16 | Increased | Good prognosis | Yang, Z., et al. (2018)95 | TBC1D16 | EOC | 156 |
PGF | Increased | Poor prognosis | Meng, Q., et al. (2018)96 | PGF | EOC | 89 |
VEGF-A | Decreased | Poor prognosis | Sopo, M., et al. (2019)97 | VEGF-A | OC | 86 |
vasohibin-1, MACC1 | Increased | Poor prognosis | Yu, L., et al. (2019)98 | vasohibin-1, MACC1 | SOC | 124 |
Tie-2 | Increased | Poor prognosis | Sopo, M., et al. (2020)99 | Tie-2 | HGSOC | 86 |
Cell proliferation | ||||||
FASN | Increased | Poor prognosis | Cai, Y., et al. (2015)100 | FASN | OC | 60 |
CD73 | Increased | Poor prognosis | Turcotte, M., et al. (2015)101 | CD73 | HGSOC | 208 |
SPINK1 | Increased | Poor prognosis | Mehner, C., et al. (2015)102 | SPINK1 | EOC | 490 |
KCNN4, S100A14 | Increased | Poor prognosis | Zhao, H., et al. (2016)103 | KCNN4, S100A14 | SOC | 127 |
EGFR | Increased | Poor prognosis | Xu, L., et al. (2016)104 | EGFR | EOC | 67 |
Gab1 | Increased | Poor prognosis | Hu, L. and R. Liu (2016)105 | Gab1 | EOC | 124 |
IL-36α | Decreased | Poor prognosis | Chang, L., et al. (2017)106 | IL-36α | EOC | 96 |
DOT1L | Increased | Poor prognosis | Zhang, X., et al. (2017)107 | DOT1L | OC | 250 |
KRT5, KRT6 | Increased | Poor prognosis | Ricciardelli, C., et al. (2017)108 | KRT5, KRT6 | SOC | 117 |
hLSR | Increased | Poor prognosis | Hiramatsu, K., et al. (2018)109 | hLSR | EOC | 104 |
PAUF, TIR4 | TLR4high and PAUFhigh/TLR4high | Poor prognosis | Choi, C. H., et al. (2018)110 | PAUF, TIR4 | EOC | 205 |
PCDH8 | Decreased | Poor prognosis | Cao, Y., et al. (2018)111 | PCDH8 | OC | 68 |
RIF1 | Increased | Poor prognosis | Liu, Y. B., et al. (2018)112 | RIF1 | EOC | 72 |
FGFR2 | Increased | Poor prognosis | Li, M., et al. (2018)113 | FGFR2 | OC | 426 |
FOXO1/PAX3 | Increased | Poor prognosis | Han, G. H., et al. (2019)114 | FOXO1 / PAX3 | EOC | 212 |
pStat3 | Increased | Poor prognosis | Li, H., et al. (2020)115 | pStat3 | EOC | 156 |
ATAD2 | Increased | Poor prognosis | Liu, Q., et al. (2020)116 | ATAD2 | OC | 60 |
Cell migration | ||||||
GRO-β | Increased | Poor prognosis | Ye, Q., et al. (2015)117 | GRO-β | OC | 136 |
B7-H6 | Increased | Poor prognosis | Zhou, Y., et al. (2015)118 | B7-H6 | OC | 110 |
OCT4, Notch1 and DLL4 | Increased | Poor prognosis | Yu, L., et al. (2016)119 | OCT4, Notch1 and DLL4 | EOC | 207 |
EphA8 | Increased | Poor prognosis | Liu, X., et al. (2016)120 | EphA8 | OC | 233 |
AGTR1 | Increased | Poor prognosis | Zhang, Q., et al. (2019)121 | AGTR1 | EOC | 902 |
Cell invasion | ||||||
CK2α | Increased | Poor prognosis | Ma, Z., et al. (2017)122 | CK2α | EOC | 117 |
CEP55 | Increased | Poor prognosis | Zhang, W., et al (2017)123 | CEP55 | EOC | 213 |
ANXA1 | Increased | Good prognosis | Manai, M., et al. (2020)124 | ANXA1 | EOC | 156 |
Cell proliferation and migration | ||||||
MAP3K8 | Increased | Poor prognosis | Gruosso, T., et al. (2015)125 | MAP3K8 | HGSOC | 139 |
IL-33/ST2 axis | Increased | Poor prognosis | Tong, X., et al. (2016)126 | IL-33/ST2 axis | EOC | 152 |
CDCP1, ADAM12 | Decreased | Good prognosis | Vlad, C., et al. (2016)127 | CDCP1, ADAM12 | SOC | 102 |
FGFRL1 | Increased | Poor prognosis | Tai, H., et al. (2018)128 | FGFRL1 | OC | 90 |
HSDL2 | Increased | Poor prognosis | Sun, Q., et al. (2018)129 | HSDL2 | OC | 74 |
DUSP2 | Decreased | Poor prognosis | Liu, W., et al. (2019)130 | DUSP2 | HGSOC | 127 |
Kallistatin (KAL) | Decreased | Poor prognosis | Wu, H., et al. (2019)131 | Kallistatin (KAL) | HGSOC | 312 |
YTHDF1-EIF3C axis | Increased | Poor prognosis | Liu, T., et al. (2020)132 | YTHDF1-EIF3C axis | OC | 134 |
Cell proliferation and invasion | ||||||
IL-6R | Increased | Good prognosis | Isobe, A., et al. (2015)133 | IL-6R | OC | 94 |
Usp7, MARCH7 | Increased | Poor prognosis | Zhang, L., et al. (2016)134 | Usp7, MARCH7 | EOC | 121 |
PPA1 | Increased | Poor prognosis | Li, H., et al. (2017)135 | PPA1 | SOC | 139 |
PATZ1 | Increased | Good prognosis | Zhao, C., et al. (2018)136 | PATZ1 | SOC | 208 |
Cell migration and invasion | ||||||
ARMC8 | Increased | Poor prognosis | Jiang, G., et al.(2015)137 | ARMC8 | OC | 247 |
galectin-1 | Increased | Poor prognosis | Chen, L., et al. (2015)138 | galectin-1 | EOC | 110 |
MAGE-A9 | Increased | Poor prognosis | Xu, Y., et al. (2015)139 | MAGE-A9 | EOC | 128 |
TROP2 | Increased | Poor prognosis | Xu, N., et al. (2016)140 | TROP2 | EOC | 128 |
GALNT6 | Increased | Poor prognosis | Lin, T. C., et al. (2017)141 | GALNT6 | EOC | 78 |
Galectin-1 | Increased | Poor prognosis | Schulz, H., et al. (2017)142 | Galectin-1 | OC | 156 |
Galectin-3 | Increased | Poor prognosis | Schulz, H., et al. (2017)142 | Galectin-3 | OC | 156 |
Galectin-7 | Increased | Good prognosis | Schulz, H., et al. (2017)142 | Galectin-7 | OC | 156 |
REDD1 | Increased | Poor prognosis | Chang, B., et al. (2018)143 | REDD1 | OC | 229 |
RacGAP1 | Decreased | Good prognosis | Wang, C., et al. (2018)144 | RacGAP1 | EOC | 117 |
PAI-1, PAI-RBP1 | Increased | Poor prognosis | Koensgen, D., et al. (2018)145 | PAI-1, PAI-RBP1 | OC | 156 |
PRDX-1 | Increased | Poor prognosis | Sienko, J., et al. (2019)146 | PRDX-1 | OC | 55 |
KAI1 | Decreased | Poor prognosis | Yu, L., et al. (2019)98 | KAI1 | SOC | 124 |
CAV1, ATG4C | Increased | Poor prognosis | Zeng, Y., et al. (2020)147 | CAV1, ATG4C | EOC | 95 |
Cell proliferation, migration and invasion | ||||||
CH13L1, FKBP4 | Increased | Poor prognosis | Lawrenson, K., et al. (2015)148 | CH13L1, FKBP4 | EOC | 200 |
REG4 | Increased | Poor prognosis | Chen, S., et al. (2015)149 | REG4 | EOC | 337 |
Spry2 | Decreased | Poor prognosis | Masoumi-Moghaddam, S., et al. (2015)150 | Spry2 | OC | 99 |
SWI/SNF subunits | Decreased | Poor prognosis | Abou-Taleb, H., et al. (2016)151 | SWI/SNF subunits | EOC | 152 |
KIF2A | Decreased | Poor prognosis | Wang, D., et al. (2016)152 | KIF2A | EOC | 111 |
Salusin-β | Increased | Poor prognosis | Zhang,Q.,et al.(2017)153 | Salusin-β | OC | 57 |
P38α, ATF2 | Increased | Poor prognosis | Song,W.J.,et al.(2017)154 | P38α, ATF2 | OSC | 120 |
nERβ5 | Increased | Poor prognosis | Chan, K. K. L., et al. (2017)155 | nERβ5 | OC | 106 |
SENP3/SMT3IP1 | Increased | Poor prognosis | Cheng, J., et al. (2017)156 | SENP3/SMT3IP1 | EOC | 124 |
BCL6, Lewis y | Increased | Poor prognosis | Zhu, L., et al. (2017)157 | BCL6, Lewis y | OC | 103 |
CXCL11, HMGA2 | Increased | Poor prognosis | Jin, C., et al. (2018)158 | CXCL11, HMGA2 | HGSOC | 110 |
HS3ST2 | Decreased | Poor prognosis | Huang, R.L., et al. (2018)159 | HS3ST2 | EOC | 115 |
KIF2A | Increased | Poor prognosis | Sheng, N., et al. (2018)160 | KIF2A | OC | 108 |
TRIM59 | Increased | Good prognosis | Wang, Y., et al. (2018)161 | TRIM59 | OC | 192 |
S100A10 | Increased | Poor prognosis | Wang, L., et al. (2019)162 | S100A10 | OC | 138 |
PYGB | Increased | Poor prognosis | Zhou, Y., et al. (2019)163 | PYGB | OC | 94 |
Glycosylation disorder of protein | ||||||
GalNAs T6, T14 | Increased | Poor prognosis | Sheta, R., et al. (2017)164 | GalNAs T6, T14 | HGSOC | 131 |
Mitotic process | ||||||
TOPK | Increased | Poor prognosis | Ikeda, Y., et al. (2016)165 | TOPK | EOC | 163 |
HER2, AURKA | Increased | Poor prognosis | Li, M.J., et al. (2017)166 | HER2, AURKA | OCCC | 60 |
KIF14 | Increased | Poor prognosis | Qiu, H. L., et al. (2017)167 | KIF14 | EOC | 170 |
Apoptosis process | ||||||
PDCD5 | Decreased | Poor prognosis | Gao, L., et al. (2015)168 | PDCD5 | OC | 127 |
MDM2 | Increased | Poor prognosis | Makii, C., et al. (2016)169 | MDM2 | OCCC | 75 |
DNA-PKcs, Akt3, p53 | Increased | Poor prognosis | Shin, K., et al. (2016)170 | DNA-PKcs, Akt3, p53 | SOC | 132 |
Gal-1, Gal-8, Gal-9p | Increased | Poor prognosis | Labrie, M., et al. (2017)171 | Gal-1, Gal-8, Gal-9p | HGSOC | 209 |
Cell survival (telomerase activity) | ||||||
Phosphorylated Akt, hTERT | Increased | Poor prognosis | Lee, Y. K., et al. (2015)172 | phosphorylated Akt, hTERT | EOC | 92 |
Chemotherapeutic sensitivity | ||||||
JARID1B | Increased | Poor prognosis | Wang, L., et al. (2015)173 | JARID1B | EOC | 120 |
ALDH1 | Increased | Good prognosis | Ayub, T. H., et al. (2015)174 | ALDH1 | EOC | 55 |
PRP4K | Increased | Good prognosis | Corkery, D. P., et al. (2015)175 | PRP4K | OC | 199 |
HtrA2 | Decreased | Poor prognosis | Miyamoto, M., et al. (2015)176 | HtrA2 | HGSOC | 142 |
PTEN | Increased | Good prognosis | Wang, L., et al. (2015)177 | PTEN | EOC | 161 |
NF-κBp65 | Increased | Poor prognosis | Wang, L., et al. (2015)177 | NF-κBp65 | EOC | 161 |
eIF3a | Increased | Good prognosis | Zhang, Y., et al. (2015)178 | eIF3a | OC | 126 |
GTF2H5 | Decreased | Good prognosis | Gayarre, J., et al. (2016)179 | GTF2H5 | HGSOC | 117 |
POSTN | Increased | Poor prognosis | Sung, P. L., et al. (2016)180 | POSTN | EOC | 308 |
SOX10 | Increased | Poor prognosis | Know, A.Y., et al. (2016)181 | SOX10 | EOC | 203 |
GOLPH3L | Increased | Poor prognosis | He, S., et al. (2017)182 | GOLPH3L | OC | 177 |
LC3A | Increased | Poor prognosis | Miyamoto, M., et al. (2017)183 | LC3A | OCCC | 117 |
Stonin 2 (STON2) | Increased | Poor prognosis | Sun, X., et al. (2017)184 | Stonin 2 (STON2) | EOC | 89 |
GATA3 | Increased | Poor prognosis | Chen, H. J., et al. (2018)185 | GATA3 | OC | 196 |
EpCAM | Increased | Poor prognosis | Zhang, X., et al. (2018)186 | EpCAM | EOC | 109 |
UBC13 | Decreased | Poor prognosis | Zhang, X., et al. (2018)187 | UBC13 | OC | 71 |
14-3-3ζ | Increased | Poor prognosis | Kim, H. J., et al. (2018)188 | 14-3-3ζ | OC | 88 |
KCNN3 | Increased | Poor prognosis | Liu, X., et al. (2018)189 | KCNN3 | OC | 57 |
HELQ | Increased | Poor prognosis | Long, J., et al. (2018)190 | HELQ | EOC | 87 |
P15 PAF (KIAA0101) | Increased | Poor prognosis | Jin, C., et al. (2018)191 | P15 PAF (KIAA0101) | HGSOC | 118 |
UTP23 | Decreased | Poor prognosis | Fu, Z., et al. (2019)192 | UTP23 | OC | 133 |
ABCB9 | Decreased | Poor prognosis | Hou, L., et al. (2019)193 | ABCB9 | OC | 308 |
PBK | Increased | Poor prognosis | Ma, H., et al. (2019)194 | PBK | HGSOC | 234 |
Sorcin | Decreased | Good prognosis | Zhang, S., et al. (2019)195 | Sorcin | OC | 60 |
PRC1 | Increased | Poor prognosis | Bu, H., et al. (2020)196 | PRC1 | HGSOC | 210 |
NCALD | Decreased | Poor prognosis | Feng, L. Y. and L. Li (2020)197 | NCALD | EOC | 239 |
Cell cycle regulation | ||||||
CAP1 | Increased | Poor prognosis | Hua, M., et al. (2015)198 | CAP1 | EOC | 119 |
CCNE1 | Increased | Poor prognosis | Ayhan, A., et al. (2017)199 | CCNE1 | OCCC | 120 |
NUCKS | Increased | Poor prognosis | Shi, C., et al. (2017)200 | NUCKS | OC | 121 |
TK1 | Increased | Poor prognosis | Wang, J., et al. (2017)201 | TK1 | SOC | 109 |
Differentiation of cancer-associated fibroblasts (CAFs) | ||||||
MARCKS | Increased | Poor prognosis | Doghri, R., et al. (2017)202 | MARCKS | EOC | 118 |
Immunosuppression | ||||||
VEGF | Increased | Poor prognosis | Horikawa, N., et al. (2017)203 | VEGF | HGSOC | 56 |
Metabolic reprogramming | ||||||
TBC1D8 | Increased | Poor prognosis | Chen, M., et al. (2019)204 | TBC1D8 | OC | 141 |
Fatty acid metabolism | ||||||
PAX2 | Increased | Poor prognosis | Feng, Y., et al. (2020)205 | PAX2 | EOC | 152 |
Defective DNA repair | ||||||
WRAP53β | Decreased | Poor prognosis | Hedström, E., et al. (2015)206 | WRAP53β | EOC | 151 |
pH2AX | Increased | Poor prognosis | Mei, L., et al. (2015)207 | pH2AX | EOC | 87 |
Others | ||||||
SLP-2 | Increased | Poor prognosis | Sun, F., et al. (2015)208 | SLP-2 | EOC | 140 |
CD44v8-10 | Expression | Good prognosis | Sosulski, A., et al. (2016)209 | CD44v8-10 | SOC | 210 |
P53 | Increased | Poor prognosis | Zuo, J., et al. (2016)210 | P53 | SOC | 183 |
Highly sulfated CS | Increased | Poor prognosis | Van der steen, S.C., et al. (2016)211 | Highly sulfated CS | EOC | 255 |
Adiponectin receptor-1 (AdipoR1) | Increased | Good prognosis | Li, X., et al. (2017)212 | Adiponectin receptor-1 (AdipoR1) | EOC | 73 |
TP53 | Increased | Poor prognosis | Rzepecka, I. K., et al. (2017)213 | TP53 | HGSOC | 159 |
SMAD3 | Increased | Poor prognosis | Sakr, S., et al. (2017)214 | SMAD3 | GCT | 88 |
ALDH5A1 | Increased | Good prognosis | Tian, X., et al. (2017)215 | ALDH5A1 | OC | 192 |
GR | Increased | Poor prognosis | Veneris, J. T., et al. (2017)216 | GR | EOC | 341 |
LAMP3 | Increased | Poor prognosis | Wang, D., et al. (2017)217 | LAMP3 | EOC | 135 |
HBXIP | Increased | Poor prognosis | Wang, Y., et al. (2017)218 | HBXIP | OC | 120 |
HSF1 pSer326 | Expression | Poor prognosis | Yasuda, K., et al. (2017)219 | HSF1 pSer326 | EOC | 122 |
COX-1, COX-2 | Increased | Poor prognosis | Beeghly-Fadiel, A., et al. (2018)220 | COX-1, COX-2 | EOC | 190 |
GPR30 | Expression | Poor prognosis | Zhu, C. X., et al. (2018)221 | GPR30 | EOC | 110 |
HJURP | Increased | Poor prognosis | Li, L., et al. (2018)222 | HJURP | HGSOC | 98 |
Galectins-8 | Increased | Good prognosis | Schulz, H., et al. (2018)223 | Galectins-8 | OC | 156 |
HER3 | Expression | Poor prognosis | Chung, Y. W., et al. (2019)224 | HER3 | EOC | 105 |
ANXA8 | Increased | Poor prognosis | Gou, R., et al. (2019)225 | ANXA8 | OC | 122 |
USP10/p14ARF | Decreased | Poor prognosis | Han, G. H., et al. (2019)226 | USP10/p14ARF | EOC | 212 |
PKP3 | Increased | Poor prognosis | Qian, H., et al. (2019)227 | PKP3 | OC | 157 |
PDGFR-β | Expression | Good prognosis | Szubert, S., et al. (2019)228 | PDGFR-β | EOC | 52 |
CN | Increased | Poor prognosis | Xin, B., et al. (2019)229 | CN | OC | 50 |
TSLP | Increased | Poor prognosis | Xu, L., et al. (2019)230 | TSLP | EOC | 144 |
BUB1B, KIF11 and KIF20A | Increased | Poor prognosis | Zhang, L., et al. (2019)231 | BUB1B, KIF11 and KIF20A | OC | 50 |
VDR | Increased | Poor prognosis | Czogalla, B., et al. (2020)232 | VDR | EOC | 156 |
Abbreviations: TIL: tumor infiltrates lymphocytes; Gal: Galectin; OC: ovarian cancer; HGSOC: High grade serous ovarian cancer; EOC: epithelial ovarian cancer.