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Table 2 Molecular biomarkers that were identified by at least 2 of the approaches with frequency of 100% in any of the three cross-validation rounds

From: Prognostic value of cross-omics screening for kidney clear cell renal cancer survival

Molecular type

Molecular biomarker

Extreme score stratific.

Mean score stratific.

Extreme survival stratific.

Survival prognosis association

miRNA

hsa-mir-10b

✓

✓

✓

High expression in better outcome

hsa-mir-130a; hsa-mir-21

✓

✓

✓

High expression in worse outcome

hsa-mir-190; hsa-mir-204; hsa- mir-676

✓

 

✓

High expression in better outcome

hsa-let-7i

✓

 

✓

High expression in worse outcome

hsa-mir-130b; hsa-mir-18a; hsa- mir-365-1; hsa-mir-223; hsa- mir-92b

 

✓

✓

High expression in worse outcome

hsa-mir-3613

✓

✓

 

High expression in worse outcome

hsa-mir-374b; hsa-mir-590

✓

 

✓

High expression in worse outcome

mRNA

ADH5; ARHGAP24; CLDN10; EHHADH; EIF4EBP2; FBXL5; GIPC2; IMPA2; MFSD4; SALL1; SORBS2; TPRG1L; LRBA; RBM47; RETSAT; RGNEF; SH3BGRL2

✓

✓

✓

High expression in better outcome

AMOT; BBS1; CDC14B; EPHX2; FARS2; KCNJ15; PINK1; RAB3IP; STK32B; ZNF704;

✓

✓

 

High expression in better outcome

ACADM; ALDH6A1; AMD1; ANK3; ATP11A; C5orf23; CCDC121; CLCN5; CPT2; CRYL1; CYFIP2; DDAH1; DMRTA1; FCHO2l; MAP7; MIA2; MOBKL2B; MRPS18B; NPR3; PANK1; PRKAA2; PRUNE2; SLC16A12; SLC27A2; SPATA18; TFEC; TMEM192; TMEM27; TMEM38B; TOX3; WDR31;

 

✓

✓

High expression in better outcome

ACOX1; ALDH3A2; HLF; TIMP3; TMEM150C; UFSP2;

✓

 

✓

High expression in better outcome

Protein

AR; CTNNA1; CTNNB1; GAB2

✓

✓

✓

High expression in better outcome

ACACA; CDKN1A; EA15; RAD51

✓

✓

✓

High expression in worse outcome

ERRFI1; IGF1R; MAPK1 MAPK3; SHC1

✓

✓

 

High expression in better outcome

EEF2

✓

✓

 

High expression in worse outcome

TSC2

 

✓

✓

High expression in better outcome

IGFBP2; VASP

 

✓

✓

High expression in worse outcome

DNA methylation probes

cg03032025 (CPEB4)

 

✓

✓

High methylation in worse outcome

cg14827391 (NXN)

cg15743907 (PDE4DIP)

cg16419354 (FAM163A)

cg24332577 (SALL4)

✓

✓

 

High methylation in worse outcome