Background
Organization of data source | Abbreviation | GEO accession | Reference |
---|---|---|---|
Genome Institute of Singapore, Singapore | SIN | GSE3494 | [15] |
Institut Paoli-Calmettes Marseille, France | FRA | GSE21653 | [16] |
Siemens Medical Solutions Diagnostics GmbH, Germany | GER | GSE11121 | [34] |
Netherlands Cancer Institute, Netherlands | NED | -a | [21] |
Karolinska Institutet, Sweden | SWE | GSE1456 | [18] |
Koo Foundation SYS Cancer Center, Taiwan | TWN | GSE20685 | [19] |
Nuvera Biosciences Inc, United States | USA1 | GSE25066 | [20] |
Veridex LLC, United States | USA2 | GSE2034 | [27] |
Results
Differentially expressed ion channel genes between p53 mutant and wild-type tumors
Gene symbol | Gene title | Fold changea | Adjusted |
---|---|---|---|
P-valueb | |||
ANO1
| anoctamin 1, calcium activated chloride channel | 0.66 | 0.001 |
CACNA1D
| calcium channel, voltage-dependent, L type, alpha 1D subunit | 0.32 | < 0.001 |
CACNA2D1
| calcium channel, voltage-dependent, alpha 2/delta subunit 1 | 0.79 | 0.002 |
CACNA2D2
| calcium channel, voltage-dependent, alpha 2/delta subunit 2 | 0.47 | < 0.001 |
CLCA2
| chloride channel accessory 2 | 2.53 | 0.039 |
CLIC5
| chloride intracellular channel 5 | 0.77 | < 0.001 |
CLIC6
| chloride intracellular channel 6 | 0.28 | < 0.001 |
GLRB
| glycine receptor, beta | 0.32 | < 0.001 |
KCND3
| potassium voltage-gated channel, Shal-related subfamily, member 3 | 0.46 | < 0.001 |
KCNE3
| potassium voltage-gated channel, Isk-related family, member 3 | 1.34 | < 0.001 |
KCNE4
| potassium voltage-gated channel, Isk-related family, member 4 | 0.25 | < 0.001 |
KCNJ3
| potassium inwardly-rectifying channel, subfamily J, member 3 | 0.51 | < 0.001 |
KCNK1
| potassium channel, subfamily K, member 1 | 1.44 | < 0.001 |
KCNK6
| potassium channel, subfamily K, member 6 | 0.80 | 0.010 |
KCNMA1
| potassium large conductance calcium-activated channel, subfamily M, alpha member 1 | 0.65 | < 0.001 |
KCNN4
| potassium intermediate/small conductance calcium-activated channel, subfamily N, member 4 | 1.69 | < 0.001 |
MCOLN2
| mucolipin 2 | 1.60 | < 0.001 |
P2RX4
| purinergic receptor P2X, ligand-gated ion channel, 4 | 0.73 | < 0.001 |
SCN7A
| sodium channel, voltage-gated, type VII, alpha subunit | 0.29 | < 0.001 |
SCNN1A
| sodium channel, non-voltage-gated 1 alpha subunit | 0.71 | < 0.001 |
TPCN1
| two pore segment channel 1 | 0.77 | < 0.001 |
TRPC1
| transient receptor potential cation channel, subfamily C, member 1 | 0.72 | 0.005 |
Differentially expressed ion channel genes between ER positive and negative patients
Gene symbol | Gene title | Fold changea | Adjusted |
---|---|---|---|
P-valueb | |||
ANO1
| anoctamin 1, calcium activated chloride channel | 2.09 | < 0.001 |
CACNA1A
| calcium channel, voltage-dependent, P/Q type, alpha 1A subunit | 0.65 | 0.043 |
CACNA1D
| calcium channel, voltage-dependent, L type, alpha 1D subunit | 5.59 | < 0.001 |
CACNA2D1
| calcium channel, voltage-dependent, alpha 2/delta subunit 1 | 1.30 | 0.033 |
CACNA2D2
| calcium channel, voltage-dependent, alpha 2/delta subunit 2 | 2.61 | < 0.001 |
CLCA2
| chloride channel accessory 2 | 0.46 | 0.017 |
CLIC4
| chloride intracellular channel 4 | 0.75 | 0.008 |
CLIC6
| chloride intracellular channel 6 | 5.86 | < 0.001 |
GABRP
| gamma-aminobutyric acid (GABA) A receptor, pi | 0.20 | 0.020 |
GLRB
| glycine receptor, beta | 3.42 | < 0.001 |
KCNAB2
| potassium voltage-gated channel, shaker-related subfamily, beta member 2 | 0.72 | 0.013 |
KCND3
| potassium voltage-gated channel, Shal-related subfamily, member 3 | 2.36 | < 0.001 |
KCNE3
| potassium voltage-gated channel, Isk-related family, member 3 | 0.75 | 0.003 |
KCNE4
| potassium voltage-gated channel, Isk-related family, member 4 | 12.64 | < 0.001 |
KCNJ3
| potassium inwardly-rectifying channel, subfamily J, member 3 | 6.22 | < 0.001 |
KCNK6
| potassium channel, subfamily K, member 6 | 1.82 | < 0.001 |
KCNMA1
| potassium large conductance calcium-activated channel, subfamily M, alpha member 1 | 1.45 | 0.035 |
KCNN4
| potassium intermediate/small conductance calcium-activated channel, subfamily N, member 4 | 0.42 | < 0.001 |
KCNS3
| potassium voltage-gated channel, delayed-rectifier, subfamily S, member 3 | 1.58 | 0.028 |
MCOLN2
| mucolipin 2 | 0.46 | 0.002 |
P2RX4
| purinergic receptor P2X, ligand-gated ion channel, 4 | 1.82 | < 0.001 |
SCN7A
| sodium channel, voltage-gated, type VII, alpha subunit | 1.71 | 0.009 |
SCNN1A
| sodium channel, non-voltage-gated 1 alpha subunit | 2.00 | < 0.001 |
TPCN1
| two pore segment channel 1 | 1.38 | < 0.001 |
Correlation between tumor grade and expression of ion channel genes
Gene symbol | Gene title | ρa | Adjusted |
---|---|---|---|
P-valueb | |||
ANO1
| anoctamin 1, calcium activated chloride channel | -0.23 | < 0.001 |
CACNA1D
| calcium channel, voltage-dependent, L type, alpha 1D subunit | -0.42 | < 0.001 |
CACNA2D1
| calcium channel, voltage-dependent, alpha 2/delta subunit 1 | -0.28 | < 0.001 |
CACNA2D2
| calcium channel, voltage-dependent, alpha 2/delta subunit 2 | -0.30 | < 0.001 |
CLIC1
| chloride intracellular channel 1 | 0.26 | < 0.001 |
CLIC4
| chloride intracellular channel 4 | 0.16 | 0.022 |
CLIC5
| chloride intracellular channel 5 | -0.22 | 0.001 |
CLIC6
| chloride intracellular channel 6 | -0.33 | < 0.001 |
GLRB
| glycine receptor, beta | -0.35 | < 0.001 |
KCNAB2
| potassium voltage-gated channel, shaker-related subfamily, beta member 2 | 0.15 | 0.023 |
KCND3
| potassium voltage-gated channel, Shal-related subfamily, member 3 | -0.39 | < 0.001 |
KCNE3
| potassium voltage-gated channel, Isk-related family, member 3 | 0.23 | < 0.001 |
KCNE4
| potassium voltage-gated channel, Isk-related family, member 4 | -0.38 | < 0.001 |
KCNK1
| potassium channel, subfamily K, member 1 | 0.25 | < 0.001 |
KCNMA1
| potassium large conductance calcium-activated channel, subfamily M, alpha member 1 | -0.30 | < 0.001 |
KCNN4
| potassium intermediate/small conductance calcium-activated channel, subfamily N, member 4 | 0.23 | < 0.001 |
MCOLN2
| mucolipin 2 | 0.25 | < 0.001 |
P2RX4
| purinergic receptor P2X, ligand-gated ion channel, 4 | -0.24 | < 0.001 |
PKD1
| polycystic kidney disease 1 (autosomal dominant) | -0.17 | 0.012 |
PKD2
| polycystic kidney disease 2 (autosomal dominant) | -0.19 | 0.004 |
SCN1B
| sodium channel, voltage-gated, type I, beta subunit | -0.27 | < 0.001 |
SCN7A
| sodium channel, voltage-gated, type VII, alpha subunit | -0.41 | < 0.001 |
SCNN1A
| sodium channel, non-voltage-gated 1 alpha subunit | -0.18 | 0.008 |
TPCN1
| two pore segment channel 1 | -0.26 | < 0.001 |
TPCN2
| two pore segment channel 2 | 0.17 | 0.013 |
TRPC1
| transient receptor potential cation channel, subfamily C, member 1 | -0.25 | < 0.001 |
TRPM4
| transient receptor potential cation channel, subfamily M, member 4 | -0.21 | 0.002 |
VDAC1
| voltage-dependent anion channel 1 | 0.21 | 0.002 |
VDAC2
| voltage-dependent anion channel 2 | 0.22 | 0.001 |
VDAC3
| voltage-dependent anion channel 3 | 0.26 | < 0.001 |
Prognostic molecular signature composed of ion channel genes
Cohort | Hazard ratio | 95% Confidence interval | P-value |
---|---|---|---|
SIN | 1.98 | (1.15, 3.44) | 0.015 |
FRA | 1.99 | (1.28, 3.10) | 0.002 |
GER | 1.73 | (0.96, 3.14) | 0.069 |
NED | 1.81 | (1.15, 2.86) | 0.010 |
SWE | 4.33 | (1.76, 10.64) | 0.001 |
TWN | 1.82 | (1.17, 2.85) | 0.008 |
USA1 | 3.11 | (2.05, 4.70) | < 0.001 |
USA2 | 1.71 | (1.16, 2.51) | 0.006 |
Independence of IC30 from other clinicopathological factors
Covariate | Hazard ratio | 95% Confidence interval | P-value |
---|---|---|---|
IC30 + vs. - | 2.21 | (1.32, 3.70) | 0.002 |
Age (per year) | 1.00 | (0.98, 1.02) | 0.940 |
Lymph node + vs. - | 2.07 | (1.35, 3.16) | < 0.001 |
Tumor size ≥ T3 vs. < T3 | 1.73 | (1.16, 2.57) | 0.007 |
Grade 3 vs. 1,2 | 0.67 | (0.41, 1.11) | 0.119 |
ER + vs. - | 0.58 | (0.33, 1.01) | 0.055 |
PR + vs. - | 0.76 | (0.45, 1.31) | 0.330 |
Covariate | Hazard ratio | 95% Confidence interval | P-value |
---|---|---|---|
IC30 + vs. - | 2.55 | (1.21, 5.39) | 0.014 |
Age (per year) | 1.00 | (0.98, 1.02) | 0.687 |
Grade 3 vs. 1,2 | 0.79 | (0.43, 1.45) | 0.444 |
ER + vs. - | 0.91 | (0.33, 2.52) | 0.855 |
PR + vs. - | 1.24 | (0.48, 3.18) | 0.655 |
p53 mutant vs. wild-type | 1.22 | (0.70, 2.12) | 0.487 |