Table 3

Hallmark gene subsets (n=16) with significant tumor versus normal sample clustering potential

GenesetSil.(mean)Sil.(stdev)Sig. subsets
PROTEIN_SECRETION0.090.121/5
ALLOGRAFT_REJECTION0.100.094/12
UNFOLDED_PROTEIN_RESPONSE0.100.031/6
INTERFERON_GAMMA_RESPONSE0.120.081/12
ESTROGEN_RESPONSE_EARLY0.130.094/12
REACTIVE_OXYGEN_SPECIES_PATHWAY0.140.110/2
INTERFERON_ALPHA_RESPONSE0.150.060/5
OXIDATIVE_PHOSPHORYLATION0.150.070/11
MYC_TARGETS_V10.150.070/12
ANDROGEN_RESPONSE0.150.101/6
PEROXISOME0.150.101/6
PANCREAS_BETA_CELLS0.160.020/2
PI3K_AKT_MTOR_SIGNALING0.180.110/6
ESTROGEN_RESPONSE_LATE0.180.100/12
COMPLEMENT0.200.101/12
MTORC1_SIGNALING0.200.121/12
TGF_BETA_SIGNALING0.200.060/3
APOPTOSIS0.220.090/9
KRAS_SIGNALING_DN0.220.090/12
UV_RESPONSE_UP0.220.111/9
HEME_METABOLISM0.220.080/11
IL6_JAK_STAT3_SIGNALING0.230.080/5
P53_PATHWAY0.230.070/11
ANGIOGENESIS0.230.050/2
MYC_TARGETS_V20.230.110/3
INFLAMMATORY_RESPONSE0.240.090/12
XENOBIOTIC_METABOLISM0.250.081/12
DNA_REPAIR0.260.060/9
EPITHELIAL_MESENCHYMAL_TRANSITION0.260.101/12
BILE_ACID_METABOLISM0.270.174/7
HYPOXIA0.270.070/11
TNFA_SIGNALING_VIA_NFKB0.280.081/12
APICAL_SURFACE0.280.080/2
COAGULATION0.290.060/8
GLYCOLYSIS0.290.100/12
APICAL_JUNCTION0.290.061/11
MYOGENESIS0.290.091/12
FATTY_ACID_METABOLISM0.290.111/9
ADIPOGENESIS0.300.060/12
IL2_STAT5_SIGNALING0.300.081/12
CHOLESTEROL_HOMEOSTASIS0.300.091/4
KRAS_SIGNALING_UP0.310.123/11
NOTCH_SIGNALING0.330.121/2
WNT_BETA_CATENIN_SIGNALING0.330.050/2
UV_RESPONSE_DN0.330.082/8
HEDGEHOG_SIGNALING0.340.000/2
SPERMATOGENESIS0.350.114/8
G2M_CHECKPOINT0.360.135/11
E2F_TARGETS0.390.128/12
MITOTIC_SPINDLE0.400.098/12
GenesetSil.(mean)Sil.(stdev)Sig. subsets
PROTEIN_SECRETION0.090.121/5
ALLOGRAFT_REJECTION0.100.094/12
UNFOLDED_PROTEIN_RESPONSE0.100.031/6
INTERFERON_GAMMA_RESPONSE0.120.081/12
ESTROGEN_RESPONSE_EARLY0.130.094/12
REACTIVE_OXYGEN_SPECIES_PATHWAY0.140.110/2
INTERFERON_ALPHA_RESPONSE0.150.060/5
OXIDATIVE_PHOSPHORYLATION0.150.070/11
MYC_TARGETS_V10.150.070/12
ANDROGEN_RESPONSE0.150.101/6
PEROXISOME0.150.101/6
PANCREAS_BETA_CELLS0.160.020/2
PI3K_AKT_MTOR_SIGNALING0.180.110/6
ESTROGEN_RESPONSE_LATE0.180.100/12
COMPLEMENT0.200.101/12
MTORC1_SIGNALING0.200.121/12
TGF_BETA_SIGNALING0.200.060/3
APOPTOSIS0.220.090/9
KRAS_SIGNALING_DN0.220.090/12
UV_RESPONSE_UP0.220.111/9
HEME_METABOLISM0.220.080/11
IL6_JAK_STAT3_SIGNALING0.230.080/5
P53_PATHWAY0.230.070/11
ANGIOGENESIS0.230.050/2
MYC_TARGETS_V20.230.110/3
INFLAMMATORY_RESPONSE0.240.090/12
XENOBIOTIC_METABOLISM0.250.081/12
DNA_REPAIR0.260.060/9
EPITHELIAL_MESENCHYMAL_TRANSITION0.260.101/12
BILE_ACID_METABOLISM0.270.174/7
HYPOXIA0.270.070/11
TNFA_SIGNALING_VIA_NFKB0.280.081/12
APICAL_SURFACE0.280.080/2
COAGULATION0.290.060/8
GLYCOLYSIS0.290.100/12
APICAL_JUNCTION0.290.061/11
MYOGENESIS0.290.091/12
FATTY_ACID_METABOLISM0.290.111/9
ADIPOGENESIS0.300.060/12
IL2_STAT5_SIGNALING0.300.081/12
CHOLESTEROL_HOMEOSTASIS0.300.091/4
KRAS_SIGNALING_UP0.310.123/11
NOTCH_SIGNALING0.330.121/2
WNT_BETA_CATENIN_SIGNALING0.330.050/2
UV_RESPONSE_DN0.330.082/8
HEDGEHOG_SIGNALING0.340.000/2
SPERMATOGENESIS0.350.114/8
G2M_CHECKPOINT0.360.135/11
E2F_TARGETS0.390.128/12
MITOTIC_SPINDLE0.400.098/12
Table 3

Hallmark gene subsets (n=16) with significant tumor versus normal sample clustering potential

GenesetSil.(mean)Sil.(stdev)Sig. subsets
PROTEIN_SECRETION0.090.121/5
ALLOGRAFT_REJECTION0.100.094/12
UNFOLDED_PROTEIN_RESPONSE0.100.031/6
INTERFERON_GAMMA_RESPONSE0.120.081/12
ESTROGEN_RESPONSE_EARLY0.130.094/12
REACTIVE_OXYGEN_SPECIES_PATHWAY0.140.110/2
INTERFERON_ALPHA_RESPONSE0.150.060/5
OXIDATIVE_PHOSPHORYLATION0.150.070/11
MYC_TARGETS_V10.150.070/12
ANDROGEN_RESPONSE0.150.101/6
PEROXISOME0.150.101/6
PANCREAS_BETA_CELLS0.160.020/2
PI3K_AKT_MTOR_SIGNALING0.180.110/6
ESTROGEN_RESPONSE_LATE0.180.100/12
COMPLEMENT0.200.101/12
MTORC1_SIGNALING0.200.121/12
TGF_BETA_SIGNALING0.200.060/3
APOPTOSIS0.220.090/9
KRAS_SIGNALING_DN0.220.090/12
UV_RESPONSE_UP0.220.111/9
HEME_METABOLISM0.220.080/11
IL6_JAK_STAT3_SIGNALING0.230.080/5
P53_PATHWAY0.230.070/11
ANGIOGENESIS0.230.050/2
MYC_TARGETS_V20.230.110/3
INFLAMMATORY_RESPONSE0.240.090/12
XENOBIOTIC_METABOLISM0.250.081/12
DNA_REPAIR0.260.060/9
EPITHELIAL_MESENCHYMAL_TRANSITION0.260.101/12
BILE_ACID_METABOLISM0.270.174/7
HYPOXIA0.270.070/11
TNFA_SIGNALING_VIA_NFKB0.280.081/12
APICAL_SURFACE0.280.080/2
COAGULATION0.290.060/8
GLYCOLYSIS0.290.100/12
APICAL_JUNCTION0.290.061/11
MYOGENESIS0.290.091/12
FATTY_ACID_METABOLISM0.290.111/9
ADIPOGENESIS0.300.060/12
IL2_STAT5_SIGNALING0.300.081/12
CHOLESTEROL_HOMEOSTASIS0.300.091/4
KRAS_SIGNALING_UP0.310.123/11
NOTCH_SIGNALING0.330.121/2
WNT_BETA_CATENIN_SIGNALING0.330.050/2
UV_RESPONSE_DN0.330.082/8
HEDGEHOG_SIGNALING0.340.000/2
SPERMATOGENESIS0.350.114/8
G2M_CHECKPOINT0.360.135/11
E2F_TARGETS0.390.128/12
MITOTIC_SPINDLE0.400.098/12
GenesetSil.(mean)Sil.(stdev)Sig. subsets
PROTEIN_SECRETION0.090.121/5
ALLOGRAFT_REJECTION0.100.094/12
UNFOLDED_PROTEIN_RESPONSE0.100.031/6
INTERFERON_GAMMA_RESPONSE0.120.081/12
ESTROGEN_RESPONSE_EARLY0.130.094/12
REACTIVE_OXYGEN_SPECIES_PATHWAY0.140.110/2
INTERFERON_ALPHA_RESPONSE0.150.060/5
OXIDATIVE_PHOSPHORYLATION0.150.070/11
MYC_TARGETS_V10.150.070/12
ANDROGEN_RESPONSE0.150.101/6
PEROXISOME0.150.101/6
PANCREAS_BETA_CELLS0.160.020/2
PI3K_AKT_MTOR_SIGNALING0.180.110/6
ESTROGEN_RESPONSE_LATE0.180.100/12
COMPLEMENT0.200.101/12
MTORC1_SIGNALING0.200.121/12
TGF_BETA_SIGNALING0.200.060/3
APOPTOSIS0.220.090/9
KRAS_SIGNALING_DN0.220.090/12
UV_RESPONSE_UP0.220.111/9
HEME_METABOLISM0.220.080/11
IL6_JAK_STAT3_SIGNALING0.230.080/5
P53_PATHWAY0.230.070/11
ANGIOGENESIS0.230.050/2
MYC_TARGETS_V20.230.110/3
INFLAMMATORY_RESPONSE0.240.090/12
XENOBIOTIC_METABOLISM0.250.081/12
DNA_REPAIR0.260.060/9
EPITHELIAL_MESENCHYMAL_TRANSITION0.260.101/12
BILE_ACID_METABOLISM0.270.174/7
HYPOXIA0.270.070/11
TNFA_SIGNALING_VIA_NFKB0.280.081/12
APICAL_SURFACE0.280.080/2
COAGULATION0.290.060/8
GLYCOLYSIS0.290.100/12
APICAL_JUNCTION0.290.061/11
MYOGENESIS0.290.091/12
FATTY_ACID_METABOLISM0.290.111/9
ADIPOGENESIS0.300.060/12
IL2_STAT5_SIGNALING0.300.081/12
CHOLESTEROL_HOMEOSTASIS0.300.091/4
KRAS_SIGNALING_UP0.310.123/11
NOTCH_SIGNALING0.330.121/2
WNT_BETA_CATENIN_SIGNALING0.330.050/2
UV_RESPONSE_DN0.330.082/8
HEDGEHOG_SIGNALING0.340.000/2
SPERMATOGENESIS0.350.114/8
G2M_CHECKPOINT0.360.135/11
E2F_TARGETS0.390.128/12
MITOTIC_SPINDLE0.400.098/12
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