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Table 4.

Up-regulated genes most commonly reported in cancer versus normal expression profiling studies

Gene nameDescriptionStudiesStudies with fold changeTotal sample sizesTotal sample sizes with fold changeMean fold changeRangeValidation
TGFβI Transforming growth factor- β induced, 68 kDa 9 (8, 19-22, 47, 51, 54, 57) 369 329 8.94 1.11-32.00 RT-PCR (8, 19, 51, 54, 57) 
IFITM1 IFN-induced transmembrane protein 1 (9-27) 9 (19, 20, 48, 51-54, 57, 58) 351 187 7.52 3.00-12.00 RT-PCR (51, 57) 
MYC V-myc myelocytomatosis viral oncogene homologue (avian) 7 (20, 21, 51, 54, 56, 58, 59) 329 243 5.02 1.69-7.50 RT-PCR (6, 51, 54, 58) 
SPARC Secreted protein, acidic, cysteine-rich (osteonectin) 7 (19-22, 51, 58, 59) 244 180 6.30 1.27-15.00 Immunohistochemistry (39)* 
GDF15 Growth differentiation factor 15 7 (8, 18, 19, 21, 22, 51, 58) 230 172 7.42 1.58-12.20 RT-PCR (19, 51) 
Six studies: greatest sample size         
CXCL1 Chemokine (C-X-C motif) ligand 1 (melanoma growth-stimulating activity, α6 (17, 18, 21, 20, 54, 58) 287 229 6.54 2.74-10.50 RT-PCR (18, 21) 
Six studies: moderate sample size         
CDC25B Cell division cycle 25 homologue B (Schizosaccharomyces pombe) 6 (17, 20, 21, 51, 57, 58) 256 176 4.93 1.81-9.20 RT-PCR (17) 
HMBG1 High-mobility group box 1 6 (8, 22, 48, 53, 54, 58) 264 161 3.27 2.66-3.91 Western blot, immunohistochemistry (61) 
Six studies: lowest sample size         
IFITM2 IFN-induced transmembrane protein 2 (1-8D) 6 (8, 19, 20, 52, 57, 59) 141 56 7.09 3.00-13.00 RT-PCR (32) 
COL1A2 Collagen, type I, α6 (19-22, 53, 59) 172 130 6.93 2.96-12.00 None found 
Five studies: greatest sample size         
CKS2 CDC28 protein kinase regulatory subunit 2 5 (17, 21, 22, 51, 54) 285 285 4.21 1.79-7.20 RT-PCR (17, 51) 
TOP2A Topoisomerase (DNA) IIα, 170 kDa 5 (21, 45, 51, 54, 58) 277 237 3.61 1.05-5.60 Northern blot, Western blot (62) 
UBE2C Ubiquitin-conjugating enzyme E2C 5 (20-22, 48, 54) 274 229 3.03 1.48-5.00 RT-PCR (63) 
Five studies: moderate sample size         
CDH3 Cadherin 3, type 1, P-cadherin (placental) 5 (8, 20, 21, 49, 51) 194 194 18.16 2.78-74.00 Western blot (64) 
INHBA Inhibin, βA (activin A, activin AB α polypeptide) 5 (20-22, 49, 58) 198 158 11.05 1.71-37.00 RT-PCR (65) 
SLC12A2 Solute carrier family 12 (sodium/potassium/chloride transporters), member 2 5 (19, 48, 49, 54, 59) 208 139 10.58 3.58-15.15 RT-PCR (54) 
MMP11 Matrix metallopeptidase 11 (stromelysin 3) 5 (20-22, 49, 51) 208 208 4.22 1.74-5.70 Western blot, immunohistochemistry (66) 
CSE1L CSE1 chromosome segregation 1-like (yeast) 5 (17, 20-22, 48) 207 162 3.74 1.14-5.00 None found 
HNRPA1 Heterogeneous nuclear ribonucleoprotein A1 5 (19, 21, 22, 54, 57) 243 203 2.89 1.01-4.50 RT-PCR (67) 
Five studies: lowest sample size         
CDK10 Cyclin-dependent kinase (CDC2-like) 10 5 (19-21, 45, 49) 150 150 13.85 2.66-17.59 None found 
COL3A1 Collagen, type III, α1 (Ehlers-Danlos syndrome type IV, autosomal dominant) 5 (21, 22, 47, 53, 58) 178 120 4.31 1.24-9.38 RT-PCR (53) 
COL4A1 Collagen, type IV, α5 (20-22) 168 126 2.70 1.05-4.00 None found 
Gene nameDescriptionStudiesStudies with fold changeTotal sample sizesTotal sample sizes with fold changeMean fold changeRangeValidation
TGFβI Transforming growth factor- β induced, 68 kDa 9 (8, 19-22, 47, 51, 54, 57) 369 329 8.94 1.11-32.00 RT-PCR (8, 19, 51, 54, 57) 
IFITM1 IFN-induced transmembrane protein 1 (9-27) 9 (19, 20, 48, 51-54, 57, 58) 351 187 7.52 3.00-12.00 RT-PCR (51, 57) 
MYC V-myc myelocytomatosis viral oncogene homologue (avian) 7 (20, 21, 51, 54, 56, 58, 59) 329 243 5.02 1.69-7.50 RT-PCR (6, 51, 54, 58) 
SPARC Secreted protein, acidic, cysteine-rich (osteonectin) 7 (19-22, 51, 58, 59) 244 180 6.30 1.27-15.00 Immunohistochemistry (39)* 
GDF15 Growth differentiation factor 15 7 (8, 18, 19, 21, 22, 51, 58) 230 172 7.42 1.58-12.20 RT-PCR (19, 51) 
Six studies: greatest sample size         
CXCL1 Chemokine (C-X-C motif) ligand 1 (melanoma growth-stimulating activity, α6 (17, 18, 21, 20, 54, 58) 287 229 6.54 2.74-10.50 RT-PCR (18, 21) 
Six studies: moderate sample size         
CDC25B Cell division cycle 25 homologue B (Schizosaccharomyces pombe) 6 (17, 20, 21, 51, 57, 58) 256 176 4.93 1.81-9.20 RT-PCR (17) 
HMBG1 High-mobility group box 1 6 (8, 22, 48, 53, 54, 58) 264 161 3.27 2.66-3.91 Western blot, immunohistochemistry (61) 
Six studies: lowest sample size         
IFITM2 IFN-induced transmembrane protein 2 (1-8D) 6 (8, 19, 20, 52, 57, 59) 141 56 7.09 3.00-13.00 RT-PCR (32) 
COL1A2 Collagen, type I, α6 (19-22, 53, 59) 172 130 6.93 2.96-12.00 None found 
Five studies: greatest sample size         
CKS2 CDC28 protein kinase regulatory subunit 2 5 (17, 21, 22, 51, 54) 285 285 4.21 1.79-7.20 RT-PCR (17, 51) 
TOP2A Topoisomerase (DNA) IIα, 170 kDa 5 (21, 45, 51, 54, 58) 277 237 3.61 1.05-5.60 Northern blot, Western blot (62) 
UBE2C Ubiquitin-conjugating enzyme E2C 5 (20-22, 48, 54) 274 229 3.03 1.48-5.00 RT-PCR (63) 
Five studies: moderate sample size         
CDH3 Cadherin 3, type 1, P-cadherin (placental) 5 (8, 20, 21, 49, 51) 194 194 18.16 2.78-74.00 Western blot (64) 
INHBA Inhibin, βA (activin A, activin AB α polypeptide) 5 (20-22, 49, 58) 198 158 11.05 1.71-37.00 RT-PCR (65) 
SLC12A2 Solute carrier family 12 (sodium/potassium/chloride transporters), member 2 5 (19, 48, 49, 54, 59) 208 139 10.58 3.58-15.15 RT-PCR (54) 
MMP11 Matrix metallopeptidase 11 (stromelysin 3) 5 (20-22, 49, 51) 208 208 4.22 1.74-5.70 Western blot, immunohistochemistry (66) 
CSE1L CSE1 chromosome segregation 1-like (yeast) 5 (17, 20-22, 48) 207 162 3.74 1.14-5.00 None found 
HNRPA1 Heterogeneous nuclear ribonucleoprotein A1 5 (19, 21, 22, 54, 57) 243 203 2.89 1.01-4.50 RT-PCR (67) 
Five studies: lowest sample size         
CDK10 Cyclin-dependent kinase (CDC2-like) 10 5 (19-21, 45, 49) 150 150 13.85 2.66-17.59 None found 
COL3A1 Collagen, type III, α1 (Ehlers-Danlos syndrome type IV, autosomal dominant) 5 (21, 22, 47, 53, 58) 178 120 4.31 1.24-9.38 RT-PCR (53) 
COL4A1 Collagen, type IV, α5 (20-22) 168 126 2.70 1.05-4.00 None found 

NOTE: The 22 up-regulated genes reported in at least five independent studies with consistent direction are presented here. Genes reported by five and six studies were further subdivided into semiquantitative categories based on the lowest (Q1), moderate (interquartile range), and greatest (values greater than those in Q3) number of tissue samples to give greater importance to the average fold change criteria for ranking genes when total sample numbers were similar. Validation studies that report a gene as differentially expressed in the opposite direction from that of the meta-analysis are marked with an asterisk.

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