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. Author manuscript; available in PMC: 2016 May 23.
Published in final edited form as: Eur Urol. 2011 Jul 5;60(4):622–633. doi: 10.1016/j.eururo.2011.06.048

Table 1.

Gene expression studies in RCC (reproduced with kind permission from Springer Science+Business Media: Curr Oncol Rep: Renal cell carcinoma: where will the state-of-the-art lead us? Volume 12 (2010) 193–201, Brannon AR, Rathmell WK, Table X[116]).

Study Year Samples Analytical focus Results
Clinically driven analyses

 Takahashi [39] 2001 29 clear cell 5 year survival 51 probes associate with survival, 96% accuracy
29 normal

 Vasselli[40] 2003 51 clear cell Survival 45 genes most associated with survival. VCAM-1 alone can stratify patients by survival.
6 papillary
1 unknown

 Jones [117] 2005 22 clear cell Progression and metastases 31 genes that are continuously deregulated in disease progression. 155 genes that associate with metastases, 88.9% accuracy
10 metastases
37 other
24 normal

 Kosari [118] 2005 10 aggressive cc Tumor aggressiveness 35 genes distinguish between non-aggressive and aggressive tumors. Survivin expression associated with survival by multivariate analysis in 183 patients
9 non-aggressive cc
9 metastatic cc
12 normal

 Zhao [47] 2006 177 clear cell Unsupervised 2 primary clusters composed of 5 subclusters with survival difference.

 Yao [119] 2008 25 clear cell (14 metastatic) Metastatic vs non- metastatic 3 genes (VCAM-1, EDNRB, RGS5) that by qRT-PCR associate with survival
2 metastases

 Wuttig[51] 2009 20 metastatic clear cell Disease-free interval Number of metastases 306 differentially expressed genes differentiate early (≤ 9 months) versus late (≥5 years) occurring metastases 163 probe sets differentiate patients with multiple (≥16) and “few”( ≤8) metastases

Biology-driven analyses

 Vasselli [40] 2003 51 clear cell Unsupervised 2 clusters of metastatic tumors with survival difference
6 papillary
1 unknown

 Skubitz [49] 2006 16 clear cell Unsupervised 2 subtypes distinguishable by 546 genes, with possible pathway differences
21 normal

 Zhao [47] 2006 177 clear cell Survival 259 genes associated with survival by univariate and multivariate analysis

 Gordan [27] 2008 21 clear cell Wild-type VHL vs H1H2 vs H2 tumors 3 groups have distinct biological pathways. H2 tumors overexpress c-Myc, leading to increased proliferation

 Zhao [48] 2009 177 clear cell Biology of survival gene set Good prognosis tumors resemble normal renal cortex or glomerulus. Poor prognosis tumors associated with wound healing and loss of differentiation gene sets.

 Brannon [50] 2010 48 clear cell Unsupervised consensus clustering 2 subtypes of clear cell (ccA and ccB) with pathway and survival differences, differentiable by <120 probes
18 normal
Gene Expression and Cytogenetics/Sequencing Analyses

 Furge [31] 2004 60 clear cell Histological classification by virtual cytogenetics 1018 gene classifier and cytogenetic classifier to distinguish between 3 subtypes, 99% and 81% accuracy, respectively.
5 papillary
16 chromophobe

 Sultmann [34] 2005 65 clear cell Cytogenetics; Metastases and survival 136 genes significantly associated with cytogenetic abnormalities. 45 genes associated with survival. 85 genes associated with metastasis formation.
13 papillary
9 chromophobe
25 normal

 Beroukhim [30] 2009 49 sporadic cc VHL disease vs sporadic clear cell VHL disease and sporadic clear cell tumors have similar gene expression and cytogenetic profiles, but sporadic cases have more frequent alterations.
5 metastases
36 VHL tumors

 Dalgliesh [29] 2010 96 clear cell Genetics by sequencing Mutations in histone modification and DNA damage repair genes may be important in RCC development or progression

cc, Clear Cell; H1H2, HIF-1 and HIF-2 overexpressing; H2, HIF-2 only overexpressing; VHL, von Hippel Lindau