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Home › Dataset Library › Adrenocortical Carcinoma Gene Expression Profiling [Affymetrix]

Dataset: Adrenocortical Carcinoma Gene Expression Profiling [Affymetrix]

Background: Adrenocortical carcinoma (ACC) is associated with poor survival rates. The objective of the study was to analyze ACC gene...

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Background: Adrenocortical carcinoma (ACC) is associated with poor survival rates. The objective of the study was to analyze ACC gene expression profiling data prognostic biomarkers and novel therapeutic targets. Methods: 44 ACC and 4 normal adrenal glands were profiled on Affymetrix U133 Plus 2 expression microarrays and pathway and transcriptional enrichment analysis performed. Protein levels were determined by western blot. Drug efficacy was assessed against ACC cell lines. Previously published expression datasets were analyzed as validation data sets. Results: Pathway enrichment analysis identified marked dysregulation of cyclin-dependent kinases and mitosis. Over-expression of PTTG1, which encodes securin, a negative regulator of p53, was identified as a marker of poor survival. Median survival for patients with tumors expressing high PTTG1 levels (log2 ratio of PTTG1 to average beta-actin <-3.04 ) was 1.8 years compared to 9.0 years if tumors expressed lower levels of PTTG1 (P<0.0001). These findings were confirmed by our analysis of previously published datasets. Treatment of ACC cell lines with vorinostat decreased securin levels and inhibited cell growth (IC50s of 1.69 uM and 0.891 uM, for SW-13 and H295R, respectively). Conclusion: Over-expression of PTTG1 is correlated with poor survival in ACC. PTTG1/securin is a prognostic biomarker and warrants investigation as a therapeutic target. RNA from forty-four adrenocortical carcinomas and four normal adrenal glands was extracted, labeled, and hybridized to Affymetrix U133 Plus 2 arrays. The resulting data was normalized by gcRMA with quantile normalization and background subtraction after using the ExpressionFileCreator in GenePattern. Data was then floored at 5.5 using PreprocessDataset, and filtered to remove 1) probes with more than 35 floored values and/or 2) probes where all values from one batch were floored while values from the other batch were not. Further batch effects were minimized using ComBat with the parametric option. Data was then floored at 2. Differentially expressed genes were determined using a T-test with multiple comparison correction as implemented by Comparative Marker Selection in Gene Pattern. Genes with the corrected p-value < 0.005 and the FDR < 0.075 were selected for further study. For comparing high to low grade or primary to recurrence, the FDR cut-off was increased to < 0.13. Survival analysis was conducted using Prism 6 (GraphPad) to generate Kaplan-Meier curves that were compared by log-rank.

Species:
human

Samples:
48

Source:
E-GEOD-19750

PubMed:
24238056

Updated:
Dec.12, 2014

Registered:
Jul.11, 2014


Factors: (via ArrayExpress)
Sample SURVIVAL IN YEARS FUNCTIONAL SURVIVAL STATUS BATCH SEX TUMOR SIZE IN CM AGE IN YEARS TUMOR WEIGHT IN GRAMS TUMOR GRADE STAGE
GSM1094080 NA Unknown NA 2 NA Unknown NA unknown Unknown NA
GSM1094079 Unknown Unknown Unknown 2 female Unknown 28 unknown Unknown 4
GSM1094078 2.08 None alive 2 male 7.8 63 132 4 4
GSM1094077 2.83 None dead 2 male 7.8 69 unknown Unknown Recurrence
GSM1094076 2.083 aldosterone dead 2 female 14.5 53 1243 Unknown Recurrence
GSM1094075 6 None alive 2 female 14.5 51 325 2 Recurrence
GSM1094074 0.583 Cortisol, aldosterone, testosterone dead 2 female 10.5 55 277 4 2
GSM1094073 Unknown Unknown Unknown 2 female 10 59 22 Unknown 4
GSM1094072 7.583 None dead 2 male 2.5 59 unknown Unknown Recurrence
GSM109407 3 None alive 2 male 4 57 39 1 1
GSM1094070 Unknown aldosterone Unknown 2 female Unknown 58 unknown Unknown Recurrence
GSM1094069 Unknown Unknown Unknown 2 female Unknown Unknown unknown Unknown Recurrence
GSM1094068 Unknown Unknown Unknown 2 female Unknown 53 unknown Unknown 4
GSM1094067 Unknown Unknown Unknown 2 male 9 70 272 1 Unknown
GSM1094066 Unknown Virulizing Unknown 2 female 9.5 27 300 1 Unknown
GSM1094065 Unknown Unknown Unknown 2 female 8.8 60 392 Unknown 3
GSM1094064 Unknown Unknown Unknown 2 male 19 52 2310 Unknown Unknown
GSM1094063 Unknown Unknown Unknown 2 male 12 40 480 2 Unknown
GSM1094062 Unknown Unknown Unknown 2 female Unknown 45 unknown Unknown 4
GSM109406 Unknown Unknown Unknown 2 male 4 43 60 1 Recurrence
GSM1094060 Unknown Unknown Unknown 2 female 11 32 106 1 2
GSM1094059 Unknown Unknown Unknown 2 male 16 46 1463 Unknown 4
GSM1094058 Unknown Unknown Unknown 2 female Unknown 45 unknown Unknown Recurrence
GSM1094057 1.583 Unknown dead 2 female Unknown 68 unknown 2 Recurrence
GSM1094056 Unknown Cushings Unknown 2 female 18 20 unknown 1 Unknown
GSM493273 Unknown Unknown Unknown 1 female Unknown 46 unknown Unknown Unknown
GSM493272 14 Unknown alive 1 male Unknown 42 unknown Unknown Recurrence
GSM49327 0 Unknown dead 1 female Unknown 56.7 unknown 3 Recurrence
GSM493270 Unknown Cushings Unknown 1 female 9 58 153.8 2 1
GSM493269 Unknown None Unknown 1 male Unknown Unknown unknown 2 Recurrence
GSM493268 9.8 Cushings dead 1 female 8 27.7 149 2 2
GSM493267 6.4 None dead 1 female 10 67.3 230 2 2
GSM493266 18 aldosterone dead 1 female 15 54.2 890 1 2
GSM493265 Unknown Unknown Unknown 1 female Unknown 37 unknown 2 3
GSM493264 9 None dead 1 male 8 53.2 195 2 3
GSM493263 Unknown Cushings Unknown 1 female Unknown Unknown Unknown 3 2
GSM493262 13.8 Cushings dead 1 female 6.5 36.9 unknown 4 Recurrence
GSM49326 3.1 Cushings dead 1 male 9 48.5 195 3 2
GSM493260 16.6 None dead 1 female 3 26.7 unknown 4 Recurrence
GSM493259 0.1 Cushings dead 1 male 12 46.9 235 4 4
GSM493258 0.4 Cushings dead 1 male 9.5 72.1 175 4 4
GSM493257 1.7 None dead 1 male 7.6 67.8 150 4 2
GSM493256 0.6 None dead 1 female 9 56.5 190 4 4
GSM493255 3 None dead 1 male 19 23.3 1100 3 2
GSM493254 NA NA NA 1 Unknown NA Unknown NA NA NA
GSM493254 NA NA NA 1 Unknown NA Unknown NA NA NA
GSM493254 NA NA NA 1 Unknown NA Unknown NA NA NA
GSM493254 NA NA NA 1 Unknown NA Unknown NA NA NA

Tags

  • actin
  • adrenocortical carcinoma
  • carcinoma
  • cell
  • median
  • protein

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