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Glinsky                                                                                                                                 Genetic signatures of lethal disease in early stage prostate cancer

           98  genes  GES  appear  to  identify  lethal  disease  in   with markedly different clinical aggressiveness.
           Gleason 6 and 7 prostate cancer patients with as little
           as 2% of cancer cells in a biopsy specimen [Figure 5].   The most  recent release of  web-based tools, the
           The conclusions reached based on the Kaplan-Meier   UCSC    Xena    (http://xena.ucsc.edu/),   provides
           survival  analyses  were  confirmed  using  the  receiver   powerful resources to explore, analyze, and visualize
           operating characteristic area under the curve analysis   the comprehensive functional cancer genomics
           of the patients’ classification based on the 98-genes   datasets of thousands  annotated clinical  samples
           signature score in training (n = 141) and test (n = 140)   of  TCGA  (https://xenabrowser.net/datapages/).  The
           groups (A) and different clinically-relevant sub-groups   classification performance of the 98-genes GES was
           (B-D) of patients [Figure 6; Tables 2 and 3]. Collectively,   further validated using TCGA Prostate Cancer cohort
           the results of the present analyses strongly indicate   of 550 clinical samples with known therapy outcomes
           that  the  98-genes  GES  captures  a  malignant  field   after the initial  treatment  [Table  4]. Notably, the 98-
           effect in the human prostates harboring cancer cells   gene  GES  successfully  stratified  prostate  cancer



















































           Figure 5: GES-based identification of lethal disease in Gleason 6 and 7 prostate cancer patients with distinct numbers of cancer cells
           in biopsy samples. Kaplan-Meier survival analysis of the classification performance of the 98 genes GES in 52 prostate cancer patients
           having 2% cancer cells in biopsy samples (A, top), 76 patients having 5% or less cancer cells in biopsy samples (A, bottom), 109 patients
           having 10% or less cancer cells in biopsy samples (B, top), 140 patients having 20% or less cancer cells in biopsy samples (B, bottom;
           and C, top), 167 patients having 40% or less cancer cells in biopsy samples (C, bottom). Classification threshold 98 genes GES score of
           270.43 units was chosen using the training set of 141 prostate cancer patients and consistently applied in all subsequent validation screens
           using the Kaplan-Meier survival analysis to stratify the patients into lethal disease sub-groups (score ≥ 270.43) and moderate/aggressive
           disease sub-group (score < 270.43). Percent values indicate the proportion of patients in the lethal disease sub-group. P values indicate the
           significance of the differences in the numbers of death events and surviving patients between the groups which was determined using two-
           sided Fisher’s exact test. GES: gene expression signatures
            186                                                            Journal of Cancer Metastasis and Treatment ¦ Volume 3 ¦ September 21, 2017
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