In Clinical cancer research : an official journal of the American Association for Cancer Research
PURPOSE : Identifying cancers with high PI3K pathway activity is critical for treatment selection and eligibility into clinical trials of PI3K inhibitors. Assessments of tumor signaling pathway activity need to consider intratumoral heterogeneity and multiple regulatory nodes.
METHODS : We established a novel, mechanistically informed approach to assessing tumor signaling pathways by quantifying single cell-level multiplex immunofluorescence using custom algorithms. In a proof-of-concept study, we stained archival formalin-fixed, paraffin-embedded (FFPE) tissue from patients with primary prostate cancer in two prospective cohort studies, the Health Professionals Follow-up Study and the Physicians' Health Study. PTEN, stathmin, and phospho-S6 were quantified on 14 tissue microarrays as indicators of PI3K activation to derive cell-level PI3K scores.
RESULTS : In 1,001 men, 988,254 tumor cells were assessed (median, 743 per tumor; interquartile range, 290 to 1377). PI3K scores were higher in tumors with PTEN loss scored by a pathologist, higher Gleason grade, and a new, validated bulk PI3K transcriptional signature. Unsupervised machine-learning approaches resulted in similar clustering. Within-tumor heterogeneity in cell-level PI3K scores was high. During long-term follow-up (median, 15.3 years), rates of progression to metastases and death from prostate cancer were twice as high in the highest quartile of PI3K activation compared to the lowest quartile (hazard ratio, 2.04; 95% confidence interval, 1.13 to 3.68).
CONCLUSION : Our novel pathway-focused approach to quantifying single cell-level immunofluorescence in FFPE tissue identifies prostate tumors with PI3K pathway activation that are more aggressive and may respond to pathway inhibitors.
Stopsack Konrad H, Huang Ying, Tyekucheva Svitlana, Gerke Travis A, Bango Clyde, Elfandy Habiba, Bowden Michaela, Penney Kathryn L, Roberts Thomas M, Parmigiani Giovanni, Kantoff Philip W, Mucci Lorelei A, Loda Massimo